From 6821672fc70274c6b825aaee33ce55024575d064 Mon Sep 17 00:00:00 2001 From: Almouhannad Hafez <almouhannad.hafez@gmail.com> Date: Sun, 10 Nov 2024 08:34:50 +0300 Subject: [PATCH] Update results --- README.md | 28 ++++++++++++++-------------- Results.xlsx | Bin 12621 -> 12655 bytes 2 files changed, 14 insertions(+), 14 deletions(-) diff --git a/README.md b/README.md index 07e6020..b215984 100644 --- a/README.md +++ b/README.md @@ -84,7 +84,7 @@ - **Applying classification task using n-gram to perform task using only TF-IDF with different grams** ## ***Results*** -- ***Applied features selection and model's hyperparameters tuning*** +> ***Applied features selection and model's hyperparameters tuning*** | Case\\Criterion | Accuracy(Train) | Accuracy(Test) | Precision(Test-Average) | Recall(Test-Average) | F1-Score(Test-Average) | Notes | | ----------------------- | --------------- | -------------- | ----------------------- | -------------------- | ---------------------- | ---------------------- | @@ -97,19 +97,19 @@ | Lemma + Nouns only | 0.9826 | 0.9026 | 0.9056 | 0.9031 | 0.9001 | alpha=0.1, 400features | -- ***Without features selection*** +> ***Without features selection*** | Case\\Criterion | Accuracy(Train) | Accuracy(Test) | Precision(Test-Average) | Recall(Test-Average) | F1-Score(Test-Average) | | ----------------------- | --------------- | -------------- | ----------------------- | -------------------- | ---------------------- | -| nltk stemmer | 0.994211288 | 0.91991342 | 0.925513814 | 0.923767509 | 0.919308 | -| nltk lemmatizer | 0.994211288 | 0.924242424 | 0.929407177 | 0.927885156 | 0.923453 | -| Stanza lemmatizer | 0.994211288 | 0.928571429 | 0.932850383 | 0.931115994 | 0.927117 | -| SpaCy lemmatizer | 0.995658466 | 0.928571429 | 0.934227363 | 0.931373992 | 0.928329 | -| Lemma + Verbs only | 0.781476122 | 0.608225108 | 0.656473336 | 0.62431736 | 0.6131 | -| Lemma + Adjectives only | 0.868306802 | 0.606060606 | 0.681515062 | 0.620177307 | 0.614097 | -| Lemma + Nouns only | 0.97829233 | 0.876623377 | 0.886798865 | 0.880636574 | 0.873959 | -| Text + 1Gram | 0.997105644 | 0.898268398 | 0.912889052 | 0.90487335 | 0.89945 | -| Text + 2Gram | 0.998552822 | 0.885281385 | 0.894742015 | 0.891828538 | 0.883421 | -| Text + 3Gram | 0.997105644 | 0.867965368 | 0.881810904 | 0.874727644 | 0.866752 | -| Text + 4Gram | 1 | 0.800865801 | 0.848577524 | 0.814521589 | 0.809801 | -| Text + 5Gram | 1 | 0.707792208 | 0.839340945 | 0.72337248 | 0.739326 | \ No newline at end of file +| nltk stemmer | 0.9942 | 0.9199 | 0.9255 | 0.9238 | 0.9193 | +| nltk lemmatizer | 0.9942 | 0.9242 | 0.9294 | 0.9279 | 0.9235 | +| Stanza lemmatizer | 0.9942 | 0.9286 | 0.9329 | 0.9311 | 0.9271 | +| SpaCy lemmatizer | 0.9957 | 0.9286 | 0.9342 | 0.9314 | 0.9283 | +| Lemma + Verbs only | 0.7815 | 0.6082 | 0.6565 | 0.6243 | 0.6131 | +| Lemma + Adjectives only | 0.8683 | 0.6061 | 0.6815 | 0.6202 | 0.6141 | +| Lemma + Nouns only | 0.9783 | 0.8766 | 0.8868 | 0.8806 | 0.8740 | +| Text + 1Gram | 0.9971 | 0.8983 | 0.9129 | 0.9049 | 0.8995 | +| Text + 2Gram | 0.9986 | 0.8853 | 0.8947 | 0.8918 | 0.8834 | +| Text + 3Gram | 0.9971 | 0.8680 | 0.8818 | 0.8747 | 0.8668 | +| Text + 4Gram | 1.0000 | 0.8009 | 0.8486 | 0.8145 | 0.8098 | +| Text + 5Gram | 1.0000 | 0.7078 | 0.8393 | 0.7234 | 0.7393 | \ No newline at end of file diff --git a/Results.xlsx b/Results.xlsx index b405c55e78f069cb5e2958a3587035852d29757b..0b46b57b50a4e9b47629f35ebe6141f42ff982cf 100644 GIT binary patch delta 5378 zcmYLNbx;%z)8;7Ymd2BkBM&&FyQDi5X^uSFqvL1+5rHElJz8428}UeK1b!0I-6(mV z@B4n=_wFA%yED%|GdnvwJNt~;9@~Cd#K&`X6=SwTuHZ8xCfzH<DMGBAF@RH@Ub3Vx zjcP?Kx8jEQMb}${GVfj*4?z8(NLl&qu^$Pmn}<n->#^#<VBVUi!&ZU>rl~^XFgiZ{ zRB~c6vl!N(6EL_}Dvx=Cq=#6*ILjagXIc0+yl$5s=PL-Q74OqK^mRQxmJicTbn1JL zEH|@>_y&YyNB;Ad-U2*qHr#omO_ZrnH-)lF4eHnFFq5d+o3Pb)hJyZi^{J}ThdgE@ z0Og4kHPi}irSpph9vQr9wqLEVgj7>fdFi^8q4_69^W`(${^hMtKX68MDkU~id$yju zpe6ASrv8{{X<Tb`lD>ULf*K3I(7!_qQ{JRT{PaSQ=_u7{D_DIjUkgw3>_!jEShpTq 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