From 1e03e8b1d2b1bb1778234c91ea4b071cb742ce1f Mon Sep 17 00:00:00 2001 From: Svetlnkk <89974865+Svetlnkk@users.noreply.github.com> Date: Thu, 19 Oct 2023 21:51:39 +0400 Subject: [PATCH 1/2] zavrazhnova_svetlana_lab_4 is ready --- .idea/.gitignore | 3 + .idea/IIS_2023_1.iml | 9 ++ .idea/modules.xml | 8 ++ .idea/vcs.xml | 6 ++ zavrazhnova_svetlana_lab_4/README.md | 24 +++++ .../characteristics.png | Bin 0 -> 46136 bytes zavrazhnova_svetlana_lab_4/cluster.png | Bin 0 -> 8345 bytes zavrazhnova_svetlana_lab_4/dendrogram.png | Bin 0 -> 28240 bytes zavrazhnova_svetlana_lab_4/fraud_dataset.csv | 87 ++++++++++++++++++ zavrazhnova_svetlana_lab_4/signs.png | Bin 0 -> 15139 bytes .../zavrazhnova_svetlana_lab_4.py | 37 ++++++++ 11 files changed, 174 insertions(+) create mode 100644 .idea/.gitignore create mode 100644 .idea/IIS_2023_1.iml create mode 100644 .idea/modules.xml create mode 100644 .idea/vcs.xml create mode 100644 zavrazhnova_svetlana_lab_4/README.md create mode 100644 zavrazhnova_svetlana_lab_4/characteristics.png create mode 100644 zavrazhnova_svetlana_lab_4/cluster.png create mode 100644 zavrazhnova_svetlana_lab_4/dendrogram.png create mode 100644 zavrazhnova_svetlana_lab_4/fraud_dataset.csv create mode 100644 zavrazhnova_svetlana_lab_4/signs.png create mode 100644 zavrazhnova_svetlana_lab_4/zavrazhnova_svetlana_lab_4.py diff --git a/.idea/.gitignore b/.idea/.gitignore new file mode 100644 index 0000000..26d3352 --- /dev/null +++ b/.idea/.gitignore @@ -0,0 +1,3 @@ +# Default ignored files +/shelf/ +/workspace.xml diff --git a/.idea/IIS_2023_1.iml b/.idea/IIS_2023_1.iml new file mode 100644 index 0000000..d6ebd48 --- /dev/null +++ b/.idea/IIS_2023_1.iml @@ -0,0 +1,9 @@ + + + + + + + + + \ No newline at end of file diff --git a/.idea/modules.xml b/.idea/modules.xml new file mode 100644 index 0000000..89e118a --- /dev/null +++ b/.idea/modules.xml @@ -0,0 +1,8 @@ + + + + + + + + \ No newline at end of file diff --git a/.idea/vcs.xml b/.idea/vcs.xml new file mode 100644 index 0000000..35eb1dd --- /dev/null +++ b/.idea/vcs.xml @@ -0,0 +1,6 @@ + + + + + + \ No newline at end of file diff --git a/zavrazhnova_svetlana_lab_4/README.md b/zavrazhnova_svetlana_lab_4/README.md new file mode 100644 index 0000000..57e2251 --- /dev/null +++ b/zavrazhnova_svetlana_lab_4/README.md @@ -0,0 +1,24 @@ +# Задание: +Использовать метод кластеризации linkage. + +Задача: Группировка транзакций на основе их суммы, возраста и пола клиента с целью выявления схожих поведенческих характеристик и обнаружения возможных случаев мошенничества. + +### Как запустить лабораторную работу: +ЛР запускается в файле zavrazhnova_svetlana_lab_4.py через Run, сначала появится окно с графиком, а затем в консоли должны появится вычисления. + +### Технологии +Метод AgglomerativeClustering из библиотеки sklearn, который можно использовать для кластеризации данных, чтобы найти внутреннюю структуру или группы в данных, основываясь на их сходстве. +Библиотека scipy для выполнения иерархической кластеризации и построения dendrogram + +### Что делает лабораторная: +Выполняет кластеризацию данных и анализ мошеннических операций в каждом кластере. + +### Пример выходных значений: +Отрисовывается в отдельном окне dendrogram +![dendrogram.png](dendrogram.png) +В консоли затем выводятся значения признаков "transaction_amount", "age" и "cluster_label" для каждой точки данных +![signs.png](signs.png) +а также среднее значение метки мошенничества для каждого кластера и количество транзакций мошенничества в каждом кластере +![cluster.png](cluster.png) +Еще выводятся значения точек данных, принадлежащих каждому кластеру, чтобы выявить характеристики и структуру каждого кластера. +![characteristics.png](characteristics.png) \ No newline at end of file diff --git a/zavrazhnova_svetlana_lab_4/characteristics.png b/zavrazhnova_svetlana_lab_4/characteristics.png new file mode 100644 index 0000000000000000000000000000000000000000..164afc7e2e5a37f68337a6ed0d18669e2dc1bf95 GIT 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