AIM-PIbd-31-Yakovlev-M-G/lab_1/lab_1.ipynb

199 lines
99 KiB
Plaintext
Raw Permalink Blame History

This file contains ambiguous Unicode characters

This file contains Unicode characters that might be confused with other characters. If you think that this is intentional, you can safely ignore this warning. Use the Escape button to reveal them.

{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" 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",
" 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"
]
}
],
"source": [
"import pandas as pd\n",
"\n",
"df = pd.read_csv(\"../data/kc_house_data.csv\", index_col=\"id\")\n",
"\n",
"cleared_dff = df.drop([ \"yr_renovated\", \"waterfront\", \"sqft_living15\", \"sqft_lot15\", \"long\", \"lat\"], axis=1)\n",
"\n",
"print(cleared_dff.head())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### График 1 (Точечная диаграмма)\n",
"Отношение площади жилого пространства недвижимости на повышение цены"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"data = df[[\"price\", \"sqft_living\"]].copy()\n",
"data = data[0:1000]\n",
"plt.scatter(data[\"sqft_living\"], data[\"price\"], marker=\"^\")\n",
"plt.xlabel(\"Жилплощадь\")\n",
"plt.ylabel(\"Цена\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"На графике выше приведена информация о первой тысяче домов. График отображает зависимость цен недвижимости от жилой площади, исходя из графика можно сделать вывод, что чем больше площадь тем выше цена."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### График 2 (Гистограмма)\n",
"Влияние количества этажей на продажу недвижимости"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data = df[\"floors\"]\n",
"plt.hist(data, color=\"orange\")\n",
"plt.xlabel('Кол-во этажей')\n",
"plt.ylabel('Частота покупки')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Данная диаграмма отображает частоту продаж домой, в зависимости от этажей, исходя из диаграммы можно сделать вывод, что одноэтажные дома покупают чаще чем другие, на втором месте по продажам двухэтажные"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### График 3 (Круговая диаграмма)\n",
"Круговая диограмма количества спален"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, '')"
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 800x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"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 количество спален в доме, исходя из графика можно сделать вывод, какое количество спален самое популярное среди покупателей"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "kernel",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.12.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}