From 6cdd3c0d493e4f02e3fd6c51c2246dc027018fd9 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Pint=C3=A9r=20Gerg=C5=91?= <pinde01@gmail.com>
Date: Sun, 21 Apr 2024 14:54:18 +0200
Subject: [PATCH] =?UTF-8?q?K=C3=A9sz=20k=C3=B3d,=20ez=20alapj=C3=A1n=20zaj?=
=?UTF-8?q?lik=20a=20m=C3=A9r=C3=A9s?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit
---
audio_feedback.py | 3 +-
constants.py | 12 +-
output_files/04_16_full_night_audio.csv | 878 +++++++++++++++++++++++
output_files/04_17_full_night_audio.csv | 877 +++++++++++++++++++++++
output_files/04_18_full_night_audio.csv | 881 ++++++++++++++++++++++++
output_files/04_19_full_night_audio.csv | 861 +++++++++++++++++++++++
sleep_stage_classifer.py | 3 +-
visualizer.py | 26 +-
8 files changed, 3522 insertions(+), 19 deletions(-)
create mode 100644 output_files/04_16_full_night_audio.csv
create mode 100644 output_files/04_17_full_night_audio.csv
create mode 100644 output_files/04_18_full_night_audio.csv
create mode 100644 output_files/04_19_full_night_audio.csv
diff --git a/audio_feedback.py b/audio_feedback.py
index 97783d9..ebcd012 100644
--- a/audio_feedback.py
+++ b/audio_feedback.py
@@ -5,7 +5,6 @@ import threading
import constants as c
-# Globális változók
sample_rate = 44100
phase_left = 0
phase_right = 0
@@ -39,7 +38,7 @@ def check_pip(tester_list):
past_first_N3 = True
else:
last_probas = [{k: v for k, v in elem.items() if k != 'Stage'} for elem in tester_list[-c.CHECK_LEN:]]
- all_conditions_met = all((elem['N2'] + elem['N3'] > c.N2_N3) and (elem['N3'] <= c.N3) for elem in last_probas)
+ all_conditions_met = all((elem['W'] <= c.W) and (elem['N3'] <= c.N3) for elem in last_probas) and len(tester_list) < c.Terminate
return all_conditions_met
diff --git a/constants.py b/constants.py
index 11a6a56..542cfc6 100644
--- a/constants.py
+++ b/constants.py
@@ -1,14 +1,12 @@
#data/device managing
SAMPLING_FREQ = 250 #mintavételi freq, ez stabil, írja, ha megváltozik, nem változtatni
-SIGNAL_TIME = 350 #ha időre fut a kód, akkor a start signal után az input() helyére sleep(...)
RESIST_TIME = 10
-EPOCH_LEN = 30 #30 s-nyi epochokkal dolgozik
+EPOCH_LEN = 30 #30 s-nyi epochokkal dolgozik a yasa
YASA_INPUT_LEN = 2*60 #percben (az epoch 30 s)
#EEG metadata values
-NAME = "PG"
MALE = True
AGE = 22
@@ -19,14 +17,12 @@ FILE_FOLDER_NAME = "C:\Programkornyezet\PythonProjects\AudiostimulationProject\A
#audiofeedback
-DELAY = 10 #hány epochal a kezdés után indul el a mérés
-CHECK_LEN = 8
-
-#EZT A NÉGYET KELL ÁLLÍTANI, MÁSHOZ NE NYÚLJATOK
+CHECK_LEN = 10
FREQUENCY_RIGHT = 250
FREQUENCY_LEFT = 253
-N2_N3 = 1
+W = 0.95
N3 = 0.5
+TERMINATE = 780
#sleepstaging first wake hour file path
diff --git a/output_files/04_16_full_night_audio.csv b/output_files/04_16_full_night_audio.csv
new file mode 100644
index 0000000..d84c9bf
--- /dev/null
+++ b/output_files/04_16_full_night_audio.csv
@@ -0,0 +1,878 @@
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diff --git a/output_files/04_17_full_night_audio.csv b/output_files/04_17_full_night_audio.csv
new file mode 100644
index 0000000..cc07ba9
--- /dev/null
+++ b/output_files/04_17_full_night_audio.csv
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diff --git a/output_files/04_18_full_night_audio.csv b/output_files/04_18_full_night_audio.csv
new file mode 100644
index 0000000..9a7999e
--- /dev/null
+++ b/output_files/04_18_full_night_audio.csv
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diff --git a/output_files/04_19_full_night_audio.csv b/output_files/04_19_full_night_audio.csv
new file mode 100644
index 0000000..3a4dda3
--- /dev/null
+++ b/output_files/04_19_full_night_audio.csv
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+W,0.021609698831134717,0.08880313270858187,0.17583105757879192,0.008767360582544457,0.704988750298947
+N3,0.015211873495141534,0.049591847525333854,0.4703616378367024,0.0005076654887558206,0.46432697565406655
+N1,0.48204633194623997,0.30659826531596956,0.025148167899634203,0.019791776258873146,0.1664154585792831
+N1,0.5673783832370534,0.3272863350983896,0.006979757475830128,0.022853004248911755,0.07550251993981516
+N1,0.594191882199111,0.32003316122428044,0.005649955735313183,0.02814612133769636,0.05197887950359913
+N1,0.49191269258522774,0.35460055605333224,0.001369704665648619,0.11596708970973126,0.03614995698606002
+N2,0.2329043874328752,0.5878638233387727,0.004158843474107721,0.12413413885331258,0.05093880690093168
+N2,0.18498442797999817,0.48504748418434546,0.004215058623145174,0.24905505061688266,0.07669797859562845
+R,0.325226917982206,0.26844958391439205,0.001760327713670778,0.33947275473170185,0.06509041565802944
+R,0.20115344173257377,0.218649270714721,0.0012282853412435067,0.530580479654361,0.048388522557100806
+N1,0.3210191911578004,0.2841610705349576,0.0006779229535741668,0.29963660175967577,0.09450521359399215
+N2,0.054649737618300664,0.501633542410518,0.000627284829445102,0.2289841533551791,0.2141052817865571
+R,0.04433125696172634,0.13940443250995288,0.0008138063556454547,0.7447068261487128,0.07074367802396266
+R,0.059302069125976686,0.26995451542404586,0.0011800759932355412,0.5867421905149821,0.08282114894175983
+N2,0.05186831220960016,0.44016119325829384,0.0018479786762245639,0.43079165031640193,0.07533086553947937
+R,0.032208919714723554,0.28168783594754404,0.0009420525794039082,0.6479640948777815,0.037197096880546995
+R,0.021993165455513868,0.2046545657358309,0.0005592095641319582,0.7366218833333976,0.036171175911125626
+R,0.030876948351366215,0.18293484175149055,0.0031173713401486274,0.7301513190211469,0.052919519535847684
+R,0.031361501051521704,0.21086081037724963,0.0012143616663658728,0.6955439331642632,0.061019393740599615
+R,0.13738372993509831,0.18998917294931578,0.0006689633691574381,0.621890652675032,0.050067481071396545
+R,0.01693212924151417,0.43864939252139945,0.0010458655262625407,0.4718109363108334,0.07156167639999061
+N2,0.05937400367643962,0.44066061886506025,0.0013356572776120237,0.39981808343815495,0.09881163674273308
+R,0.17543553620434824,0.23703343591684237,0.0006734351660731195,0.49088981447483676,0.0959677782378995
+R,0.160890121659268,0.3501363089535986,0.0010187068540218332,0.40604266812622286,0.0819121944068887
+R,0.16116762575449928,0.2950187818273051,0.0005674067673644626,0.49164772661269196,0.05159845903813912
+R,0.2316802854786917,0.33813270496000525,0.00045168878375341487,0.36509990719742685,0.06463541358012272
+R,0.1912565095872193,0.08115836487835255,0.0002940518800307471,0.5553839143362608,0.1719071593181368
+R,0.21584073504230572,0.1439483229952268,0.0005119762602952306,0.41298411197775386,0.22671485372441835
+R,0.21467785256809815,0.12909325152984824,0.0016768523756913692,0.5719256289733441,0.08262641455301808
+R,0.3103974962650046,0.11322255123910047,0.000938682439857678,0.47671115321976876,0.09873011683626845
+R,0.18556193975580806,0.31745024011326123,0.0023968013178310202,0.31791789960987576,0.17667311920322376
+R,0.2066765414537529,0.2044085037071658,0.0030210564659036297,0.46105671567988227,0.1248371826932954
+W,0.07144650665144302,0.18914559598683975,0.007057524044973135,0.28862571719711405,0.4437246561196301
+N2,0.10955259082462301,0.4963715857448011,0.005969593084479117,0.34865565094605855,0.03945057940003801
+R,0.07161668373026085,0.3844464009489364,0.0035678165670140613,0.46560401623357456,0.07476508252021416
+R,0.04445892030732317,0.25565105308518826,0.004227124419547285,0.6642973674608169,0.0313655347271244
+N2,0.11952556332467301,0.6104408094922056,0.004493319833695118,0.2485104134054191,0.017029893944007217
+N2,0.1252360530811778,0.5196103723545662,0.003939982478562728,0.3295064613267412,0.021707130758952156
+N2,0.0778757561838582,0.5203959289489624,0.002431764465224173,0.3619544820841998,0.037342068317755384
+R,0.1917784336665971,0.2974900007289417,0.0056019570125488164,0.48033531455015416,0.02479429404175802
+R,0.08873889455635074,0.23100875436488016,0.006700086616713015,0.6419216459584434,0.03163061850361276
+N2,0.19411489113901015,0.3924365003922618,0.004573397922085169,0.3833484316625156,0.025526778884127153
+R,0.32600454149953867,0.13334777667253309,0.0009317890928569952,0.4256871383569948,0.11402875437807636
+R,0.20902484589228704,0.2972637378437306,0.00803819061884083,0.41588785084888935,0.06978537479625217
+N2,0.1733942697874645,0.47082829531375076,0.0038525334746518152,0.32312059392227005,0.028804307501862924
+N2,0.10231421240855965,0.5860573319349414,0.003424459023343591,0.2826961330698138,0.02550786356334159
+N2,0.05945094200978738,0.7131347341762598,0.002291223257785856,0.2102937188008157,0.014829381755351067
+N2,0.05495971006649469,0.6009174211491862,0.00599393837562441,0.31822329572449426,0.01990563468420037
+N2,0.007600443295995039,0.9236451354121349,0.0030410401526231898,0.059222428674472145,0.006490952464774806
+N2,0.013224308233892293,0.8052793539310216,0.004080192321497342,0.16422123959816612,0.013194905915422835
+N2,0.019761588722133485,0.8419710901098149,0.006675436313907735,0.11590440337224654,0.015687481481897265
+N2,0.0682337781908019,0.805370882396368,0.0010307129362826664,0.11132365861270511,0.014040967863842308
+N2,0.07344200014335292,0.6654033217798396,0.003398883522420153,0.20511621402933122,0.05263958052505616
+N2,0.04526930563167727,0.7898588563943624,0.0015905648785465058,0.1523847209764305,0.010896552118983414
+N2,0.1034239022656594,0.7854811929066201,0.0026460901316090824,0.08019497862824566,0.028253836067865693
+N2,0.1475956774701017,0.413465700871288,0.023363541961071852,0.1390217177876163,0.2765533619099222
+N2,0.04590476886389519,0.8649839507723132,0.0512141753489437,0.006990171069574016,0.030906933945274162
+N2,0.04754102264370584,0.88802514798956,0.05031135161800465,0.001904328628529158,0.012218149120200517
+N2,0.11578323000776769,0.8453828075057216,0.0036248855156378683,0.00662744747761247,0.028581629493260558
+N2,0.038454315006022734,0.9430934155324806,0.01155218236795933,0.001930645382443005,0.00496944171109454
+N2,0.052429260387989764,0.9327816241864816,0.0036862528015190236,0.0012661462537027397,0.009836716370307004
+N2,0.03054922396254102,0.9520012441079534,0.0073007898967306336,0.0011720210980532932,0.008976720934721627
+N2,0.10610203611940139,0.8640768943788009,0.010421395811297814,0.009554660918343035,0.009845012772156964
+N2,0.03754114518650111,0.9461163974805599,0.006108239678824124,0.0014540776136312788,0.00878014004048381
+N2,0.040298328917539816,0.9367261436913554,0.011443560901195995,0.0016329660797666863,0.009899000410141901
+N2,0.05430616730256414,0.9205081121279322,0.004880007129534738,0.0031735538844985325,0.017132159555470556
+N2,0.04864305397499716,0.9233003733112066,0.003990296068777828,0.013249355560128925,0.010816921084889538
diff --git a/sleep_stage_classifer.py b/sleep_stage_classifer.py
index 5e90236..795ab8f 100644
--- a/sleep_stage_classifer.py
+++ b/sleep_stage_classifer.py
@@ -19,7 +19,6 @@ import yasa
import mne
import numpy as np
import pickle
-import os
import constants as c
import audio_feedback as a
@@ -144,7 +143,7 @@ def epoch_maker(data):
"""
-#Ezzel vettem fel az egy óra ébrenlétet, ha meég szükség lesz rá.
+#Ezzel vettem fel az egy óra ébrenlétet, ha még szükség lesz rá.
def save_data_with_pickle(data_list): #csak az egy órás adathoz kellett
f_path = r"C:\Programkornyezet\PythonProjects\AudiostimulationProject\AudiostimulationDirectory\one_hour_wake.pkl"
with open(f_path, 'wb') as file:
diff --git a/visualizer.py b/visualizer.py
index 1d8ad39..aa93b5e 100644
--- a/visualizer.py
+++ b/visualizer.py
@@ -21,22 +21,34 @@ def txt_maker(file_path):
finish_time = datetime.now()
start_time = finish_time - timedelta(seconds=len(s.yasa_output_list) * c.EPOCH_LEN)
- # A szöveg, ahol a konstansokat azok értékével helyettesítjük
generated_text = f"Kezdés ideje: {start_time.strftime('%Y-%m-%d %H:%M')}\n"
generated_text += f"Befejezés ideje: {finish_time.strftime('%Y-%m-%d %H:%M')}\n"
- generated_text += f"Ingerlés: \n Az első {c.DELAY / 2} percben nem történik ingerlés az alvás megszilárdulásának elősegítése miatt.\n"
+ generated_text += f"Ingerlés: \n Az első teljes N3 ciklusig nincs ingerlés\n"
generated_text += f"Az utolsó {c.CHECK_LEN} epochban ellenőrzi a feltételek teljesülését.\n"
- generated_text += f"Audio_feedback történik, ha az N2+N3 valószínűség átlépi a {c.N2_N3} valószínűséget.\n"
- generated_text += f"Leáll, ha az N3 valószínűsége átlépi a {c.N3} értéket.\n"
+ generated_text += f"Audio_feedback történik az éjszaka folyamán\n"
+ generated_text += f"Leáll, ha az N3 valószínűsége átlépi a {c.N3} értéket, vagy W valószínűsége átlépi a {c.W} értéket\n"
+ generated_text += f"Az alvás eslő {c.TERMINATE/120} órájában van ingerlés"
generated_text += f"A binaurális ütem jobb oldali vivőfrekvenciája {c.FREQUENCY_RIGHT}, a bal {c.FREQUENCY_LEFT} Hz\n"
generated_text += f"Az ütem frekvenciája: {c.FREQUENCY_RIGHT-c.FREQUENCY_LEFT}"
- # A generált szöveg mentése a megadott fájlba
with open(file_path, "w") as text_file:
text_file.write(generated_text)
def analyze_file(csv_file_path):
+
+ """
+ Vizualizálja,
+ és menti az alvás eredményeit
+
+ - Feldolgozza a mérés végén létrejött csv fájlt.
+ - Hypnogramot, valószínűség-plotot ábrázol az alvási fázisokról az idő függvényében, és alvási statisztikát készít.
+ - A valószínűség-ploton ábrázolja az aktuális audiofeedback logika szerint, hogy mikor volt az alvás alatt visszajelzés
+ - A plotokat kimenti a meghatározott helyre
+ - Ment egy Adatok.txt fájlt, ami a mérés beállításait tartalmazza röviden
+ - A kikommentelt részbe a kívánt elérési útvonalat beírva és futtatva tetszőleges fájlt lehet elemezni, DE figyelni a logika megváltozására
+
+ """
a.past_first_N3 = False #a mentéshez az első N3-at ne számolja bele
base_dir = "C:\\Users\\pinde\\OneDrive\\Szakdolgozat\\Mérések"
today = datetime.now().strftime("%m.%d") # MM.DD formátum
@@ -45,7 +57,7 @@ def analyze_file(csv_file_path):
original_save_dir = save_dir
while os.path.exists(save_dir):
- save_dir = f"{original_save_dir}_{c.NAME}_{counter}"
+ save_dir = f"{original_save_dir}_{counter}"
counter += 1
os.makedirs(save_dir)
@@ -100,4 +112,4 @@ def analyze_file(csv_file_path):
text_file_path = os.path.join(save_dir, "Adatok.txt")
txt_maker(text_file_path)
-#analyze_file(r'C:\Programkornyezet\PythonProjects\AudiostimulationProject\AudiostimulationDirectory\output_files\04_12_full_night_audio.csv')
+#analyze_file(r'C:\Programkornyezet\PythonProjects\AudiostimulationProject\AudiostimulationDirectory\output_files\04_15_full_night_audio.csv')
--
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