From 1808566e3564793d7abebab959e31a41861d418d Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=D0=9C=D0=B0=D0=BA=D1=81=D0=B8=D0=BC=20=D0=AF=D0=BA=D0=BE?= =?UTF-8?q?=D0=B2=D0=BB=D0=B5=D0=B2?= Date: Fri, 20 Sep 2024 22:27:29 +0400 Subject: [PATCH] =?UTF-8?q?=D0=98=D1=81=D0=BF=D1=80=D0=B0=D0=B2=D0=BB?= =?UTF-8?q?=D0=B5=D0=BD=D0=B8=D1=8F?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- README.md | 3 +- lab_1/lab_1.ipynb | 74 ++++++++++++++++++++++++++++------------------- 2 files changed, 46 insertions(+), 31 deletions(-) diff --git a/README.md b/README.md index c073301..194d736 100644 --- a/README.md +++ b/README.md @@ -1,2 +1,3 @@ -# AIM-PIbd-31-Yakovlev-M-G +# ПИбд-31 Яковлев Максим Григорьевич +# Вариант 6 dataset: https://www.kaggle.com/datasets/harlfoxem/housesalesprediction/data diff --git a/lab_1/lab_1.ipynb b/lab_1/lab_1.ipynb index d726144..b9cbd80 100644 --- a/lab_1/lab_1.ipynb +++ b/lab_1/lab_1.ipynb @@ -2,28 +2,36 @@ "cells": [ { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - " price bedrooms bathrooms sqft_living sqft_lot floors \\\n", - "id \n", - "7129300520 221900.0 3 1.00 1180 5650 1.0 \n", - "6414100192 538000.0 3 2.25 2570 7242 2.0 \n", - "5631500400 180000.0 2 1.00 770 10000 1.0 \n", - "2487200875 604000.0 4 3.00 1960 5000 1.0 \n", - "1954400510 510000.0 3 2.00 1680 8080 1.0 \n", + " date price bedrooms bathrooms sqft_living \\\n", + "id \n", + "7129300520 20141013T000000 221900.0 3 1.00 1180 \n", + "6414100192 20141209T000000 538000.0 3 2.25 2570 \n", + "5631500400 20150225T000000 180000.0 2 1.00 770 \n", + "2487200875 20141209T000000 604000.0 4 3.00 1960 \n", + "1954400510 20150218T000000 510000.0 3 2.00 1680 \n", "\n", - " view condition grade sqft_above sqft_basement yr_built \n", - "id \n", - "7129300520 0 3 7 1180 0 1955 \n", - "6414100192 0 3 7 2170 400 1951 \n", - "5631500400 0 3 6 770 0 1933 \n", - "2487200875 0 5 7 1050 910 1965 \n", - "1954400510 0 3 8 1680 0 1987 \n" + " sqft_lot floors view condition grade sqft_above \\\n", + "id \n", + "7129300520 5650 1.0 0 3 7 1180 \n", + "6414100192 7242 2.0 0 3 7 2170 \n", + "5631500400 10000 1.0 0 3 6 770 \n", + "2487200875 5000 1.0 0 5 7 1050 \n", + "1954400510 8080 1.0 0 3 8 1680 \n", + "\n", + " sqft_basement yr_built zipcode \n", + "id \n", + "7129300520 0 1955 98178 \n", + "6414100192 400 1951 98125 \n", + "5631500400 0 1933 98028 \n", + "2487200875 910 1965 98136 \n", + "1954400510 0 1987 98074 \n" ] } ], @@ -47,7 +55,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -88,7 +96,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -122,19 +130,29 @@ "metadata": {}, "source": [ "#### График 3\n", - "Зависимость даты от почтового индекса" + "Круговая диограмма количества спален" ] }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 43, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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+ "text/plain": [ + "
" ] }, "metadata": {}, @@ -142,21 +160,17 @@ } ], "source": [ - "from datetime import datetime\n", - "import matplotlib.dates as md\n", - "data = (df[[\"zipcode\", \"date\"]].copy())\n", - "data[\"date\"] = data.apply(lambda row: datetime.strptime(row[\"date\"], \"%Y%m%dT000000\"), axis=1)\n", - "plot = data.plot.scatter(x=\"date\", y=\"zipcode\")\n", - "plot.xaxis.set_major_locator(md.DayLocator(interval=10))\n", - "plot.xaxis.set_major_formatter(md.DateFormatter(\"%d.%m.%Y\"))\n", - "plot.tick_params(axis=\"x\", labelrotation=90)" + "explode = (0,0,0,0,0.1,0.2)\n", + "plt.figure(figsize=(8, 8))\n", + "df[\"bedrooms\"][0:500].value_counts().plot.pie(autopct='%1.1f%%', startangle=90, pctdistance=1.25, labeldistance=.8, explode=explode)\n", + "plt.ylabel('')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Данная диаграмма отображает под каким почтовым индексом и когда был куплен дом, исходя из графика можно сделать вывод, в каких районах города больше всего скупаются дома" + "Данная диаграмма отображает количество спален в доме, исходя из графика можно сделать вывод, какое количество спален самое популярное среди покупателей" ] } ],