{ "cells": [ { "cell_type": "code", "execution_count": 2, "id": "7ba68b6a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Defaulting to user installation because normal site-packages is not writeable\n", "Requirement already satisfied: seaborn in C:\\Users\\PMLS\\AppData\\Roaming\\Python\\Python314\\site-packages (0.13.2)\n", "Requirement already satisfied: numpy!=1.24.0,>=1.20 in C:\\Users\\PMLS\\AppData\\Roaming\\Python\\Python314\\site-packages (from seaborn) (2.4.4)\n", "Requirement already satisfied: pandas>=1.2 in C:\\Users\\PMLS\\AppData\\Roaming\\Python\\Python314\\site-packages (from seaborn) (3.0.2)\n", "Requirement already satisfied: matplotlib!=3.6.1,>=3.4 in C:\\Users\\PMLS\\AppData\\Roaming\\Python\\Python314\\site-packages (from seaborn) (3.10.8)\n", "Requirement already satisfied: contourpy>=1.0.1 in C:\\Users\\PMLS\\AppData\\Roaming\\Python\\Python314\\site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (1.3.3)\n", "Requirement already satisfied: cycler>=0.10 in C:\\Users\\PMLS\\AppData\\Roaming\\Python\\Python314\\site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (0.12.1)\n", "Requirement already satisfied: fonttools>=4.22.0 in C:\\Users\\PMLS\\AppData\\Roaming\\Python\\Python314\\site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (4.62.1)\n", "Requirement already satisfied: kiwisolver>=1.3.1 in C:\\Users\\PMLS\\AppData\\Roaming\\Python\\Python314\\site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (1.5.0)\n", "Requirement already satisfied: packaging>=20.0 in C:\\Users\\PMLS\\AppData\\Roaming\\Python\\Python314\\site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (26.1)\n", "Requirement already satisfied: pillow>=8 in C:\\Users\\PMLS\\AppData\\Roaming\\Python\\Python314\\site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (12.2.0)\n", "Requirement already satisfied: pyparsing>=3 in C:\\Users\\PMLS\\AppData\\Roaming\\Python\\Python314\\site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (3.3.2)\n", "Requirement already satisfied: python-dateutil>=2.7 in C:\\Users\\PMLS\\AppData\\Roaming\\Python\\Python314\\site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (2.9.0.post0)\n", "Requirement already satisfied: tzdata in C:\\Users\\PMLS\\AppData\\Roaming\\Python\\Python314\\site-packages (from pandas>=1.2->seaborn) (2026.2)\n", "Requirement already satisfied: six>=1.5 in C:\\Users\\PMLS\\AppData\\Roaming\\Python\\Python314\\site-packages (from python-dateutil>=2.7->matplotlib!=3.6.1,>=3.4->seaborn) (1.17.0)\n", "Note: you may need to restart the kernel to use updated packages.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n", "[notice] A new release of pip is available: 26.1.2 -> 26.2.1\n", "[notice] To update, run: python.exe -m pip install --upgrade pip\n" ] } ], "source": [ "%pip install seaborn" ] }, { "cell_type": "code", "execution_count": 3, "id": "1c2ac9ad", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(49798, 35)\n" ] }, { "data": { "text/html": [ "
| \n", " | Date | \n", "Year | \n", "Month | \n", "Hour_0 | \n", "Hour_1 | \n", "Hour_2 | \n", "Hour_3 | \n", "Hour_4 | \n", "Hour_5 | \n", "Hour_6 | \n", "... | \n", "Hour_22 | \n", "Hour_23 | \n", "DayOfWeek_Friday | \n", "DayOfWeek_Monday | \n", "DayOfWeek_Saturday | \n", "DayOfWeek_Sunday | \n", "DayOfWeek_Thursday | \n", "DayOfWeek_Tuesday | \n", "DayOfWeek_Wednesday | \n", "user | \n", "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", "2015-09-16 | \n", "2015 | \n", "9 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "... | \n", "38 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "1 | \n", "0 | \n", "
| 1 | \n", "2015-09-17 | \n", "2015 | \n", "9 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "... | \n", "103 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "1 | \n", "0 | \n", "0 | \n", "0 | \n", "
| 2 | \n", "2015-09-18 | \n", "2015 | \n", "9 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "180 | \n", "... | \n", "782 | \n", "48 | \n", "1 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
| 3 | \n", "2015-09-19 | \n", "2015 | \n", "9 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "... | \n", "359 | \n", "562 | \n", "0 | \n", "0 | \n", "1 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
| 4 | \n", "2015-09-20 | \n", "2015 | \n", "9 | \n", "165 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "... | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "1 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
5 rows × 35 columns
\n", "| \n", " | n_days | \n", "missing_pct | \n", "zero_days_pct | \n", "quality_score | \n", "
|---|---|---|---|---|
| user | \n", "\n", " | \n", " | \n", " | \n", " |
| 0 | \n", "2070 | \n", "0.0 | \n", "0.0 | \n", "100.0 | \n", "
| 1 | \n", "2102 | \n", "0.0 | \n", "0.0 | \n", "100.0 | \n", "
| 2 | \n", "49 | \n", "0.0 | \n", "0.0 | \n", "100.0 | \n", "
| 3 | \n", "1005 | \n", "0.0 | \n", "0.0 | \n", "100.0 | \n", "
| 4 | \n", "510 | \n", "0.0 | \n", "0.0 | \n", "100.0 | \n", "
| 5 | \n", "1025 | \n", "0.0 | \n", "0.0 | \n", "100.0 | \n", "
| 6 | \n", "1713 | \n", "0.0 | \n", "0.0 | \n", "100.0 | \n", "
| 7 | \n", "874 | \n", "0.0 | \n", "0.0 | \n", "100.0 | \n", "
| 8 | \n", "954 | \n", "0.0 | \n", "0.0 | \n", "100.0 | \n", "
| 9 | \n", "3 | \n", "0.0 | \n", "0.0 | \n", "100.0 | \n", "