diff --git a/notebooks/data_quality.ipynb b/notebooks/data_quality.ipynb index 6ea6269..7d98d28 100644 --- a/notebooks/data_quality.ipynb +++ b/notebooks/data_quality.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [ { @@ -10,13 +10,13 @@ "output_type": "stream", "text": [ "Reading SB\n", - "Length of SB: 16559\n", + "Length of SB: 50\n", "Reading AFIB\n", - "Length of AFIB: 9839\n", + "Length of AFIB: 27\n", "Reading GSVT\n", - "Length of GSVT: 948\n", + "Length of GSVT: 0\n", "Reading SR\n", - "Length of SR: 9720\n" + "Length of SR: 13\n" ] } ], @@ -26,8 +26,10 @@ "import wfdb\n", "# read pickle files and check len and print first record and first record keys\n", "\n", - "path = \"C:/Studium/dsa/data\"\n", + "#path = \"C:/Studium/dsa/data\"\n", "#path = \"C:/Users/Nils/Documents/HS-Mannheim/0000_MASTER/DSA/EKG_Prog/data\"\n", + "path = \"C:/Users/klara/projects/DSA/data\"\n", + "\n", "\n", "categories_dict = {\n", "'SB': [426177001],\n", @@ -55,7 +57,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -94,7 +96,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.4" + "version": "3.11.9" } }, "nbformat": 4, diff --git a/notebooks/demographic_plots.ipynb b/notebooks/demographic_plots.ipynb index 9b191c5..d9991de 100644 --- a/notebooks/demographic_plots.ipynb +++ b/notebooks/demographic_plots.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -16,7 +16,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -24,20 +24,21 @@ "output_type": "stream", "text": [ "Reading SB\n", - "Length of SB: 16559\n", + "Length of SB: 50\n", "Reading AFIB\n", - "Length of AFIB: 9839\n", + "Length of AFIB: 27\n", "Reading GSVT\n", - "Length of GSVT: 948\n", + "Length of GSVT: 0\n", "Reading SR\n", - "Length of SR: 9720\n" + "Length of SR: 13\n" ] } ], "source": [ "\n", - "path = \"C:/Studium/dsa/data\"\n", + "#path = \"C:/Studium/dsa/data\"\n", "#path = \"C:/Users/Nils/Documents/HS-Mannheim/0000_MASTER/DSA/EKG_Prog/data\"\n", + "path = \"C:/Users/klara/projects/DSA/data\"\n", "\n", "categories_dict = {\n", "'SB': [426177001],\n", @@ -76,12 +77,12 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -230,7 +231,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.4" + "version": "3.11.9" } }, "nbformat": 4, diff --git a/notebooks/example.ipynb b/notebooks/example.ipynb index 36add1b..293143f 100644 --- a/notebooks/example.ipynb +++ b/notebooks/example.ipynb @@ -27,7 +27,8 @@ "# read pickle files and check len and print first record and first record keys\n", "\n", "#path = \"C:/Studium/dsa/data\"\n", - "path = \"C:/Users/Nils/Documents/HS-Mannheim/0000_MASTER/DSA/EKG_Prog/data\"\n", + "#path = \"C:/Users/Nils/Documents/HS-Mannheim/0000_MASTER/DSA/EKG_Prog/data\"\n", + "path = \"C:/Users/klara/projects/DSA/data\"\n", "\n", "categories_dict = {\n", "'SB': [426177001],\n",