diff --git a/.gitattributes b/.gitattributes
index 0ae7c8e8d4df5634a14b5f652dccf1939edcefc2..b94a69be807b693e83f3049f28f579ef9b73330c 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -88,3 +88,21 @@ output/figures/hinglish_to_hindi_to_english/hinglish_to_hindi_to_english_\[hindi
 output/figures/hinglish_to_hindi_to_english/hinglish_to_hindi_to_english_\[hindi\]_roc.png filter=lfs diff=lfs merge=lfs -text
 output/figures/hinglish_to_hindi_to_english/hinglish_to_hindi_to_english_\[english\]_curves.png filter=lfs diff=lfs merge=lfs -text
 output/figures/hinglish_to_hindi_to_english/hinglish_to_hindi_to_english_\[Full\]_curves.png filter=lfs diff=lfs merge=lfs -text
+shap/english_to_hindi_to_hinglish/shap_topwords_english.png filter=lfs diff=lfs merge=lfs -text
+shap/english_to_hindi_to_hinglish/shap_topwords_full.png filter=lfs diff=lfs merge=lfs -text
+shap/english_to_hindi_to_hinglish/shap_topwords_hinglish.png filter=lfs diff=lfs merge=lfs -text
+shap/english_to_hinglish_to_hindi/shap_topwords_english.png filter=lfs diff=lfs merge=lfs -text
+shap/english_to_hinglish_to_hindi/shap_topwords_full.png filter=lfs diff=lfs merge=lfs -text
+shap/english_to_hinglish_to_hindi/shap_topwords_hinglish.png filter=lfs diff=lfs merge=lfs -text
+shap/hindi_to_english_to_hinglish/shap_topwords_english.png filter=lfs diff=lfs merge=lfs -text
+shap/hindi_to_english_to_hinglish/shap_topwords_full.png filter=lfs diff=lfs merge=lfs -text
+shap/hindi_to_english_to_hinglish/shap_topwords_hinglish.png filter=lfs diff=lfs merge=lfs -text
+shap/hindi_to_hinglish_to_english/shap_topwords_english.png filter=lfs diff=lfs merge=lfs -text
+shap/hindi_to_hinglish_to_english/shap_topwords_full.png filter=lfs diff=lfs merge=lfs -text
+shap/hindi_to_hinglish_to_english/shap_topwords_hinglish.png filter=lfs diff=lfs merge=lfs -text
+shap/hinglish_to_english_to_hindi/shap_topwords_english.png filter=lfs diff=lfs merge=lfs -text
+shap/hinglish_to_english_to_hindi/shap_topwords_full.png filter=lfs diff=lfs merge=lfs -text
+shap/hinglish_to_english_to_hindi/shap_topwords_hinglish.png filter=lfs diff=lfs merge=lfs -text
+shap/hinglish_to_hindi_to_english/shap_topwords_english.png filter=lfs diff=lfs merge=lfs -text
+shap/hinglish_to_hindi_to_english/shap_topwords_full.png filter=lfs diff=lfs merge=lfs -text
+shap/hinglish_to_hindi_to_english/shap_topwords_hinglish.png filter=lfs diff=lfs merge=lfs -text
diff --git a/shap/english_to_hindi_to_hinglish/shap_summary.csv b/shap/english_to_hindi_to_hinglish/shap_summary.csv
new file mode 100644
index 0000000000000000000000000000000000000000..710f433b2ccd641452b4c3357324c68e0b37fbb8
--- /dev/null
+++ b/shap/english_to_hindi_to_hinglish/shap_summary.csv
@@ -0,0 +1,5 @@
+model,eval_lang,top_hate_words,top_nonhate_words
+english_to_hindi_to_hinglish,english,"blame(0.0227), cretin(0.0199), blaming(0.0151), unhelpful(0.0130), upwards(0.0121)","nt(-0.0291), wwf(-0.0279), facebook(-0.0261), ahh(-0.0256), cum(-0.0224)"
+english_to_hindi_to_hinglish,hindi,"रे(0.0024), पढ़ने(0.0022), लाइव(0.0019), गाला(0.0017), औखत(0.0015)","आखिरकार(-0.0033), मुख(-0.0028), बिकुल(-0.0025), शायद(-0.0022), ह(-0.0021)"
+english_to_hindi_to_hinglish,hinglish,"nawaz(0.0568), dhawan(0.0339), bashing(0.0253), shareef(0.0232), scn(0.0224)","gau(-0.0410), age(-0.0367), rajya(-0.0346), chori(-0.0336), channels(-0.0303)"
+english_to_hindi_to_hinglish,full,"molvi(0.0300), chalo(0.0242), molana(0.0234), scn(0.0195), elitist(0.0188)","rajya(-0.0690), coding(-0.0279), meat(-0.0224), haan(-0.0219), maine(-0.0202)"
diff --git a/shap/english_to_hindi_to_hinglish/shap_topwords_english.csv b/shap/english_to_hindi_to_hinglish/shap_topwords_english.csv
new file mode 100644
index 0000000000000000000000000000000000000000..83dbfa0803f15454de5afa04374b02099ea2c1d2
--- /dev/null
+++ b/shap/english_to_hindi_to_hinglish/shap_topwords_english.csv
@@ -0,0 +1,51 @@
+word,mean_shap,direction,abs_shap
+nt,-0.029088862240314484,non-hate,0.029088862240314484
+wwf,-0.02789453975856304,non-hate,0.02789453975856304
+facebook,-0.026072523556649685,non-hate,0.026072523556649685
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+crisis,0.009179076179862022,hate,0.009179076179862022
+cow,0.009014044888317585,hate,0.009014044888317585
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+naked,-0.008848296478390694,non-hate,0.008848296478390694
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+grade,0.00872035976499319,hate,0.00872035976499319
+supermodel,0.008498620241880417,hate,0.008498620241880417
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+shes,0.008426347747445107,hate,0.008426347747445107
+chin,-0.008368161506950855,non-hate,0.008368161506950855
+grid,0.008332611061632633,hate,0.008332611061632633
+es,-0.008152726106345654,non-hate,0.008152726106345654
+unpleasant,-0.008072427473962307,non-hate,0.008072427473962307
diff --git a/shap/english_to_hindi_to_hinglish/shap_topwords_english.png b/shap/english_to_hindi_to_hinglish/shap_topwords_english.png
new file mode 100644
index 0000000000000000000000000000000000000000..34df8e8ed4769e5b62716efd34548777806d774e
--- /dev/null
+++ b/shap/english_to_hindi_to_hinglish/shap_topwords_english.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7cb2eb8c8e31fd8e482186fc42596b14cc031026cb8ee0d49899d4ac5670a3a8
+size 133228
diff --git a/shap/english_to_hindi_to_hinglish/shap_topwords_full.csv b/shap/english_to_hindi_to_hinglish/shap_topwords_full.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c1b2de3cb07d397aa56daf07f8299f2620a99c6f
--- /dev/null
+++ b/shap/english_to_hindi_to_hinglish/shap_topwords_full.csv
@@ -0,0 +1,51 @@
+word,mean_shap,direction,abs_shap
+rajya,-0.06898477673530579,non-hate,0.06898477673530579
+molvi,0.030005168169736862,hate,0.030005168169736862
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+scn,0.01949775405228138,hate,0.01949775405228138
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+bloody,0.009668286889791489,hate,0.009668286889791489
diff --git a/shap/english_to_hindi_to_hinglish/shap_topwords_full.png b/shap/english_to_hindi_to_hinglish/shap_topwords_full.png
new file mode 100644
index 0000000000000000000000000000000000000000..99f250b979e4c0cfcee510acf818234216d0d0f3
--- /dev/null
+++ b/shap/english_to_hindi_to_hinglish/shap_topwords_full.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1bd1861a63caaa209ad4f314571e5769ae94c30c8f2a21c1557a375d8e1795a0
+size 117892
diff --git a/shap/english_to_hindi_to_hinglish/shap_topwords_hindi.csv b/shap/english_to_hindi_to_hinglish/shap_topwords_hindi.csv
new file mode 100644
index 0000000000000000000000000000000000000000..49e63a451c90057fbfd950b531969fe03ad345bc
--- /dev/null
+++ b/shap/english_to_hindi_to_hinglish/shap_topwords_hindi.csv
@@ -0,0 +1,51 @@
+word,mean_shap,direction,abs_shap
+आखिरकार,-0.0033358391374349594,non-hate,0.0033358391374349594
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diff --git a/shap/english_to_hindi_to_hinglish/shap_topwords_hindi.png b/shap/english_to_hindi_to_hinglish/shap_topwords_hindi.png
new file mode 100644
index 0000000000000000000000000000000000000000..158f0b92ce8a364cd7a49dbf70564b27a18285c0
Binary files /dev/null and b/shap/english_to_hindi_to_hinglish/shap_topwords_hindi.png differ
diff --git a/shap/english_to_hindi_to_hinglish/shap_topwords_hinglish.csv b/shap/english_to_hindi_to_hinglish/shap_topwords_hinglish.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0beec2c510d6261df349a8ceef0e4a207419eb02
--- /dev/null
+++ b/shap/english_to_hindi_to_hinglish/shap_topwords_hinglish.csv
@@ -0,0 +1,51 @@
+word,mean_shap,direction,abs_shap
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+piche,0.012035678916921219,hate,0.012035678916921219
diff --git a/shap/english_to_hindi_to_hinglish/shap_topwords_hinglish.png b/shap/english_to_hindi_to_hinglish/shap_topwords_hinglish.png
new file mode 100644
index 0000000000000000000000000000000000000000..760beae0c93b3d93b153ab075d2a0df9273b90bf
--- /dev/null
+++ b/shap/english_to_hindi_to_hinglish/shap_topwords_hinglish.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:41bd34ca6211aeed52b86d32ee65d91cc14372e4830a52f18e8acf2a9a6045ae
+size 124873
diff --git a/shap/english_to_hinglish_to_hindi/shap_summary.csv b/shap/english_to_hinglish_to_hindi/shap_summary.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f0256ac12994419781ccdd3bfe8faa6a79a0f8e7
--- /dev/null
+++ b/shap/english_to_hinglish_to_hindi/shap_summary.csv
@@ -0,0 +1,5 @@
+model,eval_lang,top_hate_words,top_nonhate_words
+english_to_hinglish_to_hindi,english,"grave(0.0338), svi(0.0263), vox(0.0217), ahh(0.0194), grown(0.0186)","buried(-0.0278), coon(-0.0256), ane(-0.0220), million(-0.0207), normally(-0.0188)"
+english_to_hinglish_to_hindi,hindi,"नड्डा(0.0055), हिसक(0.0051), बड़े(0.0041), सांसदों(0.0039), रद्दीके(0.0034)","समाज(-0.0014), सबकी(-0.0012), सऊदी(-0.0011), समझा(-0.0008), अमिताभ(-0.0008)"
+english_to_hinglish_to_hindi,hinglish,"khi(0.0456), dada(0.0441), kiske(0.0366), srk(0.0360), chalo(0.0347)","gau(-0.0470), tk(-0.0458), online(-0.0412), liberty(-0.0403), taraf(-0.0291)"
+english_to_hinglish_to_hindi,full,"dada(0.0407), roj(0.0378), shamelessness(0.0378), tujhe(0.0306), epic(0.0273)","akash(-0.0397), sapna(-0.0320), proud(-0.0257), buddy(-0.0251), episcopal(-0.0195)"
diff --git a/shap/english_to_hinglish_to_hindi/shap_topwords_english.csv b/shap/english_to_hinglish_to_hindi/shap_topwords_english.csv
new file mode 100644
index 0000000000000000000000000000000000000000..36e65ae3fde81b5b2b5aeefa8d61e65ef2c84bea
--- /dev/null
+++ b/shap/english_to_hinglish_to_hindi/shap_topwords_english.csv
@@ -0,0 +1,51 @@
+word,mean_shap,direction,abs_shap
+grave,0.03377414867281914,hate,0.03377414867281914
+buried,-0.02778712473809719,non-hate,0.02778712473809719
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+hacked,-0.009654613211750984,non-hate,0.009654613211750984
diff --git a/shap/english_to_hinglish_to_hindi/shap_topwords_english.png b/shap/english_to_hinglish_to_hindi/shap_topwords_english.png
new file mode 100644
index 0000000000000000000000000000000000000000..d4b726fbefa375924d818c6204f60c631a044291
--- /dev/null
+++ b/shap/english_to_hinglish_to_hindi/shap_topwords_english.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:905a144051168a6176fb77c13cf50bba822d3351e20e4002d22d18406513712f
+size 123347
diff --git a/shap/english_to_hinglish_to_hindi/shap_topwords_full.csv b/shap/english_to_hinglish_to_hindi/shap_topwords_full.csv
new file mode 100644
index 0000000000000000000000000000000000000000..360b3da12edfd55718997e8653729114bc5c9ad3
--- /dev/null
+++ b/shap/english_to_hinglish_to_hindi/shap_topwords_full.csv
@@ -0,0 +1,51 @@
+word,mean_shap,direction,abs_shap
+dada,0.04066853225231171,hate,0.04066853225231171
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diff --git a/shap/english_to_hinglish_to_hindi/shap_topwords_full.png b/shap/english_to_hinglish_to_hindi/shap_topwords_full.png
new file mode 100644
index 0000000000000000000000000000000000000000..570b30bc9737dd212d92426efd56820c1db18167
--- /dev/null
+++ b/shap/english_to_hinglish_to_hindi/shap_topwords_full.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:172850fc129d0706db3780825a746e3e0f9c98adcbb4279a1f541956b4ce5fe1
+size 129078
diff --git a/shap/english_to_hinglish_to_hindi/shap_topwords_hindi.csv b/shap/english_to_hinglish_to_hindi/shap_topwords_hindi.csv
new file mode 100644
index 0000000000000000000000000000000000000000..71a905f7589817d6a20a9d6e80eaf49c9b4d1d3a
--- /dev/null
+++ b/shap/english_to_hinglish_to_hindi/shap_topwords_hindi.csv
@@ -0,0 +1,51 @@
+word,mean_shap,direction,abs_shap
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diff --git a/shap/english_to_hinglish_to_hindi/shap_topwords_hindi.png b/shap/english_to_hinglish_to_hindi/shap_topwords_hindi.png
new file mode 100644
index 0000000000000000000000000000000000000000..efd8542a02a8ee3c1beaa0e476d6e3bfd62963b3
Binary files /dev/null and b/shap/english_to_hinglish_to_hindi/shap_topwords_hindi.png differ
diff --git a/shap/english_to_hinglish_to_hindi/shap_topwords_hinglish.csv b/shap/english_to_hinglish_to_hindi/shap_topwords_hinglish.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0d52542a6293166c5e55401d8533d28ffff6b3f1
--- /dev/null
+++ b/shap/english_to_hinglish_to_hindi/shap_topwords_hinglish.csv
@@ -0,0 +1,51 @@
+word,mean_shap,direction,abs_shap
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+replies,-0.01737412065267563,non-hate,0.01737412065267563
+yah,0.017366129904985428,hate,0.017366129904985428
+trophy,0.017336612567305565,hate,0.017336612567305565
+brotherhood,0.017283383756875992,hate,0.017283383756875992
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+papa,0.01703502455105384,hate,0.01703502455105384
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+azeem,0.016594119369983673,hate,0.016594119369983673
+load,-0.01650962419807911,non-hate,0.01650962419807911
diff --git a/shap/english_to_hinglish_to_hindi/shap_topwords_hinglish.png b/shap/english_to_hinglish_to_hindi/shap_topwords_hinglish.png
new file mode 100644
index 0000000000000000000000000000000000000000..cf57db7e2e41d63b36089b5816eb0b9a10b268f9
--- /dev/null
+++ b/shap/english_to_hinglish_to_hindi/shap_topwords_hinglish.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a73eaa1335c649f903c7a64de6a7740d5e722ba74fcc19554ee67ff7443ef74a
+size 116991
diff --git a/shap/hindi_to_english_to_hinglish/shap_summary.csv b/shap/hindi_to_english_to_hinglish/shap_summary.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c304fb4859c67d3eb52589349a72276b7ef03607
--- /dev/null
+++ b/shap/hindi_to_english_to_hinglish/shap_summary.csv
@@ -0,0 +1,5 @@
+model,eval_lang,top_hate_words,top_nonhate_words
+hindi_to_english_to_hinglish,english,"credence(0.0465), bj(0.0348), rosario(0.0261), ghazi(0.0247), eni(0.0242)","plain(-0.0263), stranger(-0.0251), sarcasm(-0.0244), rubbish(-0.0195), comprise(-0.0192)"
+hindi_to_english_to_hinglish,hindi,"कॉल(0.0046), भूमिपूजन(0.0041), लें(0.0037), आधी(0.0033), मूर्ख(0.0031)","मैसेज(-0.0021), बेमन(-0.0013), पुलिसकर्मी(-0.0012), जाएगी(-0.0012), पड़े(-0.0012)"
+hindi_to_english_to_hinglish,hinglish,"bacchi(0.0463), bull(0.0451), srk(0.0271), bahana(0.0246), behan(0.0244)","madrassa(-0.0449), zaida(-0.0328), gdp(-0.0294), bech(-0.0257), nd(-0.0252)"
+hindi_to_english_to_hinglish,full,"skua(0.0816), brut(0.0428), cleansing(0.0313), captaincy(0.0308), baar(0.0264)","taraf(-0.0303), pussy(-0.0279), directory(-0.0232), quran(-0.0224), kaha(-0.0183)"
diff --git a/shap/hindi_to_english_to_hinglish/shap_topwords_english.csv b/shap/hindi_to_english_to_hinglish/shap_topwords_english.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f2f3948a586b3a8a34fb4c39589cd68223081c95
--- /dev/null
+++ b/shap/hindi_to_english_to_hinglish/shap_topwords_english.csv
@@ -0,0 +1,51 @@
+word,mean_shap,direction,abs_shap
+credence,0.04645003750920296,hate,0.04645003750920296
+bj,0.034841448068618774,hate,0.034841448068618774
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+responsible,0.010841659270226955,hate,0.010841659270226955
+volition,-0.010667622089385986,non-hate,0.010667622089385986
+irrelevant,0.010649058036506176,hate,0.010649058036506176
+radical,0.010174911469221115,hate,0.010174911469221115
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+registered,-0.010005852207541466,non-hate,0.010005852207541466
+kicking,0.009971213527023792,hate,0.009971213527023792
+behaving,0.009872743859887123,hate,0.009872743859887123
+its,-0.009824934541029506,non-hate,0.009824934541029506
+stance,0.009769201278686523,hate,0.009769201278686523
+smack,-0.009650851949118078,non-hate,0.009650851949118078
diff --git a/shap/hindi_to_english_to_hinglish/shap_topwords_english.png b/shap/hindi_to_english_to_hinglish/shap_topwords_english.png
new file mode 100644
index 0000000000000000000000000000000000000000..03eda66a01cd191b878ce6fd75ef655daf66d6a5
--- /dev/null
+++ b/shap/hindi_to_english_to_hinglish/shap_topwords_english.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d188d588ecd20d78673bd3dc04805a1ffc61eaf7514629a944dd8d5427b4614d
+size 136987
diff --git a/shap/hindi_to_english_to_hinglish/shap_topwords_full.csv b/shap/hindi_to_english_to_hinglish/shap_topwords_full.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8f059ea6a220415e91260df4f66bb8ce04c1a41f
--- /dev/null
+++ b/shap/hindi_to_english_to_hinglish/shap_topwords_full.csv
@@ -0,0 +1,51 @@
+word,mean_shap,direction,abs_shap
+skua,0.08158993721008301,hate,0.08158993721008301
+brut,0.04280721768736839,hate,0.04280721768736839
+cleansing,0.03134329244494438,hate,0.03134329244494438
+captaincy,0.030838793143630028,hate,0.030838793143630028
+taraf,-0.030284931883215904,non-hate,0.030284931883215904
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+trolling,-0.012257399347921213,non-hate,0.012257399347921213
diff --git a/shap/hindi_to_english_to_hinglish/shap_topwords_full.png b/shap/hindi_to_english_to_hinglish/shap_topwords_full.png
new file mode 100644
index 0000000000000000000000000000000000000000..ebcdd94bdae8f6d8aaf7d1f802432b4ce20c36a9
--- /dev/null
+++ b/shap/hindi_to_english_to_hinglish/shap_topwords_full.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:13fb869c87b3e10482b348e8fab110fcc2857ac3a8770a0447ab22f13a6cc24f
+size 128775
diff --git a/shap/hindi_to_english_to_hinglish/shap_topwords_hindi.csv b/shap/hindi_to_english_to_hinglish/shap_topwords_hindi.csv
new file mode 100644
index 0000000000000000000000000000000000000000..339a95d665435aab0362cb5cd33fb4406d383875
--- /dev/null
+++ b/shap/hindi_to_english_to_hinglish/shap_topwords_hindi.csv
@@ -0,0 +1,51 @@
+word,mean_shap,direction,abs_shap
+कॉल,0.004648116417229176,hate,0.004648116417229176
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diff --git a/shap/hindi_to_english_to_hinglish/shap_topwords_hindi.png b/shap/hindi_to_english_to_hinglish/shap_topwords_hindi.png
new file mode 100644
index 0000000000000000000000000000000000000000..3b74e834f22a948eec764ee13ca044245d820cb6
Binary files /dev/null and b/shap/hindi_to_english_to_hinglish/shap_topwords_hindi.png differ
diff --git a/shap/hindi_to_english_to_hinglish/shap_topwords_hinglish.csv b/shap/hindi_to_english_to_hinglish/shap_topwords_hinglish.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a0b07e12d9bc1aba9395e995d6ba19362553ca41
--- /dev/null
+++ b/shap/hindi_to_english_to_hinglish/shap_topwords_hinglish.csv
@@ -0,0 +1,51 @@
+word,mean_shap,direction,abs_shap
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+72,-0.020374976564198732,non-hate,0.020374976564198732
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+du,-0.015182935865595937,non-hate,0.015182935865595937
+ganda,-0.015164026990532875,non-hate,0.015164026990532875
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+sharam,0.014934451901353896,hate,0.014934451901353896
+aao,0.014927598589565605,hate,0.014927598589565605
+dala,0.014842050150036812,hate,0.014842050150036812
+famous,0.014752278104424477,hate,0.014752278104424477
+stop,0.014676655642688274,hate,0.014676655642688274
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+paye,-0.01454240083694458,non-hate,0.01454240083694458
diff --git a/shap/hindi_to_english_to_hinglish/shap_topwords_hinglish.png b/shap/hindi_to_english_to_hinglish/shap_topwords_hinglish.png
new file mode 100644
index 0000000000000000000000000000000000000000..ef093b20d4abf0348552838b1030f9ff4becbe3f
--- /dev/null
+++ b/shap/hindi_to_english_to_hinglish/shap_topwords_hinglish.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5d1faa850c49647326c73b6d6e8c7f696318d2afc8f843df89a4b0436e67fb78
+size 116339
diff --git a/shap/hindi_to_hinglish_to_english/shap_summary.csv b/shap/hindi_to_hinglish_to_english/shap_summary.csv
new file mode 100644
index 0000000000000000000000000000000000000000..cd46a150058db463f7abaa395aaf476aaecc9de1
--- /dev/null
+++ b/shap/hindi_to_hinglish_to_english/shap_summary.csv
@@ -0,0 +1,5 @@
+model,eval_lang,top_hate_words,top_nonhate_words
+hindi_to_hinglish_to_english,english,"violence(0.0719), ahh(0.0715), potus(0.0362), spic(0.0294), undocumented(0.0293)","beginner(-0.0293), dollars(-0.0248), bih(-0.0239), messages(-0.0226), total(-0.0225)"
+hindi_to_hinglish_to_english,hindi,"जाएगी(0.0056), दूसरों(0.0036), इंटरव्यू(0.0036), हवाई(0.0035), अक्षय(0.0035)","नियम(-0.0022), डाला।ये(-0.0022), दर्शन(-0.0020), मुलाकात(-0.0014), उज्ज्वल(-0.0013)"
+hindi_to_hinglish_to_english,hinglish,"tatti(0.0287), sham(0.0242), dino(0.0240), roko(0.0207), krk(0.0206)","lac(-0.0421), online(-0.0238), ancestor(-0.0191), zaida(-0.0187), target(-0.0174)"
+hindi_to_hinglish_to_english,full,"ahh(0.0703), moi(0.0637), bj(0.0437), fault(0.0353), pan(0.0353)","asperger(-0.0459), hundred(-0.0333), database(-0.0256), wicked(-0.0227), nam(-0.0209)"
diff --git a/shap/hindi_to_hinglish_to_english/shap_topwords_english.csv b/shap/hindi_to_hinglish_to_english/shap_topwords_english.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5092982ea40bf4b62cb9eece07bb07566518e248
--- /dev/null
+++ b/shap/hindi_to_hinglish_to_english/shap_topwords_english.csv
@@ -0,0 +1,51 @@
+word,mean_shap,direction,abs_shap
+violence,0.0718970075249672,hate,0.0718970075249672
+ahh,0.07150574028491974,hate,0.07150574028491974
+potus,0.0362129770219326,hate,0.0362129770219326
+spic,0.02940574660897255,hate,0.02940574660897255
+beginner,-0.029332537204027176,non-hate,0.029332537204027176
+undocumented,0.029292572289705276,hate,0.029292572289705276
+dollars,-0.02477841079235077,non-hate,0.02477841079235077
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+messages,-0.02258477360010147,non-hate,0.02258477360010147
+total,-0.022455638274550438,non-hate,0.022455638274550438
+pussy,-0.020164035260677338,non-hate,0.020164035260677338
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+handle,-0.015088985208421946,non-hate,0.015088985208421946
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+don,-0.013604654232040048,non-hate,0.013604654232040048
+pedophiles,-0.013143415562808514,non-hate,0.013143415562808514
+query,0.012974048033356667,hate,0.012974048033356667
+croatian,0.012909981422126293,hate,0.012909981422126293
+bored,-0.01279514143243432,non-hate,0.01279514143243432
+backwards,-0.01274916809052229,non-hate,0.01274916809052229
+biceps,0.01270436029881239,hate,0.01270436029881239
+pathetic,0.012687018141150475,hate,0.012687018141150475
+sc,-0.012650532647967339,non-hate,0.012650532647967339
+mars,-0.012649756856262684,non-hate,0.012649756856262684
+failure,0.012612069956958294,hate,0.012612069956958294
+graduated,-0.012397725135087967,non-hate,0.012397725135087967
+domination,0.01227420661598444,hate,0.01227420661598444
+fucked,0.012226648318270842,hate,0.012226648318270842
diff --git a/shap/hindi_to_hinglish_to_english/shap_topwords_english.png b/shap/hindi_to_hinglish_to_english/shap_topwords_english.png
new file mode 100644
index 0000000000000000000000000000000000000000..5e4702c636f2913230c2223e73dbe380caa3d52c
--- /dev/null
+++ b/shap/hindi_to_hinglish_to_english/shap_topwords_english.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a7d98465cc11800c1aec64609586baa6f9f6ecbf493be38cee717a7938c25b99
+size 131513
diff --git a/shap/hindi_to_hinglish_to_english/shap_topwords_full.csv b/shap/hindi_to_hinglish_to_english/shap_topwords_full.csv
new file mode 100644
index 0000000000000000000000000000000000000000..61fc234ff0371373aa703f0400a30f975941221d
--- /dev/null
+++ b/shap/hindi_to_hinglish_to_english/shap_topwords_full.csv
@@ -0,0 +1,51 @@
+word,mean_shap,direction,abs_shap
+ahh,0.07030271738767624,hate,0.07030271738767624
+moi,0.06365898996591568,hate,0.06365898996591568
+asperger,-0.04588022828102112,non-hate,0.04588022828102112
+bj,0.043733712285757065,hate,0.043733712285757065
+fault,0.03531529754400253,hate,0.03531529754400253
+pan,0.03527500480413437,hate,0.03527500480413437
+hundred,-0.03330186381936073,non-hate,0.03330186381936073
+civilian,0.031162988394498825,hate,0.031162988394498825
+database,-0.025607790797948837,non-hate,0.025607790797948837
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+wicked,-0.022660793736577034,non-hate,0.022660793736577034
+spilling,0.021830838173627853,hate,0.021830838173627853
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+miserable,0.013712558895349503,hate,0.013712558895349503
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+criticism,0.013326193206012249,hate,0.013326193206012249
diff --git a/shap/hindi_to_hinglish_to_english/shap_topwords_full.png b/shap/hindi_to_hinglish_to_english/shap_topwords_full.png
new file mode 100644
index 0000000000000000000000000000000000000000..b3f639d58b7630df0914975841c40db136b4830e
--- /dev/null
+++ b/shap/hindi_to_hinglish_to_english/shap_topwords_full.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fb9a50cdfd81632370b2f117ba746a62b2ad8abe891a1b6f7e54808ce92ba31b
+size 130385
diff --git a/shap/hindi_to_hinglish_to_english/shap_topwords_hindi.csv b/shap/hindi_to_hinglish_to_english/shap_topwords_hindi.csv
new file mode 100644
index 0000000000000000000000000000000000000000..50eaeb8d5f09707d2845fb3a06ddf599a2a327b8
--- /dev/null
+++ b/shap/hindi_to_hinglish_to_english/shap_topwords_hindi.csv
@@ -0,0 +1,51 @@
+word,mean_shap,direction,abs_shap
+जाएगी,0.0056337942369282246,hate,0.0056337942369282246
+दूसरों,0.00360527983866632,hate,0.00360527983866632
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diff --git a/shap/hindi_to_hinglish_to_english/shap_topwords_hindi.png b/shap/hindi_to_hinglish_to_english/shap_topwords_hindi.png
new file mode 100644
index 0000000000000000000000000000000000000000..30d2e621820498fa6157cb2a7876a24fd4af3200
Binary files /dev/null and b/shap/hindi_to_hinglish_to_english/shap_topwords_hindi.png differ
diff --git a/shap/hindi_to_hinglish_to_english/shap_topwords_hinglish.csv b/shap/hindi_to_hinglish_to_english/shap_topwords_hinglish.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0dcb6a3bfefd47b37c58a4e86d6f4f687d36cc35
--- /dev/null
+++ b/shap/hindi_to_hinglish_to_english/shap_topwords_hinglish.csv
@@ -0,0 +1,51 @@
+word,mean_shap,direction,abs_shap
+lac,-0.042069509625434875,non-hate,0.042069509625434875
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diff --git a/shap/hindi_to_hinglish_to_english/shap_topwords_hinglish.png b/shap/hindi_to_hinglish_to_english/shap_topwords_hinglish.png
new file mode 100644
index 0000000000000000000000000000000000000000..ab3d5ca5e556b9d6d9833c3199a09fdf8441aa3e
--- /dev/null
+++ b/shap/hindi_to_hinglish_to_english/shap_topwords_hinglish.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c97c73f16e5ec679e19f2bdded4fa6361cfaadc835590e4d63b94ce6022508d9
+size 117826
diff --git a/shap/hinglish_to_english_to_hindi/shap_summary.csv b/shap/hinglish_to_english_to_hindi/shap_summary.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9dcee5d84e088bb60f7c2aacd60c6bdd079109c0
--- /dev/null
+++ b/shap/hinglish_to_english_to_hindi/shap_summary.csv
@@ -0,0 +1,5 @@
+model,eval_lang,top_hate_words,top_nonhate_words
+hinglish_to_english_to_hindi,english,"bastard(0.0342), establishes(0.0337), code(0.0279), poo(0.0220), hub(0.0218)","blatantly(-0.0509), languages(-0.0296), turkey(-0.0282), fags(-0.0219), gear(-0.0197)"
+hinglish_to_english_to_hindi,hindi,"रंजन(0.0049), गोगोई(0.0040), नड्डा(0.0036), सांसदों(0.0036), पित्त(0.0033)","चूतिए(-0.0020), मुल्ले(-0.0019), हथियार(-0.0018), उपनिषद(-0.0015), जन्मभूमि(-0.0014)"
+hinglish_to_english_to_hindi,hinglish,"huye(0.0608), dada(0.0565), abb(0.0500), arey(0.0500), abduction(0.0471)","rajya(-0.0759), bahu(-0.0492), parliament(-0.0388), code(-0.0371), music(-0.0339)"
+hinglish_to_english_to_hindi,full,"skua(0.0452), praised(0.0339), spic(0.0303), sabse(0.0301), plz(0.0284)","liberty(-0.0376), languages(-0.0262), speaks(-0.0241), bache(-0.0228), maine(-0.0201)"
diff --git a/shap/hinglish_to_english_to_hindi/shap_topwords_english.csv b/shap/hinglish_to_english_to_hindi/shap_topwords_english.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7000b58e184be841628fee9ebc789f2b5da89360
--- /dev/null
+++ b/shap/hinglish_to_english_to_hindi/shap_topwords_english.csv
@@ -0,0 +1,51 @@
+word,mean_shap,direction,abs_shap
+blatantly,-0.05089934170246124,non-hate,0.05089934170246124
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+bloody,0.010380396464218697,hate,0.010380396464218697
+fits,0.010372105985879898,hate,0.010372105985879898
diff --git a/shap/hinglish_to_english_to_hindi/shap_topwords_english.png b/shap/hinglish_to_english_to_hindi/shap_topwords_english.png
new file mode 100644
index 0000000000000000000000000000000000000000..651397bce9b1f5516071bde7fabc3970f029910d
--- /dev/null
+++ b/shap/hinglish_to_english_to_hindi/shap_topwords_english.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:90e0d64515a2e115d6fd96730b55a7d5c1573c198e5fed2cc70f3a000b2b94ba
+size 147763
diff --git a/shap/hinglish_to_english_to_hindi/shap_topwords_full.csv b/shap/hinglish_to_english_to_hindi/shap_topwords_full.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d551752b42bc3864679061b18159ba094770ccd1
--- /dev/null
+++ b/shap/hinglish_to_english_to_hindi/shap_topwords_full.csv
@@ -0,0 +1,51 @@
+word,mean_shap,direction,abs_shap
+skua,0.045165300369262695,hate,0.045165300369262695
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diff --git a/shap/hinglish_to_english_to_hindi/shap_topwords_full.png b/shap/hinglish_to_english_to_hindi/shap_topwords_full.png
new file mode 100644
index 0000000000000000000000000000000000000000..e7250dd9735eda08d5477ddd4503479c2eb319a5
--- /dev/null
+++ b/shap/hinglish_to_english_to_hindi/shap_topwords_full.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 131619
diff --git a/shap/hinglish_to_english_to_hindi/shap_topwords_hindi.csv b/shap/hinglish_to_english_to_hindi/shap_topwords_hindi.csv
new file mode 100644
index 0000000000000000000000000000000000000000..db1975e51735fa8e290dd40698d6798e5a0f6af0
--- /dev/null
+++ b/shap/hinglish_to_english_to_hindi/shap_topwords_hindi.csv
@@ -0,0 +1,51 @@
+word,mean_shap,direction,abs_shap
+रंजन,0.004858044907450676,hate,0.004858044907450676
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diff --git a/shap/hinglish_to_english_to_hindi/shap_topwords_hindi.png b/shap/hinglish_to_english_to_hindi/shap_topwords_hindi.png
new file mode 100644
index 0000000000000000000000000000000000000000..2204648fd12fadf6c4cfd44b6946fd7a5f8f8f8c
Binary files /dev/null and b/shap/hinglish_to_english_to_hindi/shap_topwords_hindi.png differ
diff --git a/shap/hinglish_to_english_to_hindi/shap_topwords_hinglish.csv b/shap/hinglish_to_english_to_hindi/shap_topwords_hinglish.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f0560435ce43a4716517888ac1068c07c96db750
--- /dev/null
+++ b/shap/hinglish_to_english_to_hindi/shap_topwords_hinglish.csv
@@ -0,0 +1,51 @@
+word,mean_shap,direction,abs_shap
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diff --git a/shap/hinglish_to_english_to_hindi/shap_topwords_hinglish.png b/shap/hinglish_to_english_to_hindi/shap_topwords_hinglish.png
new file mode 100644
index 0000000000000000000000000000000000000000..f9a220ebb8f6027e9f116f99c720f21a4f3f7bba
--- /dev/null
+++ b/shap/hinglish_to_english_to_hindi/shap_topwords_hinglish.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/shap/hinglish_to_hindi_to_english/shap_summary.csv b/shap/hinglish_to_hindi_to_english/shap_summary.csv
new file mode 100644
index 0000000000000000000000000000000000000000..649cb1a4d63f46774fd52a4d1f960b70d51f6c15
--- /dev/null
+++ b/shap/hinglish_to_hindi_to_english/shap_summary.csv
@@ -0,0 +1,5 @@
+model,eval_lang,top_hate_words,top_nonhate_words
+hinglish_to_hindi_to_english,english,"opponents(0.0395), massacres(0.0308), coon(0.0305), ahh(0.0301), fitness(0.0297)","annie(-0.0499), model(-0.0371), nearly(-0.0243), lloyd(-0.0235), nest(-0.0221)"
+hinglish_to_hindi_to_english,hindi,"लें(0.0086), अमिताभ(0.0058), मी(0.0056), करेंगे(0.0047), रखता(0.0047)","आंखें(-0.0045), जे(-0.0044), बुरे(-0.0019), लोगे(-0.0017), जायज़ा(-0.0016)"
+hinglish_to_hindi_to_english,hinglish,"fav(0.0607), janab(0.0521), chori(0.0496), cum(0.0447), ruk(0.0444)","online(-0.0643), gau(-0.0528), dehli(-0.0524), 2017(-0.0523), rajya(-0.0422)"
+hinglish_to_hindi_to_english,full,"srk(0.0681), roj(0.0613), rhi(0.0345), purana(0.0345), aapke(0.0303)","nest(-0.0303), maine(-0.0298), hone(-0.0239), haired(-0.0194), barrel(-0.0173)"
diff --git a/shap/hinglish_to_hindi_to_english/shap_topwords_english.csv b/shap/hinglish_to_hindi_to_english/shap_topwords_english.csv
new file mode 100644
index 0000000000000000000000000000000000000000..fc7a6251d2ea37d722fb87d1d0228f040abbfb65
--- /dev/null
+++ b/shap/hinglish_to_hindi_to_english/shap_topwords_english.csv
@@ -0,0 +1,51 @@
+word,mean_shap,direction,abs_shap
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diff --git a/shap/hinglish_to_hindi_to_english/shap_topwords_english.png b/shap/hinglish_to_hindi_to_english/shap_topwords_english.png
new file mode 100644
index 0000000000000000000000000000000000000000..91f806f944a6caedd42ca0cc9632f82e9586aa7c
--- /dev/null
+++ b/shap/hinglish_to_hindi_to_english/shap_topwords_english.png
@@ -0,0 +1,3 @@
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diff --git a/shap/hinglish_to_hindi_to_english/shap_topwords_full.csv b/shap/hinglish_to_hindi_to_english/shap_topwords_full.csv
new file mode 100644
index 0000000000000000000000000000000000000000..eb3710099385e5646d8caf44f44cd960f6509013
--- /dev/null
+++ b/shap/hinglish_to_hindi_to_english/shap_topwords_full.csv
@@ -0,0 +1,51 @@
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diff --git a/shap/hinglish_to_hindi_to_english/shap_topwords_full.png b/shap/hinglish_to_hindi_to_english/shap_topwords_full.png
new file mode 100644
index 0000000000000000000000000000000000000000..d4f1662b5ce1a5f13f0c9fe994bcb2cdfc809d38
--- /dev/null
+++ b/shap/hinglish_to_hindi_to_english/shap_topwords_full.png
@@ -0,0 +1,3 @@
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diff --git a/shap/hinglish_to_hindi_to_english/shap_topwords_hindi.csv b/shap/hinglish_to_hindi_to_english/shap_topwords_hindi.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f6bc60ec4ec2ec961a849c23031bb03c93d03dfa
--- /dev/null
+++ b/shap/hinglish_to_hindi_to_english/shap_topwords_hindi.csv
@@ -0,0 +1,51 @@
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diff --git a/shap/hinglish_to_hindi_to_english/shap_topwords_hindi.png b/shap/hinglish_to_hindi_to_english/shap_topwords_hindi.png
new file mode 100644
index 0000000000000000000000000000000000000000..b27d5fb84b690ca672402dd3134a4c67fc927a31
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diff --git a/shap/hinglish_to_hindi_to_english/shap_topwords_hinglish.csv b/shap/hinglish_to_hindi_to_english/shap_topwords_hinglish.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3e5e0c9cbb90a9cef17d9bf11e1c7edd1cf61f47
--- /dev/null
+++ b/shap/hinglish_to_hindi_to_english/shap_topwords_hinglish.csv
@@ -0,0 +1,51 @@
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--- /dev/null
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