From 1638a80b4a9242bfbd72e1a254006de2c061061e Mon Sep 17 00:00:00 2001 From: BossMouseFire Date: Tue, 24 Oct 2023 01:14:04 +0400 Subject: [PATCH] lab4 --- abanin_daniil_lab_4/README.md | 26 ++ abanin_daniil_lab_4/lab4.py | 23 ++ abanin_daniil_lab_4/loan.csv | 615 +++++++++++++++++++++++++++++++++ abanin_daniil_lab_4/result.png | Bin 0 -> 94439 bytes 4 files changed, 664 insertions(+) create mode 100644 abanin_daniil_lab_4/README.md create mode 100644 abanin_daniil_lab_4/lab4.py create mode 100644 abanin_daniil_lab_4/loan.csv create mode 100644 abanin_daniil_lab_4/result.png diff --git a/abanin_daniil_lab_4/README.md b/abanin_daniil_lab_4/README.md new file mode 100644 index 0000000..0770259 --- /dev/null +++ b/abanin_daniil_lab_4/README.md @@ -0,0 +1,26 @@ +## Лабораторная работа №4 + +### Ранжирование признаков + +## ПИбд-41 Абанин Даниил + +### Как запустить лабораторную работу: + +* установить python, pandas, matplotlib, scipy +* запустить проект (стартовая точка lab4) + +### Какие технологии использовались: + +* Язык программирования `Python`, библиотеки pandas, matplotlib, scipy +* Среда разработки `PyCharm` + +### Что делает лабораторная работа: +Программа читает данные из csv файла. На основе имеющейся информации кластеризует заявителей на различные группы по риску выдачи кредита. +При кластеризации используются такие признаки, как: ApplicantIncome - доход заявителя, LoanAmount - сумма займа в тысячах, Credit_History - +статус кредитной истории заявителя (соответствие рекомендациям), Self_Employed - самозанятость (Да/Нет), Education - наличие образования + +### Тест + +![Result](result.png) + +По результатам кластеризации дендрограммой видно, что было проведено эффективное разбиение данных. На диаграмме показаны различные группы заявителей по рискам выдачи кредита \ No newline at end of file diff --git a/abanin_daniil_lab_4/lab4.py b/abanin_daniil_lab_4/lab4.py new file mode 100644 index 0000000..47c100a --- /dev/null +++ b/abanin_daniil_lab_4/lab4.py @@ -0,0 +1,23 @@ +from scipy.cluster import hierarchy +import pandas as pd +from matplotlib import pyplot as plt + + +def start(): + data = pd.read_csv('loan.csv') + x = data[['ApplicantIncome', 'LoanAmount', 'Credit_History', 'Self_Employed', 'Education']] + plt.figure(1, figsize=(16, 9)) + plt.title('Дендрограмма кластеризации заявителей') + + hierarchy.dendrogram(hierarchy.linkage(x, method='single'), + truncate_mode='lastp', + p=20, + orientation='top', + leaf_rotation=90, + leaf_font_size=8, + show_contracted=True) + + plt.show() + + +start() \ No newline at end of file diff --git a/abanin_daniil_lab_4/loan.csv b/abanin_daniil_lab_4/loan.csv new file mode 100644 index 0000000..bad1c6f --- /dev/null +++ b/abanin_daniil_lab_4/loan.csv @@ -0,0 +1,615 @@ +Loan_ID,Gender,Married,Dependents,Education,Self_Employed,ApplicantIncome,CoapplicantIncome,LoanAmount,Loan_Amount_Term,Credit_History,Property_Area,Loan_Status +LP001002,Male,No,0,1,0.0,5849,0.0,360.0,1.0,0,Y,0.0 +LP001003,Male,Yes,1,1,0.0,4583,1508.0,128.0,360.0,1,Rural,0.0 +LP001005,Male,Yes,0,1,1.0,3000,0.0,66.0,360.0,1,Urban,1.0 +LP001006,Male,Yes,0,0,0.0,2583,2358.0,120.0,360.0,1,Urban,1.0 +LP001008,Male,No,0,1,0.0,6000,0.0,141.0,360.0,1,Urban,1.0 +LP001011,Male,Yes,2,1,1.0,5417,4196.0,267.0,360.0,1,Urban,1.0 +LP001013,Male,Yes,0,0,0.0,2333,1516.0,95.0,360.0,1,Urban,1.0 +LP001014,Male,Yes,3+,1,0.0,3036,2504.0,158.0,360.0,0,Semiurban,0.0 +LP001018,Male,Yes,2,1,0.0,4006,1526.0,168.0,360.0,1,Urban,1.0 +LP001020,Male,Yes,1,1,0.0,12841,10968.0,349.0,360.0,1,Semiurban,0.0 +LP001024,Male,Yes,2,1,0.0,3200,700.0,70.0,360.0,1,Urban,1.0 +LP001027,Male,Yes,2,1,0.0,2500,1840.0,109.0,360.0,1,Urban,1.0 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+LP001713,Male,Yes,1,1,1.0,7787,0.0,240.0,360.0,1,Urban,1.0 +LP001715,Male,Yes,3+,0,1.0,5703,0.0,130.0,360.0,1,Rural,1.0 +LP001716,Male,Yes,0,1,0.0,3173,3021.0,137.0,360.0,1,Urban,1.0 +LP001720,Male,Yes,3+,0,0.0,3850,983.0,100.0,360.0,1,Semiurban,1.0 +LP001722,Male,Yes,0,1,0.0,150,1800.0,135.0,360.0,1,Rural,0.0 +LP001726,Male,Yes,0,1,0.0,3727,1775.0,131.0,360.0,1,Semiurban,1.0 +LP001732,Male,Yes,2,1,0.0,5000,0.0,72.0,360.0,0,Semiurban,0.0 +LP001734,Female,Yes,2,1,0.0,4283,2383.0,127.0,360.0,0,Semiurban,1.0 +LP001736,Male,Yes,0,1,0.0,2221,0.0,60.0,360.0,0,Urban,0.0 +LP001743,Male,Yes,2,1,0.0,4009,1717.0,116.0,360.0,1,Semiurban,1.0 +LP001744,Male,No,0,1,0.0,2971,2791.0,144.0,360.0,1,Semiurban,1.0 +LP001749,Male,Yes,0,1,0.0,7578,1010.0,175.0,,1,Semiurban,1.0 +LP001750,Male,Yes,0,1,0.0,6250,0.0,128.0,360.0,1,Semiurban,1.0 +LP001751,Male,Yes,0,1,0.0,3250,0.0,170.0,360.0,1,Rural,0.0 +LP001754,Male,Yes,,0,1.0,4735,0.0,138.0,360.0,1,Urban,0.0 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+LP001977,Male,Yes,1,1,0.0,1625,1803.0,96.0,360.0,1,Urban,1.0 +LP001978,Male,No,0,1,0.0,4000,2500.0,140.0,360.0,1,Rural,1.0 +LP001990,Male,No,0,0,0.0,2000,0.0,0.0,360.0,1,Urban,0.0 +LP001993,Female,No,0,1,0.0,3762,1666.0,135.0,360.0,1,Rural,1.0 +LP001994,Female,No,0,1,0.0,2400,1863.0,104.0,360.0,0,Urban,0.0 +LP001996,Male,No,0,1,0.0,20233,0.0,480.0,360.0,1,Rural,0.0 +LP001998,Male,Yes,2,0,0.0,7667,0.0,185.0,360.0,0,Rural,1.0 +LP002002,Female,No,0,1,0.0,2917,0.0,84.0,360.0,1,Semiurban,1.0 +LP002004,Male,No,0,0,0.0,2927,2405.0,111.0,360.0,1,Semiurban,1.0 +LP002006,Female,No,0,1,0.0,2507,0.0,56.0,360.0,1,Rural,1.0 +LP002008,Male,Yes,2,1,1.0,5746,0.0,144.0,84.0,0,Rural,1.0 +LP002024,,Yes,0,1,0.0,2473,1843.0,159.0,360.0,1,Rural,0.0 +LP002031,Male,Yes,1,0,0.0,3399,1640.0,111.0,180.0,1,Urban,1.0 +LP002035,Male,Yes,2,1,0.0,3717,0.0,120.0,360.0,1,Semiurban,1.0 +LP002036,Male,Yes,0,1,0.0,2058,2134.0,88.0,360.0,0,Urban,1.0 +LP002043,Female,No,1,1,0.0,3541,0.0,112.0,360.0,0,Semiurban,1.0 +LP002050,Male,Yes,1,1,1.0,10000,0.0,155.0,360.0,1,Rural,0.0 +LP002051,Male,Yes,0,1,0.0,2400,2167.0,115.0,360.0,1,Semiurban,1.0 +LP002053,Male,Yes,3+,1,0.0,4342,189.0,124.0,360.0,1,Semiurban,1.0 +LP002054,Male,Yes,2,0,0.0,3601,1590.0,0.0,360.0,1,Rural,1.0 +LP002055,Female,No,0,1,0.0,3166,2985.0,132.0,360.0,0,Rural,1.0 +LP002065,Male,Yes,3+,1,0.0,15000,0.0,300.0,360.0,1,Rural,1.0 +LP002067,Male,Yes,1,1,1.0,8666,4983.0,376.0,360.0,0,Rural,0.0 +LP002068,Male,No,0,1,0.0,4917,0.0,130.0,360.0,0,Rural,1.0 +LP002082,Male,Yes,0,1,1.0,5818,2160.0,184.0,360.0,1,Semiurban,1.0 +LP002086,Female,Yes,0,1,0.0,4333,2451.0,110.0,360.0,1,Urban,0.0 +LP002087,Female,No,0,1,0.0,2500,0.0,67.0,360.0,1,Urban,1.0 +LP002097,Male,No,1,1,0.0,4384,1793.0,117.0,360.0,1,Urban,1.0 +LP002098,Male,No,0,1,0.0,2935,0.0,98.0,360.0,1,Semiurban,1.0 +LP002100,Male,No,,1,0.0,2833,0.0,71.0,360.0,1,Urban,1.0 +LP002101,Male,Yes,0,1,0.0,63337,0.0,490.0,180.0,1,Urban,1.0 +LP002103,,Yes,1,1,1.0,9833,1833.0,182.0,180.0,1,Urban,1.0 +LP002106,Male,Yes,,1,1.0,5503,4490.0,70.0,,1,Semiurban,1.0 +LP002110,Male,Yes,1,1,0.0,5250,688.0,160.0,360.0,1,Rural,1.0 +LP002112,Male,Yes,2,1,1.0,2500,4600.0,176.0,360.0,1,Rural,1.0 +LP002113,Female,No,3+,0,0.0,1830,0.0,0.0,360.0,0,Urban,0.0 +LP002114,Female,No,0,1,0.0,4160,0.0,71.0,360.0,1,Semiurban,1.0 +LP002115,Male,Yes,3+,0,0.0,2647,1587.0,173.0,360.0,1,Rural,0.0 +LP002116,Female,No,0,1,0.0,2378,0.0,46.0,360.0,1,Rural,0.0 +LP002119,Male,Yes,1,0,0.0,4554,1229.0,158.0,360.0,1,Urban,1.0 +LP002126,Male,Yes,3+,0,0.0,3173,0.0,74.0,360.0,1,Semiurban,1.0 +LP002128,Male,Yes,2,1,0.0,2583,2330.0,125.0,360.0,1,Rural,1.0 +LP002129,Male,Yes,0,1,0.0,2499,2458.0,160.0,360.0,1,Semiurban,1.0 +LP002130,Male,Yes,,0,0.0,3523,3230.0,152.0,360.0,0,Rural,0.0 +LP002131,Male,Yes,2,0,0.0,3083,2168.0,126.0,360.0,1,Urban,1.0 +LP002137,Male,Yes,0,1,0.0,6333,4583.0,259.0,360.0,0,Semiurban,1.0 +LP002138,Male,Yes,0,1,0.0,2625,6250.0,187.0,360.0,1,Rural,1.0 +LP002139,Male,Yes,0,1,0.0,9083,0.0,228.0,360.0,1,Semiurban,1.0 +LP002140,Male,No,0,1,0.0,8750,4167.0,308.0,360.0,1,Rural,0.0 +LP002141,Male,Yes,3+,1,0.0,2666,2083.0,95.0,360.0,1,Rural,1.0 +LP002142,Female,Yes,0,1,1.0,5500,0.0,105.0,360.0,0,Rural,0.0 +LP002143,Female,Yes,0,1,0.0,2423,505.0,130.0,360.0,1,Semiurban,1.0 +LP002144,Female,No,,1,0.0,3813,0.0,116.0,180.0,1,Urban,1.0 +LP002149,Male,Yes,2,1,0.0,8333,3167.0,165.0,360.0,1,Rural,1.0 +LP002151,Male,Yes,1,1,0.0,3875,0.0,67.0,360.0,1,Urban,0.0 +LP002158,Male,Yes,0,0,0.0,3000,1666.0,100.0,480.0,0,Urban,0.0 +LP002160,Male,Yes,3+,1,0.0,5167,3167.0,200.0,360.0,1,Semiurban,1.0 +LP002161,Female,No,1,1,0.0,4723,0.0,81.0,360.0,1,Semiurban,0.0 +LP002170,Male,Yes,2,1,0.0,5000,3667.0,236.0,360.0,1,Semiurban,1.0 +LP002175,Male,Yes,0,1,0.0,4750,2333.0,130.0,360.0,1,Urban,1.0 +LP002178,Male,Yes,0,1,0.0,3013,3033.0,95.0,300.0,0,Urban,1.0 +LP002180,Male,No,0,1,1.0,6822,0.0,141.0,360.0,1,Rural,1.0 +LP002181,Male,No,0,0,0.0,6216,0.0,133.0,360.0,1,Rural,0.0 +LP002187,Male,No,0,1,0.0,2500,0.0,96.0,480.0,1,Semiurban,0.0 +LP002188,Male,No,0,1,0.0,5124,0.0,124.0,,0,Rural,0.0 +LP002190,Male,Yes,1,1,0.0,6325,0.0,175.0,360.0,1,Semiurban,1.0 +LP002191,Male,Yes,0,1,0.0,19730,5266.0,570.0,360.0,1,Rural,0.0 +LP002194,Female,No,0,1,1.0,15759,0.0,55.0,360.0,1,Semiurban,1.0 +LP002197,Male,Yes,2,1,0.0,5185,0.0,155.0,360.0,1,Semiurban,1.0 +LP002201,Male,Yes,2,1,1.0,9323,7873.0,380.0,300.0,1,Rural,1.0 +LP002205,Male,No,1,1,0.0,3062,1987.0,111.0,180.0,0,Urban,0.0 +LP002209,Female,No,0,1,0.0,2764,1459.0,110.0,360.0,1,Urban,1.0 +LP002211,Male,Yes,0,1,0.0,4817,923.0,120.0,180.0,1,Urban,1.0 +LP002219,Male,Yes,3+,1,0.0,8750,4996.0,130.0,360.0,1,Rural,1.0 +LP002223,Male,Yes,0,1,0.0,4310,0.0,130.0,360.0,0,Semiurban,1.0 +LP002224,Male,No,0,1,0.0,3069,0.0,71.0,480.0,1,Urban,0.0 +LP002225,Male,Yes,2,1,0.0,5391,0.0,130.0,360.0,1,Urban,1.0 +LP002226,Male,Yes,0,1,0.0,3333,2500.0,128.0,360.0,1,Semiurban,1.0 +LP002229,Male,No,0,1,0.0,5941,4232.0,296.0,360.0,1,Semiurban,1.0 +LP002231,Female,No,0,1,0.0,6000,0.0,156.0,360.0,1,Urban,1.0 +LP002234,Male,No,0,1,1.0,7167,0.0,128.0,360.0,1,Urban,1.0 +LP002236,Male,Yes,2,1,0.0,4566,0.0,100.0,360.0,1,Urban,0.0 +LP002237,Male,No,1,1,0.0,3667,0.0,113.0,180.0,1,Urban,1.0 +LP002239,Male,No,0,0,0.0,2346,1600.0,132.0,360.0,1,Semiurban,1.0 +LP002243,Male,Yes,0,0,0.0,3010,3136.0,0.0,360.0,0,Urban,0.0 +LP002244,Male,Yes,0,1,0.0,2333,2417.0,136.0,360.0,1,Urban,1.0 +LP002250,Male,Yes,0,1,0.0,5488,0.0,125.0,360.0,1,Rural,1.0 +LP002255,Male,No,3+,1,0.0,9167,0.0,185.0,360.0,1,Rural,1.0 +LP002262,Male,Yes,3+,1,0.0,9504,0.0,275.0,360.0,1,Rural,1.0 +LP002263,Male,Yes,0,1,0.0,2583,2115.0,120.0,360.0,0,Urban,1.0 +LP002265,Male,Yes,2,0,0.0,1993,1625.0,113.0,180.0,1,Semiurban,1.0 +LP002266,Male,Yes,2,1,0.0,3100,1400.0,113.0,360.0,1,Urban,1.0 +LP002272,Male,Yes,2,1,0.0,3276,484.0,135.0,360.0,0,Semiurban,1.0 +LP002277,Female,No,0,1,0.0,3180,0.0,71.0,360.0,0,Urban,0.0 +LP002281,Male,Yes,0,1,0.0,3033,1459.0,95.0,360.0,1,Urban,1.0 +LP002284,Male,No,0,0,0.0,3902,1666.0,109.0,360.0,1,Rural,1.0 +LP002287,Female,No,0,1,0.0,1500,1800.0,103.0,360.0,0,Semiurban,0.0 +LP002288,Male,Yes,2,0,0.0,2889,0.0,45.0,180.0,0,Urban,0.0 +LP002296,Male,No,0,0,0.0,2755,0.0,65.0,300.0,1,Rural,0.0 +LP002297,Male,No,0,1,0.0,2500,20000.0,103.0,360.0,1,Semiurban,1.0 +LP002300,Female,No,0,0,0.0,1963,0.0,53.0,360.0,1,Semiurban,1.0 +LP002301,Female,No,0,1,1.0,7441,0.0,194.0,360.0,1,Rural,0.0 +LP002305,Female,No,0,1,0.0,4547,0.0,115.0,360.0,1,Semiurban,1.0 +LP002308,Male,Yes,0,0,0.0,2167,2400.0,115.0,360.0,1,Urban,1.0 +LP002314,Female,No,0,0,0.0,2213,0.0,66.0,360.0,1,Rural,1.0 +LP002315,Male,Yes,1,1,0.0,8300,0.0,152.0,300.0,0,Semiurban,0.0 +LP002317,Male,Yes,3+,1,0.0,81000,0.0,360.0,360.0,0,Rural,0.0 +LP002318,Female,No,1,0,1.0,3867,0.0,62.0,360.0,1,Semiurban,0.0 +LP002319,Male,Yes,0,1,0.0,6256,0.0,160.0,360.0,0,Urban,1.0 +LP002328,Male,Yes,0,0,0.0,6096,0.0,218.0,360.0,0,Rural,0.0 +LP002332,Male,Yes,0,0,0.0,2253,2033.0,110.0,360.0,1,Rural,1.0 +LP002335,Female,Yes,0,0,0.0,2149,3237.0,178.0,360.0,0,Semiurban,0.0 +LP002337,Female,No,0,1,0.0,2995,0.0,60.0,360.0,1,Urban,1.0 +LP002341,Female,No,1,1,0.0,2600,0.0,160.0,360.0,1,Urban,0.0 +LP002342,Male,Yes,2,1,1.0,1600,20000.0,239.0,360.0,1,Urban,0.0 +LP002345,Male,Yes,0,1,0.0,1025,2773.0,112.0,360.0,1,Rural,1.0 +LP002347,Male,Yes,0,1,0.0,3246,1417.0,138.0,360.0,1,Semiurban,1.0 +LP002348,Male,Yes,0,1,0.0,5829,0.0,138.0,360.0,1,Rural,1.0 +LP002357,Female,No,0,0,0.0,2720,0.0,80.0,,0,Urban,0.0 +LP002361,Male,Yes,0,1,0.0,1820,1719.0,100.0,360.0,1,Urban,1.0 +LP002362,Male,Yes,1,1,0.0,7250,1667.0,110.0,,0,Urban,0.0 +LP002364,Male,Yes,0,1,0.0,14880,0.0,96.0,360.0,1,Semiurban,1.0 +LP002366,Male,Yes,0,1,0.0,2666,4300.0,121.0,360.0,1,Rural,1.0 +LP002367,Female,No,1,0,0.0,4606,0.0,81.0,360.0,1,Rural,0.0 +LP002368,Male,Yes,2,1,0.0,5935,0.0,133.0,360.0,1,Semiurban,1.0 +LP002369,Male,Yes,0,1,0.0,2920,16.12000084,87.0,360.0,1,Rural,1.0 +LP002370,Male,No,0,0,0.0,2717,0.0,60.0,180.0,1,Urban,1.0 +LP002377,Female,No,1,1,1.0,8624,0.0,150.0,360.0,1,Semiurban,1.0 +LP002379,Male,No,0,1,0.0,6500,0.0,105.0,360.0,0,Rural,0.0 +LP002386,Male,No,0,1,0.0,12876,0.0,405.0,360.0,1,Semiurban,1.0 +LP002387,Male,Yes,0,1,0.0,2425,2340.0,143.0,360.0,1,Semiurban,1.0 +LP002390,Male,No,0,1,0.0,3750,0.0,100.0,360.0,1,Urban,1.0 +LP002393,Female,,,1,0.0,10047,0.0,0.0,240.0,1,Semiurban,1.0 +LP002398,Male,No,0,1,0.0,1926,1851.0,50.0,360.0,1,Semiurban,1.0 +LP002401,Male,Yes,0,1,0.0,2213,1125.0,0.0,360.0,1,Urban,1.0 +LP002403,Male,No,0,1,1.0,10416,0.0,187.0,360.0,0,Urban,0.0 +LP002407,Female,Yes,0,0,1.0,7142,0.0,138.0,360.0,1,Rural,1.0 +LP002408,Male,No,0,1,0.0,3660,5064.0,187.0,360.0,1,Semiurban,1.0 +LP002409,Male,Yes,0,1,0.0,7901,1833.0,180.0,360.0,1,Rural,1.0 +LP002418,Male,No,3+,0,0.0,4707,1993.0,148.0,360.0,1,Semiurban,1.0 +LP002422,Male,No,1,1,0.0,37719,0.0,152.0,360.0,1,Semiurban,1.0 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