From 4076c677923b5991dbd04bf73a75fa0bcf42ef2a Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Oliver=20Sch=C3=BCtz?= Date: Sun, 27 Oct 2024 16:11:51 +0100 Subject: [PATCH] Adding processed Data to folder --- data/Oliver/processed/dataset.csv | 59 +++++++++++++++++++++++++++++++ src/Oliver/main.ipynb | 45 ++++++++++++++--------- 2 files changed, 87 insertions(+), 17 deletions(-) create mode 100644 data/Oliver/processed/dataset.csv diff --git a/data/Oliver/processed/dataset.csv b/data/Oliver/processed/dataset.csv new file mode 100644 index 0000000..23d1b1c --- /dev/null +++ b/data/Oliver/processed/dataset.csv @@ -0,0 +1,59 @@ +,sleep_date,total_sleep_h,avg_sleep_hr,next_day,awake_date,avg_hr_day +0,2024-08-12,6.4,67,2024-08-13,2024-08-13,75.4962962962963 +1,2024-08-13,8.17,69,2024-08-14,2024-08-14,75.43076923076923 +2,2024-08-14,8.58,62,2024-08-15,2024-08-15,67.18333333333334 +3,2024-08-15,7.53,60,2024-08-16,2024-08-16,74.8440366972477 +4,2024-08-23,7.4,58,2024-08-24,2024-08-24,68.6 +5,2024-08-25,10.73,64,2024-08-26,2024-08-26,76.3883495145631 +6,2024-08-26,6.75,64,2024-08-27,2024-08-27,70.4862385321101 +7,2024-08-27,7.62,58,2024-08-28,2024-08-28,73.91176470588235 +8,2024-08-28,4.58,60,2024-08-29,2024-08-29,74.71544715447155 +9,2024-08-29,6.63,60,2024-08-30,2024-08-30,84.85915492957747 +10,2024-08-30,8.62,64,2024-08-31,2024-08-31,74.40196078431373 +11,2024-08-31,7.73,68,2024-09-01,2024-09-01,70.78571428571429 +12,2024-09-01,7.95,70,2024-09-02,2024-09-02,77.20430107526882 +13,2024-09-02,9.03,65,2024-09-03,2024-09-03,73.64227642276423 +14,2024-09-03,7.97,65,2024-09-04,2024-09-04,70.72357723577235 +15,2024-09-04,8.1,64,2024-09-05,2024-09-05,67.07936507936508 +16,2024-09-05,9.33,60,2024-09-06,2024-09-06,62.89041095890411 +17,2024-09-06,8.63,59,2024-09-07,2024-09-07,66.96875 +18,2024-09-07,7.92,60,2024-09-08,2024-09-08,69.33050847457628 +19,2024-09-08,9.5,59,2024-09-09,2024-09-09,74.85454545454546 +20,2024-09-09,8.7,64,2024-09-10,2024-09-10,72.11023622047244 +21,2024-09-10,8.12,62,2024-09-11,2024-09-11,72.63963963963964 +22,2024-09-11,7.98,64,2024-09-12,2024-09-12,75.96396396396396 +23,2024-09-12,8.8,68,2024-09-13,2024-09-13,69.16964285714286 +24,2024-09-13,7.45,66,2024-09-14,2024-09-14,66.52252252252252 +25,2024-09-14,12.63,60,2024-09-15,2024-09-15,70.09649122807018 +26,2024-09-15,10.3,65,2024-09-16,2024-09-16,71.2 +27,2024-09-16,8.78,63,2024-09-17,2024-09-17,70.84210526315789 +28,2024-09-17,10.08,66,2024-09-18,2024-09-18,71.97368421052632 +29,2024-09-18,7.32,63,2024-09-19,2024-09-19,76.4962962962963 +30,2024-09-19,7.33,64,2024-09-20,2024-09-20,74.49606299212599 +31,2024-09-20,8.65,64,2024-09-21,2024-09-21,80.20353982300885 +32,2024-09-21,8.3,63,2024-09-22,2024-09-22,81.92929292929293 +33,2024-09-23,7.9,63,2024-09-24,2024-09-24,70.4201680672269 +34,2024-09-24,6.87,67,2024-09-25,2024-09-25,78.40310077519379 +35,2024-09-25,8.55,62,2024-09-26,2024-09-26,78.14503816793894 +36,2024-09-26,6.63,65,2024-09-27,2024-09-27,74.25984251968504 +37,2024-09-27,7.32,65,2024-09-28,2024-09-28,72.84677419354838 +38,2024-09-28,6.78,66,2024-09-29,2024-09-29,74.43181818181819 +39,2024-09-29,6.7,65,2024-09-30,2024-09-30,74.23214285714286 +40,2024-09-30,8.97,64,2024-10-01,2024-10-01,73.95575221238938 +41,2024-10-01,6.42,65,2024-10-02,2024-10-02,74.28455284552845 +42,2024-10-02,6.6,64,2024-10-03,2024-10-03,75.91129032258064 +43,2024-10-03,5.9,66,2024-10-04,2024-10-04,75.20353982300885 +44,2024-10-04,6.48,71,2024-10-05,2024-10-05,73.05607476635514 +45,2024-10-05,6.77,62,2024-10-06,2024-10-06,71.35036496350365 +46,2024-10-06,7.33,65,2024-10-07,2024-10-07,100.58415841584159 +47,2024-10-07,8.15,65,2024-10-08,2024-10-08,77.15322580645162 +48,2024-10-08,9.5,68,2024-10-09,2024-10-09,73.5 +49,2024-10-09,6.47,70,2024-10-10,2024-10-10,75.24193548387096 +50,2024-10-10,8.18,69,2024-10-11,2024-10-11,76.74789915966386 +51,2024-10-11,7.42,66,2024-10-12,2024-10-12,73.13084112149532 +52,2024-10-12,8.12,64,2024-10-13,2024-10-13,72.72072072072072 +53,2024-10-13,8.67,64,2024-10-14,2024-10-14,71.27835051546391 +54,2024-10-14,8.65,65,2024-10-15,2024-10-15,67.93805309734513 +55,2024-10-15,8.37,60,2024-10-16,2024-10-16,67.60975609756098 +56,2024-10-16,7.73,61,2024-10-17,2024-10-17,74.04724409448819 +57,2024-10-17,8.05,62,2024-10-18,2024-10-18,70.88172043010752 diff --git a/src/Oliver/main.ipynb b/src/Oliver/main.ipynb index 715258e..029bd5a 100644 --- a/src/Oliver/main.ipynb +++ b/src/Oliver/main.ipynb @@ -2,11 +2,10 @@ "cells": [ { "cell_type": "code", - "execution_count": 11, + "execution_count": 1, "metadata": { - "ExecuteTime": { - "end_time": "2024-10-19T14:37:53.875020Z", - "start_time": "2024-10-19T14:37:53.872643Z" + "jupyter": { + "is_executing": true } }, "outputs": [], @@ -25,11 +24,10 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 2, "metadata": { - "ExecuteTime": { - "end_time": "2024-10-19T14:37:53.901186Z", - "start_time": "2024-10-19T14:37:53.889152Z" + "jupyter": { + "is_executing": true } }, "outputs": [], @@ -54,7 +52,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2024-10-19T14:37:54.038370Z", @@ -189,7 +187,7 @@ "[61 rows x 4 columns]" ] }, - "execution_count": 13, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -218,14 +216,25 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2024-10-19T14:37:54.148314Z", "start_time": "2024-10-19T14:37:54.090501Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "<>:46: SyntaxWarning: invalid escape sequence '\\.'\n", + "<>:46: SyntaxWarning: invalid escape sequence '\\.'\n", + "C:\\Users\\schue\\AppData\\Local\\Temp\\ipykernel_31060\\988271242.py:46: SyntaxWarning: invalid escape sequence '\\.'\n", + " merged_data.to_csv('..\\..\\data\\Oliver\\processed\\dataset.csv')\n" + ] + } + ], "source": [ "## Average heart rate\n", "\n", @@ -270,7 +279,9 @@ "merged_data = merged_data.dropna(subset=['total_sleep_h', 'avg_hr_day', 'avg_sleep_hr'])\n", "merged_data['total_sleep_h'] = pd.to_numeric(merged_data['total_sleep_h'], errors='coerce')\n", "merged_data['avg_hr_day'] = pd.to_numeric(merged_data['avg_hr_day'], errors='coerce')\n", - "merged_data['avg_sleep_hr'] = pd.to_numeric(merged_data['avg_sleep_hr'], errors='coerce')\n" + "merged_data['avg_sleep_hr'] = pd.to_numeric(merged_data['avg_sleep_hr'], errors='coerce')\n", + "\n", + "merged_data.to_csv('..\\..\\data\\Oliver\\processed\\dataset.csv')" ] }, { @@ -282,7 +293,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2024-10-19T14:37:54.592246Z", @@ -292,7 +303,7 @@ "outputs": [ { "data": { - "image/png": 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", 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" ] @@ -327,7 +338,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2024-10-19T14:37:55.246335Z", @@ -1863,7 +1874,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2024-10-19T14:37:55.293372Z",