From a9b1270888dd871cc050593f9c0d94e37d43a730 Mon Sep 17 00:00:00 2001 From: May Date: Fri, 27 Sep 2024 19:38:19 +0400 Subject: [PATCH 1/9] lab1 --- README.md | 2 - .gitignore => lab_1/.gitignore | 0 lab_1/README.md | 4 + lab_1/image.png | Bin 0 -> 62292 bytes lab_1/lab1.ipynb | 171 +++++++++++++++++++++++++++++++++ 5 files changed, 175 insertions(+), 2 deletions(-) delete mode 100644 README.md rename .gitignore => lab_1/.gitignore (100%) create mode 100644 lab_1/README.md create mode 100644 lab_1/image.png create mode 100644 lab_1/lab1.ipynb diff --git a/README.md b/README.md deleted file mode 100644 index 3f0d854..0000000 --- a/README.md +++ /dev/null @@ -1,2 +0,0 @@ -# AIM-PIbd-32-Kamcharova-K-A - diff --git a/.gitignore b/lab_1/.gitignore similarity index 100% rename from .gitignore rename to lab_1/.gitignore diff --git a/lab_1/README.md b/lab_1/README.md new file mode 100644 index 0000000..7e0084a --- /dev/null +++ b/lab_1/README.md @@ -0,0 +1,4 @@ +Группа: ПИбд-32 +ФИО: Камчарова Ксения Алексеевна +Вариант: 9 +Cсылка на датасет: https://www.kaggle.com/datasets/surajjha101/stores-area-and-sales-data diff --git a/lab_1/image.png b/lab_1/image.png new file mode 100644 index 0000000000000000000000000000000000000000..295e4eb21688fd62bfd39cbcc30ff3bf61272d12 GIT binary patch literal 62292 zcmeFZcT`kM^ERr8LGUb2Wi&S03{uyN(+y^(mJ!O&z zB@F5WcWTXd&W>!y*{vPA)VA*n*>UDos&|&pw~ZfHbw+C}SB<$Q-b9OH;tafj1qu9DAQyEN(5e3lTOUqZzR7IlB#8JDC=8Jnhj!SK7@}Pn@;R zC%Tz$)=X2Rza=GnaKW_I8Qe?-hu5%sA!AeN}v5w$%po8tx+om*L_wEett>DW)jAXVR1}>&~xB1q;ScLhs z`^wikThEpm>tp|8P%&{J8c*=J4F$1pn}~U7`0FLFAf1W1&u9@$Shv3wO;~!H|B9QMMuv+&)_@;g`gg% ze)W3diyO#C*6tPDnJ6Z9RKIt`z58CX3p=sr4JRL-;ZO9;=L!>ext`8l%3E?-r}NWi znej>cpMz6Art3O=HaZ$#nVhY+9_UgftbGx*oT28SK7B?R2)ifj$Zy#INTg;>LtW;A zh4wPVlh#M#F1*E9eE?RFLhy-Y&i%2gjCkzr=Xku(@qS$;Yn4!W0cTs4IY_iXOpa(4 z6@hgqov&Dt>Ec#R!$4>=#j=F?sL__NCeqK<-q$pEM zS+8|2E}m{}HBQcsSDd9B&1)Q_nQT;U0IFy8!^`maYyQA@6Xzl&T?A9g;lYy^PaVs3 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возвращает таблицу с убраннами столбцами () axis = ось (0 или index - значит строки/1 или coloumns - столбцы) " + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Index(['Store ID ', 'Store_Area', 'Items_Available', 'Daily_Customer_Count',\n", + " 'Store_Sales'],\n", + " dtype='object')\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "

" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "## Начало начал\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "from datetime import date\n", + "\n", + "df = pd.read_csv(\".//static//csv//Stores.csv\")\n", + "print(df.columns)\n", + "\n", + "srez = df.sort_values(\"Store_Sales\").head(5)\n", + "\n", + "# Диаграмма цен:\n", + "plt.figure(figsize=(8, 8))\n", + "plt.pie(\n", + " srez[\"Store_Sales\"],\n", + " labels=srez[\"Store ID \"], # type: ignore\n", + " autopct=\"%1.1f%%\",\n", + "\n", + ")\n", + "plt.show()\n", + "#Диаграмма-сравнение топ 5 магазинов по распродажам в процентной доли рынка от топ 5" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "df.plot.scatter(x=\"Store_Sales\", y=\"Daily_Customer_Count\")\n", + "#Распределение распродаж в зависимости от кол-ва посетителей" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from sqlite3 import Date\n", + "\n", + "\n", + "# year_groups = pd.cut(dates, everyFiveYears, right=False) # type: ignore\n", + "\n", + "# group_counts = year_groups.value_counts().sort_index() # type: ignore\n", + "\n", + "\n", + "# plt.figure(figsize=(10, 6))\n", + "# plt.show()\n", + "\n", + "\n", + "plot = srez.plot.line(x=\"Store_Sales\", y=\"Daily_Customer_Count\")\n", + "\n", + "\n", + "\n", + "\n", + "plot = df.plot.line(x=\"Store_Area\", y=\"Items_Available\")\n", + "#Зависимость количества поситителей от количества распродаж \n", + "#Зависимость размера магазина от его ассортимента" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "aisenv", + "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": "3.12.6" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} -- 2.25.1 From c9e07a93d4287cb781c39d493f9ea0cc32ebce91 Mon Sep 17 00:00:00 2001 From: MayDayR Date: Sat, 28 Sep 2024 09:11:08 +0400 Subject: [PATCH 2/9] =?UTF-8?q?=D0=97=D0=B0=D0=B3=D1=80=D1=83=D0=B7=D0=B8?= =?UTF-8?q?=D1=82=D1=8C=20=D1=84=D0=B0=D0=B9=D0=BB=D1=8B=20=D0=B2=20=C2=AB?= =?UTF-8?q?lab=5F1=C2=BB?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- lab_1/requirements.txt | Bin 0 -> 1142 bytes 1 file changed, 0 insertions(+), 0 deletions(-) create mode 100644 lab_1/requirements.txt diff --git a/lab_1/requirements.txt b/lab_1/requirements.txt new file mode 100644 index 0000000000000000000000000000000000000000..5e76aa1524abe31f09841789a43130c3aa1817d6 GIT binary patch literal 1142 zcmZXTX->mX421m~iK7%X=>q)V4&0#X652wWhV(&~!vpi#St_CEp%RbBGvk-vpSc|^ z={eYk6;|rM7d^Q>*jOjCd%Lrxsym(9=C;=XF>Dai4zX9QtzyKxQ_3u6mliCOs3ZFIw`lgr@oWZ)a)w0#n>1clN53vm Date: Sat, 28 Sep 2024 09:14:34 +0400 Subject: [PATCH 3/9] =?UTF-8?q?=D0=A3=D0=B4=D0=B0=D0=BB=D0=B8=D1=82=D1=8C?= =?UTF-8?q?=20lab=5F1/.gitignore?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- lab_1/.gitignore | 14 -------------- 1 file changed, 14 deletions(-) delete mode 100644 lab_1/.gitignore diff --git a/lab_1/.gitignore b/lab_1/.gitignore deleted file mode 100644 index 207d123..0000000 --- a/lab_1/.gitignore +++ /dev/null @@ -1,14 +0,0 @@ -# ---> JupyterNotebooks -# gitignore template for Jupyter Notebooks -# website: http://jupyter.org/ - -.ipynb_checkpoints -*/.ipynb_checkpoints/* - -# IPython -profile_default/ -ipython_config.py - -# Remove previous ipynb_checkpoints -# git rm -r .ipynb_checkpoints/ - -- 2.25.1 From 4535fe9df1590ea37e1dd149216413e990efce4e Mon Sep 17 00:00:00 2001 From: MayDayR Date: Sat, 28 Sep 2024 09:14:42 +0400 Subject: [PATCH 4/9] =?UTF-8?q?=D0=A3=D0=B4=D0=B0=D0=BB=D0=B8=D1=82=D1=8C?= =?UTF-8?q?=20lab=5F1/README.md?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- lab_1/README.md | 4 ---- 1 file changed, 4 deletions(-) delete mode 100644 lab_1/README.md diff --git a/lab_1/README.md b/lab_1/README.md deleted file mode 100644 index 7e0084a..0000000 --- a/lab_1/README.md +++ /dev/null @@ -1,4 +0,0 @@ -Группа: ПИбд-32 -ФИО: Камчарова Ксения Алексеевна -Вариант: 9 -Cсылка на датасет: https://www.kaggle.com/datasets/surajjha101/stores-area-and-sales-data -- 2.25.1 From e57d0691210b9599111efc1f268b1b8087cec9a8 Mon Sep 17 00:00:00 2001 From: MayDayR Date: Sat, 28 Sep 2024 09:14:58 +0400 Subject: [PATCH 5/9] =?UTF-8?q?=D0=97=D0=B0=D0=B3=D1=80=D1=83=D0=B7=D0=B8?= =?UTF-8?q?=D1=82=D1=8C=20=D1=84=D0=B0=D0=B9=D0=BB=D1=8B=20=D0=B2=20=C2=AB?= =?UTF-8?q?/=C2=BB?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- gitignore | 14 ++++++++++++++ 1 file changed, 14 insertions(+) create mode 100644 gitignore diff --git a/gitignore b/gitignore new file mode 100644 index 0000000..207d123 --- /dev/null +++ b/gitignore @@ -0,0 +1,14 @@ +# ---> JupyterNotebooks +# gitignore template for Jupyter Notebooks +# website: http://jupyter.org/ + +.ipynb_checkpoints +*/.ipynb_checkpoints/* + +# IPython +profile_default/ +ipython_config.py + +# Remove previous ipynb_checkpoints +# git rm -r .ipynb_checkpoints/ + -- 2.25.1 From 29df130a0c89e57d0e7f39e530361033bf5812dc Mon Sep 17 00:00:00 2001 From: MayDayR Date: Sat, 28 Sep 2024 09:15:09 +0400 Subject: [PATCH 6/9] =?UTF-8?q?=D0=97=D0=B0=D0=B3=D1=80=D1=83=D0=B7=D0=B8?= =?UTF-8?q?=D1=82=D1=8C=20=D1=84=D0=B0=D0=B9=D0=BB=D1=8B=20=D0=B2=20=C2=AB?= =?UTF-8?q?/=C2=BB?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- README.md | 4 ++++ 1 file changed, 4 insertions(+) create mode 100644 README.md diff --git a/README.md b/README.md new file mode 100644 index 0000000..7e0084a --- /dev/null +++ b/README.md @@ -0,0 +1,4 @@ +Группа: ПИбд-32 +ФИО: Камчарова Ксения Алексеевна +Вариант: 9 +Cсылка на датасет: https://www.kaggle.com/datasets/surajjha101/stores-area-and-sales-data -- 2.25.1 From 6b0cdfda41b637466079981aeade79f00b0d4774 Mon Sep 17 00:00:00 2001 From: MayDayR Date: Sat, 28 Sep 2024 09:41:55 +0400 Subject: [PATCH 7/9] =?UTF-8?q?=D0=A3=D0=B4=D0=B0=D0=BB=D0=B8=D1=82=D1=8C?= =?UTF-8?q?=20README.md?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- README.md | 4 ---- 1 file changed, 4 deletions(-) delete mode 100644 README.md diff --git a/README.md b/README.md deleted file mode 100644 index 7e0084a..0000000 --- a/README.md +++ /dev/null @@ -1,4 +0,0 @@ -Группа: ПИбд-32 -ФИО: Камчарова Ксения Алексеевна -Вариант: 9 -Cсылка на датасет: https://www.kaggle.com/datasets/surajjha101/stores-area-and-sales-data -- 2.25.1 From 7c49c0cf4637a61dbb23ec7aef53c5e99698cd82 Mon Sep 17 00:00:00 2001 From: MayDayR Date: Sat, 28 Sep 2024 09:47:16 +0400 Subject: [PATCH 8/9] =?UTF-8?q?=D0=97=D0=B0=D0=B3=D1=80=D1=83=D0=B7=D0=B8?= =?UTF-8?q?=D1=82=D1=8C=20=D1=84=D0=B0=D0=B9=D0=BB=D1=8B=20=D0=B2=20=C2=AB?= =?UTF-8?q?/=C2=BB?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- README.md | 4 ++++ 1 file changed, 4 insertions(+) create mode 100644 README.md diff --git a/README.md b/README.md new file mode 100644 index 0000000..7e0084a --- /dev/null +++ b/README.md @@ -0,0 +1,4 @@ +Группа: ПИбд-32 +ФИО: Камчарова Ксения Алексеевна +Вариант: 9 +Cсылка на датасет: https://www.kaggle.com/datasets/surajjha101/stores-area-and-sales-data -- 2.25.1 From 216083d6436c83db718006183ee66d5bbfd4cd80 Mon Sep 17 00:00:00 2001 From: MayDayR Date: Sat, 28 Sep 2024 09:49:39 +0400 Subject: [PATCH 9/9] =?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 | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index 7e0084a..50370f9 100644 --- a/README.md +++ b/README.md @@ -1,4 +1,6 @@ +# AIM-PIbd-32-Kamcharova-K-A + Группа: ПИбд-32 ФИО: Камчарова Ксения Алексеевна Вариант: 9 -Cсылка на датасет: https://www.kaggle.com/datasets/surajjha101/stores-area-and-sales-data +Cсылка на датасет: https://www.kaggle.com/datasets/surajjha101/stores-area-and-sales-data \ No newline at end of file -- 2.25.1