From 6b383a5276863ea8f93515cc1c2038fa05eeef3c Mon Sep 17 00:00:00 2001 From: Felix Mucha <3016498@stud.hs-mannheim.de> Date: Sun, 12 May 2024 13:31:54 +0200 Subject: [PATCH] extended data quality checks --- notebooks/data_quality.ipynb | 99 ++++++++++++++++++++++++++++++- notebooks/demographic_plots.ipynb | 10 ++-- notebooks/example.ipynb | 2 +- 3 files changed, 103 insertions(+), 8 deletions(-) diff --git a/notebooks/data_quality.ipynb b/notebooks/data_quality.ipynb index 6ea6269..16919af 100644 --- a/notebooks/data_quality.ipynb +++ b/notebooks/data_quality.ipynb @@ -55,26 +55,119 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Missing timeseries in 0 records\n" + "First record in SB: ['Age: 59', 'Sex: Female', 'Dx: 426177001,164934002', 'Rx: Unknown', 'Hx: Unknown', 'Sx: Unknown']\n", + "Missing sex in JS34080 and comments: Sex: Unknown\n", + "Missing age in JS12543 and comments: Age: NaN\n", + "Missing age in JS12571 and comments: Age: NaN\n", + "Missing age in JS12576 and comments: Age: NaN\n", + "Missing sex in JS12576 and comments: Sex: Unknown\n", + "Missing age in JS12609 and comments: Age: NaN\n", + "Missing sex in JS12609 and comments: Sex: Unknown\n", + "Missing age in JS13024 and comments: Age: NaN\n", + "Missing sex in JS13024 and comments: Sex: Unknown\n", + "Missing age in JS13504 and comments: Age: NaN\n", + "Missing age in JS13505 and comments: Age: NaN\n", + "Missing age in JS13575 and comments: Age: NaN\n", + "Missing age in JS13583 and comments: Age: NaN\n", + "Missing age in JS13645 and comments: Age: NaN\n", + "Missing age in JS13646 and comments: Age: NaN\n", + "Missing age in JS13647 and comments: Age: NaN\n", + "Missing age in JS14027 and comments: Age: NaN\n", + "Missing age in JS14050 and comments: Age: NaN\n", + "Missing age in JS14498 and comments: Age: NaN\n", + "Missing age in JS14555 and comments: Age: NaN\n", + "Missing age in JS14995 and comments: Age: NaN\n", + "Missing sex in JS14995 and comments: Sex: Unknown\n", + "Missing age in JS18505 and comments: Age: NaN\n", + "Missing age in JS18506 and comments: Age: NaN\n", + "Missing age in JS18507 and comments: Age: NaN\n", + "Missing age in JS18508 and comments: Age: NaN\n", + "Missing age in JS18509 and comments: Age: NaN\n", + "Missing age in JS18510 and comments: Age: NaN\n", + "Missing age in JS18511 and comments: Age: NaN\n", + "Missing age in JS18512 and comments: Age: NaN\n", + "Missing age in JS18513 and comments: Age: NaN\n", + "Missing age in JS18514 and comments: Age: NaN\n", + "Missing age in JS18515 and comments: Age: NaN\n", + "Missing sex in JS18515 and comments: Sex: Unknown\n", + "Missing age in JS18574 and comments: Age: NaN\n", + "Missing age in JS19386 and comments: Age: NaN\n", + "Missing age in JS19447 and comments: Age: NaN\n", + "Missing age in JS10867 and comments: Age: NaN\n", + "Missing sex in JS10867 and comments: Sex: Unknown\n", + "Missing age in JS11507 and comments: Age: NaN\n", + "Missing sex in JS11507 and comments: Sex: Unknown\n", + "Missing age in JS22918 and comments: Age: NaN\n", + "Missing sex in JS22918 and comments: Sex: Unknown\n", + "Missing age in JS23063 and comments: Age: NaN\n", + "Missing sex in JS23063 and comments: Sex: Unknown\n", + "Missing age in JS23064 and comments: Age: NaN\n", + "Missing age in JS23787 and comments: Age: NaN\n", + "Missing sex in JS23787 and comments: Sex: Unknown\n", + "Missing age in JS24143 and comments: Age: NaN\n", + "Missing sex in JS24143 and comments: Sex: Unknown\n", + "Missing age in JS24144 and comments: Age: NaN\n", + "Missing sex in JS24144 and comments: Sex: Unknown\n", + "Missing age in JS24145 and comments: Age: NaN\n", + "Missing age in JS45355 and comments: Age: NaN\n", + "Missing age in JS45356 and comments: Age: NaN\n", + "Missing age in JS45357 and comments: Age: NaN\n", + "Missing age in JS45358 and comments: Age: NaN\n", + "Missing age in JS45359 and comments: Age: NaN\n", + "Missing age in JS45360 and comments: Age: NaN\n", + "Missing sex in JS45360 and comments: Sex: Unknown\n", + "Missing age in JS45361 and comments: Age: NaN\n", + "Missing sex in JS45361 and comments: Sex: Unknown\n", + "Missing age in JS45364 and comments: Age: NaN\n", + "Missing age in JS45367 and comments: Age: NaN\n", + "Missing sex in JS45367 and comments: Sex: Unknown\n", + "Missing age in JS45369 and comments: Age: NaN\n", + "Missing age in JS45370 and comments: Age: NaN\n", + "Missing sex in JS45370 and comments: Sex: Unknown\n", + "Missing age in JS45382 and comments: Age: NaN\n", + "Missing sex in JS45382 and comments: Sex: Unknown\n", + "Missing age in JS45383 and comments: Age: NaN\n", + "Missing sex in JS45383 and comments: Sex: Unknown\n", + "Missing age in JS45384 and comments: Age: NaN\n", + "Missing sex in JS45384 and comments: Sex: Unknown\n", + "Missing age in JS45385 and comments: Age: NaN\n", + "Missing sex in JS45385 and comments: Sex: Unknown\n", + "Missing timeseries in 0 records\n", + "Missing age in 55 records\n", + "Missing sex in 21 records\n" ] } ], "source": [ + "# print first record and first record keys\n", + "print(f\"First record in SB: {data['SB'][0].comments}\")\n", + "\n", "missing_timeseries = []\n", + "missing_age = []\n", + "missing_sex = []\n", "for cat_name, records in data.items():\n", " for record in records:\n", " if len(record.p_signal) != 5000:\n", " missing_timeseries.append(record)\n", " print(f\"Missing timeseries in {record.record_name}\")\n", " #if record.comments[2]== '':\n", - "print(f\"Missing timeseries in {len(missing_timeseries)} records\")" + " if 'Age: ' not in record.comments[0] or record.comments[0] == 'Age: NaN':\n", + " missing_age.append(record)\n", + " print(f\"Missing age in {record.record_name} and comments: {record.comments[0]}\")\n", + " if record.comments[1] == 'Sex: Unknown' or record.comments[1] == '':\n", + " missing_sex.append(record)\n", + " print(f\"Missing sex in {record.record_name} and comments: {record.comments[1]}\")\n", + " \n", + "print(f\"Missing timeseries in {len(missing_timeseries)} records\")\n", + "print(f\"Missing age in {len(missing_age)} records\")\n", + "print(f\"Missing sex in {len(missing_sex)} records\")" ] } ], diff --git a/notebooks/demographic_plots.ipynb b/notebooks/demographic_plots.ipynb index 9b191c5..807c7ff 100644 --- a/notebooks/demographic_plots.ipynb +++ b/notebooks/demographic_plots.ipynb @@ -70,7 +70,7 @@ "df_dgc = pd.DataFrame(data_demographic)\n", "\n", "# Change from group to category\n", - "age_categories = [0, 20, 40, 60, 80, 100]\n", + "age_categories = [0, 10, 20, 30, 40, 50, 60, 70, 80, 90]\n", "df_dgc['age_group'] = pd.cut(df_dgc['age'], bins=age_categories)" ] }, @@ -81,7 +81,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -139,7 +139,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -158,6 +158,8 @@ " ax.set_title(cat_name)\n", " ax.set_xlabel('Alter')\n", " ax.set_ylabel('Anzahl')\n", + " # add some space between the subplots\n", + "plt.tight_layout()\n", "plt.show()" ] }, @@ -194,7 +196,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] diff --git a/notebooks/example.ipynb b/notebooks/example.ipynb index 36add1b..d13c25e 100644 --- a/notebooks/example.ipynb +++ b/notebooks/example.ipynb @@ -253,7 +253,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.3" + "version": "3.10.4" } }, "nbformat": 4,