import pandas as pan
import numpy as np
import plotly.express as px
pays = "en France"

France¶

mots seuls¶

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

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

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

(9129875, 38038252)

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 =  9129909
Somme observée média khi2_1 =  9129875
Nb de lignes  fichier nonmedia1 =  38038966
Somme observée nonmédia khi2_1 =  38038252

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

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

/home/jhroy/.local/lib/python3.7/site-packages/pandas/core/arraylike.py:358: RuntimeWarning:

invalid value encountered in sqrt

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

(8751506, 36825966)

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 =  8751506
Somme observée média khi2_2 =  8751506
Nb de lignes  fichier nonmedia2 =  36825966
Somme observée nonmédia khi2_2 =  36825966

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

/home/jhroy/.local/lib/python3.7/site-packages/pandas/core/arraylike.py:358: RuntimeWarning:

invalid value encountered in sqrt

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

(8373464, 35617248)

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 =  8373464
Somme observée média khi2_3 =  8373464
Nb de lignes  fichier nonmedia3 =  35617248
Somme observée nonmédia khi2_3 =  35617248

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 = "France"

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	monde	496340
1	jungle	496340
2	miroir	496340
3	filmer	496340
4	réaction	496340
...	...	...
9129904	nord	455
9129905	littoral	455
9129906	disponible	455
9129907	version	455
9129908	digital	455

	mot	interactions
0	thevoice	480966
1	histoire	480966
2	rencontre	480966
3	musical	480966
4	talent	480966
...	...	...
38038961	privatisation	411
38038962	route	411
38038963	national	411
38038964	cliquer	411
38038965	ici	411

	len	sum
	interactions	interactions
mot
#12h45	1	607
#a25	1	585
#accidentdelaroute	1	574
#assesrfc	1	1073
#bonne	1	1583
...	...	...
시i	1	2465
시다	1	3330
어오에	1	399
주내6	1	2099
주지	1	2338

	len	sum
	interactions	interactions
mot
#	8	15980
#100kfollower	1	1300
#106cabrel	1	5896
#112day	1	425
#11mai	1	713
...	...	...
￰	1	915
𖡡𖡡𖡡	3	3030
🛕histoir	1	534
🛖	2	2190
􏰒􏰄􏰃􏰁􏰉dever	1	904

	len	sum	type
	interactions	interactions
mot
#12h45	1	607	media
#a25	1	585	media
#accidentdelaroute	1	574	media
#assesrfc	1	1073	media
#bonne	1	1583	media
...	...	...	...
시i	1	2465	media
시다	1	3330	media
어오에	1	399	media
주내6	1	2099	media
주지	1	2338	media

	interactions_media	interactions_nonmedia	obs_media	obs_nonmedia	mot	exp_media	exp_nonmedia
0	0	15980	0	8	#	1.548482	6.451518
1	0	1300	0	1	#100kfollower	0.193560	0.806440
2	0	5896	0	1	#106cabrel	0.193560	0.806440
3	0	425	0	1	#112day	0.193560	0.806440
4	0	713	0	1	#11mai	0.193560	0.806440
...	...	...	...	...	...	...	...
669095	0	915	0	1	￰	0.193560	0.806440
669096	0	3030	0	3	𖡡𖡡𖡡	0.580681	2.419319
669097	0	534	0	1	🛕histoir	0.193560	0.806440
669098	0	2190	0	2	🛖	0.387121	1.612879
669099	0	904	0	1	􏰒􏰄􏰃􏰁􏰉dever	0.193560	0.806440

	interactions_media	interactions_nonmedia	obs_media	obs_nonmedia	mot	exp_media	exp_nonmedia	res_media	res_nonmedia
170320	134411966	113940983	64979	46074	coronavirus	21495.447728	89557.552272	296.586765	-145.302775
173404	66219724	65052664	37761	30982	covid-19	13305.913061	55437.086939	212.005374	-103.864949
411731	59101581	87692438	25443	35698	mort	11834.467953	49306.532047	125.094124	-61.285686
139324	35496389	56603787	21178	26769	cas	9280.633862	38666.366138	123.498592	-60.504008
649483	25677865	28338142	13588	12057	épidémie	4963.852908	20681.147092	122.407127	-59.969281
599994	16879287	9764535	8950	5648	trump	2825.592698	11772.407302	115.215069	-56.445773
71297	154925171	407435568	62653	142955	an	39797.538261	165810.461739	114.567621	-56.128577
165247	60637750	126961151	26729	45221	confinement	13926.660820	58023.339180	108.484035	-53.148128
389459	46623118	97234695	23708	37861	masque	11917.311745	49651.688255	108.006528	-52.914189
386385	25298769	43458409	15743	20191	mardi	6955.394439	28978.605561	105.368227	-51.621642
302893	29070465	47101861	14863	18664	hôpital	6489.494890	27037.505110	103.944578	-50.924173
326979	23665481	38229219	15266	20386	jeudi	6900.810446	28751.189554	100.699134	-49.334176
374361	28186777	55886818	18053	27550	lundi	8826.928608	36776.071392	98.200117	-48.109866
535182	30644043	54117407	18006	27924	samedi	8890.222814	37039.777186	96.680164	-47.365216
203887	11064228	5494116	5625	3256	donald	1719.008683	7161.991317	94.208966	-46.154535
397049	22565174	37724985	14249	20022	mercredi	6633.503724	27637.496276	93.503253	-45.808794
403481	32336971	53134687	16482	26708	ministre	8359.867697	34830.132303	88.832188	-43.520362
380449	16370405	21488846	9930	11700	maire	4186.708458	17443.291542	88.761473	-43.485718
615546	26982512	53912967	16323	27161	vendredi	8416.774414	35067.225586	86.177990	-42.220026
212053	17485984	26300778	9262	10908	décéder	3904.110476	16265.889524	85.749719	-42.010209
212040	13275568	17881195	7912	8221	décès	3122.707700	13010.292300	85.704905	-41.988254
74324	39734735	82044180	20229	37605	annoncer	11194.364168	46639.635832	85.390771	-41.834355
71155	22037860	25004500	10138	12853	américain	4450.143974	18540.856026	85.263187	-41.771849
211559	11822094	15744902	6967	6532	déconfinement	2612.869971	10886.130029	85.180953	-41.731562
52890	10577017	14236643	7232	7329	accident	2818.430969	11742.569031	83.135444	-40.729433
220755	7483942	7081104	4450	3034	ehpad	1448.604998	6035.395002	78.858437	-38.634056
555292	21790862	33420712	9058	11903	soignant	4057.216643	16903.783357	78.509813	-38.463259
461499	13187714	18604710	7419	8471	patient	3075.672556	12814.327444	78.316365	-38.368486
522156	7821853	5903198	4698	3520	rouvrir	1590.678230	6627.321770	77.910333	-38.169564
228002	16187242	23945990	8388	10682	enquête	3691.194188	15378.805812	77.307060	-37.874011
309878	11538098	15149499	6399	6721	incendie	2539.510632	10580.489368	76.586960	-37.521222
476618	36341279	66478813	15875	29326	policier	8749.117383	36451.882617	76.182732	-37.323184
456179	14437747	20015695	7593	9426	pandémie	3294.202092	13724.797908	74.898291	-36.693915
489592	36439701	71468005	18072	35840	président	10435.220822	43476.779178	74.758299	-36.625330
167565	6197469	5273608	3784	2411	contamination	1199.105820	4995.894180	74.647284	-36.570943
593665	8455565	11778809	5613	5555	toulouse	2161.681001	9006.318999	74.231682	-36.367332
224324	22973633	36598584	10414	16061	emmanuel	5124.507925	21350.492075	73.890378	-36.200121
650486	12655143	10202662	5002	4524	états-unis	1843.855052	7682.144948	73.547628	-36.032203
286462	14360793	18976522	7244	8932	habitant	3131.030791	13044.969209	73.504138	-36.010896
111589	8547576	4342249	3443	2044	biden	1062.065155	4424.934845	73.058698	-35.792668
388725	3379797	2290849	2762	1194	martinique	765.724395	3190.275605	72.141349	-35.343243
198114	26928608	68819354	16344	32489	dimanche	9452.128253	39380.871747	70.887945	-34.729180
601465	21616207	40619060	9827	15604	tuer	4922.431012	20508.568988	69.905449	-34.247839
231605	17059976	6202962	3677	2699	equipe	1234.140228	5141.859772	69.537053	-34.067356
377998	33120163	71582308	15016	29369	macron	8591.172210	35793.827790	69.316285	-33.959198
237591	27671393	57091250	12440	22444	euro	6752.156165	28131.843835	69.219176	-33.911622
64907	18301588	19258261	6812	8763	alerte	3014.701074	12560.298926	69.159630	-33.882449
525186	7119677	9380947	4142	3508	réanimation	1480.736001	6169.263999	69.159069	-33.882175
413630	30243949	53737542	10782	18234	mourir	5616.344550	23399.655450	68.928458	-33.769195
143350	15209044	35944268	11075	19116	centre	5843.777857	24347.222143	68.431540	-33.525746

	interactions_media	interactions_nonmedia	obs_media	obs_nonmedia	mot	exp_media	exp_nonmedia	res_media	res_nonmedia
468770	50822084	412400041	16614	189225	photo	39842.250682	165996.749318	-116.370948	57.012057
479711	5163041	152601477	2773	81740	post	16358.358386	68154.641614	-106.218763	52.038334
262420	3521794	126840960	1830	71233	from	14142.093391	58920.906609	-103.532107	50.722096
118672	21716648	317812687	10223	122961	bon	25779.129877	107404.870123	-96.887429	47.466758
651511	16218664	224940590	7184	88998	être	18617.013079	77564.986921	-83.792606	41.051387
111733	28687304	292374266	12258	117324	bien	25081.925815	104500.074185	-80.973061	39.670045
197139	1293981	82699272	588	37652	dieu	7401.744403	30838.255597	-79.198836	38.800823
70432	5088216	120833718	1774	46080	amour	9262.632757	38591.367243	-77.809981	38.120400
61688	4204400	107466272	1524	39905	aimer	8019.008077	33409.991923	-72.530283	35.533788
539058	16205966	178545037	6220	71847	savoir	15110.668940	62956.331060	-72.325691	35.433556
61643	3388628	92312347	891	33937	aime	6741.316790	28086.683210	-71.253633	34.908337
243991	57437770	465150322	25521	178827	faire	39553.652332	164794.347668	-70.558034	34.567551
505369	3006970	89480867	1669	37598	recette	7600.530791	31666.469209	-68.036949	33.332429
466727	33991214	280967141	13053	105015	petit	22853.272963	95214.727037	-64.828201	31.760411
454567	3483104	81907075	1720	35321	page	7169.665649	29871.334351	-64.360648	31.531349
152560	8316658	113228320	2983	43665	chose	9029.199082	37618.800918	-63.629400	31.173098
94149	10283849	137789973	4903	55125	avoir	11619.035382	48408.964618	-62.305723	30.524607
618713	41644987	288345631	13909	106988	vie	23400.854943	97496.145057	-62.049063	30.398865
69682	7111672	127793309	2638	39959	ami	8245.086462	34351.913538	-61.750382	30.252536
106541	13121732	153968593	5387	55935	bel	11869.502360	49452.497640	-59.501296	29.150672
150966	12788331	133967595	4858	52668	chien	11134.747607	46391.252393	-59.483221	29.141816
148309	5924194	91078518	2370	36379	chat	7500.266576	31248.733424	-59.238163	29.021758
199049	6531362	98808402	2643	36897	dire	7653.372743	31886.627257	-57.272165	28.058584
623311	25635919	223791438	10045	80996	voir	17621.919774	73419.080226	-57.077649	27.963287
585564	6222645	85755143	2429	35297	the	7302.254428	30423.745572	-57.028324	27.939121
516221	11345282	130085847	4426	48056	rien	10158.429648	42323.570352	-56.875528	27.864265
303947	11991597	131524167	5541	54439	ici	11609.744489	48370.255511	-56.323226	27.593682
31051	2374109	46025291	322	18458	3	3635.061712	15144.938288	-54.950751	26.921284
582984	28862130	179815816	9133	73376	temps	15970.463622	66538.536378	-54.104859	26.506867
109734	5875842	78807166	2608	34383	besoin	7159.987636	29831.012364	-53.795375	26.355246
322670	16546146	162172562	6094	54618	jamais	11751.430601	48960.569399	-52.188386	25.567956
382853	4432048	75752145	1522	25130	maman	5158.768091	21493.231909	-50.634043	24.806457
442553	3020122	44342511	1121	21080	of	4297.231367	17903.768633	-48.452675	23.737769
394968	16798670	171587069	5077	46052	meilleur	9896.542614	41232.457386	-48.446686	23.734835
459339	6385185	86184931	2982	33267	partager	7016.365922	29232.634078	-48.163626	23.596159
190212	4894738	67106361	2352	28542	demain	5979.850721	24914.149279	-46.914192	22.984040
162467	1274553	42139409	684	16958	commentaire	3414.790135	14227.209865	-46.731134	22.894357
451544	4336550	56737049	1413	21867	oui	4506.082889	18773.917111	-46.077825	22.574291
333380	188084	17281955	122	12006	jésus	2347.498852	9780.501148	-45.932986	22.503332
407896	12350090	122310716	5139	44621	moment	9631.558616	40128.441384	-45.776804	22.426815
119046	2182185	48797181	751	16755	bonheur	3388.465939	14117.534061	-45.309086	22.197672
294210	2701250	49681437	992	18494	heureux	3771.715257	15714.284743	-45.261700	22.174457
367839	3274052	46987176	1055	18548	live	3794.361808	15808.638192	-44.471321	21.787237
146455	4075650	63156273	1527	21767	chance	4508.792733	18785.207267	-44.406579	21.755519
49520	1910405	39960654	682	15642	a	3159.677710	13164.322290	-44.078156	21.594620
164563	2235438	44775159	1196	19209	concours	3949.597137	16455.402863	-43.815120	21.465754
588938	32501212	138124530	8169	60033	timeline	13201.196960	55000.803040	-43.797667	21.457203
330259	14286954	119389578	6577	51212	journée	11185.653956	46603.346044	-43.575603	21.348411
464483	1747189	37005565	500	13217	pensée	2655.066108	11061.933892	-41.823746	20.490147
624504	9510380	78351944	3771	34145	vous	7339.030878	30576.969122	-41.649448	20.404755

	interactions_media	interactions_nonmedia	obs_media	obs_nonmedia	mot	exp_media	exp_nonmedia	res_media	res_nonmedia	exp_inter_media	exp_inter_nonmedia	res_inter_media	res_inter_nonmedia
329861	60241606	337839261	27797	133719	jour	31263.079208	130252.920792	-19.603003	9.603836	6.961580e+07	1.350166e+06	-1123.517632	289585.871829
74470	31170838	168355278	14971	66000	année	15672.767940	65298.232060	-5.605582	2.746267	3.489283e+07	1.075830e+06	-630.097514	161276.364104
259525	102166581	323178741	46668	131785	france	34541.409358	143911.590642	65.248223	-31.966187	7.438376e+07	2.384665e+07	3221.344636	61297.047230
248688	39342341	167960078	16943	61631	femme	15208.803993	63365.196007	14.062115	-6.889263	3.625274e+07	7.492225e+06	513.135002	58624.971473
582984	28862130	179815816	9133	73376	temps	15970.463622	66538.536378	-54.104859	26.506867	3.649329e+07	8.627202e+06	-1263.235073	58282.732288
460711	30441742	179999003	13826	68434	passer	15922.267117	66337.732883	-16.612851	8.138911	3.680157e+07	1.008172e+07	-1048.363958	53514.333519
618605	35565389	174332304	13895	57246	vidéo	13770.070569	57370.929431	1.064625	-0.521577	3.670660e+07	9.633641e+06	-188.362252	53063.371875
23051	38268374	171868034	20641	82138	2020	19893.930124	82885.069876	5.296646	-2.594915	3.674835e+07	9.830610e+06	250.745212	51680.308670
468770	50822084	412400041	16614	189225	photo	39842.250682	165996.749318	-116.370948	57.012057	8.100760e+07	5.509962e+07	-3353.789277	48134.807856
260636	59243594	158841646	25494	65247	français	17563.851695	73177.148305	59.837223	-29.315248	3.813843e+07	1.638936e+07	3417.491363	35187.498627
297234	45430009	177178173	24125	64872	homme	17226.282599	71770.717401	52.562083	-25.751036	3.892939e+07	2.012134e+07	1041.875425	35012.926133
398720	40210594	185853705	20086	73972	mettre	18205.891083	75852.108917	13.934040	-6.826517	3.953379e+07	2.297305e+07	107.640870	33982.875205
651511	16218664	224940590	7184	88998	être	18617.013079	77564.986921	-83.792606	41.051387	4.217358e+07	3.542823e+07	-3996.679706	31839.251107
481659	30919778	206466630	15014	84592	pouvoir	19279.763414	80326.236586	-30.721747	15.051094	4.151379e+07	3.231517e+07	-1644.235908	30635.424147
226585	41367591	193549974	17102	72441	enfant	17331.966502	72211.033498	-1.746790	0.855781	4.108204e+07	3.027807e+07	44.551266	29672.033981
623311	25635919	223791438	10045	80996	voir	17621.919774	73419.080226	-57.077649	27.963287	4.361949e+07	4.225042e+07	-2722.924712	27929.250740
615782	34573581	211187073	15828	79006	venir	18356.093846	76477.906154	-18.659631	9.141663	4.297826e+07	3.922494e+07	-1282.025920	27456.911148
600170	33423050	224678457	14885	92172	très	20721.980923	86335.019077	-40.548299	19.865284	4.513641e+07	4.940764e+07	-1743.484351	24935.181637
624466	35230744	232663840	14551	89623	vouloir	20163.946689	84010.053311	-39.527846	19.365347	4.684901e+07	5.748812e+07	-1697.427137	23103.876358
168074	68332068	174690918	29925	75114	contre	20331.376315	84707.623685	67.282061	-32.962598	4.249950e+07	3.696603e+07	3962.557843	22652.232397
483203	39995813	246376515	19537	94572	prendre	22086.967888	92022.032112	-17.158000	8.405989	5.008037e+07	7.273450e+07	-1425.027118	20360.318362
408371	45302524	245358136	16554	85493	monde	19752.244013	82294.755987	-22.756390	11.148733	5.083031e+07	7.627290e+07	-775.335672	19360.678060
170320	134411966	113940983	64979	46074	coronavirus	21495.447728	89557.552272	296.586765	-145.302775	4.343160e+07	4.136390e+07	13805.265977	11284.668023
197139	1293981	82699272	588	37652	dieu	7401.744403	30838.255597	-79.198836	38.800823	1.468862e+07	6.930464e+07	-3494.945888	1608.976715
505369	3006970	89480867	1669	37598	recette	7600.530791	31666.469209	-68.036949	33.332429	1.617414e+07	7.631370e+07	-3274.023443	1507.270113
61643	3388628	92312347	891	33937	aime	6741.316790	28086.683210	-71.253633	34.908337	1.673605e+07	7.896493e+07	-3262.652556	1502.035271
454567	3483104	81907075	1720	35321	page	7169.665649	29871.334351	-64.360648	31.531349	1.493291e+07	7.045727e+07	-2962.960629	1364.065371
517261	2374229	65169508	582	12902	rire	2609.966567	10874.033433	-39.695687	19.447575	1.181195e+07	5.573179e+07	-2746.036586	1264.199523
148309	5924194	91078518	2370	36379	chat	7500.266576	31248.733424	-59.238163	29.021758	1.696369e+07	8.003902e+07	-2680.335309	1233.952467
382853	4432048	75752145	1522	25130	maman	5158.768091	21493.231909	-50.634043	24.806457	1.402249e+07	6.616170e+07	-2561.097824	1179.058817
585564	6222645	85755143	2429	35297	the	7302.254428	30423.745572	-57.028324	27.939121	1.608494e+07	7.589285e+07	-2459.055198	1132.081206
459339	6385185	86184931	2982	33267	partager	7016.365922	29232.634078	-48.163626	23.596159	1.618853e+07	7.638159e+07	-2436.522634	1121.707835
109734	5875842	78807166	2608	34383	besoin	7159.987636	29831.012364	-53.795375	26.355246	1.480924e+07	6.987377e+07	-2321.401688	1068.709326
614773	0	30204468	0	5286	vdm	1023.159543	4262.840457	-31.986865	15.670896	5.282113e+06	2.492236e+07	-2298.284788	1058.066942
162467	1274553	42139409	684	16958	commentaire	3414.790135	14227.209865	-46.731134	22.894357	7.592170e+06	3.582179e+07	-2292.821925	1055.551991
512404	2808977	54495036	1529	11602	respect	2541.639795	10589.360205	-20.086210	9.840567	1.002124e+07	4.728277e+07	-2278.299861	1048.866433
119046	2182185	48797181	751	16755	bonheur	3388.465939	14117.534061	-45.309086	22.197672	8.915197e+06	4.206417e+07	-2254.986259	1038.133494
146455	4075650	63156273	1527	21767	chance	4508.792733	18785.207267	-44.406579	21.755519	1.175742e+07	5.547450e+07	-2240.295356	1031.370207
520161	6850178	82329574	1108	11200	ronaldo	2382.339699	9925.660301	-26.108587	12.791030	1.559562e+07	7.358413e+07	-2214.524974	1019.506234
200102	3732266	59682079	1605	20398	disponible	4258.906435	17744.093565	-40.666478	19.923182	1.108981e+07	5.232454e+07	-2209.381505	1017.138322
314164	5052289	68759111	1626	20561	instagram	4294.521524	17892.478476	-40.720520	19.949658	1.290803e+07	6.090337e+07	-2186.538558	1006.622059
190212	4894738	67106361	2352	28542	demain	5979.850721	24914.149279	-46.914192	22.984040	1.259145e+07	5.940965e+07	-2169.038300	998.565423
294210	2701250	49681437	992	18494	heureux	3771.715257	15714.284743	-45.261700	22.174457	9.160607e+06	4.322208e+07	-2134.160981	982.508867
456736	2226690	45730475	705	12276	papa	2512.605755	10468.394245	-36.061313	17.667035	8.386679e+06	3.957049e+07	-2127.085293	979.251416
265922	6240794	74619727	2693	22519	gagner	4880.041315	20331.958685	-31.307273	15.337952	1.414077e+07	6.671975e+07	-2100.821750	967.160405
257013	260451	27831078	182	9562	for	1886.051189	7857.948811	-39.237913	19.223304	4.912605e+06	2.317892e+07	-2098.931061	966.289983
31051	2374109	46025291	322	18458	3	3635.061712	15144.938288	-54.950751	26.921284	8.464016e+06	3.993538e+07	-2093.256360	963.677507
164563	2235438	44775159	1196	19209	concours	3949.597137	16455.402863	-43.815120	21.465754	8.221144e+06	3.878945e+07	-2087.609472	961.077836
639979	1270441	34766570	540	11816	youtube	2391.630592	9964.369408	-37.862327	18.549382	6.302100e+06	2.973491e+07	-2004.326786	922.736784
49520	1910405	39960654	682	15642	a	3159.677710	13164.322290	-44.078156	21.594620	7.322349e+06	3.454871e+07	-1999.991245	920.740820

	bigramme	interactions
0	monde jungle	496340
1	jungle miroir	496340
2	miroir filmer	496340
3	filmer réaction	496340
4	réaction animal	496340
...	...	...
8751501	mvp 34	480
8751502	nord littoral	455
8751503	littoral disponible	455
8751504	disponible version	455
8751505	version digital	455

	bigramme	interactions
0	thevoice histoire	480966
1	histoire rencontre	480966
2	rencontre musical	480966
3	musical talent	480966
4	talent coach	480966
...	...	...
36825961	nouvelle privatisation	411
36825962	privatisation route	411
36825963	route national	411
36825964	national cliquer	411
36825965	cliquer ici	411

	len	sum
	interactions	interactions
bigramme
#12h45 dominique	1	607
#a25 convoi	1	585
#accidentdelaroute lens	1	574
#assesrfc cdf	1	1073
#bonne idée	1	1583
...	...	...
시i spect	1	2465
시다 equipe	1	3330
어오에 louvier	1	399
주내6 beta	1	2099
주지 আn8	1	2338

	interactions_media	interactions_nonmedia	obs_media	obs_nonmedia	bigramme
0	0	1056	0	1	# panafricanteam
1	0	5923	0	1	# photo
2	0	1260	0	1	# teamhac
3	0	516	0	1	# timeline
4	0	1300	0	1	#100kfollower iyi
...	...	...	...	...	...
13711281	0	1167	0	1	𖡡𖡡𖡡 contact
13711282	0	534	0	1	🛕histoir savoir
13711283	0	1294	0	1	🛖 beaucoup
13711284	0	896	0	1	🛖 elobi
13711285	0	904	0	1	􏰒􏰄􏰃􏰁􏰉dever affluer

	interactions_media	interactions_nonmedia	obs_media	obs_nonmedia	bigramme	exp_media	exp_nonmedia
0	0	1056	0	1	# panafricanteam	0.192014	0.807986
1	0	5923	0	1	# photo	0.192014	0.807986
2	0	1260	0	1	# teamhac	0.192014	0.807986
3	0	516	0	1	# timeline	0.192014	0.807986
4	0	1300	0	1	#100kfollower iyi	0.192014	0.807986
...	...	...	...	...	...	...	...
13711281	0	1167	0	1	𖡡𖡡𖡡 contact	0.192014	0.807986
13711282	0	534	0	1	🛕histoir savoir	0.192014	0.807986
13711283	0	1294	0	1	🛖 beaucoup	0.192014	0.807986
13711284	0	896	0	1	🛖 elobi	0.192014	0.807986
13711285	0	904	0	1	􏰒􏰄􏰃􏰁􏰉dever affluer	0.192014	0.807986

	interactions_media	interactions_nonmedia	obs_media	obs_nonmedia	bigramme	exp_media	exp_nonmedia	res_media	res_nonmedia
4687647	15404479	69437	3121	8	equipe timeline	600.811345	2528.188655	102.816778	-50.121991
3997070	10645201	4715817	5418	2816	donald trump	1581.042064	6652.957936	96.497336	-47.041336
8660274	5576673	2079760	3496	1332	nouveau cas	927.042881	3900.957119	84.373671	-41.131189
4489487	21993617	31262248	9867	13743	emmanuel macron	4533.447065	19076.552935	79.214071	-38.615944
306290	6657823	3902233	3311	1744	24 heure	970.630026	4084.369974	75.120359	-36.620307
2404226	3147927	1037159	2229	695	cas covid-19	561.448506	2362.551494	70.375953	-34.307464
9699151	8007213	12320551	5379	5718	port masque	2130.777725	8966.222275	70.368236	-34.303702
13544236	6809076	5769085	3786	2856	épidémie coronavirus	1275.356010	5366.643990	70.302281	-34.271550
6789760	7187866	2968655	2686	1347	joe biden	774.391868	3258.608132	68.693948	-33.487506
12282764	5505174	4297431	3099	2000	tester positif	979.078635	4119.921365	67.750260	-33.027469
2404183	3846260	995873	2123	760	cas coronavirus	553.575938	2329.424062	66.703973	-32.517416
5567761	6446984	5682654	3764	3219	garde vue	1340.832734	5642.167266	66.175326	-32.259707
5379461	5238599	952747	1758	466	france 24	427.038809	1796.961191	64.406800	-31.397570
7950590	3772420	2433760	2449	1421	mettre examen	743.093610	3126.906390	62.579694	-30.506877
2320644	11221007	932468	1510	351	canal sport	357.337780	1503.662220	60.976514	-29.725346
7769521	4695489	5042460	3176	2763	masque obligatoire	1140.370272	4798.629728	60.280361	-29.385979
7756227	1208701	19151	1085	16	martinique premier	211.407252	889.592748	60.082650	-29.289597
7536217	1079410	50157	1101	44	maine libre	219.855861	925.144139	59.426196	-28.969584
9728217	3646542	3149202	2304	1446	positif covid-19	720.051948	3029.948052	59.028129	-28.775531
10757774	4404775	3069084	2266	1467	retrouver mort	716.787713	3016.212287	57.864960	-28.208499
2485448	3501491	4121783	2858	2634	centre ville	1054.540080	4437.459920	55.536045	-27.073180
860599	8846232	1565338	1800	963	alerte info	530.534275	2232.465725	55.114295	-26.867582
2404055	2595970	811523	1542	637	cas confirmer	418.398185	1760.601815	54.931004	-26.778230
3880047	2699190	889091	1194	265	direct coronavirus	280.148211	1178.851789	54.598642	-26.616207
3266261	5380513	5005858	2734	2508	contre covid-19	1006.536616	4235.463384	54.449521	-26.543512
1187690	3152301	2210158	1793	1019	appel témoin	539.942954	2272.057046	53.925838	-26.288223
13544274	4056756	3184793	2186	1660	épidémie covid-19	738.485278	3107.514722	53.266243	-25.966678
6741882	4871465	5932581	2852	2896	jean castex	1103.695626	4644.304374	52.625033	-25.654095
7074868	3410752	3582844	2075	1562	lancer appel	698.354383	2938.645617	52.093582	-25.395019
642007	1408075	11435	805	11	actualité international	156.683304	659.316696	51.793570	-25.248767
6774923	4280658	8309157	3121	3553	jeune homme	1281.500454	5392.499546	51.385466	-25.049821
3327232	3784464	1251623	1401	627	coronavirus france	389.404093	1638.595907	51.263329	-24.990280
9532698	3334991	2477932	2004	1508	placer garde	674.352651	2837.647349	51.202709	-24.960729
748567	1262159	786492	1195	401	agence régional	306.454109	1289.545891	50.757139	-24.743519
11045458	1248466	742992	1183	393	régional santé	302.613832	1273.386168	50.609124	-24.671363
8661185	2514285	1064243	1401	659	nouveau coronavirus	395.548537	1664.451463	50.554663	-24.644814
10113732	2430861	897959	1325	624	président américain	374.234999	1574.765001	49.147450	-23.958814
2406958	1429779	1296666	1301	643	cas positif	373.274930	1570.725070	48.018090	-23.408264
9728174	2838177	1970592	1467	948	positif coronavirus	463.713455	1951.286545	46.590797	-22.712475
3406990	920480	265802	881	218	courrier ouest	211.023224	887.976776	46.120565	-22.483243
8661992	1254306	273830	908	250	nouveau décès	222.352042	935.647958	45.981234	-22.415320
56200	5727990	10065696	3059	4075	11 mai	1369.826826	5764.173174	45.639549	-22.248753
2483815	1938608	2092498	1722	1424	centre hospitalier	604.075581	2541.924419	45.484854	-22.173340
3744236	1325841	241366	822	185	dernier 24	193.357950	813.642050	45.208741	-22.038739
8045790	4673819	4167067	2096	2137	ministre santé	812.794639	3420.205361	45.009662	-21.941690
10929550	3241472	3592667	1949	1902	royaume uni	739.445347	3111.554653	44.480786	-21.683869
1025999	3148432	1154962	1147	602	an mourir	335.832229	1413.167771	44.263882	-21.578131
6845861	1105265	77588	599	20	journal afrique	118.856575	500.143425	44.041224	-21.469588
3266192	5837415	7744376	2340	2728	contre coronavirus	973.126206	4094.873794	43.817120	-21.360340
11259439	5574303	6739925	2203	2521	samuel paty	907.073441	3816.926559	43.028793	-20.976039

	interactions_media	interactions_nonmedia	obs_media	obs_nonmedia	bigramme	exp_media	exp_nonmedia	res_media	res_nonmedia
9439871	3429659	120614316	1785	68477	photo from	13491.277326	56770.722674	-100.784158	49.131112
12340659	32496923	138063120	8166	59991	timeline photo	13087.088166	55069.911834	-43.016952	20.970267
9825542	863821	32133225	421	10730	prendre soin	2141.146473	9009.853527	-37.174252	18.122018
1992785	119621	20184638	50	6028	bon soirée	1167.060197	4910.939803	-32.698659	15.940219
9390876	0	3664993	0	5425	pet alert	1041.675151	4383.324849	-32.274993	15.733686
12395759	0	8663729	0	5165	tonton jo	991.751550	4173.248450	-31.492087	15.352028
12659817	16902	13089787	10	4493	twitter for	864.638379	3638.361621	-29.064653	14.168682
11544746	562	2774595	1	4144	silhouette normal	795.897420	3349.102580	-28.176208	13.735576
8629888	0	2715484	0	4075	normal taille	782.456450	3292.543550	-27.972423	13.636233
6863388	772394	22636611	163	5429	joyeux anniversaire	1073.741465	4518.258535	-27.793628	13.549073
1990166	459031	17325632	315	6237	bon journée	1258.074764	5293.925236	-26.588443	12.961558
5293106	8925	10013989	5	3421	for iphone	657.839460	2768.160540	-25.453437	12.408256
6793655	1085873	8378779	143	4462	johnny hallyday	884.223792	3720.776208	-24.926899	12.151575
1987755	504335	13545189	189	4715	bon chance	941.635934	3962.364066	-24.526944	11.956602
2656011	406142	10705354	183	4650	chien chat	928.002951	3904.997049	-24.455881	11.921959
8802400	868334	8485731	86	3635	of the	714.483546	3006.516454	-23.512445	11.462045
6929604	19893	4028522	12	2965	jésus christ	571.625240	2405.374760	-23.406776	11.410533
2834942	35612	6189844	29	3069	cliquer lien	594.858916	2503.141084	-23.200705	11.310075
531612	65470	6582243	30	3029	abonner vous	587.370376	2471.629624	-22.997883	11.211202
1787169	124620	13213939	53	3214	bel soirée	627.309257	2639.690743	-22.930048	11.178133
1785343	318492	17623246	360	5515	bel journée	1128.081385	4746.918615	-22.868465	11.148113
3706853	98996	7529539	60	3219	demain appartenir	629.613423	2649.386577	-22.700908	11.066430
859126	0	1767591	0	2627	alert pet	504.420391	2122.579609	-22.459305	10.948652
9618360	562	1858211	1	2625	poil court	504.228377	2121.771623	-22.410497	10.924858
10609896	585052	12869823	369	5384	rendez vou	1104.655695	4648.344305	-22.134063	10.790100
12347514	692429	19109985	222	4347	tirage sort	877.311293	3691.688707	-22.124364	10.785372
3221009	4549	1718803	5	2542	contact 06	489.059283	2057.940717	-21.888591	10.670435
2595137	202648	7556648	105	3356	chat chien	664.559945	2796.440055	-21.705987	10.581418
11795554	0	9301712	0	2408	souvien vidéo	462.369358	1945.630642	-21.502776	10.482355
12134133	49928	1798994	16	2513	taille moyen	485.603034	2043.396966	-21.310331	10.388540
9813234	12838	4014805	4	2383	premier chaîne	458.337067	1928.662933	-21.221969	10.345465
2615227	1312	3876077	1	2332	chaîne réinformation	447.968319	1885.031681	-21.118015	10.294788
9571322	2499	2164757	1	2301	plateau albion	442.015889	1859.984111	-20.976610	10.225855
12655077	1312	3868975	1	2299	tvlibertés premier	441.631861	1858.368139	-20.967454	10.221391
9703630	2201	1649652	4	2297	porte collier	441.823875	1859.176125	-20.829308	10.154047
3488306	5225889	53841114	741	7370	cristiano ronaldo	1557.424360	6553.575640	-20.687713	10.085021
11818052	1218	5150009	1	2237	sponsoriser facebook	429.727003	1808.272997	-20.681618	10.082050
1988543	101569	8087411	90	3002	bon dimanche	593.706833	2498.293167	-20.672444	10.077577
8175543	6903	2090780	7	2281	mont serein	439.327695	1848.672305	-20.626178	10.055024
1989811	227060	7476309	110	3130	bon humeur	622.124883	2617.875117	-20.532276	10.009247

	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
4687647	15404479	69437	3121	8	equipe timeline	600.811345	2528.188655	102.816778	-50.121991	2.684901e+06	1.278902e+07	7762.624795	-3556.756706
2320644	11221007	932468	1510	351	canal sport	357.337780	1503.662220	60.976514	-29.725346	2.108766e+06	1.004471e+07	6274.959738	-2875.123521
860599	8846232	1565338	1800	963	alerte info	530.534275	2232.465725	55.114295	-26.867582	1.806526e+06	8.605044e+06	5237.600985	-2399.816160
12214781	10481091	3714583	464	993	temps là	279.764184	1177.235816	11.014835	-5.369605	2.463111e+06	1.173256e+07	5108.847636	-2340.822669
3997070	10645201	4715817	5418	2816	donald trump	1581.042064	6652.957936	96.497336	-47.041336	2.665312e+06	1.269571e+07	4887.906292	-2239.589565
4489487	21993617	31262248	9867	13743	emmanuel macron	4533.447065	19076.552935	79.214071	-38.615944	9.240499e+06	4.401537e+07	4195.354315	-1922.269205
6789760	7187866	2968655	2686	1347	joe biden	774.391868	3258.608132	68.693948	-33.487506	1.762272e+06	8.394249e+06	4087.057974	-1872.648910
5379461	5238599	952747	1758	466	france 24	427.038809	1796.961191	64.406800	-31.397570	1.074269e+06	5.117077e+06	4017.802577	-1840.916783
11060430	4149086	439405	135	169	rémy buisine	58.372211	245.627789	10.029591	-4.889310	7.961555e+05	3.792336e+06	3757.730363	-1721.754306
5678959	5222425	1587108	986	587	gmt canal	302.037790	1270.962210	39.355140	-19.185176	1.181532e+06	5.628001e+06	3717.532158	-1703.335893
8660274	5576673	2079760	3496	1332	nouveau cas	927.042881	3900.957119	84.373671	-41.131189	1.328478e+06	6.327955e+06	3685.760945	-1688.778642
306290	6657823	3902233	3311	1744	24 heure	970.630026	4084.369974	75.120359	-36.620307	1.832290e+06	8.727766e+06	3564.906771	-1633.404473
1781829	4012793	676834	681	387	bein sport	205.070795	862.929205	33.234599	-16.201483	8.137037e+05	3.875923e+06	3546.444851	-1624.945407
2173961	2859114	45700	56	37	buisine direct	17.857288	75.142712	9.026176	-4.400157	5.040183e+05	2.400796e+06	3317.304905	-1519.955785
2404183	3846260	995873	2123	760	cas coronavirus	553.575938	2329.424062	66.703973	-32.517416	8.401652e+05	4.001968e+06	3279.595707	-1502.677810
5627285	6519478	4989406	1884	2044	george floyd	754.230414	3173.769586	41.137497	-20.054054	1.996923e+06	9.511961e+06	3200.392905	-1466.387882
13544236	6809076	5769085	3786	2856	épidémie coronavirus	1275.356010	5366.643990	70.302281	-34.271550	2.182454e+06	1.039571e+07	3131.781262	-1434.950716
3327232	3784464	1251623	1401	627	coronavirus france	389.404093	1638.595907	51.263329	-24.990280	8.738185e+05	4.162269e+06	3113.713907	-1426.672435
8476035	2649766	210436	241	104	nature fr	66.244779	278.755221	21.471102	-10.466914	4.962776e+05	2.363924e+06	3056.892576	-1400.637472
5567761	6446984	5682654	3764	3219	garde vue	1340.832734	5642.167266	66.175326	-32.259707	2.104630e+06	1.002501e+07	2993.210544	-1371.459005
11114239	2785856	453104	716	173	résumé vidéo	170.700315	718.299685	41.736698	-20.346158	5.619965e+05	2.676964e+06	2966.474101	-1359.208635
12282764	5505174	4297431	3099	2000	tester positif	979.078635	4119.921365	67.750260	-33.027469	1.700864e+06	8.101741e+06	2917.031958	-1336.554742
12762904	2158501	0	350	0	urgent timeline	67.204848	282.795152	34.496232	-16.816514	3.745245e+05	1.783976e+06	2915.070071	-1335.655825
307557	2158501	9391	350	8	24 urgent	68.740959	289.259041	33.923347	-16.537240	3.761540e+05	1.791738e+06	2906.092595	-1331.542436
2404226	3147927	1037159	2229	695	cas covid-19	561.448506	2362.551494	70.375953	-34.307464	7.261601e+05	3.458926e+06	2841.948119	-1302.152081
1025999	3148432	1154962	1147	602	an mourir	335.832229	1413.167771	44.263882	-21.578131	7.466879e+05	3.556706e+06	2779.439209	-1273.511126
10757774	4404775	3069084	2266	1467	retrouver mort	716.787713	3016.212287	57.864960	-28.208499	1.296800e+06	6.177059e+06	2729.236119	-1250.508575
3266261	5380513	5005858	2734	2508	contre covid-19	1006.536616	4235.463384	54.449521	-26.543512	1.802154e+06	8.584217e+06	2665.557340	-1221.331598
3880047	2699190	889091	1194	265	direct coronavirus	280.148211	1178.851789	54.598642	-26.616207	6.226076e+05	2.965673e+06	2631.733682	-1205.833938
2404055	2595970	811523	1542	637	cas confirmer	418.398185	1760.601815	54.931004	-26.778230	5.912389e+05	2.816254e+06	2607.201822	-1194.593686
2004476	1735143	12448	391	9	bonjour météo	76.805541	323.194459	35.851080	-17.476987	3.032270e+05	1.444364e+06	2600.361083	-1191.459328
7950590	3772420	2433760	2449	1421	mettre examen	743.093610	3126.906390	62.579694	-30.506877	1.076843e+06	5.129337e+06	2597.619694	-1190.203251
2154223	1695735	28874	70	17	brut rencontrer	16.705205	70.294795	13.039438	-6.356576	2.992393e+05	1.425370e+06	2552.879264	-1169.703635
2154082	2668086	995576	243	188	brut nature	82.757971	348.242029	17.614549	-8.586889	6.356871e+05	3.027975e+06	2549.102223	-1167.973033
8045790	4673819	4167067	2096	2137	ministre santé	812.794639	3420.205361	45.009662	-21.941690	1.533994e+06	7.306892e+06	2535.090605	-1161.553051
13544274	4056756	3184793	2186	1660	épidémie covid-19	738.485278	3107.514722	53.266243	-25.966678	1.256491e+06	5.985058e+06	2498.154854	-1144.629460
8227457	2708513	1191619	948	653	mort george	307.414178	1293.585822	36.535527	-17.810647	6.767173e+05	3.223415e+06	2469.882972	-1131.675568
8226125	2106712	514973	679	229	mort coronavirus	174.348578	733.651422	38.219262	-18.631448	4.548922e+05	2.166793e+06	2449.110660	-1122.157904
10113732	2430861	897959	1325	624	président américain	374.234999	1574.765001	49.147450	-23.958814	5.775882e+05	2.751232e+06	2438.541757	-1117.315338
8661185	2514285	1064243	1401	659	nouveau coronavirus	395.548537	1664.451463	50.554663	-24.644814	6.209154e+05	2.957613e+06	2402.808695	-1100.942808

	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
9825542	863821	32133225	421	10730	prendre soin	2141.146473	9009.853527	-37.174252	18.122018	5.725363e+06	2.727168e+07	-2031.760681	930.932335
1992785	119621	20184638	50	6028	bon soirée	1167.060197	4910.939803	-32.698659	15.940219	3.523020e+06	1.678124e+07	-1813.240168	830.808431
6863388	772394	22636611	163	5429	joyeux anniversaire	1073.741465	4518.258535	-27.793628	13.549073	4.061729e+06	1.934728e+07	-1632.122084	747.821944
1785343	318492	17623246	360	5515	bel journée	1128.081385	4746.918615	-22.868465	11.148113	3.113096e+06	1.482864e+07	-1583.886353	725.720817
3488306	5225889	53841114	741	7370	cristiano ronaldo	1557.424360	6553.575640	-20.687713	10.085021	1.024880e+07	4.881820e+07	-1568.985193	718.893255
13117942	72388	14194182	44	1700	voir vidéo	334.872159	1409.127841	-15.895077	7.748666	2.475412e+06	1.179116e+07	-1527.335351	699.809716
12659817	16902	13089787	10	4493	twitter for	864.638379	3638.361621	-29.064653	14.168682	2.274160e+06	1.083253e+07	-1496.823803	685.829631
1990166	459031	17325632	315	6237	bon journée	1258.074764	5293.925236	-26.588443	12.961558	3.085842e+06	1.469882e+07	-1495.346890	685.152924
12347514	692429	19109985	222	4347	tirage sort	877.311293	3691.688707	-22.124364	10.785372	3.435944e+06	1.636647e+07	-1480.077116	678.156467
1787169	124620	13213939	53	3214	bel soirée	627.309257	2639.690743	-22.930048	11.178133	2.314392e+06	1.102417e+07	-1439.396475	659.517006
10822014	0	11259672	0	1288	rire chanson	247.313842	1040.686158	-15.726215	7.666348	1.953681e+06	9.305991e+06	-1397.741530	640.431129
10157637	0	10987428	0	384	ptdr comique	73.733319	310.266681	-8.586811	4.185971	1.906444e+06	9.080984e+06	-1380.740362	632.641365
8126535	0	10987428	0	384	mojito whisky	73.733319	310.266681	-8.586811	4.185971	1.906444e+06	9.080984e+06	-1380.740362	632.641365
3533096	343204	14063248	111	1442	crédit vidéo	298.197513	1254.802487	-10.840469	5.284603	2.499684e+06	1.190677e+07	-1363.963755	624.954492
5293106	8925	10013989	5	3421	for iphone	657.839460	2768.160540	-25.453437	12.408256	1.739090e+06	8.283824e+06	-1311.977737	601.135020
11795554	0	9301712	0	2408	souvien vidéo	462.369358	1945.630642	-21.502776	10.482355	1.613953e+06	7.687759e+06	-1270.414505	582.091165
1987755	504335	13545189	189	4715	bon chance	941.635934	3962.364066	-24.526944	11.956602	2.437752e+06	1.161177e+07	-1238.314160	567.383109
13433451	4645	8854546	1	674	écouter rire	129.609351	545.390649	-11.296772	5.507046	1.537171e+06	7.322020e+06	-1236.080343	566.359597
12395759	0	8663729	0	5165	tonton jo	991.751550	4173.248450	-31.492087	15.352028	1.503256e+06	7.160473e+06	-1226.073283	561.774462
9149892	416	8083754	1	658	partage autoriser	126.537129	532.462871	-11.159975	5.440359	1.402696e+06	6.681474e+06	-1184.003264	542.498402
7684266	962	7978675	1	171	mardi 2105	33.026383	138.973617	-5.572850	2.716700	1.384558e+06	6.595079e+06	-1175.854841	538.764877
10609896	585052	12869823	369	5384	rendez vou	1104.655695	4648.344305	-22.134063	10.790100	2.334574e+06	1.112030e+07	-1145.026674	524.639720
7796111	5917	7537930	6	524	mathieu rivrin	101.767342	428.232658	-9.493213	4.627832	1.308943e+06	6.234904e+06	-1138.918854	521.841179
7870507	1422340	19113517	263	2764	meilleur joueur	581.225932	2445.774068	-13.199670	6.434687	3.563205e+06	1.697265e+07	-1134.145835	519.654229
12878945	45970	7778733	10	235	venir marquer	47.043394	197.956606	-5.400842	2.632848	1.357675e+06	6.467028e+06	-1125.740485	515.802982
11575353	574577	12437006	377	3404	site internet	726.004377	3054.995623	-12.952728	6.314305	2.257658e+06	1.075393e+07	-1120.149334	513.241173
1988543	101569	8087411	90	3002	bon dimanche	593.706833	2498.293167	-20.672444	10.077577	1.420881e+06	6.768099e+06	-1106.798898	507.124138
8492969	0	7020414	0	390	naître brûler	74.885403	315.114597	-8.653635	4.218547	1.218122e+06	5.802292e+06	-1103.685562	505.697638
6489952	2725	7037784	3	367	instagram snapchat	71.045126	298.954874	-8.072906	3.935448	1.221609e+06	5.818900e+06	-1102.798535	505.291211
2165163	0	6988861	0	344	brûler gomme	66.052765	277.947235	-8.127285	3.961958	1.212647e+06	5.776214e+06	-1101.202531	504.559938
5691157	0	6987431	0	342	gomme instagram	65.668738	276.331262	-8.103625	3.950424	1.212399e+06	5.775032e+06	-1101.089866	504.508316
8252609	0	6985873	0	342	moto cher	65.668738	276.331262	-8.103625	3.950424	1.212129e+06	5.773744e+06	-1100.967103	504.452068
1392126	0	6983800	0	340	assurance moto	65.284710	274.715290	-8.079895	3.938856	1.211769e+06	5.772031e+06	-1100.803739	504.377216
2632999	0	6983800	0	340	cher naître	65.284710	274.715290	-8.079895	3.938856	1.211769e+06	5.772031e+06	-1100.803739	504.377216
2656011	406142	10705354	183	4650	chien chat	928.002951	3904.997049	-24.455881	11.921959	1.927971e+06	9.183525e+06	-1096.012822	502.182066
7730101	465804	11207384	129	1235	marquer but	261.906895	1102.093105	-8.212475	4.003487	2.025431e+06	9.647757e+06	-1095.877573	502.120096
971511	4320	6874684	3	696	ami photo	134.217683	564.782317	-11.326285	5.521433	1.193586e+06	5.685418e+06	-1088.559235	498.766907
1527458	416	6823113	1	376	autoriser mathieu	72.389223	304.610777	-8.390652	4.090346	1.183960e+06	5.639569e+06	-1087.716955	498.380983
6119870	90535	7719186	58	2068	huile olive	408.221451	1717.778549	-17.333842	8.450048	1.355076e+06	6.454645e+06	-1086.303079	497.733159
9158479	0	6741951	0	334	partenaire assurance	64.132627	269.867373	-8.008285	3.903946	1.169805e+06	5.572146e+06	-1081.575386	495.566978

	trigramme	interactions
0	monde jungle miroir	496340
1	jungle miroir filmer	496340
2	miroir filmer réaction	496340
3	filmer réaction animal	496340
4	réaction animal sauvage	496340
...	...	...
8373459	antetokounmpo ocks mvp	480
8373460	ocks mvp 34	480
8373461	nord littoral disponible	455
8373462	littoral disponible version	455
8373463	disponible version digital	455

	trigramme	interactions
0	thevoice histoire rencontre	480966
1	histoire rencontre musical	480966
2	rencontre musical talent	480966
3	musical talent coach	480966
4	talent coach donne	480966
...	...	...
35617243	avril nouvelle privatisation	411
35617244	nouvelle privatisation route	411
35617245	privatisation route national	411
35617246	route national cliquer	411
35617247	national cliquer ici	411

	len	sum
	interactions	interactions
trigramme
#12h45 dominique hutton	1	607
#a25 convoi tracteur	1	585
#accidentdelaroute lens sallaumines	1	574
#bonne idée photo	1	1583
#bretagne auray vannes	1	745
...	...	...
시i spect rabiot	1	2465
시다 equipe timeline	1	3330
어오에 louvier bleu	1	399
주내6 beta nîmes	1	2099
주지 আn8 ar	1	2338

	interactions_media	interactions_nonmedia	obs_media	obs_nonmedia	trigramme
0	0	5923	0	1	# photo from
1	0	516	0	1	# timeline photo
2	0	1300	0	1	#100kfollower iyi aksamlar
3	0	5896	0	1	#106cabrel ca drôle
4	0	713	0	1	#11mai 11mai2020 deconfinement
...	...	...	...	...	...
28777042	0	1167	0	1	𖡡𖡡𖡡 contact fb
28777043	0	534	0	1	🛕histoir savoir cliquer
28777044	0	1294	0	1	🛖 beaucoup cadeau
28777045	0	896	0	1	🛖 elobi elobistory
28777046	0	904	0	1	􏰒􏰄􏰃􏰁􏰉dever affluer dire

	interactions_media	interactions_nonmedia	obs_media	obs_nonmedia	trigramme	exp_media	exp_nonmedia
0	0	5923	0	1	# photo from	0.190346	0.809654
1	0	516	0	1	# timeline photo	0.190346	0.809654
2	0	1300	0	1	#100kfollower iyi aksamlar	0.190346	0.809654
3	0	5896	0	1	#106cabrel ca drôle	0.190346	0.809654
4	0	713	0	1	#11mai 11mai2020 deconfinement	0.190346	0.809654
...	...	...	...	...	...	...	...
28777042	0	1167	0	1	𖡡𖡡𖡡 contact fb	0.190346	0.809654
28777043	0	534	0	1	🛕histoir savoir cliquer	0.190346	0.809654
28777044	0	1294	0	1	🛖 beaucoup cadeau	0.190346	0.809654
28777045	0	896	0	1	🛖 elobi elobistory	0.190346	0.809654
28777046	0	904	0	1	􏰒􏰄􏰃􏰁􏰉dever affluer dire	0.190346	0.809654

	interactions_media	interactions_nonmedia	obs_media	obs_nonmedia	trigramme	exp_media	exp_nonmedia	res_media	res_nonmedia
9678661	15404479	69437	3121	8	equipe timeline photo	595.593198	2533.406802	103.480015	-50.174018
11835921	4908461	64729	936	58	gmt canal sport	189.204103	804.795897	54.292101	-26.324434
19970192	3300254	2455579	1976	1492	placer garde vue	660.120553	2807.879447	51.215861	-24.832868
1498679	1240458	722696	1170	379	agence régional santé	294.846233	1254.153767	50.966707	-24.712061
7697218	1317470	202890	812	152	dernier 24 heure	183.493718	780.506282	46.397975	-22.496835
20348812	2395920	3102477	1848	1798	port masque obligatoire	694.002174	2951.997826	43.805090	-21.239631
14884032	531691	22842	544	18	libre maine libre	106.974553	455.025447	42.253869	-20.487496
15577429	531691	22842	544	18	maine libre maine	106.974553	455.025447	42.253869	-20.487496
25726403	1804847	1683107	1124	689	tester positif covid-19	345.097625	1467.902375	41.928762	-20.329863
18228837	1183394	14104	516	6	observateur france 24	99.360706	422.639294	41.797749	-20.266338
14667309	1330015	641145	829	308	lancer appel témoin	216.423607	920.576393	41.639733	-20.189722
13008926	874056	2960	412	3	image amateur témoignage	78.993665	336.006335	37.467642	-18.166814
26566996	871360	2960	411	3	témoignage observateur contenu	78.803319	335.196681	37.421659	-18.144518
16297966	871360	2960	411	3	meilleur image amateur	78.803319	335.196681	37.421659	-18.144518
18228695	871360	2960	411	3	observateur contenu vérifier	78.803319	335.196681	37.421659	-18.144518
6615330	871360	2960	411	3	contenu vérifier expliquer	78.803319	335.196681	37.421659	-18.144518
25083925	870270	2960	411	3	suivre actualité international	78.803319	335.196681	37.421659	-18.144518
1923384	871360	2960	411	3	amateur témoignage observateur	78.803319	335.196681	37.421659	-18.144518
1298015	871360	2960	411	3	actualité international meilleur	78.803319	335.196681	37.421659	-18.144518
13522422	871360	2960	411	3	international meilleur image	78.803319	335.196681	37.421659	-18.144518
636263	975527	50078	437	30	24 heure france	88.891666	378.108334	36.921888	-17.902196
17143097	2678152	1183057	942	647	mort george floyd	302.460081	1286.539919	36.773386	-17.830192
23699530	1018271	713824	723	381	santé public france	210.142183	893.857817	35.378577	-17.153895
25726387	1730998	1170433	832	562	tester positif coronavirus	265.342575	1128.657425	34.787011	-16.867065
26708824	2158501	0	350	0	urgent timeline photo	66.621163	283.378837	34.718528	-16.833860
641985	2158501	0	350	0	24 urgent timeline	66.621163	283.378837	34.718528	-16.833860
17973979	801554	120921	461	111	nouveau cas coronavirus	108.878015	463.121985	33.746058	-16.362341
17973989	844036	154039	479	137	nouveau cas covid-19	117.253247	498.746753	33.407363	-16.198120
18666456	453507	97946	433	96	ouest courrier ouest	100.693129	428.306871	33.116116	-16.056904
7020051	453507	97946	433	96	courrier ouest courrier	100.693129	428.306871	33.116116	-16.056904
26767799	1345255	669310	706	478	vaccin contre covid-19	225.369878	958.630122	32.015704	-15.523350
24714326	164403	0	290	0	source agence ecofin	55.200392	234.799608	31.602853	-15.323172
11428414	231697	0	245	0	from roubaix web'	46.634814	198.365186	29.047605	-14.084218
22918698	231697	0	245	0	roubaix web' post	46.634814	198.365186	29.047605	-14.084218
19780742	231697	0	245	0	photo from roubaix	46.634814	198.365186	29.047605	-14.084218
18976	404873	92444	322	64	000 nouveau cas	73.473626	312.526374	28.993907	-14.058182
27277602	337926	10664	257	10	ville chinois wuhan	50.822430	216.177570	28.921026	-14.022844
19046291	322628	29487	270	23	partager facebook poster	55.771431	237.228569	28.686099	-13.908935
10184159	322628	29487	270	23	facebook poster twitter	55.771431	237.228569	28.686099	-13.908935
22627370	284400	0	233	0	retrouver actualité international	44.350660	188.649340	28.327304	-13.734968
16716584	1349688	957731	615	494	ministre santé olivier	211.093914	897.906086	27.799856	-13.479226
18136895	822362	920638	652	562	nuit samedi dimanche	231.080263	982.919737	27.689675	-13.425803
19152322	284119	2076	223	2	partir ville chinois	42.827891	182.172109	27.531142	-13.348935
8737496	513135	23336	241	16	décès 24 heure	48.918968	208.081032	27.462865	-13.315830
2529326	661308	143804	314	87	appel témoin disparition	76.328818	324.671182	27.203968	-13.190299
23696413	1390260	958854	612	519	santé olivier véran	215.281530	915.718470	27.038278	-13.109962
5823862	421293	0	207	0	club mediapart enaccèslibre	39.401659	167.598341	26.700074	-12.945978
14942351	1111501	642594	518	375	lieu public clore	169.979139	723.020861	26.693619	-12.942848
16074261	737709	483481	461	292	masque devenir obligatoire	143.330674	609.669326	26.534182	-12.865543
11215177	1374192	8943	214	7	france 24 urgent	42.066506	178.933494	26.508934	-12.853301

	interactions_media	interactions_nonmedia	obs_media	obs_nonmedia	trigramme	exp_media	exp_nonmedia	res_media	res_nonmedia
24238182	0	2709873	0	4073	silhouette normal taille	775.279993	3297.720007	-27.843850	13.500557
26519865	8925	9948632	5	3397	twitter for iphone	647.557706	2754.442294	-25.250670	12.243210
1743245	0	1564644	0	2344	alert pet alert	446.171447	1897.828553	-21.122771	10.241729
20622958	1312	3876077	1	2332	premier chaîne réinformation	444.077639	1888.922361	-21.025696	10.194661
26512249	1312	3848902	1	2291	tvlibertés premier chaîne	436.273445	1855.726555	-20.839284	10.104276
19625757	0	1447664	0	2164	pet alert pet	411.909134	1752.090866	-20.295545	9.840635
11525472	0	4078455	0	2157	féminin 100 social	410.576711	1746.423289	-20.262693	9.824706
4199106	187415	8073410	73	2590	bon week end	506.891878	2156.108122	-19.271870	9.344289
25411780	0	1257252	0	1898	taille moyen poil	361.277050	1536.722950	-19.007289	9.216003
19779570	0	3748461	0	1805	photo from association	343.574856	1461.425144	-18.535772	8.987380
25412250	562	1212117	1	1769	taille petit poil	336.912739	1433.087261	-18.300702	8.873402
17909888	0	1132439	0	1747	normal taille moyen	332.534777	1414.465223	-18.235536	8.841805
19780857	0	1316621	0	1622	photo from spa	308.741505	1313.258495	-17.571042	8.519614
19780469	0	1980490	0	1568	photo from météo	298.462811	1269.537189	-17.276076	8.376595
17909890	0	1067039	0	1557	normal taille petit	296.369003	1260.630997	-17.215371	8.347161
8710105	0	3189137	0	1534	découvrir idée repas	291.991041	1242.008959	-17.087745	8.285279
12937239	0	3189137	0	1534	idée repas recette	291.991041	1242.008959	-17.087745	8.285279
22400978	0	3184196	0	1531	repas recette cuisine	291.420002	1239.579998	-17.071028	8.277174
21989262	0	3184196	0	1531	recette cuisine actuel	291.420002	1239.579998	-17.071028	8.277174
18769323	0	1976928	0	1495	paiement 3 partir	284.567540	1210.432460	-16.869130	8.179280
717103	0	1976928	0	1495	3 partir 150	284.567540	1210.432460	-16.869130	8.179280
20152741	0	979413	0	1445	poil court contact	275.050231	1169.949769	-16.584638	8.041340
4227241	0	2101382	0	1425	bonjour tonton jo	271.243307	1153.756693	-16.469466	7.985496
13697110	706525	6454281	494	4845	is re-share of	1016.258257	4322.741743	-16.382617	7.943386
21967341	706525	6454281	494	4845	re-share of post	1016.258257	4322.741743	-16.382617	7.943386
25787718	702232	6432827	492	4821	this is re-share	1011.309256	4301.690744	-16.329921	7.917835
16726939	0	1386926	0	1299	minodusud lookbymds découvrir	247.259688	1051.740312	-15.724493	7.624284
19781023	0	1263221	0	1230	photo from ville	234.125802	995.874198	-15.301170	7.419028
16278557	0	2502015	0	1209	media féminin 100	230.128532	978.871468	-15.169988	7.355423
28139172	0	2444360	0	1180	éclaireur media féminin	224.608493	955.391507	-14.986944	7.266671
11428607	0	870082	0	1173	from spa refuge	223.276070	949.723930	-14.942425	7.245085
15491295	0	4174753	0	1170	mag timeline photo	222.705031	947.294969	-14.923305	7.235814
28139205	0	2424620	0	1165	éclaireur éclaireur media	221.753300	943.246700	-14.891383	7.220337
9749069	0	1244943	0	1157	esprit spiritualité métaphysique	220.230531	936.769469	-14.840166	7.195503
12284620	0	2794779	0	1117	gérer sponsoriser facebook	212.616683	904.383317	-14.581381	7.070027
17260777	0	726453	0	1099	moyen poil court	209.190452	889.809548	-14.463418	7.012830
17044552	0	998875	0	1098	mont serein mont	209.000106	888.999894	-14.456836	7.009639
24093925	0	998223	0	1097	serein mont ventoux	208.809760	888.190240	-14.450251	7.006446
10004497	0	1727663	0	1062	exister bruno picard	202.147644	859.852356	-14.217864	6.893769
1910842	0	1329076	0	1057	always an amazing	201.195913	855.804087	-14.184355	6.877522
18935152	0	1329076	0	1057	paris always an	201.195913	855.804087	-14.184355	6.877522
2079766	0	1328175	0	1056	an amazing idea	201.005566	854.994434	-14.177643	6.874268
18983609	0	1326183	0	1054	parisweloveyou parisjetaim cityscape	200.624874	853.375126	-14.164211	6.867755
1925114	0	1326456	0	1054	amazing idea pari	200.624874	853.375126	-14.164211	6.867755
18983109	0	1325376	0	1053	parisjetaim cityscape villedeparis	200.434528	852.565472	-14.157490	6.864496
20055759	0	957679	0	1053	plateau albion mont	200.434528	852.565472	-14.157490	6.864496
18971809	0	1325714	0	1053	parisalwaysamazing parisweloveyou parisjetaim	200.434528	852.565472	-14.157490	6.864496
18971811	0	1325714	0	1053	parisalwaysanamazingidea parisalwaysamazing pa...	200.434528	852.565472	-14.157490	6.864496
1724825	0	954790	0	1051	albion mont serein	200.053836	850.946164	-14.144039	6.857974
18931394	0	1321429	0	1050	parigi париж 巴黎	199.863489	850.136511	-14.137308	6.854711

	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
3510668	0	14513153	0	505	bar mojito whisky	96.124821	408.875179	-9.804327	4.753792	2.496934e+06	1.201622e+07	-1580.168943	720.316104
22915319	0	14102900	0	484	rosé ptdr comique	92.127551	391.872449	-9.598310	4.653901	2.426351e+06	1.167655e+07	-1557.674994	710.062293
26519865	8925	9948632	5	3397	twitter for iphone	647.557706	2754.442294	-25.250670	12.243210	1.713161e+06	8.244396e+06	-1302.058781	593.540274
28198200	0	8839078	0	666	écouter rire chanson	126.770556	539.229444	-11.259243	5.459233	1.520730e+06	7.318348e+06	-1233.178993	562.141593
4488134	0	6987431	0	342	brûler gomme instagram	65.098394	276.901606	-8.068358	3.912078	1.202161e+06	5.785270e+06	-1096.431240	499.805468
17640761	0	6987431	0	342	naître brûler gomme	65.098394	276.901606	-8.068358	3.912078	1.202161e+06	5.785270e+06	-1096.431240	499.805468
11852804	0	6987431	0	342	gomme instagram snapchat	65.098394	276.901606	-8.068358	3.912078	1.202161e+06	5.785270e+06	-1096.431240	499.805468
5382295	0	6983800	0	340	cher naître brûler	64.717701	275.282299	-8.044731	3.900623	1.201537e+06	5.782263e+06	-1096.146324	499.675590
17200569	0	6983800	0	340	moto cher naître	64.717701	275.282299	-8.044731	3.900623	1.201537e+06	5.782263e+06	-1096.146324	499.675590
2939965	0	6983800	0	340	assurance moto cher	64.717701	275.282299	-8.044731	3.900623	1.201537e+06	5.782263e+06	-1096.146324	499.675590
19037026	416	6820219	1	374	partage autoriser mathieu	71.379818	303.620182	-8.330296	4.039083	1.173465e+06	5.647170e+06	-1082.881795	493.628987
3212615	416	6815114	1	374	autoriser mathieu rivrin	71.379818	303.620182	-8.330296	4.039083	1.172587e+06	5.642943e+06	-1082.476182	493.444090
19063633	0	6741951	0	334	partenaire assurance moto	63.575624	270.424376	-7.973432	3.866052	1.159928e+06	5.582023e+06	-1076.999324	490.947478
5801143	0	6648038	0	607	cliquer écouter rire	115.540131	491.459869	-10.748960	5.211813	1.143770e+06	5.504268e+06	-1069.471908	487.516124
24500726	0	6338439	0	423	soirée partage autoriser	80.516434	342.483566	-8.973095	4.350755	1.090505e+06	5.247934e+06	-1044.272382	476.028982
4199106	187415	8073410	73	2590	bon week end	506.891878	2156.108122	-19.271870	9.344289	1.421244e+06	6.839581e+06	-1034.953131	471.780824
11000046	86513	6565868	47	676	fondation 30 million	137.620288	585.379712	-7.724746	3.745472	1.144517e+06	5.507864e+06	-988.954396	450.812415
6801680	0	5601949	0	923	corona corona corona	175.689524	747.310476	-13.254793	6.426808	9.637944e+05	4.638155e+06	-981.730334	447.519344
4192958	0	5553935	0	373	bon soirée partage	70.999125	302.000875	-8.426098	4.085535	9.555338e+05	4.598401e+06	-977.514102	445.597385
20653670	137407	6365478	8	1046	prendre bien soin	200.624874	853.375126	-13.599407	6.593900	1.118797e+06	5.384088e+06	-927.824880	422.946676
26956352	0	4770056	0	996	venir raconter vdm	189.584796	806.415204	-13.768979	6.676120	8.206704e+05	3.949386e+06	-905.908582	412.956186
12901319	0	4727218	0	987	ici télécharger appli	187.871680	799.128320	-13.706629	6.645889	8.133002e+05	3.913918e+06	-901.831603	411.097705
21495727	0	4617491	0	292	punchline hésiter insta	55.581085	236.418915	-7.455272	3.614814	7.944221e+05	3.823069e+06	-891.303606	406.298544
26542259	0	4536558	0	613	téléchargeable app store	116.682209	496.317791	-10.801954	5.237508	7.804979e+05	3.756060e+06	-883.457921	402.722108
11859747	0	4521121	0	612	google play téléchargeable	116.491862	495.508138	-10.793140	5.233234	7.778420e+05	3.743279e+06	-881.953524	402.036332
20064845	0	4521121	0	612	play téléchargeable app	116.491862	495.508138	-10.793140	5.233234	7.778420e+05	3.743279e+06	-881.953524	402.036332
8140281	0	4493332	0	608	disponible google play	115.730478	492.269522	-10.757810	5.216104	7.730610e+05	3.720271e+06	-879.238890	400.798873
26868862	0	4451289	0	569	vdm vdm disponible	108.306977	460.693023	-10.407064	5.046039	7.658277e+05	3.685461e+06	-875.115812	398.919378
26868082	0	4401860	0	561	vdm disponible google	106.784207	454.215793	-10.333644	5.010441	7.573236e+05	3.644536e+06	-870.243419	396.698310
26543016	0	4323019	0	893	télécharger appli grato	169.979139	723.020861	-13.037605	6.321501	7.437593e+05	3.579260e+06	-862.414812	393.129659
2561368	0	4323019	0	893	appli grato android	169.979139	723.020861	-13.037605	6.321501	7.437593e+05	3.579260e+06	-862.414812	393.129659
12021342	0	4323019	0	893	grato android io	169.979139	723.020861	-13.037605	6.321501	7.437593e+05	3.579260e+06	-862.414812	393.129659
21770680	0	4251519	0	872	raconter vdm ici	165.981869	706.018131	-12.883395	6.246730	7.314580e+05	3.520061e+06	-855.253179	389.865046
2223494	0	4206300	0	616	android io vdm	117.253247	498.746753	-10.828354	5.250309	7.236782e+05	3.482622e+06	-850.692800	387.786208
15491295	0	4174753	0	1170	mag timeline photo	222.705031	947.294969	-14.923305	7.235814	7.182507e+05	3.456502e+06	-847.496723	386.329285
24496055	0	4165401	0	391	soirée doux nuit	74.425357	316.574643	-8.627013	4.182952	7.166417e+05	3.448759e+06	-846.546938	385.896328
26868267	0	4153227	0	854	vdm ici télécharger	162.555638	691.444362	-12.749731	6.181921	7.145472e+05	3.438680e+06	-845.308954	385.331996
16747530	574	4141304	1	740	minute temps cuisson	141.046520	599.953480	-11.792099	5.717597	7.125947e+05	3.429283e+06	-843.473258	384.495198
8400753	0	4133495	0	310	doux nuit ami	59.007316	250.992684	-7.681622	3.724563	7.111524e+05	3.422343e+06	-843.298530	384.415549
11525472	0	4078455	0	2157	féminin 100 social	410.576711	1746.423289	-20.262693	9.824706	7.016830e+05	3.376772e+06	-837.665198	381.847608
730511	486513	8304564	87	1080	30 million ami	222.133992	944.866008	-9.066864	4.396221	1.512472e+06	7.278605e+06	-834.231038	380.282155
3730261	0	3974868	0	323	bel soirée doux	61.481816	261.518184	-7.841034	3.801857	6.838612e+05	3.291007e+06	-826.959023	376.967225
14851869	0	3970497	0	48	lfauit bataille jury	9.136617	38.863383	-3.022684	1.465599	6.831092e+05	3.287388e+06	-826.504212	376.759900
22786536	0	3957088	0	477	rire cliquer écouter	90.795128	386.204872	-9.528648	4.620124	6.808022e+05	3.276286e+06	-825.107413	376.123173
2488608	0	3935978	0	142	aperotime aperitif biere	27.029158	114.970842	-5.198957	2.520802	6.771703e+05	3.258808e+06	-822.903607	375.118574
12776994	0	3935978	0	142	humour alcool citation	27.029158	114.970842	-5.198957	2.520802	6.771703e+05	3.258808e+06	-822.903607	375.118574
12781071	0	3935978	0	142	humourdemerde bar mojito	27.029158	114.970842	-5.198957	2.520802	6.771703e+05	3.258808e+06	-822.903607	375.118574
5687409	0	3935978	0	142	citation lol apero	27.029158	114.970842	-5.198957	2.520802	6.771703e+05	3.258808e+06	-822.903607	375.118574
16269738	0	3935978	0	142	mdr humour alcool	27.029158	114.970842	-5.198957	2.520802	6.771703e+05	3.258808e+06	-822.903607	375.118574
8465111	0	3935978	0	142	drole aperotime aperitif	27.029158	114.970842	-5.198957	2.520802	6.771703e+05	3.258808e+06	-822.903607	375.118574