Merge pull request #3 from TheOriginalGraLargeShrimpakaReaper/oliver

Data Analysis Oliver

.gitignore

@@ -1,3 +1,7 @@
+# Project specific
+**/data/?/sandbox/
+**/venv/
+
 ### Python template
 # Byte-compiled / optimized / DLL files
 __pycache__/
@@ -159,3 +163,4 @@ cython_debug/
 #  and can be added to the global gitignore or merged into this file.  For a more nuclear
 #  option (not recommended) you can uncomment the following to ignore the entire idea folder.
 **/.idea/
+

.vscode/settings.json

@@ -0,0 +1,5 @@
+{
+    "workbench.editorAssociations": {
+        "file:/**/*.csv": "jupyter-data-wrangler"
+    }
+}

README.md

@@ -10,7 +10,7 @@ Für die folgenden Aufträge dürfen Sie je nach Vorkenntnisse beliebige Tools (
 
 ## Question
 - Basis Fragestellung:
-  - Wie beeinflusst die durchschnittliche Herzfrequenz am Tag, den Schlaf bzw. die REM-Phase?
+  - Wie beeinflusst der Schlaf die durchschnittliche Herzfrequenz am nächsten Tag?
 
 - Erweiterte Fragestellung (optional):
   - Welche negativen oder unerwünschten Informationen lassen sich aus den Metadaten von Fitnessdaten über eine Person gewinnen?
@@ -18,4 +18,4 @@ Für die folgenden Aufträge dürfen Sie je nach Vorkenntnisse beliebige Tools (
 ## Problems
 - Garmin Weekly Algorithmus unknown.
   Reverse Engineering necessery
-- Comparition between Garmin (Instict Solar 2X) and Withings (Steel HR Sport) not necessarely given
+- Comparison between Garmin (Instict Solar 2X) and Withings (Steel HR Sport) not necessarely given

data/Oliver/raw/README.txt

@@ -0,0 +1,65 @@
+Below are the details of the data you've exported from Health Mate:
+
+activities.csv: Activities history
+
+aggregates_calories_earned.csv: Active calories burned regrouped by days
+
+aggregates_calories_passive.csv: Passive calories burned regrouped by days
+
+aggregates_distance.csv: Travelled distance regrouped by days
+
+aggregates_elevation.csv: Floor climbed regrouped by days
+· Value : (steps number)
+
+aggregates_steps.csv: Steps data regrouped by days
+· Value : (steps number)
+
+height.csv: Height Measurements
+· Height : (meters)
+
+raw_hr_hr.csv: Heart rate data
+· Heart Rate : (bpm)
+
+raw_tracker_calories-earned.csv: Calories earned data
+· Duration : (seconds)
+· Value : (number of calories)
+
+raw_tracker_distance.csv: Distance data
+· Duration : (seconds)
+· Value : (meters)
+
+raw_tracker_elevation.csv: Elevation data
+· Duration : (seconds)
+· Value : (meters)
+
+raw_tracker_lap-pool.csv: Lap pool data
+· Duration : (seconds)
+· Value : (number of laps)
+
+raw_tracker_sleep-state.csv: Sleep trackers data
+· Duration : (seconds)
+· Value : (0 -> awake; 1 -> light sleep; 2 -> deep sleep)
+
+raw_tracker_steps.csv: Steps data
+· Duration : (seconds)
+· Value : (steps number)
+
+signal.csv: Your ECG signals
+· Frequency: Sampling frequency in Hz
+· Duration: Duration in seconds
+· Wear Position: Position of the device when tracking measurement :
+ - 0 -> right wrist;  1 -> left wrist
+ - 2 -> right arm;  3 -> left arm
+· Signal: Full data set of the ECG recordings
+ - Value in microvolts (μV) for ECG recorded with a watch.
+ - Value in millivolts (mV) for ECG recorded with a blood pressure monitor.
+
+sleep.csv: Sleep data
+
+weight.csv: Weights Measurements
+· Weight : Weight (kg)
+· Fat mass : Fat mass (kg)
+· Bone mass : Bone mass (kg)
+· Muscle mass : Muscle mass (kg)
+· Hydration : Hydration (kg)
+

data/Oliver/raw/raw_tracker_sleep-state.csv

@@ -0,0 +1,232 @@
+start,duration,value
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+2024-10-08T02:47:00+02:00,"[1620,3180,720,1980,540,180,420,660,300,960]","[2,1,2,1,0,1,0,1,1,1]"
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+2024-09-30T00:39:00+02:00,[240],[1]
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+2024-09-28T03:15:00+02:00,[420],[2]
+2024-09-26T23:01:00+02:00,"[120,180,1560,1560,2760,480,1920,780,1380]","[0,1,2,1,2,1,2,1,2]"
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+2024-09-27T04:49:00+02:00,"[1260,1200,960,480,1980,300,840,480]","[1,2,1,2,1,2,1,0]"
+2024-09-27T02:00:00+02:00,[180],[1]
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+2024-09-26T02:21:00+02:00,[1200],[2]
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+2024-09-26T05:00:00+02:00,"[3060,180,1020,180,480,120]","[1,2,1,2,1,0]"
+2024-09-25T01:37:00+02:00,"[3360,3120,1560,1140,600]","[2,1,2,1,2]"
+2024-09-25T04:20:00+02:00,"[1140,420,2220,360,5040,60]","[1,2,1,2,1,0]"
+2024-09-25T06:54:00+02:00,"[540,660,240]","[0,1,1]"
+2024-09-24T22:33:00+02:00,"[120,180,540,1380,1080,540,720,1980,2580,840,360,480]","[0,1,2,1,2,1,2,1,2,1,2,1]"
+2024-09-24T00:23:00+02:00,"[180,1080,900,960,960,1380,1800,1020,180,720,900]","[0,1,2,1,2,1,2,1,2,1,2]"
+2024-09-24T03:11:00+02:00,[1860],[1]
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+2024-09-22T21:04:00+02:00,"[120,180,3480,1620,900,1260,840,1260,780,360]","[0,1,2,1,2,1,2,1,2,1]"
+2024-09-23T00:04:00+02:00,"[3000,1740,780,1680,1620,780,540]","[1,2,1,2,1,2,1]"
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+2024-09-21T00:29:00+02:00,"[2640,60]","[2,1]"
+2024-09-21T01:14:00+02:00,"[1740,1500,780,2040,1980,420,780,900]","[1,2,1,2,1,2,1,2]"
+2024-09-21T04:03:00+02:00,"[780,900,5340,240,2100,660]","[1,2,1,2,1,2]"
+2024-09-21T06:50:00+02:00,"[1140,180]","[1,0]"
+2024-09-20T00:59:00+02:00,"[720,720,1680,720,360,1980,180,720,1620,540,1140]","[2,1,2,1,2,1,2,1,2,1,2]"
+2024-09-20T03:52:00+02:00,"[1500,360,1920,840,1980,1020,3000]","[1,2,1,2,1,2,1]"
+2024-09-20T06:49:00+02:00,"[240,120,840,840]","[0,0,1,1]"
+2024-09-19T21:59:00+02:00,"[120,540,480,1320,660,1860,720,600,720,540,300,720,360,1500,360]","[0,1,2,1,2,1,2,1,2,1,2,1,2,1,2]"
+2024-09-19T02:17:00+02:00,"[1500,1200,1560,1680,4140]","[1,2,1,2,1]"
+2024-09-19T05:05:00+02:00,"[780,3720,300,840]","[2,1,2,1]"
+2024-09-18T23:17:00+02:00,"[120,180,3960,1680,420,540,1260,720,1260,660]","[0,1,2,1,2,1,2,1,2,1]"
+2024-09-18T02:37:00+02:00,"[2100,2580,1620,3420,480]","[2,1,2,1,2]"
+2024-09-18T05:27:00+02:00,"[5040,480,720,480]","[1,0,1,1]"
+2024-09-17T23:24:00+02:00,"[120,1080,2940,780,660,1920,780,720,480,1080]","[0,1,2,1,2,1,2,1,2,1]"
+2024-09-18T02:20:00+02:00,[1020],[2]
+2024-09-16T23:27:00+02:00,"[1320,1440,600,1500,1320,1920,780,720,900]","[1,1,2,1,2,1,2,1,2]"
+2024-09-17T02:22:00+02:00,"[2820,480,3000,180,2520,840,720,180]","[1,2,1,0,1,2,1,0]"
+2024-09-17T05:21:00+02:00,"[2460,1020,720,480,1440,180]","[1,1,1,0,1,0]"
+2024-09-16T20:42:00+02:00,"[120,1620,1740,1860,240,660,540,720,720,540,180,780,180]","[0,1,2,1,2,1,2,1,2,1,2,1,2]"
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+2024-09-16T01:00:00+02:00,"[540,1440,1440,780,960,780,240,3000,900]","[2,1,2,1,2,1,2,1,2]"
+2024-09-16T03:48:00+02:00,"[840,720,3900,1140]","[1,2,1,2]"
+2024-09-15T00:16:00+02:00,"[420,720,1740,1560,420,4020,1860]","[2,1,2,1,2,1,2]"
+2024-09-15T03:15:00+02:00,"[3360,180,3360,180,1140,780,960,180,360]","[1,0,1,2,1,2,1,2,1]"
+2024-09-15T06:10:00+02:00,"[420,660,540,1680,420,360,600,600,60]","[0,1,0,1,0,1,0,1,1]"
+2024-09-15T07:41:00+02:00,"[480,1260]","[0,1]"
+2024-09-15T08:10:00+02:00,[600],[1]
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+2024-08-12T05:21:00+02:00,"[4020,180,540]","[1,0,1]"

data/Oliver/raw/sleep.csv

@@ -0,0 +1,62 @@
+from,to,"light (s)","deep (s)","rem (s)","awake (s)","wake up","Duration to sleep (s)","Duration to wake up (s)","Snoring (s)","Snoring episodes","Average heart rate","Heart rate (min)","Heart rate (max)","Night events"
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requirements.txt

@@ -0,0 +1,108 @@
+bleach~=6.1.0
+beautifulsoup4~=4.12.3
+soupsieve~=2.6
+charset-normalizer~=3.4.0
+h11~=0.14.0
+defusedxml~=0.7.1
+ipython~=8.28.0
+numpy~=2.1.2
+pillow~=11.0.0
+pip~=24.2
+attrs~=24.2.0
+pyzmq~=26.2.0
+colorama~=0.4.6
+tornado~=6.4.1
+cffi~=1.17.1
+setuptools~=75.2.0
+comm~=0.2.2
+traitlets~=5.14.3
+fqdn~=1.5.1
+parso~=0.8.4
+jedi~=0.19.1
+pytz~=2024.2
+PyYAML~=6.0.2
+sniffio~=1.3.1
+arrow~=1.3.0
+python-dateutil~=2.9.0.post0
+babel~=2.16.0
+httpcore~=1.0.6
+Pygments~=2.18.0
+idna~=3.10
+certifi~=2024.8.30
+pywin32~=308
+overrides~=7.7.0
+six~=1.16.0
+patsy~=0.5.6
+pandas~=2.2.3
+scipy~=1.14.1
+threadpoolctl~=3.5.0
+matplotlib~=3.9.2
+platformdirs~=4.3.6
+argon2-cffi-bindings~=21.2.0
+webencodings~=0.5.1
+tinycss2~=1.3.0
+MarkupSafe~=3.0.2
+joblib~=1.4.2
+psutil~=6.1.0
+plotly~=5.24.1
+tenacity~=9.0.0
+kaleido~=0.2.1
+packaging~=24.1
+pywinpty~=2.0.14
+debugpy~=1.8.7
+decorator~=5.1.1
+stack-data~=0.6.3
+matplotlib-inline~=0.1.7
+jupyter_client~=8.6.3
+prompt_toolkit~=3.0.48
+wcwidth~=0.2.13
+seaborn~=0.13.2
+cycler~=0.12.1
+statsmodels~=0.14.4
+scikit-learn~=1.5.2
+urllib3~=2.2.3
+anyio~=4.6.2.post1
+nbformat~=5.10.4
+jupyter_core~=5.7.2
+nbclient~=0.10.0
+fastjsonschema~=2.20.0
+jsonschema~=4.23.0
+jupyter_server~=2.14.2
+jupyterlab~=4.2.5
+jupyterlab_server~=2.27.3
+notebook_shim~=0.2.4
+notebook~=7.2.2
+pyEDFlib~=0.1.38
+asttokens~=2.4.1
+contourpy~=1.3.0
+executing~=2.1.0
+fonttools~=4.54.1
+ipykernel~=6.29.5
+nbconvert~=7.16.4
+pandocfilters~=1.5.1
+mistune~=3.0.2
+Jinja2~=3.1.4
+jupyterlab_pygments~=0.3.0
+pure_eval~=0.2.3
+pycparser~=2.22
+pyparsing~=3.2.0
+websocket-client~=1.8.0
+terminado~=0.18.1
+referencing~=0.35.1
+webcolors~=24.8.0
+jsonpointer~=3.0.0
+uri-template~=1.3.0
+isoduration~=20.11.0
+rfc3339-validator~=0.1.4
+jsonschema-specifications~=2024.10.1
+httpx~=0.27.2
+async-lru~=2.0.4
+kiwisolver~=1.4.7
+Send2Trash~=1.8.3
+jupyter-lsp~=2.2.5
+jupyter-events~=0.10.0
+python-json-logger~=2.0.7
+prometheus_client~=0.21.0
+jupyter_server_terminals~=0.5.3
+json5~=0.9.25
+requests~=2.32.3