{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "f9eb916e", "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "from __future__ import annotations\n", "\n", "from typing import Literal\n", "from itertools import cycle\n", "\n", "from PIL import ImageColor\n", "import pandas as pd\n", "import plotly.express as px\n", "import plotly.graph_objects as go\n", "from IPython.core.display_functions import display" ] }, { "cell_type": "code", "execution_count": 2, "id": "01c17363", "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "# set PLOTLY_PLOT_SHOW_TYPE to `None` for interactive, but NOTE: interactive plots can't be visualized in GitHub\n", "PLOTLY_PLOT_SHOW_TYPE: Literal['svg', 'png'] | None = None\n", "# If None - then use nbviewer to render results after the `.ipynb` will be uploaded to the repo. \n", "# See rendered results here:\n", "# https://nbviewer.org/github/MistyDi/data_analytics-math_python_pandas/blob/main/data_analytics_task.ipynb" ] }, { "cell_type": "markdown", "id": "fc5ad028", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "# Helper functions:" ] }, { "cell_type": "code", "execution_count": 3, "id": "9ed15937", "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "def computer_readable_columns(*dfs: pd.DataFrame) -> None:\n", " \"\"\"\n", " In-place updating of the columns:\n", " - replace \" \" -> \"_\" \n", " - replace \"-\" -> \"_\"\n", " - do names lower-case (like \"Col\" -> \"col\").\n", " \n", " NOTE: \" \" -> \"__\". Multiple spaces will be multiple underscores.\n", " \"\"\"\n", " for df in dfs:\n", " df.columns = list(map(lambda col: col.lower().replace(' ', '_').replace('-', '_'), df.columns))\n", "\n", "\n", "def get_df_name(df: pd.DataFrame, silent_on_err: bool = True, raise_on_err: bool = False) -> str:\n", " try:\n", " df_name = df.name\n", " except AttributeError as e:\n", " if raise_on_err:\n", " raise\n", " if not silent_on_err:\n", " print(e)\n", " return \"\" # empy string\n", "\n", " return df_name\n", "\n", "\n", "def get_cols(df: pd.DataFrame, skip_cols: list[str] | None = None) -> list[str]:\n", " cols = list(df.columns)\n", " if skip_cols is not None:\n", " cols = list(set(cols) - set(skip_cols))\n", " return cols\n", "\n", "\n", "def display_dtypes(*dfs: pd.DataFrame) -> None:\n", " for i, df in enumerate(dfs):\n", " df_name = get_df_name(df)\n", " if df_name:\n", " i_str = ''\n", " df_name = f'[{df_name}] '\n", " else:\n", " i_str = f'[{i}] '\n", " print(f'{i_str}{df_name}Displaying data-types:')\n", " display(pd.DataFrame(df.dtypes).T)\n", "\n", "\n", "def check_not_null_columns(*dfs: pd.DataFrame) -> None:\n", " for i, df in enumerate(dfs):\n", " # Number of the null values in each column:\n", " na_count_cols = df.isna().sum()\n", " all_not_na = na_count_cols.sum() == 0\n", "\n", " df_name = get_df_name(df)\n", " if df_name:\n", " i_str = ''\n", " df_name = f'[{df_name}] '\n", " else:\n", " i_str = f'[{i}] '\n", " \n", " if all_not_na:\n", " continue\n", " \n", " print(f\"{i_str}{df_name}Warning, table contain null-values\")\n", " display(na_count_cols.to_frame('Number of null values'))\n", "\n", "\n", "def display_unique_values(df: pd.DataFrame, *cols, skip_cols: list[str] | None = None,\n", " skip_fillna: bool = False, to_display: bool = True) -> pd.DataFrame | None:\n", " if len(cols) == 0:\n", " cols = get_cols(df, skip_cols)\n", "\n", " df_name = get_df_name(df)\n", " if df_name:\n", " df_name = f'[{df_name}] '\n", "\n", " concatenated_unique_per_cols: pd.DataFrame | None = None\n", " for col in cols:\n", " if concatenated_unique_per_cols is None:\n", " concatenated_unique_per_cols = pd.DataFrame(df[col].unique(), columns=[col])\n", " continue\n", " \n", " concatenated_unique_per_cols = pd.concat(\n", " [concatenated_unique_per_cols, pd.Series(df[col].unique(), name=col)], axis=1)\n", "\n", " if concatenated_unique_per_cols is None:\n", " return\n", "\n", " if not skip_fillna:\n", " concatenated_unique_per_cols.fillna(\"\", inplace=True)\n", "\n", " if to_display:\n", " print(f'{df_name}Unique values per columns:')\n", " display(concatenated_unique_per_cols)\n", "\n", " return concatenated_unique_per_cols\n", "\n", "\n", "def multi_display_unique_values(*dfs: pd.DataFrame, skip_cols: list[str] | None = None,\n", " skip_fillna: bool = False):\n", " for df in dfs:\n", " display_unique_values(df, skip_cols=skip_cols, skip_fillna=skip_fillna)\n", "\n", "\n", "def display_duplicated_values(df: pd.DataFrame, *cols, skip_cols: list[str] | None = None,\n", " skip_fillna: bool = False):\n", " if len(cols) == 0:\n", " cols = get_cols(df, skip_cols)\n", "\n", " df_name = get_df_name(df)\n", " if df_name:\n", " df_name = f'[{df_name}] '\n", "\n", " concatenated_duplicates_per_cols: pd.DataFrame | None = None\n", " for col in cols:\n", " if concatenated_duplicates_per_cols is None:\n", " vals_are_unique = df[col].is_unique # check to all values be unique\n", " if vals_are_unique:\n", " continue\n", "\n", " print(f'{df_name}[col. {col!r}] contain duplicated values.')\n", " if concatenated_duplicates_per_cols is None:\n", " concatenated_duplicates_per_cols = df[df[col].duplicated(), col]\n", " continue\n", "\n", " concatenated_duplicates_per_cols = pd.concat(\n", " [concatenated_duplicates_per_cols, df[df[col].duplicated(), col]], axis=1)\n", "\n", " if concatenated_duplicates_per_cols is None:\n", " return\n", "\n", " if not skip_fillna:\n", " concatenated_duplicates_per_cols.fillna(\"\", inplace=True)\n", "\n", " print(f'{df_name} Warn! Duplicated values per columns found. Duplicated:')\n", " display(concatenated_duplicates_per_cols)\n", "\n", "\n", "def multi_display_duplicated_values(*dfs: pd.DataFrame, skip_cols: list[str] | None = None,\n", " skip_fillna: bool = False):\n", " for df in dfs:\n", " display_duplicated_values(df, skip_cols=skip_cols, skip_fillna=skip_fillna)\n" ] }, { "cell_type": "markdown", "id": "55e189bb", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "# Задача 1 - Сотрудники и зарплата\n", "**Вам дано два файла.\n", "Файл 1 содержит данные о сотрудниках(Emp Id, Name, ZIP code,\n", "Salary).\n", "Файл 2 содержит налоговую ставку, соответствующую данному ZIP Code(Zip Code, Tax\n", "rate).**\n", "\n", "- [X] (1) Рассчитайте зарплату каждого сотрудника, скорректированную с учетом налогов,\n", "- [X] (2) и определите среднюю зарплату среди всех сотрудников,\n", "- [X] (3) медианную зарплату среди всех сотрудников.\n", "\n", "Файл 1 - `emp.csv`\n", "Файл 2 - `zip_tax.csv`" ] }, { "cell_type": "code", "execution_count": 4, "id": "eb358d12", "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/html": [ "
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emp idemp nameZIPSalary
01dldalka1002514000
12dslbgdl1002916000
23sdlbgl1004410000
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" ], "text/plain": [ " emp id emp name ZIP Salary\n", "0 1 dldalka 10025 14000\n", "1 2 dslbgdl 10029 16000\n", "2 3 sdlbgl 10044 10000" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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ZIPTax rate
01000118
1100027
2100030
\n", "
" ], "text/plain": [ " ZIP Tax rate\n", "0 10001 18\n", "1 10002 7\n", "2 10003 0" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "emp_subpath = 'data/emp.csv'\n", "\n", "emp_df = pd.read_csv(emp_subpath)\n", "emp_df.name = 'Employee' # name of the table\n", "display(emp_df.head(3))\n", "\n", "zip_tax = 'data/zip_tax.csv'\n", "zip_tax_df = pd.read_csv(zip_tax)\n", "zip_tax_df.name = 'Zip taxes' # name of the table\n", "display(zip_tax_df.head(3))" ] }, { "cell_type": "markdown", "id": "e0e78925", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "## Подготовка и проверка данных" ] }, { "cell_type": "code", "execution_count": 5, "id": "5c4996ff", "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[Employee] Column names after fixing: ['emp_id', 'emp_name', 'zip', 'salary']\n", "[Zip taxes] Column names after fixing: ['zip', 'tax_rate']\n" ] } ], "source": [ "computer_readable_columns(emp_df, zip_tax_df) # fixing column names\n", "\n", "print(f'[{emp_df.name}] Column names after fixing:', list(emp_df.columns))\n", "print(f'[{zip_tax_df.name}] Column names after fixing:', list(zip_tax_df.columns))" ] }, { "cell_type": "code", "execution_count": 6, "id": "db8d49fc", "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[Employee] Displaying data-types:\n" ] }, { "data": { "text/html": [ "
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emp_idemp_namezipsalary
0int64objectint64int64
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" ], "text/plain": [ " emp_id emp_name zip salary\n", "0 int64 object int64 int64" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "[Zip taxes] Displaying data-types:\n" ] }, { "data": { "text/html": [ "
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ziptax_rate
0int64int64
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" ], "text/plain": [ " zip tax_rate\n", "0 int64 int64" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "[Employee] Unique values per columns:\n" ] }, { "data": { "text/html": [ "
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zipsalaryemp_name
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110029.016000.0dslbgdl
210044.010000.0sdlbgl
310009.06000.0dsjgge
410005.017000.0dkgds
510024.020000.0dskjgwe
610045.09000.0sidgkjsbf
710048.011000.0hsvvd
810035.05000.0dfvd
910026.019000.0skdugew
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1110049.015000.0dskjfkj
1210016.01000.0sdljbfgd
1310020.013000.0skdsffk
1410030.018000.0akja
1510040.08000.0dflh
1610033.07000.0dso
1710050.012000.0sdloiy
1810039.03000.0xzkb
1910034.0xloc
2010031.0lsay
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2210037.0woiuy
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31dlh
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" ], "text/plain": [ " zip salary emp_name\n", "0 10025.0 14000.0 dldalka\n", "1 10029.0 16000.0 dslbgdl\n", "2 10044.0 10000.0 sdlbgl\n", "3 10009.0 6000.0 dsjgge\n", "4 10005.0 17000.0 dkgds\n", "5 10024.0 20000.0 dskjgwe\n", "6 10045.0 9000.0 sidgkjsbf\n", "7 10048.0 11000.0 hsvvd\n", "8 10035.0 5000.0 dfvd\n", "9 10026.0 19000.0 skdugew\n", "10 10014.0 2000.0 kdsf\n", "11 10049.0 15000.0 dskjfkj\n", "12 10016.0 1000.0 sdljbfgd\n", "13 10020.0 13000.0 skdsffk\n", "14 10030.0 18000.0 akja\n", "15 10040.0 8000.0 dflh\n", "16 10033.0 7000.0 dso\n", "17 10050.0 12000.0 sdloiy\n", "18 10039.0 3000.0 xzkb\n", "19 10034.0 xloc\n", "20 10031.0 lsay\n", "21 10032.0 aslfoiiy\n", "22 10037.0 woiuy\n", "23 10041.0 pqweou\n", "24 10036.0 dsaloh\n", "25 10046.0 adlh\n", "26 10051.0 aslb\n", "27 10043.0 alb\n", "28 10047.0 wpouj\n", "29 sdaoihy\n", "30 dlfh\n", "31 dlh\n", "32 zxfd\n", "33 dpiifh\n", "34 dslihsdlh\n", "35 dsk\n", "36 asdoiy\n", "37 xclk\n", "38 cxzpoo\n", "39 sxl\n", "40 xzh\n", "41 zxcoihy\n", "42 ozxcugh\n", "43 ugh\n", "44 zsdg\n", "45 zxv\n", "46 erpcvih\n", "47 oaiy\n", "48 zxoiy\n", "49 aspoiy" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "[Zip taxes] Unique values per columns:\n" ] }, { "data": { "text/html": [ "
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ziptax_rate
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2100030.0
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5010051
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" ], "text/plain": [ " zip tax_rate\n", "0 10001 18.0\n", "1 10002 7.0\n", "2 10003 0.0\n", "3 10004 20.0\n", "4 10005 11.0\n", "5 10006 9.0\n", "6 10007 5.0\n", "7 10008 14.0\n", "8 10009 19.0\n", "9 10010 3.0\n", "10 10011 6.0\n", "11 10012 17.0\n", "12 10013 12.0\n", "13 10014 2.0\n", "14 10015 15.0\n", "15 10016 4.0\n", "16 10017 16.0\n", "17 10018 1.0\n", "18 10019 13.0\n", "19 10020 \n", "20 10021 \n", "21 10022 \n", "22 10023 \n", "23 10024 \n", "24 10025 \n", "25 10026 \n", "26 10027 \n", "27 10028 \n", "28 10029 \n", "29 10030 \n", "30 10031 \n", "31 10032 \n", "32 10033 \n", "33 10034 \n", "34 10035 \n", "35 10036 \n", "36 10037 \n", "37 10038 \n", "38 10039 \n", "39 10040 \n", "40 10041 \n", "41 10042 \n", "42 10043 \n", "43 10044 \n", "44 10045 \n", "45 10046 \n", "46 10047 \n", "47 10048 \n", "48 10049 \n", "49 10050 \n", "50 10051 " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
emp_idemp_namezipsalary
Number of unique values50502919
\n", "
" ], "text/plain": [ " emp_id emp_name zip salary\n", "Number of unique values 50 50 29 19" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Display data-types:\n", "display_dtypes(emp_df, zip_tax_df)\n", "# Check null values in columns:\n", "check_not_null_columns(emp_df, zip_tax_df)\n", "# Display duplicated values if existed:\n", "multi_display_duplicated_values(emp_df, zip_tax_df, skip_cols=['zip', 'salary', 'tax_rate'])\n", "# Display unique values if exists:\n", "multi_display_unique_values(emp_df, zip_tax_df, skip_cols=['emp_id'])\n", "\n", "# Number of the unique values in each column:\n", "display(emp_df.nunique().to_frame('Number of unique values').T)" ] }, { "cell_type": "markdown", "id": "0a12a50a", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "### Joining tables by zip-code" ] }, { "cell_type": "code", "execution_count": 7, "id": "db9d6cab", "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
emp_idemp_namezipsalarytax_rate
01dldalka10025140009
12dslbgdl100291600015
23sdlbgl10044100002
34dsjgge10009600019
45dkgds100051700011
\n", "
" ], "text/plain": [ " emp_id emp_name zip salary tax_rate\n", "0 1 dldalka 10025 14000 9\n", "1 2 dslbgdl 10029 16000 15\n", "2 3 sdlbgl 10044 10000 2\n", "3 4 dsjgge 10009 6000 19\n", "4 5 dkgds 10005 17000 11" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "emp_with_taxes_df = pd.merge(emp_df, zip_tax_df, how='left', left_on='zip', right_on='zip')\n", "emp_with_taxes_df.head()" ] }, { "cell_type": "markdown", "id": "0e2b61aa", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "## (1) Рассчитайте зарплату каждого сотрудника, скорректированную с учетом налогов" ] }, { "cell_type": "code", "execution_count": 8, "id": "45fd8cdb", "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/html": [ "
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emp_idemp_namezipsalarytax_ratenet_salary
01dldalka1002514000912740.0
12dslbgdl10029160001513600.0
23sdlbgl100441000029800.0
34dsjgge100096000194860.0
45dkgds10005170001115130.0
56dskjgwe10024160001813120.0
67sidgkjsbf10045200001616800.0
78hsvvd1004816000115840.0
89dfvd100359000207200.0
910skdugew1002611000119790.0
1011kdsf1001417000615980.0
1112dskjfkj10045200001616800.0
1213sdljbfgd10049500054750.0
1314skdsffk10016190002015200.0
1415akja10020200021960.0
1516dflh10030200041920.0
1617dso10040200001916200.0
1718sdloiy100269000118010.0
1819xzkb1004815000114850.0
1920xloc10033100018820.0
2021lsay1005013000412480.0
2122aslfoiiy10049600055700.0
2223woiuy10039130001910530.0
2324pqweou10040180001914580.0
2425dsaloh100349000167560.0
2526adlh10031180001515300.0
2627aslb100326000115340.0
2728alb10040170001913770.0
2829wpouj1005011000410560.0
2930sdaoihy10037900018910.0
3031dlfh1004820000119800.0
3132dlh10041900009000.0
3233zxfd100345000164200.0
3334dpiifh1003610000178300.0
3435dslihsdlh10037800017920.0
3536dsk1004617000715810.0
3637asdoiy10051600045760.0
3738xclk10050700046720.0
3839cxzpoo10041200002000.0
3940sxl100396000194860.0
4041xzh1005019000418240.0
4142zxcoihy1004911000510450.0
4243ozxcugh10043190001316530.0
4344ugh1005010004960.0
4445zsdg10047190001316530.0
4546zxv10051800047680.0
4647erpcvih1005012000411520.0
4748oaiy1005012000411520.0
4849zxoiy100481000019900.0
4950aspoiy10049300052850.0
\n", "
" ], "text/plain": [ " emp_id emp_name zip salary tax_rate net_salary\n", "0 1 dldalka 10025 14000 9 12740.0\n", "1 2 dslbgdl 10029 16000 15 13600.0\n", "2 3 sdlbgl 10044 10000 2 9800.0\n", "3 4 dsjgge 10009 6000 19 4860.0\n", "4 5 dkgds 10005 17000 11 15130.0\n", "5 6 dskjgwe 10024 16000 18 13120.0\n", "6 7 sidgkjsbf 10045 20000 16 16800.0\n", "7 8 hsvvd 10048 16000 1 15840.0\n", "8 9 dfvd 10035 9000 20 7200.0\n", "9 10 skdugew 10026 11000 11 9790.0\n", "10 11 kdsf 10014 17000 6 15980.0\n", "11 12 dskjfkj 10045 20000 16 16800.0\n", "12 13 sdljbfgd 10049 5000 5 4750.0\n", "13 14 skdsffk 10016 19000 20 15200.0\n", "14 15 akja 10020 2000 2 1960.0\n", "15 16 dflh 10030 2000 4 1920.0\n", "16 17 dso 10040 20000 19 16200.0\n", "17 18 sdloiy 10026 9000 11 8010.0\n", "18 19 xzkb 10048 15000 1 14850.0\n", "19 20 xloc 10033 1000 18 820.0\n", "20 21 lsay 10050 13000 4 12480.0\n", "21 22 aslfoiiy 10049 6000 5 5700.0\n", "22 23 woiuy 10039 13000 19 10530.0\n", "23 24 pqweou 10040 18000 19 14580.0\n", "24 25 dsaloh 10034 9000 16 7560.0\n", "25 26 adlh 10031 18000 15 15300.0\n", "26 27 aslb 10032 6000 11 5340.0\n", "27 28 alb 10040 17000 19 13770.0\n", "28 29 wpouj 10050 11000 4 10560.0\n", "29 30 sdaoihy 10037 9000 1 8910.0\n", "30 31 dlfh 10048 20000 1 19800.0\n", "31 32 dlh 10041 9000 0 9000.0\n", "32 33 zxfd 10034 5000 16 4200.0\n", "33 34 dpiifh 10036 10000 17 8300.0\n", "34 35 dslihsdlh 10037 8000 1 7920.0\n", "35 36 dsk 10046 17000 7 15810.0\n", "36 37 asdoiy 10051 6000 4 5760.0\n", "37 38 xclk 10050 7000 4 6720.0\n", "38 39 cxzpoo 10041 2000 0 2000.0\n", "39 40 sxl 10039 6000 19 4860.0\n", "40 41 xzh 10050 19000 4 18240.0\n", "41 42 zxcoihy 10049 11000 5 10450.0\n", "42 43 ozxcugh 10043 19000 13 16530.0\n", "43 44 ugh 10050 1000 4 960.0\n", "44 45 zsdg 10047 19000 13 16530.0\n", "45 46 zxv 10051 8000 4 7680.0\n", "46 47 erpcvih 10050 12000 4 11520.0\n", "47 48 oaiy 10050 12000 4 11520.0\n", "48 49 zxoiy 10048 10000 1 9900.0\n", "49 50 aspoiy 10049 3000 5 2850.0" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Gross pay - what employees earn before taxes\n", "# Net pay - what employees earn after taxes\n", "emp_with_taxes_df['net_salary'] = emp_with_taxes_df['salary'] / 100 * (100 - emp_with_taxes_df['tax_rate'])\n", "display(emp_with_taxes_df)" ] }, { "cell_type": "markdown", "id": "1fa6887b", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "## (2) и определите среднюю зарплату среди всех сотрудников" ] }, { "cell_type": "code", "execution_count": 9, "id": "186400a2", "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean Net salary among employees: 10213.0\n" ] } ], "source": [ "print(\"Mean Net salary among employees:\", emp_with_taxes_df['net_salary'].mean())" ] }, { "cell_type": "markdown", "id": "27d43b69", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "## (3) и медианную зарплату среди всех сотрудников." ] }, { "cell_type": "code", "execution_count": 10, "id": "719202f9", "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Median Net salary among employees: 10175.0\n" ] } ], "source": [ "print(\"Median Net salary among employees:\", emp_with_taxes_df['net_salary'].median())" ] }, { "cell_type": "markdown", "id": "dd643619", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "# Задача 2 - Ниже приведены цифры продаж из магазина за 2009, 2010, 2011, 2012 годы.\n", "\n", "**Определите следующее:**\n", "- [X] (1) Средние продажи `Computer Peripherals` за 2009, 2010 гг.\n", "- [X] (2) Общий объем продаж `Furniture and Technology` за каждый 2009, 2010 и 2011 годы.\n", "- [X] (3) Медианный объем продаж `Paper` за четыре года.\n", "- [X] (4) Стандартное отклонение продаж `Office Supplies` в 2012 году.\n", "- [X] (5) Корреляцию между продажами `Paper` и `Computer Peripherals`.\n", "- [X] (6) Стандартное отклонение количества заказов `Office Supplies` в 2012 году.\n", "\n", "Имя файла: `store_sales.csv`\n" ] }, { "cell_type": "code", "execution_count": 11, "id": "4ef02282", "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "sales_subpath = 'data/store_sales.csv'\n", "\n", "sales_df = pd.read_csv(sales_subpath)\n", "sales_df.name = 'Sales'" ] }, { "cell_type": "markdown", "id": "8afaec32", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "## Подготовка и проверка данных" ] }, { "cell_type": "code", "execution_count": 12, "id": "602803b5", "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/html": [ "
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order_idorder_dateorder_priorityorder_quantitysalesship_modeshipping_costprovincecustomer_segmentproduct_categoryproduct_sub_categoryproduct_containership_date
09283/1/2011Low26390.2000Express Air7.40British ColumbiaConsumerFurnitureOffice FurnishingsSmall Box3/3/2011
1323237/23/2010High38259.7175Regular Air5.03OntarioSmall BusinessTechnologyTelephones and CommunicationMedium Box7/25/2010
24835312/15/2012Not Specified1871.2200Regular Air0.70British ColumbiaCorporateOffice SuppliesPens & Art SuppliesWrap Bag12/17/2012
3101441/2/2011Critical1192.4900Delivery Truck30.00British ColumbiaCorporateFurnitureChairs & ChairmatsJumbo Drum1/4/2011
4267565/10/2012Medium25767.2600Regular Air4.00British ColumbiaHome OfficeTechnologyComputer PeripheralsSmall Box5/10/2012
\n", "
" ], "text/plain": [ " order_id order_date order_priority order_quantity sales \\\n", "0 928 3/1/2011 Low 26 390.2000 \n", "1 32323 7/23/2010 High 38 259.7175 \n", "2 48353 12/15/2012 Not Specified 18 71.2200 \n", "3 10144 1/2/2011 Critical 1 192.4900 \n", "4 26756 5/10/2012 Medium 25 767.2600 \n", "\n", " ship_mode shipping_cost province customer_segment \\\n", "0 Express Air 7.40 British Columbia Consumer \n", "1 Regular Air 5.03 Ontario Small Business \n", "2 Regular Air 0.70 British Columbia Corporate \n", "3 Delivery Truck 30.00 British Columbia Corporate \n", "4 Regular Air 4.00 British Columbia Home Office \n", "\n", " product_category product_sub_category product_container ship_date \n", "0 Furniture Office Furnishings Small Box 3/3/2011 \n", "1 Technology Telephones and Communication Medium Box 7/25/2010 \n", "2 Office Supplies Pens & Art Supplies Wrap Bag 12/17/2012 \n", "3 Furniture Chairs & Chairmats Jumbo Drum 1/4/2011 \n", "4 Technology Computer Peripherals Small Box 5/10/2012 " ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "[Sales] Displaying data-types:\n" ] }, { "data": { "text/html": [ "
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order_idorder_dateorder_priorityorder_quantitysalesship_modeshipping_costprovincecustomer_segmentproduct_categoryproduct_sub_categoryproduct_containership_date
0int64objectobjectint64float64objectfloat64objectobjectobjectobjectobjectobject
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" ], "text/plain": [ " order_id order_date order_priority order_quantity sales ship_mode \\\n", "0 int64 object object int64 float64 object \n", "\n", " shipping_cost province customer_segment product_category \\\n", "0 float64 object object object \n", "\n", " product_sub_category product_container ship_date \n", "0 object object object " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "computer_readable_columns(sales_df) # renaming of the columns\n", "\n", "display(sales_df.head())\n", "\n", "# Display data-types:\n", "display_dtypes(sales_df)\n", "# Check null values in columns (nothing will be printed if no null values):\n", "check_not_null_columns(sales_df)" ] }, { "cell_type": "markdown", "id": "248c9010", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "Столбцы времени `order_date` и `ship_date` нужно конвертировать из строки в дату." ] }, { "cell_type": "code", "execution_count": 13, "id": "147d3af6", "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/html": [ "
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order_idorder_dateorder_priorityorder_quantitysalesship_modeshipping_costprovincecustomer_segmentproduct_categoryproduct_sub_categoryproduct_containership_date
Number of unique values549614185508153365213431771450
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" ], "text/plain": [ " order_id order_date order_priority order_quantity \\\n", "Number of unique values 5496 1418 5 50 \n", "\n", " sales ship_mode shipping_cost province \\\n", "Number of unique values 8153 3 652 13 \n", "\n", " customer_segment product_category \\\n", "Number of unique values 4 3 \n", "\n", " product_sub_category product_container ship_date \n", "Number of unique values 17 7 1450 " ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "[Sales] Unique values per columns:\n" ] }, { "data": { "text/html": [ "
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product_categoryproduct_sub_categoryproduct_containercustomer_segmentship_modeprovinceorder_priority
0FurnitureOffice FurnishingsSmall BoxConsumerExpress AirBritish ColumbiaLow
1TechnologyTelephones and CommunicationMedium BoxSmall BusinessRegular AirOntarioHigh
2Office SuppliesPens & Art SuppliesWrap BagCorporateDelivery TruckNorthwest TerritoriesNot Specified
3Chairs & ChairmatsJumbo DrumHome OfficeYukonCritical
4Computer PeripheralsSmall PackQuebecMedium
5PaperLarge BoxAlberta
6Binders and Binder AccessoriesJumbo BoxSaskachewan
7Scissors, Rulers and TrimmersPrince Edward Island
8Copiers and FaxManitoba
9TablesNova Scotia
10Storage & OrganizationNew Brunswick
11Office MachinesNunavut
12EnvelopesNewfoundland
13Labels
14Rubber Bands
15Bookcases
16Appliances
\n", "
" ], "text/plain": [ " product_category product_sub_category product_container \\\n", "0 Furniture Office Furnishings Small Box \n", "1 Technology Telephones and Communication Medium Box \n", "2 Office Supplies Pens & Art Supplies Wrap Bag \n", "3 Chairs & Chairmats Jumbo Drum \n", "4 Computer Peripherals Small Pack \n", "5 Paper Large Box \n", "6 Binders and Binder Accessories Jumbo Box \n", "7 Scissors, Rulers and Trimmers \n", "8 Copiers and Fax \n", "9 Tables \n", "10 Storage & Organization \n", "11 Office Machines \n", "12 Envelopes \n", "13 Labels \n", "14 Rubber Bands \n", "15 Bookcases \n", "16 Appliances \n", "\n", " customer_segment ship_mode province order_priority \n", "0 Consumer Express Air British Columbia Low \n", "1 Small Business Regular Air Ontario High \n", "2 Corporate Delivery Truck Northwest Territories Not Specified \n", "3 Home Office Yukon Critical \n", "4 Quebec Medium \n", "5 Alberta \n", "6 Saskachewan \n", "7 Prince Edward Island \n", "8 Manitoba \n", "9 Nova Scotia \n", "10 New Brunswick \n", "11 Nunavut \n", "12 Newfoundland \n", "13 \n", "14 \n", "15 \n", "16 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Date columns needed to be converted `object` -> `date` (will be converted to `datetime64[ns]`)\n", "date_fmt: str = '%m/%d/%Y' # date format\n", "sales_df['order_date'] = pd.to_datetime(sales_df['order_date'], format=date_fmt)\n", "sales_df['ship_date'] = pd.to_datetime(sales_df['ship_date'], format=date_fmt)\n", "\n", "# Number of the unique values in each column:\n", "display(sales_df.nunique().to_frame('Number of unique values').T)\n", "\n", "# Display unique values if exists:\n", "_ = display_unique_values(\n", " sales_df, 'product_category', 'product_sub_category', 'product_container',\n", " 'customer_segment', 'ship_mode', 'province', 'order_priority')" ] }, { "cell_type": "markdown", "id": "3b63a980", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "## (1) Средние продажи `Computer Peripherals` за 2009, 2010 гг." ] }, { "cell_type": "code", "execution_count": 14, "id": "7a994b5e", "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
order_dateMean Sales of `Computer Peripherals`
020091116.917461
12010872.272338
\n", "
" ], "text/plain": [ " order_date Mean Sales of `Computer Peripherals`\n", "0 2009 1116.917461\n", "1 2010 872.272338" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "filtering = sales_df['product_sub_category'] == 'Computer Peripherals'\n", "filtering = filtering & (sales_df['order_date'].dt.year.isin([2009, 2010]))\n", "\n", "res_name = 'Mean Sales of `Computer Peripherals`'\n", "sales_df[filtering].groupby(sales_df['order_date'].dt.year)['sales'].mean().to_frame(res_name).reset_index()" ] }, { "cell_type": "markdown", "id": "f726740a", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "## (2) Общий объем продаж `Furniture` и `Technology` за каждый 2009, 2010 и 2011 годы." ] }, { "cell_type": "code", "execution_count": 15, "id": "e27c4754", "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/html": [ "
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product_categoryorder_dateSummary SalesNumber of orders
0Furniture20091.472672e+0611693
1Furniture20101.252665e+0611557
2Furniture20111.269661e+0610664
3Technology20091.701825e+0613287
4Technology20101.397142e+0613186
5Technology20111.366807e+0612152
\n", "
" ], "text/plain": [ " product_category order_date Summary Sales Number of orders\n", "0 Furniture 2009 1.472672e+06 11693\n", "1 Furniture 2010 1.252665e+06 11557\n", "2 Furniture 2011 1.269661e+06 10664\n", "3 Technology 2009 1.701825e+06 13287\n", "4 Technology 2010 1.397142e+06 13186\n", "5 Technology 2011 1.366807e+06 12152" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Filtering only needed values:\n", "filtering = sales_df['product_category'].isin(['Furniture', 'Technology'])\n", "filtering = filtering & (sales_df['order_date'].dt.year.isin([2009, 2010, 2011]))\n", "\n", "# Grouping by `product_category` and year of the `order_date` field:\n", "sales_grouped = sales_df[filtering].groupby([sales_df['product_category'], sales_df['order_date'].dt.year])\n", "\n", "# Summary sales of the categories `Furniture` and `Technology`:\n", "summary_sales_df = sales_grouped['sales'].sum().to_frame('Summary Sales').reset_index()\n", "\n", "# Summary number of the orders of the categories `Furniture` and `Technology`:\n", "summary_order_counts_df = sales_grouped['order_quantity'].sum().to_frame('Number of orders').reset_index()\n", "\n", "# Outer-Joining for pretty showing in single table:\n", "summary_sales_df = pd.merge(summary_sales_df, summary_order_counts_df, how='outer', left_on=['product_category', 'order_date'], right_on = ['product_category', 'order_date'])\n", "display(summary_sales_df)" ] }, { "cell_type": "markdown", "id": "c85a6fe0", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "## (3) Медианный объем продаж `Paper` за четыре года." ] }, { "cell_type": "code", "execution_count": 16, "id": "cc8d4ac7", "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
order_dateMedian sales
02009203.565
12010192.380
22011192.540
32012217.870
\n", "
" ], "text/plain": [ " order_date Median sales\n", "0 2009 203.565\n", "1 2010 192.380\n", "2 2011 192.540\n", "3 2012 217.870" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Summary median of sales per all years: 200.08\n" ] } ], "source": [ "# Filtering only needed values:\n", "filtering = sales_df['product_sub_category'] == 'Paper'\n", "\n", "# Grouping by year of the `order_date` field. Calculate mean of sales per each year:\n", "display(sales_df[filtering].groupby([sales_df['order_date'].dt.year]).median()['sales'].to_frame('Median sales').reset_index())\n", "\n", "print(\"Summary median of sales per all years:\", sales_df[filtering]['sales'].median())" ] }, { "cell_type": "markdown", "id": "444594d9", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "## (4) Стандартное отклонение продаж `Office Supplies` в 2012 году." ] }, { "cell_type": "code", "execution_count": 17, "id": "886a1b68", "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Standard deviation of the product category `Office Supplies` sales at 2012: 2151.485834542503\n" ] } ], "source": [ "# Filtering only needed values:\n", "filtering = sales_df['product_category'] == 'Office Supplies'\n", "filtering = filtering & (sales_df['order_date'].dt.year == 2012)\n", "\n", "print('Standard deviation of the product category `Office Supplies` sales at 2012:',\n", " sales_df[filtering]['sales'].std())" ] }, { "cell_type": "markdown", "id": "04f81abb", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "## (5) Корреляция между продажами `Paper` и `Computer Peripherals`." ] }, { "cell_type": "code", "execution_count": 18, "id": "199c2be7", "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Correlation between sales of the product sub-category `Paper` and another sub-category `Computer Peripherals`: 0.015039019066899894\n" ] } ], "source": [ "filtering = sales_df['product_sub_category'].isin(['Paper', 'Computer Peripherals'])\n", "res_df = sales_df[filtering].copy() # temp DataFrame to not overwrite the original data\n", "\n", "# Pearson’s correlation: covariance(X, Y) / (std(X) * std(Y))\n", "# Where covariance(X, Y) = (sum(x - mean(X)) * (y - mean(Y)) ) * 1/(n-1)\n", "\n", "# Note: `.reset_index(drop=True)` is needed because pandas don't allow you to calculate\n", "# the correlation between rows with different indexes values:\n", "paper_sales = res_df[res_df['product_sub_category'] == 'Paper']['sales'].reset_index(drop=True)\n", "computer_peripherals_sales = res_df[res_df['product_sub_category'] == 'Computer Peripherals']['sales'].reset_index(\n", " drop=True)\n", "corr = paper_sales.corr(computer_peripherals_sales)\n", "print(\"Correlation between sales of the product sub-category `Paper` \"\n", " \"and another sub-category `Computer Peripherals`: \", corr)" ] }, { "cell_type": "markdown", "id": "77b71816", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "### BONUS #1: let see sales change by timeline on the plotly-plot:" ] }, { "cell_type": "code", "execution_count": 19, "id": "a32df147", "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/html": [ " \n", " " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "alignmentgroup": "True", "bingroup": "x", "histfunc": "sum", "hovertemplate": "product_sub_category=Paper
order_date=%{x}
sum of sales=%{y}", "legendgroup": "Paper", "marker": { "color": "#636efa", "pattern": { "shape": "" } }, "name": "Paper", "nbinsx": 100, "offsetgroup": "Paper", "orientation": "v", "showlegend": true, "type": "histogram", "x": [ "2009-01-02T00:00:00", "2009-01-02T00:00:00", "2009-01-03T00:00:00", "2009-01-03T00:00:00", "2009-01-04T00:00:00", "2009-01-05T00:00:00", "2009-01-05T00:00:00", "2009-01-06T00:00:00", "2009-01-06T00:00:00", "2009-01-10T00:00:00", "2009-01-11T00:00:00", "2009-01-13T00:00:00", "2009-01-13T00:00:00", "2009-01-14T00:00:00", "2009-01-15T00:00:00", "2009-01-15T00:00:00", "2009-01-15T00:00:00", "2009-01-16T00:00:00", "2009-01-17T00:00:00", "2009-01-17T00:00:00", "2009-01-18T00:00:00", "2009-01-19T00:00:00", "2009-01-21T00:00:00", "2009-01-21T00:00:00", "2009-01-21T00:00:00", "2009-01-23T00:00:00", "2009-01-26T00:00:00", "2009-01-28T00:00:00", "2009-01-28T00:00:00", "2009-01-31T00:00:00", "2009-01-31T00:00:00", "2009-01-31T00:00:00", "2009-02-04T00:00:00", "2009-02-04T00:00:00", "2009-02-04T00:00:00", "2009-02-04T00:00:00", "2009-02-05T00:00:00", "2009-02-07T00:00:00", "2009-02-07T00:00:00", "2009-02-10T00:00:00", "2009-02-12T00:00:00", "2009-02-12T00:00:00", "2009-02-13T00:00:00", "2009-02-13T00:00:00", "2009-02-14T00:00:00", "2009-02-15T00:00:00", "2009-02-15T00:00:00", "2009-02-17T00:00:00", "2009-02-19T00:00:00", "2009-02-19T00:00:00", "2009-02-26T00:00:00", "2009-02-26T00:00:00", "2009-02-26T00:00:00", "2009-02-28T00:00:00", "2009-03-01T00:00:00", "2009-03-04T00:00:00", "2009-03-05T00:00:00", "2009-03-06T00:00:00", "2009-03-10T00:00:00", "2009-03-10T00:00:00", "2009-03-12T00:00:00", "2009-03-13T00:00:00", "2009-03-14T00:00:00", "2009-03-17T00:00:00", "2009-03-17T00:00:00", "2009-03-18T00:00:00", "2009-03-18T00:00:00", "2009-03-19T00:00:00", "2009-03-20T00:00:00", "2009-03-21T00:00:00", "2009-03-22T00:00:00", "2009-03-22T00:00:00", "2009-03-25T00:00:00", "2009-03-25T00:00:00", "2009-03-25T00:00:00", "2009-03-25T00:00:00", 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"Small Box", "2009-05-31T00:00:00" ], [ 2050, "Not Specified", 25, "Regular Air", 11.54, "New Brunswick", "Consumer", "Office Supplies", "Paper", "Small Box", "2009-06-03T00:00:00" ], [ 48455, "Critical", 34, "Regular Air", 11.54, "Newfoundland", "Small Business", "Office Supplies", "Paper", "Small Box", "2009-06-03T00:00:00" ], [ 44294, "Low", 15, "Express Air", 9.68, "Alberta", "Consumer", "Office Supplies", "Paper", "Small Box", "2009-06-10T00:00:00" ], [ 24647, "Not Specified", 34, "Express Air", 5.14, "Quebec", "Corporate", "Office Supplies", "Paper", "Small Box", "2009-06-05T00:00:00" ], [ 6434, "High", 13, "Regular Air", 0.88, "British Columbia", "Corporate", "Office Supplies", "Paper", "Wrap Bag", "2009-06-07T00:00:00" ], [ 39780, "Low", 33, "Regular Air", 5.79, "Quebec", "Consumer", "Office Supplies", "Paper", "Small Box", "2009-06-14T00:00:00" ], [ 50432, "Low", 45, "Regular Air", 14.3, "New Brunswick", "Small Business", "Office Supplies", "Paper", "Small Box", 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"Not Specified", 44, "Regular Air", 5.15, "Yukon", "Corporate", "Office Supplies", "Paper", "Small Box", "2009-06-18T00:00:00" ], [ 9954, "Not Specified", 39, "Regular Air", 7.44, "Manitoba", "Corporate", "Office Supplies", "Paper", "Small Box", "2009-06-21T00:00:00" ], [ 23303, "Not Specified", 39, "Regular Air", 6.22, "Quebec", "Consumer", "Office Supplies", "Paper", "Small Box", "2009-06-22T00:00:00" ], [ 47168, "Not Specified", 42, "Regular Air", 9.68, "Ontario", "Corporate", "Office Supplies", "Paper", "Small Box", "2009-06-22T00:00:00" ], [ 39078, "Low", 26, "Regular Air", 5.14, "Ontario", "Corporate", "Office Supplies", "Paper", "Small Box", "2009-06-25T00:00:00" ], [ 20322, "Critical", 15, "Regular Air", 7.96, "British Columbia", "Home Office", "Office Supplies", "Paper", "Small Box", "2009-06-28T00:00:00" ], [ 55429, "High", 43, "Regular Air", 7.03, "Manitoba", "Consumer", "Office Supplies", "Paper", "Small Box", "2009-07-01T00:00:00" ], [ 2211, "High", 14, "Regular Air", 7.15, "Quebec", "Home Office", "Office Supplies", "Paper", "Small Box", "2009-07-01T00:00:00" ], [ 47494, "High", 9, "Regular Air", 6.07, "Manitoba", "Consumer", "Office Supplies", "Paper", "Small Box", "2009-07-01T00:00:00" ], [ 57827, "Medium", 29, "Regular Air", 5.49, "Alberta", "Home Office", "Office Supplies", "Paper", "Small Box", "2009-07-03T00:00:00" ], [ 30785, "High", 7, "Regular Air", 8.73, "British Columbia", "Home Office", "Office Supplies", "Paper", "Small Box", "2009-07-05T00:00:00" ], [ 22695, "Low", 44, "Regular Air", 2.06, "Prince Edward Island", "Consumer", "Office Supplies", "Paper", "Wrap Bag", "2009-07-08T00:00:00" ], [ 56002, "Low", 14, "Regular Air", 4.86, "Ontario", "Corporate", "Office Supplies", "Paper", "Small Box", "2009-07-08T00:00:00" ], [ 39744, "Medium", 6, "Regular Air", 2.06, "Quebec", "Consumer", "Office Supplies", "Paper", "Wrap Bag", "2009-07-08T00:00:00" ], [ 48416, "Not Specified", 23, "Regular Air", 4.91, "Alberta", "Small Business", "Office 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18340, "Medium", 20, "Express Air", 11.15, "Saskachewan", "Consumer", "Office Supplies", "Paper", "Small Box", "2011-06-18T00:00:00" ], [ 18340, "Medium", 28, "Express Air", 10.05, "Saskachewan", "Consumer", "Office Supplies", "Paper", "Small Box", "2011-06-18T00:00:00" ], [ 8902, "High", 27, "Regular Air", 5.94, "Alberta", "Consumer", "Office Supplies", "Paper", "Small Box", "2011-06-21T00:00:00" ], [ 29862, "Medium", 34, "Regular Air", 5.86, "Ontario", "Corporate", "Office Supplies", "Paper", "Small Box", "2011-06-21T00:00:00" ], [ 32806, "High", 33, "Regular Air", 5.2, "Saskachewan", "Home Office", "Office Supplies", "Paper", "Small Box", "2011-06-23T00:00:00" ], [ 23169, "Critical", 27, "Regular Air", 5.11, "Ontario", "Home Office", "Office Supplies", "Paper", "Small Box", "2011-06-25T00:00:00" ], [ 14500, "Not Specified", 44, "Regular Air", 5.77, "Manitoba", "Consumer", "Office Supplies", "Paper", "Small Box", "2011-06-26T00:00:00" ], [ 18951, "Critical", 16, "Regular Air", 2.97, 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"Regular Air", 6.65, "Alberta", "Corporate", "Office Supplies", "Paper", "Small Box", "2011-08-13T00:00:00" ], [ 6465, "Low", 36, "Express Air", 2, "Nova Scotia", "Small Business", "Office Supplies", "Paper", "Wrap Bag", "2011-08-19T00:00:00" ], [ 56580, "Not Specified", 9, "Regular Air", 4.82, "Ontario", "Consumer", "Office Supplies", "Paper", "Small Box", "2011-08-14T00:00:00" ], [ 54659, "High", 38, "Regular Air", 5.2, "Quebec", "Corporate", "Office Supplies", "Paper", "Small Box", "2011-08-15T00:00:00" ], [ 28674, "High", 26, "Regular Air", 5.67, "Saskachewan", "Home Office", "Office Supplies", "Paper", "Small Box", "2011-08-16T00:00:00" ], [ 38466, "Critical", 15, "Regular Air", 7.37, "Ontario", "Corporate", "Office Supplies", "Paper", "Small Box", "2011-08-18T00:00:00" ], [ 38466, "Critical", 22, "Regular Air", 5.46, "Ontario", "Corporate", "Office Supplies", "Paper", "Small Box", "2011-08-18T00:00:00" ], [ 1639, "Not Specified", 24, "Regular Air", 6.18, "Ontario", "Home Office", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "res_df.sort_values(by=['order_date'], inplace=True)\n", "fig = px.histogram(\n", " res_df, x='order_date', y='sales', color='product_sub_category', marginal='rug',\n", " nbins=100, hover_data=res_df.columns, title='Sales',\n", ")\n", "fig.update_layout(\n", " bargap=0.2\n", ")\n", "fig.show(PLOTLY_PLOT_SHOW_TYPE)\n" ] }, { "cell_type": "markdown", "id": "e49b3696", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "## (6) Стандартное отклонение количества заказов `Office Supplies` в 2012 году." ] }, { "cell_type": "code", "execution_count": 20, "id": "06b831a7", "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Standard deviation of the order quantity for product category `Office Supplies` at 2012: 14.500141861634301\n" ] } ], "source": [ "# Filtering only needed values:\n", "filtering = sales_df['product_category'] == 'Office Supplies'\n", "filtering = filtering & (sales_df['order_date'].dt.year == 2012)\n", "\n", "print('Standard deviation of the order quantity for product category `Office Supplies` at 2012:',\n", " sales_df[filtering]['order_quantity'].std())" ] }, { "cell_type": "markdown", "id": "a56faff2", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "# Задача 3 - Вам представлены данные на конец торгового дня для различных акций.\n", "\n", "Рассчитайте:\n", "\n", "- [X] (1) 30-дневное, 60-дневное, 90-дневное скользящее среднее и скользящее стандартное отклонение.\n", "- [X] (2) общее стандартное отклонение\n", "- [X] (3) количество дней, в течение которых цена акций увеличивалась и уменьшалась.\n", "\n", "Имя файла: `stock_data.csv`" ] }, { "cell_type": "code", "execution_count": 21, "id": "ccaa4586", "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "stock_subpath = 'data/stock_data.csv'\n", "\n", "stock_df = pd.read_csv(stock_subpath)\n", "stock_df.name = 'Stock'" ] }, { "cell_type": "markdown", "id": "45f44d17", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "## Подготовка и проверка данных" ] }, { "cell_type": "code", "execution_count": 22, "id": "970f87ad", "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/html": [ "
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dateaaaaplgeibmjnjmsftpepspxxom
010/29/0737.41185.0934.46106.7857.1331.7865.671540.9885.51
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" ], "text/plain": [ " date aa aapl ge ibm jnj msft pep spx xom\n", "0 10/29/07 37.41 185.09 34.46 106.78 57.13 31.78 65.67 1540.98 85.51\n", "1 10/30/07 36.43 187.00 34.39 106.15 56.99 32.70 65.80 1531.02 83.25\n", "2 10/31/07 36.79 189.95 34.97 108.01 57.30 33.84 65.69 1549.38 84.03\n", "3 11/01/07 35.22 187.44 34.27 105.72 56.85 34.07 64.51 1508.44 80.84\n", "4 11/02/07 35.83 187.87 34.27 106.59 56.95 34.07 65.03 1509.65 80.32" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "computer_readable_columns(stock_df) # fixing column names\n", "display(stock_df.head())" ] }, { "cell_type": "code", "execution_count": 23, "id": "52bea795", "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[Stock] Displaying data-types:\n" ] }, { "data": { "text/html": [ "
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dateaaaaplgeibmjnjmsftpepspxxom
Number of unique values1000752978742929723657757991848
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" ], "text/plain": [ " date aa aapl ge ibm jnj msft pep spx xom\n", "Number of unique values 1000 752 978 742 929 723 657 757 991 848" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Display data-types:\n", "display_dtypes(stock_df)\n", "# Check null values in columns:\n", "check_not_null_columns(stock_df)\n", "# Display duplicated values if existed:\n", "display_duplicated_values(stock_df, 'date')\n", "\n", "# Number of the unique values in each column:\n", "display(stock_df.nunique().to_frame('Number of unique values').T)" ] }, { "cell_type": "markdown", "id": "eb4bc70b", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "Необходимо конвертировать `date` из строки в дату.\n", "Попробуем понять формат даты, путём вывода некоторых примеров значений в данном столбце:" ] }, { "cell_type": "code", "execution_count": 24, "id": "a67ffee7", "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Min value of the `date` string-column: 01/02/08\n", "Max value of the `date` string-column: 12/31/10\n" ] }, { "data": { "text/html": [ "
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" ], "text/plain": [ " 0_part 1_part 2_part\n", "0 10 29 07\n", "1 11 30 08\n", "2 12 31 09\n", "3 01 01 10\n", "4 02 02 11\n", "5 03 05 \n", "6 04 06 \n", "7 05 07 \n", "8 06 08 \n", "9 07 09 \n", "10 08 12 \n", "11 09 13 \n", "12 14 \n", "13 15 \n", "14 16 \n", "15 19 \n", "16 20 \n", "17 21 \n", "18 23 \n", "19 26 \n", "20 27 \n", "21 28 \n", "22 03 \n", "23 04 \n", "24 10 \n", "25 11 \n", "26 17 \n", "27 18 \n", "28 24 \n", "29 22 \n", "30 25 " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "205 08/21/08\n", "53 01/15/08\n", "443 08/03/09\n", "873 04/15/11\n", "59 01/24/08\n", "667 06/23/10\n", "880 04/27/11\n", "77 02/20/08\n", "537 12/15/09\n", "457 08/21/09\n", "Name: date, dtype: object" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def min_max(x):\n", " return pd.Series(index=['min','max'],data=[x.min(),x.max()])\n", "\n", "\n", "unique_date = stock_df['date'].unique()\n", "print('Min value of the `date` string-column:', unique_date.min())\n", "print('Max value of the `date` string-column:', unique_date.max())\n", "split_date = stock_df['date'].str.split('/', expand=True)\n", "split_date.columns = [f'{col}_part' for col in split_date.columns]\n", "display(split_date.apply(min_max))\n", "split_date_unique = display_unique_values(split_date, to_display=False)\n", "display(split_date_unique.apply(lambda x: x.sort_values()))\n", "\n", "# Displaying random sample of data:\n", "display(stock_df['date'].sample(n=10))" ] }, { "cell_type": "markdown", "id": "000594d3", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "`0_part` - скорее всего месяц, т.к. уникальных значений из этого столбца больше, чем уникальных значений из `2_part`.\n", "`1_part` - это день.\n", "`2_part` - скорее всего год." ] }, { "cell_type": "code", "execution_count": 25, "id": "531ca84f", "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "date_fmt: str = '%m/%d/%Y' # date format\n", "\n", "stock_df['date'] = pd.to_datetime(sales_df['order_date'], format=date_fmt)" ] }, { "cell_type": "markdown", "id": "7ccf1ebd", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "## (1) 30-дневное, 60-дневное и 90-дневное скользящие средние и стандартные отклонения" ] }, { "cell_type": "markdown", "id": "a79c8855", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "\n", "Говоря об использовании оконной функции в pandas, обратимся к документации `.rolling(...)` метода. [\\[pandas-docs of the\n", "`.rolling(...)`\\]](https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.rolling.html):\n", "\n", "```python\n", "DataFrame.rolling(window, min_periods=None, center=False, win_type=None, on=None, axis=0, closed=None, method='single')\n", "```\n", "\n", "Provide rolling window calculations.\n", "\n", "Parameters:\n", " - `window`: `int`, `offset`, or `BaseIndexer` subclass\n", " - If an integer, the fixed number of observations used for each window.\n", " **If an offset, the time period of each window.** Each window will be a variable sized based\n", " on the observations included in the time-period. **This is only valid for `datetime`-like indexes.** ...\n", "\n", " - ...\n", "\n", "> *То есть если хотим отсчитывать по периоду в N-дней, то нужно иметь индекс `DataFrame`'а на основе `datetime`.\n", " Причем также нужно использовать размер окна, задаваемый через `offset`, например, 30 дней = \"30D\", 5 секунд = \"5S\". *" ] }, { "cell_type": "code", "execution_count": 26, "id": "a3604bb2", "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/html": [ "
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aaaaplgeibmjnjmsftpepspxxom
date
2009-01-0210.83259.6214.37125.1657.9123.5561.141077.9656.99
2009-01-069.71369.8015.50182.3963.1326.2561.021155.4673.56
2009-01-1014.26392.5717.30178.0562.8526.7563.971260.3477.21
2009-01-1012.10292.3216.13131.8260.0024.1764.151148.6760.30
2009-01-1110.99274.0715.33127.3056.6125.6561.701117.5161.18
\n", "
" ], "text/plain": [ " aa aapl ge ibm jnj msft pep spx xom\n", "date \n", "2009-01-02 10.83 259.62 14.37 125.16 57.91 23.55 61.14 1077.96 56.99\n", "2009-01-06 9.71 369.80 15.50 182.39 63.13 26.25 61.02 1155.46 73.56\n", "2009-01-10 14.26 392.57 17.30 178.05 62.85 26.75 63.97 1260.34 77.21\n", "2009-01-10 12.10 292.32 16.13 131.82 60.00 24.17 64.15 1148.67 60.30\n", "2009-01-11 10.99 274.07 15.33 127.30 56.61 25.65 61.70 1117.51 61.18" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stock_dtm_sorted_df = stock_df.set_index('date')\n", "# NOTE: don't forget to sort your data by time:\n", "stock_dtm_sorted_df.sort_index(inplace=True)\n", "companies: set[str] = set(stock_dtm_sorted_df.columns)\n", "\n", "stock_dtm_sorted_df.head()" ] }, { "cell_type": "code", "execution_count": 27, "id": "1582711e", "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Moving Mean and Std by 30 days period:\n" ] }, { "data": { "text/html": [ "
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aaaaplgeibmjnjmsftpepspxxom
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date
2009-01-0610.2700000.791960314.71000077.90902514.9350000.799031153.77500040.46772160.5200003.69109724.9000001.90918861.0800000.0848531116.71000054.80077665.27500011.716759
2009-01-1011.6000002.370717340.66333371.10298615.7233331.477712161.86666731.86288561.2966672.93627925.5166671.72143462.0433331.6696211164.58666791.53189769.25333310.776021
2009-01-1011.7250001.951760328.57750062.88634615.8250001.223560154.35500030.04212960.9725002.48357825.1800001.55850462.5700001.7227691160.60750075.15801567.0150009.871962
2009-01-1111.5780001.721938317.67600059.66768715.7260001.082511148.94400028.69306160.1000002.90386025.2740001.36597262.3960001.5418591151.98800067.88243065.8480008.938745
2009-01-1214.9383338.373953292.25500082.00944917.1850003.702641144.48833327.88819160.2200002.61387125.0666671.32311261.8733331.8817401170.10333375.20246867.4450008.900752
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" ], "text/plain": [ " aa aapl ge \\\n", " mean std mean std mean std \n", "date \n", "2009-01-06 10.270000 0.791960 314.710000 77.909025 14.935000 0.799031 \n", "2009-01-10 11.600000 2.370717 340.663333 71.102986 15.723333 1.477712 \n", "2009-01-10 11.725000 1.951760 328.577500 62.886346 15.825000 1.223560 \n", "2009-01-11 11.578000 1.721938 317.676000 59.667687 15.726000 1.082511 \n", "2009-01-12 14.938333 8.373953 292.255000 82.009449 17.185000 3.702641 \n", "\n", " ibm jnj msft \\\n", " mean std mean std mean std \n", "date \n", "2009-01-06 153.775000 40.467721 60.520000 3.691097 24.900000 1.909188 \n", "2009-01-10 161.866667 31.862885 61.296667 2.936279 25.516667 1.721434 \n", "2009-01-10 154.355000 30.042129 60.972500 2.483578 25.180000 1.558504 \n", "2009-01-11 148.944000 28.693061 60.100000 2.903860 25.274000 1.365972 \n", "2009-01-12 144.488333 27.888191 60.220000 2.613871 25.066667 1.323112 \n", "\n", " pep spx xom \n", " mean std mean std mean std \n", "date \n", "2009-01-06 61.080000 0.084853 1116.710000 54.800776 65.275000 11.716759 \n", "2009-01-10 62.043333 1.669621 1164.586667 91.531897 69.253333 10.776021 \n", "2009-01-10 62.570000 1.722769 1160.607500 75.158015 67.015000 9.871962 \n", "2009-01-11 62.396000 1.541859 1151.988000 67.882430 65.848000 8.938745 \n", "2009-01-12 61.873333 1.881740 1170.103333 75.202468 67.445000 8.900752 " ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Moving Mean and Std by 60 days period:\n" ] }, { "data": { "text/html": [ "
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2009-01-1011.6000002.370717340.66333371.10298615.7233331.477712161.86666731.86288561.2966672.93627925.5166671.72143462.0433331.6696211164.58666791.53189769.25333310.776021
2009-01-1011.7250001.951760328.57750062.88634615.8250001.223560154.35500030.04212960.9725002.48357825.1800001.55850462.5700001.7227691160.60750075.15801567.0150009.871962
2009-01-1111.5780001.721938317.67600059.66768715.7260001.082511148.94400028.69306160.1000002.90386025.2740001.36597262.3960001.5418591151.98800067.88243065.8480008.938745
2009-01-1214.9383338.373953292.25500082.00944917.1850003.702641144.48833327.88819160.2200002.61387125.0666671.32311261.8733331.8817401170.10333375.20246867.4450008.900752
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" ], "text/plain": [ " aa aapl ge \\\n", " mean std mean std mean std \n", "date \n", "2009-01-06 10.270000 0.791960 314.710000 77.909025 14.935000 0.799031 \n", "2009-01-10 11.600000 2.370717 340.663333 71.102986 15.723333 1.477712 \n", "2009-01-10 11.725000 1.951760 328.577500 62.886346 15.825000 1.223560 \n", "2009-01-11 11.578000 1.721938 317.676000 59.667687 15.726000 1.082511 \n", "2009-01-12 14.938333 8.373953 292.255000 82.009449 17.185000 3.702641 \n", "\n", " ibm jnj msft \\\n", " mean std mean std mean std \n", "date \n", "2009-01-06 153.775000 40.467721 60.520000 3.691097 24.900000 1.909188 \n", "2009-01-10 161.866667 31.862885 61.296667 2.936279 25.516667 1.721434 \n", "2009-01-10 154.355000 30.042129 60.972500 2.483578 25.180000 1.558504 \n", "2009-01-11 148.944000 28.693061 60.100000 2.903860 25.274000 1.365972 \n", "2009-01-12 144.488333 27.888191 60.220000 2.613871 25.066667 1.323112 \n", "\n", " pep spx xom \n", " mean std mean std mean std \n", "date \n", "2009-01-06 61.080000 0.084853 1116.710000 54.800776 65.275000 11.716759 \n", "2009-01-10 62.043333 1.669621 1164.586667 91.531897 69.253333 10.776021 \n", "2009-01-10 62.570000 1.722769 1160.607500 75.158015 67.015000 9.871962 \n", "2009-01-11 62.396000 1.541859 1151.988000 67.882430 65.848000 8.938745 \n", "2009-01-12 61.873333 1.881740 1170.103333 75.202468 67.445000 8.900752 " ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Moving Mean and Std by 90 days period:\n" ] }, { "data": { "text/html": [ "
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2009-01-0610.2700000.791960314.71000077.90902514.9350000.799031153.77500040.46772160.5200003.69109724.9000001.90918861.0800000.0848531116.71000054.80077665.27500011.716759
2009-01-1011.6000002.370717340.66333371.10298615.7233331.477712161.86666731.86288561.2966672.93627925.5166671.72143462.0433331.6696211164.58666791.53189769.25333310.776021
2009-01-1011.7250001.951760328.57750062.88634615.8250001.223560154.35500030.04212960.9725002.48357825.1800001.55850462.5700001.7227691160.60750075.15801567.0150009.871962
2009-01-1111.5780001.721938317.67600059.66768715.7260001.082511148.94400028.69306160.1000002.90386025.2740001.36597262.3960001.5418591151.98800067.88243065.8480008.938745
2009-01-1214.9383338.373953292.25500082.00944917.1850003.702641144.48833327.88819160.2200002.61387125.0666671.32311261.8733331.8817401170.10333375.20246867.4450008.900752
\n", "
" ], "text/plain": [ " aa aapl ge \\\n", " mean std mean std mean std \n", "date \n", "2009-01-06 10.270000 0.791960 314.710000 77.909025 14.935000 0.799031 \n", "2009-01-10 11.600000 2.370717 340.663333 71.102986 15.723333 1.477712 \n", "2009-01-10 11.725000 1.951760 328.577500 62.886346 15.825000 1.223560 \n", "2009-01-11 11.578000 1.721938 317.676000 59.667687 15.726000 1.082511 \n", "2009-01-12 14.938333 8.373953 292.255000 82.009449 17.185000 3.702641 \n", "\n", " ibm jnj msft \\\n", " mean std mean std mean std \n", "date \n", "2009-01-06 153.775000 40.467721 60.520000 3.691097 24.900000 1.909188 \n", "2009-01-10 161.866667 31.862885 61.296667 2.936279 25.516667 1.721434 \n", "2009-01-10 154.355000 30.042129 60.972500 2.483578 25.180000 1.558504 \n", "2009-01-11 148.944000 28.693061 60.100000 2.903860 25.274000 1.365972 \n", "2009-01-12 144.488333 27.888191 60.220000 2.613871 25.066667 1.323112 \n", "\n", " pep spx xom \n", " mean std mean std mean std \n", "date \n", "2009-01-06 61.080000 0.084853 1116.710000 54.800776 65.275000 11.716759 \n", "2009-01-10 62.043333 1.669621 1164.586667 91.531897 69.253333 10.776021 \n", "2009-01-10 62.570000 1.722769 1160.607500 75.158015 67.015000 9.871962 \n", "2009-01-11 62.396000 1.541859 1151.988000 67.882430 65.848000 8.938745 \n", "2009-01-12 61.873333 1.881740 1170.103333 75.202468 67.445000 8.900752 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rolling_range2dtm_stock = dict()\n", "days = [30, 60, 90]\n", "for d in days:\n", " offset_str = f'{d}D'\n", " # NOTE: `.dropna()` will drop first `d`-rows, because they can't be calculated\n", " rolling_range2dtm_stock[offset_str] = stock_dtm_sorted_df.rolling(offset_str).agg(\n", " [pd.Series.mean, pd.Series.std]).dropna()\n", "\n", " print(f'\\nMoving Mean and Std by {d} days period:')\n", " display(rolling_range2dtm_stock[offset_str].head())\n" ] }, { "cell_type": "markdown", "id": "8c5281b7", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "### BONUS #2: timeline-plot of 30/60/90 days moving average and moving std changes:" ] }, { "cell_type": "code", "execution_count": 28, "id": "2b45dc02", "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "def plotly_hex2rgba_color(hex_color: str, opacity: float):\n", " rgb_clr = ImageColor.getcolor(hex_color, \"RGB\")\n", " return f'rgba({rgb_clr[0]},{rgb_clr[1]},{rgb_clr[2]},{opacity})'" ] }, { "cell_type": "code", "execution_count": 29, "id": "99e6cd79", "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "fillcolor": "rgba(46,145,229,0.2)", "legendgroup": "aa", "line": { "color": "rgba(46,145,229,0.2)", "dash": "solid", "width": 0 }, "mode": "lines", "name": "30D Upper Bound", "showlegend": false, "type": "scatter", "x": [ "2009-01-06T00:00:00", "2009-01-10T00:00:00", "2009-01-10T00:00:00", "2009-01-11T00:00:00", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "clr_opacity = 0.2 # color opacity for the standard deviation band-plot\n", "line_modes = cycle(['solid', 'dashdot', 'dot', 'dash'])\n", "\n", "fig = go.Figure()\n", "for offset_str, rolling_stock_df in rolling_range2dtm_stock.items():\n", " line_mode = next(line_modes)\n", " companies: set[str] = set([col_subcol[0] for col_subcol in rolling_stock_df.columns])\n", " _df = rolling_stock_df.reset_index() # `date` column will be moved from index to column\n", " _df = _df.sort_values(by='date')\n", "\n", " # Reset of the colors:\n", " # colors = cycle(px.colors.qualitative.Light24) # wrapping with `cycle` for cycled colors getting\n", " colors = cycle(px.colors.qualitative.Dark24) # wrapping with `cycle` for cycled colors getting\n", " # More colors: https://plotly.com/python/discrete-color/#color-sequences-in-plotly-express\n", "\n", " for company, color in zip(companies, colors):\n", "\n", " # Create upper bound trace\n", " fig.add_trace(go.Scatter(\n", " # name=f'{company}: Upper Bound',\n", " name=f'{offset_str} Upper Bound',\n", " legendgroup=company,\n", " showlegend=False,\n", " x=_df['date'],\n", " y=_df[company]['mean'] + _df[company]['std'],\n", " mode='lines',\n", " fillcolor=plotly_hex2rgba_color(color, clr_opacity),\n", " # line_color='rgba(255,255,255,0)',\n", " line_color=plotly_hex2rgba_color(color, clr_opacity),\n", " line=dict(width=0, dash=line_mode),\n", " ))\n", "\n", " # Create lower bound trace\n", " fig.add_trace(go.Scatter(\n", " # name=f'{company}: Lower Bound',\n", " name=f'{offset_str} Lower Bound',\n", " legendgroup=company,\n", " showlegend=False,\n", " x=_df['date'],\n", " y=_df[company]['mean'] - _df[company]['std'],\n", " mode='lines',\n", " fillcolor=plotly_hex2rgba_color(color, clr_opacity),\n", " # line_color='rgba(255,255,255,0)',\n", " line_color=plotly_hex2rgba_color(color, clr_opacity),\n", " fill='tonexty',\n", " line=dict(width=0, dash=line_mode),\n", " ))\n", "\n", " # Adding mean measure trace\n", " fig.add_trace(go.Scatter(\n", " x=_df['date'],\n", " y=_df[company]['mean'],\n", " mode='lines+markers',\n", " name=f'{company}: {offset_str} mean',\n", " legendgroup=company,\n", " line=dict(color=color, dash=line_mode),\n", " marker=dict(size=2),\n", " # error_y=dict(array=df[company]['std'], visible=False),\n", " ))\n", "\n", "fig.update_layout(\n", " yaxis_title='Stock Price',\n", " xaxis_title='Date',\n", " title='Mean and Std of stock market',\n", ")\n", "fig.show(PLOTLY_PLOT_SHOW_TYPE)\n", "\n", "# FIXME legend day-buttons: add buttons to filter by \"90D\", \"60D\", \"30D\" and see all companies at stock" ] }, { "cell_type": "markdown", "id": "eaa4a441", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "## (2) Общее стандартное отклонение" ] }, { "cell_type": "code", "execution_count": 30, "id": "e2aee04d", "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/html": [ "
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msftjnjgepepxomaaibmaaplspx
Standard deviation3.7464264.5151696.1689056.5318498.1316989.10891526.79766590.627523183.562134
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" ], "text/plain": [ " msft jnj ge pep xom \\\n", "Standard deviation 3.746426 4.515169 6.168905 6.531849 8.131698 \n", "\n", " aa ibm aapl spx \n", "Standard deviation 9.108915 26.797665 90.627523 183.562134 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "std_stock_df = stock_dtm_sorted_df.std().to_frame('Standard deviation').sort_values(by='Standard deviation')\n", "display(std_stock_df.T)" ] }, { "cell_type": "markdown", "id": "ec8529d6", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "### BONUS #3: let see Standard Deviation on the bar-plot:" ] }, { "cell_type": "code", "execution_count": 31, "id": "556b8c59", "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "alignmentgroup": "True", "hovertemplate": "variable=Standard deviation
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"zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "Std of stock market per all time" }, "xaxis": { "anchor": "y", "domain": [ 0, 1 ], "title": { "text": "Company" } }, "yaxis": { "anchor": "x", "domain": [ 0, 1 ], "title": { "text": "Standard deviation" } } } }, "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = px.bar(std_stock_df)\n", "fig.update_layout(\n", " yaxis_title='Standard deviation',\n", " xaxis_title='Company',\n", " title='Std of stock market per all time',\n", ")\n", "fig.show(PLOTLY_PLOT_SHOW_TYPE)" ] }, { "cell_type": "markdown", "id": "eadd01f3", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "## (3) Количество дней, в течение которых цена акций увеличивалась и уменьшалась" ] }, { "cell_type": "code", "execution_count": 32, "id": "9af1bb1b", "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/html": [ "
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date
2009-01-06-1.12110.181.1357.235.222.70-0.1277.5016.57
2009-01-104.5522.771.80-4.34-0.280.502.95104.883.65
2009-01-10-2.16-100.25-1.17-46.23-2.85-2.580.18-111.67-16.91
2009-01-11-1.11-18.25-0.80-4.52-3.391.48-2.45-31.160.88
2009-01-1220.75-108.929.15-5.094.21-1.62-2.44143.1714.25
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Number of days stock raising505498498488487499489510519
Number of days stock decreasing492501500511512498509489480
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" ], "text/plain": [ " aa aapl ge ibm jnj msft pep spx xom\n", "Number of days stock raising 505 498 498 488 487 499 489 510 519\n", "Number of days stock decreasing 492 501 500 511 512 498 509 489 480" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# NOTE 1: `.dropna()` will drop first row, because it can't be calculated with diff\n", "# NOTE 2: don't forget to sort your data by time. Actually - already sorted by time.\n", "# stock_dtm_sorted_df.sort_index(inplace=True)\n", "stock_diff_df = stock_dtm_sorted_df.diff().dropna()\n", "\n", "display(stock_diff_df.head()) # stock_dtm_sorted_df is already sorted\n", "\n", "\n", "def positive(col):\n", " return (col > 0).sum()\n", "\n", "\n", "def negative(col):\n", " return (col < 0).sum()\n", "\n", "\n", "pos_neg_stock = stock_diff_df.agg([positive, negative]).rename(index={\n", " positive.__name__: 'Number of days stock raising',\n", " negative.__name__: 'Number of days stock decreasing'})\n", "\n", "display(pos_neg_stock)" ] }, { "cell_type": "code", "execution_count": 33, "id": "c335666e", "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/html": [ "
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aaaaplgeibmjnjmsftpepspxxom
date
2009-01-06-1.12110.181.1357.235.222.70-0.1277.5016.57
2009-01-104.5522.771.80-4.34-0.280.502.95104.883.65
2009-01-10-2.16-100.25-1.17-46.23-2.85-2.580.18-111.67-16.91
2009-01-11-1.11-18.25-0.80-4.52-3.391.48-2.45-31.160.88
2009-01-1220.75-108.929.15-5.094.21-1.62-2.44143.1714.25
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" ], "text/plain": [ " aa aapl ge ibm jnj msft pep spx xom\n", "date \n", "2009-01-06 -1.12 110.18 1.13 57.23 5.22 2.70 -0.12 77.50 16.57\n", "2009-01-10 4.55 22.77 1.80 -4.34 -0.28 0.50 2.95 104.88 3.65\n", "2009-01-10 -2.16 -100.25 -1.17 -46.23 -2.85 -2.58 0.18 -111.67 -16.91\n", "2009-01-11 -1.11 -18.25 -0.80 -4.52 -3.39 1.48 -2.45 -31.16 0.88\n", "2009-01-12 20.75 -108.92 9.15 -5.09 4.21 -1.62 -2.44 143.17 14.25" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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aaaaplgeibmjnjmsftpepspxxom
Number of days stock raising505498498488487499489510519
Number of days stock decreasing492501500511512498509489480
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" ], "text/plain": [ " aa aapl ge ibm jnj msft pep spx xom\n", "Number of days stock raising 505 498 498 488 487 499 489 510 519\n", "Number of days stock decreasing 492 501 500 511 512 498 509 489 480" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# NOTE 1: `.dropna()` will drop first row, because it can't be calculated with diff\n", "# NOTE 2: don't forget to sort your data by time. Actually - already sorted by time.\n", "# stock_dtm_sorted_df.sort_index(inplace=True)\n", "stock_diff_df = stock_dtm_sorted_df.diff().dropna()\n", "\n", "display(stock_diff_df.head()) # stock_dtm_sorted_df is already sorted\n", "\n", "\n", "def positive(col):\n", " return (col > 0).sum()\n", "\n", "\n", "def negative(col):\n", " return (col < 0).sum()\n", "\n", "\n", "pos_neg_stock = stock_diff_df.agg([positive, negative]).rename(index={\n", " positive.__name__: 'Number of days stock raising',\n", " negative.__name__: 'Number of days stock decreasing'})\n", "\n", "display(pos_neg_stock)" ] } ], "metadata": { "kernelspec": { "display_name": "pipenv-data_analytics_test", "language": "python", "name": "pipenv-data_analytics_test" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.4" } }, "nbformat": 4, "nbformat_minor": 5 }