From 8e79232ff172717d1d2c83493390665a7d4f2be7 Mon Sep 17 00:00:00 2001 From: ResedentSleeper Date: Wed, 4 Oct 2023 23:27:10 +0300 Subject: [PATCH 1/2] Add restaurant-review-prediction --- docs/project/README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/docs/project/README.md b/docs/project/README.md index 1aed2b71..79967bf1 100755 --- a/docs/project/README.md +++ b/docs/project/README.md @@ -24,3 +24,4 @@ | [comment-emotionality-classification](./comment-emotionality-classification/) | Проскурин Глеб, Мангараков Александр | | [face-emotion-recognition](./face-emotion-recognition) | Якушев Алексей | | [movie-recomender](./movie-recomender) | Филиппенко Илья | +| [restaurant-review-prediction](./restaurant-review-prediction) | Расковалова Алёна | \ No newline at end of file From a1d9168c87a24764db12cc45e10b0da9aace8bdb Mon Sep 17 00:00:00 2001 From: ResedentSleeper Date: Wed, 4 Oct 2023 23:38:40 +0300 Subject: [PATCH 2/2] Add restaurant-review-prediction --- .../restaurant-review-prediction/README.md | 50 ++++++++++++++++++ .../img/activity.png | Bin 0 -> 55690 bytes .../restaurant-review-prediction/img/comp.png | Bin 0 -> 52561 bytes .../img/review_count.png | Bin 0 -> 32949 bytes 4 files changed, 50 insertions(+) create mode 100644 docs/project/restaurant-review-prediction/README.md create mode 100644 docs/project/restaurant-review-prediction/img/activity.png create mode 100644 docs/project/restaurant-review-prediction/img/comp.png create mode 100644 docs/project/restaurant-review-prediction/img/review_count.png diff --git a/docs/project/restaurant-review-prediction/README.md b/docs/project/restaurant-review-prediction/README.md new file mode 100644 index 00000000..8ac0444b --- /dev/null +++ b/docs/project/restaurant-review-prediction/README.md @@ -0,0 +1,50 @@ +# restaurant-review-prediction + +### Студент - Расковалова Алёна +### Группа - P4141 + +#### Цель +Повышение точности предсказания при оценке настроения в отзывах на рестораны. + +#### Задачи +1. Сбор данных +2. Спроектировать архитектуру системы +2. Обучить модели на основе обучающей выборки +3. Выполнить оценку моделей на тестовой выборке +4. Выбрать оптимальную модель +5. Развернуть лучшую модель + + +#### Датасет + +Ссылка на датасет: https://www.kaggle.com/datasets/joebeachcapital/restaurant-reviews?datasetId=3697155&sortBy=voteCount + +Ссылка на репозиторий с проектом: https://github.com/ResedentSleeper/restaurant-review-prediction + +Оценка содержимого исходного датасета: + +№ | Column | Non-Null Count | Dtype +---|------------|----------------|------- + 0 | Restaurant | 10000 non-null | object + 1 | Reviewer | 9962 non-null | object + 2 | Review | 9955 non-null | object + 3 | Rating | 9962 non-null | object + 4 | Metadata | 9962 non-null | object + 5 | Time | 9962 non-null | object + 6 | Pictures | 10000 non-null | int64 + 7 | 7514 | 1 non-null | float64 + +dtypes: float64(1), int64(1), object(6) + +Доля позитивных и негативных отзывов +![img](img/review_count.png) + +Необходимо будет удалить строки с нулевыми значениями и повторяющимися данными. Получится 9955 записей + +#### Диаграмма активности + +![img](img/activity.png) + +#### Диаграмма компонентов + +![img](img/comp.png) diff --git a/docs/project/restaurant-review-prediction/img/activity.png b/docs/project/restaurant-review-prediction/img/activity.png new file mode 100644 index 0000000000000000000000000000000000000000..755216bee5acbfbf97e5170ed9d0d7eae9297e2d GIT binary patch literal 55690 zcmeEP1zc6x)(5;Qr67WWK`7l^+MtmXt_T8B5|@TccL<6~D2Rk~BcY&_(iR{fAgCZp zD2jlTbi=pL4aJxl-+aC|SetK|HF4wlas>BYu+=2hv&uMB&+3Q<7R4Mjl^T(m&W|Y1m`tJ zIXW@%%P_&=hIV$`CKiTf4u&?4+_p$3a0q;FgEFx&wLqF+#=v>u{9L@ETyQ>hJ`pB< zNnSqiLx7K)SCsE0X1t*p(iVHcqbLsxYimO$_z^*FUT`T^O$%ESl&d57RYe{A;Nt~{ z`K7>b;0qxE%&%@j0&L)jq@A5LQWI&UWC8Buh#epHzWE)9OSwy;8i z|H&bZtx(V@(&i2*8*t4|BE!c6kL&d5sK_d;(m;#&8iXBtO3(mk>Xn zF&A9G(3DS@S6I}T7hLhntK;Udag%c}v@<`7GC^8{iA>xu)9}GX(WihT?wBKj0^o+B zdp2{x&5OMa=)iFc59|%{Vb3#jwlKjx8+M=*3T5qNVTXNS>_KCctu4|R`|h#F3>_Sx z7mj{l>>*Q>HTG$-2cV_Q=>oXoLD`7ld?S$cV-g_${aY7s%~ zjT;#nTbVhaoNcl5*`jQ*Z_CCIcNy$ZM{`3UnV2i153PTHm=(sYvjYkRCR+D;*ME&0 zWaB1{w1!>-ZiTV)073lM&;7Jc4xd!(|8qG}H)msyWA+Yirm9jdaBE9#RV5jmAi5Y@ zJ7brf2`*#}9#qN{1@sxt>*(Z;eIY{j&d>^=zuw z=M{mYg$!*YA%o^>ZsCMHZf9r=t)weZN^s2F$;KLd0_GBHU+fG&zfJ551}4V|iBsF} ztNHh3O%4eRpOb?-SVipVIGx9-JXT&@KkE-1rzPg=REH0z^M+WRHT!gB$YA`4^nx*1 z;s2L)gkO|TkQXT;AY#fVC?ddX%*BUYm~|_SGy%2&D~f1+=9l_%@z*W1iJ_x8`lUdt zZf$6Uw3hm05u{PpCb~K+5_!1JJBZf8>*3dgSfpjo2v^B&Y#tj38T?*-D;iQF~5&B&l`kh-? 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