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Age\").head(10)\n", + "# Диаграмма цен:\n", + "plt.figure(figsize=(8, 8))\n", + "plt.pie(\n", + " srez[\"Med. Age\"],\n", + " labels=srez[\"Country (or dependency)\"],\n", + " autopct=\"%1.1f%%\",\n", + "\n", + ")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Данная диаграмма отображает среднее количество детей, которое женщина рожает за свою жизнь, что позволяет сделать вывод о том, что в среднем человечетво умножает себя" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "

" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(18, 4))\n", + "srez = df.sort_values(\"Fert. Rate\")\n", + "sns.boxplot(x = srez[\"Fert. Rate\"])\n", + "plt.title('Box Plot для Fert. Rate')\n", + "plt.xlabel('Fert. Rate')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Данная диаграмма отображает население по странам, что позволяет сделать вывод о том, что среднестатистический человек - азиат" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "srez = df\n", + "srez['Population 2020'] = srez['Population 2020'].replace({'$': '', ',': ''}, regex=True)\n", + "srez['Population 2020']=srez['Population 2020'].astype(float)\n", + "avg_price_by_manufacturer = srez.groupby('Country (or dependency)')['Population 2020'].mean().sort_values(ascending=False).head(100)\n", + "plt.figure(figsize=(16, 6))\n", + "avg_price_by_manufacturer.plot(kind='bar', color='salmon')\n", + "plt.xlabel('Страна')\n", + "plt.ylabel('Население')\n", + "plt.grid(True)\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "aimenv", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.7" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/lab_1/requirements.txt b/lab_1/requirements.txt new file mode 100644 index 0000000000000000000000000000000000000000..0c566fb147e50ac8d7c8c01bc938b99088bfe205 GIT binary patch literal 1142 zcmZXT>r%o{421LB86O3QmW%qsckm4upvXliwHyR|cy+&|rHoGJIC!#2b~iac-%~qS z(zmyFTUe?8Ui9VmU_+hE?(NRzif(mko7zqXM883duZW#uZG`;XBZaEY>}X4??BelE zu_v9#Bu;&5!=iS~NO5q{e_>}w9feqnkU>THx-s7tFP^X%ZUkq%TO?=lhZt&q5uuC?em@LvDXs9QJ^eUIK5fAKV_ zG9D+dIkTQCr9NspHsq1REtBgh_aIKC*sPTg5?A06ib}EGUEOb83q_T(=bHRfp58j! z%^pN4N9aQBm~5+&Xst-}Whd}+=nT<=t~W(%F~C)@RH6PrCw8FH{oXkyn<=9dkV|Jag>}C^U(y=K$cYwLy z_N5-XMeRzQnMcckE%|cxx$bgT94~^pCwF_G`_R|FI&o3f&OVyV*xy#!L0M;y#M|g* zOy`(n%d~r?-A2ayDupb>md?bwStt26b=S92nwnX~Ta1aZdFWyv=tzyf`cB#?^c6y^ L9MO88HSYfcMEa)S literal 0 HcmV?d00001 -- 2.25.1 From 89be0762896de5d7fa4b00560f8edce5b6003145 Mon Sep 17 00:00:00 2001 From: Michelty Date: Fri, 11 Oct 2024 17:17:24 +0400 Subject: [PATCH 2/2] =?UTF-8?q?=D0=9E=D0=B1=D0=BD=D0=BE=D0=B2=D0=B8=D1=82?= =?UTF-8?q?=D1=8C=20README.md?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index bb143f6..f2d7b96 100644 --- a/README.md +++ b/README.md @@ -1,2 +1,2 @@ # AIM-PIbd-32-Nikiforova-M-V - +Группа: ПИбд-32 ФИО: Никифорова Мария Владимировна Вариант: 15 Cсылка на датасет: https://www.kaggle.com/datasets/muhammedtausif/world-population-by-countries \ No newline at end of file -- 2.25.1