From 4166e3a5986a35a3b82a6eb2eb484a1d4910922c Mon Sep 17 00:00:00 2001 From: J1J11 <45900921+J1J11@users.noreply.github.com> Date: Sun, 15 Dec 2019 22:37:19 +0300 Subject: [PATCH] Add files via upload --- Lazy_FCA_Airapetyan/Lazy_FCA_Airapetyan.ipynb | 716 +++++++++ Lazy_FCA_Airapetyan/Lazy_FCA_Airapetyan.pdf | Bin 0 -> 476259 bytes Lazy_FCA_Airapetyan/banknotes_new.csv | 1373 +++++++++++++++++ .../data_banknote_authentication.txt | 1372 ++++++++++++++++ Lazy_FCA_Airapetyan/test1.csv | 138 ++ Lazy_FCA_Airapetyan/test10.csv | 137 ++ Lazy_FCA_Airapetyan/test2.csv | 138 ++ Lazy_FCA_Airapetyan/test3.csv | 137 ++ Lazy_FCA_Airapetyan/test4.csv | 137 ++ Lazy_FCA_Airapetyan/test5.csv | 137 ++ Lazy_FCA_Airapetyan/test6.csv | 137 ++ Lazy_FCA_Airapetyan/test7.csv | 137 ++ Lazy_FCA_Airapetyan/test8.csv | 137 ++ Lazy_FCA_Airapetyan/test9.csv | 137 ++ Lazy_FCA_Airapetyan/train1.csv | 1234 +++++++++++++++ Lazy_FCA_Airapetyan/train10.csv | 1235 +++++++++++++++ Lazy_FCA_Airapetyan/train2.csv | 1234 +++++++++++++++ Lazy_FCA_Airapetyan/train3.csv | 1235 +++++++++++++++ Lazy_FCA_Airapetyan/train4.csv | 1235 +++++++++++++++ Lazy_FCA_Airapetyan/train5.csv | 1235 +++++++++++++++ Lazy_FCA_Airapetyan/train6.csv | 1235 +++++++++++++++ Lazy_FCA_Airapetyan/train7.csv | 1235 +++++++++++++++ Lazy_FCA_Airapetyan/train8.csv | 1235 +++++++++++++++ Lazy_FCA_Airapetyan/train9.csv | 1235 +++++++++++++++ 24 files changed, 17181 insertions(+) create mode 100644 Lazy_FCA_Airapetyan/Lazy_FCA_Airapetyan.ipynb create mode 100644 Lazy_FCA_Airapetyan/Lazy_FCA_Airapetyan.pdf create mode 100644 Lazy_FCA_Airapetyan/banknotes_new.csv create mode 100644 Lazy_FCA_Airapetyan/data_banknote_authentication.txt create mode 100644 Lazy_FCA_Airapetyan/test1.csv create mode 100644 Lazy_FCA_Airapetyan/test10.csv create mode 100644 Lazy_FCA_Airapetyan/test2.csv create mode 100644 Lazy_FCA_Airapetyan/test3.csv create mode 100644 Lazy_FCA_Airapetyan/test4.csv create mode 100644 Lazy_FCA_Airapetyan/test5.csv create mode 100644 Lazy_FCA_Airapetyan/test6.csv create mode 100644 Lazy_FCA_Airapetyan/test7.csv create mode 100644 Lazy_FCA_Airapetyan/test8.csv create mode 100644 Lazy_FCA_Airapetyan/test9.csv create mode 100644 Lazy_FCA_Airapetyan/train1.csv create mode 100644 Lazy_FCA_Airapetyan/train10.csv create mode 100644 Lazy_FCA_Airapetyan/train2.csv create mode 100644 Lazy_FCA_Airapetyan/train3.csv create mode 100644 Lazy_FCA_Airapetyan/train4.csv create mode 100644 Lazy_FCA_Airapetyan/train5.csv create mode 100644 Lazy_FCA_Airapetyan/train6.csv create mode 100644 Lazy_FCA_Airapetyan/train7.csv create mode 100644 Lazy_FCA_Airapetyan/train8.csv create mode 100644 Lazy_FCA_Airapetyan/train9.csv diff --git a/Lazy_FCA_Airapetyan/Lazy_FCA_Airapetyan.ipynb b/Lazy_FCA_Airapetyan/Lazy_FCA_Airapetyan.ipynb new file mode 100644 index 0000000..7b635c3 --- /dev/null +++ b/Lazy_FCA_Airapetyan/Lazy_FCA_Airapetyan.ipynb @@ -0,0 +1,716 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 358, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import random" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Data prepocessing" + ] + }, + { + "cell_type": "code", + "execution_count": 359, + "metadata": {}, + "outputs": [], + "source": [ + "data = pd.read_csv('data_banknote_authentication.txt', sep=',', header=None)" + ] + }, + { + "cell_type": "code", + "execution_count": 360, + "metadata": {}, + "outputs": [], + "source": [ + "data.rename(columns={0: 'variance', 1: 'skewness', 2: 'curtosis', 3: 'entropy', 4: 'is_forged'}, inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 361, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1372, 5)" + ] + }, + "execution_count": 361, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 362, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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