From 009a74df426d00e526b0eaba4c896c3a4e1a8361 Mon Sep 17 00:00:00 2001 From: Jasper IJsselstein Date: Mon, 22 Sep 2025 23:53:10 +0200 Subject: [PATCH 1/2] filled my row and generated plots --- expanded_dataset.csv | 93 ++++++++++++++++++++++++++++++++++++++++++++ icecream.csv | 2 +- 2 files changed, 94 insertions(+), 1 deletion(-) create mode 100644 expanded_dataset.csv diff --git a/expanded_dataset.csv b/expanded_dataset.csv new file mode 100644 index 0000000..bf97dc3 --- /dev/null +++ b/expanded_dataset.csv @@ -0,0 +1,93 @@ +Github,Favourite Ice Cream,Favourite Colour,Height (cm) +jdding,pistachio,green,160.0 +abel4433291,,, +alecasat,,, +AnnavanHerwijnen,,, +Antonie11,,, +bakerman27,,, +bartligtenberg,,, +Bas-82,,, +beishuizen27-bot,,, +ben-rider,,, +bentedegen,,, +bogdanbuzatu04,,, +brammigamer,,, +brettbijland-commits,,, +charlottekoning10,,, +chenneman,,, +cleovos5,,, +daanfhb,,, +elvinli2697-star,,, +emelineneuteboom-rgb,,, +etyurkay,,, +Ewan2024,,, +franciscoacrei,,, +Giannis26J,,, +Gijsbezem,,, +Gijsjjmeijers,,, +gkosmidis4,,, +gretasch4-commits,,, +HuubKav,,, +HVerbaan,,, +hylkebleeker,,, +inesbmp,,, +IoanBirgaoanu,,, +irismobius,,, +JalissaRattan,,, +JarrikAlgera,,, +jasperijsselstein,lemon,blue,189.0 +Jessegotthat,,, +jessevanderlaan,,, +jialeidng,,, +jipposteenstra,,, +jordstub,,, +jpvermeer,,, +julianvanheijningen,,, +Julievdl,,, +kawater31,,, +Kevin-Verbakel,,, +knarfie1038,,, +kschmoutziguer,,, +lafeberfabienne,,, +LisaFranse,,, +LoisZhao-1,,, +LorenzoBouman,,, +lucvanham8,,, +lukarekhvia,,, +maartjevennegoor1,,, +Manasaht31,,, +maritvw,,, +martijnhofwegen18-ui,,, +Michiel58,,, +mikegeerts,,, +mmharis,,, +mtliem98,,, +Mulhamomar,,, +NBrodbelt,,, +Neillzt,,, +nhollnagel,,, +Nynke0607,,, +OscardeBoer5,,, +palaceparis,,, +pieterceulen12-alt,,, +Pommetjemayo,,, +pranshusharma0599-cloud,,, +ricodejong-tudelft,,, +Satt09,,, +Saumitra-Delft-2025,,, +sheikharfahmibinsheikharzimi,,, +stepkruisinga,,, +Tguleij,,, +Theivaprakasham,,, +Tjerko2002,,, +TristanRoussou,,, +turi1122,,, +wendyqxc,,, +wessel890,,, +WJSchakel,,, +wwouter,,, +yme116,,, +Youri-art,,, +zakejorge,,, +Zef-1999,,, +zero31415,,, diff --git a/icecream.csv b/icecream.csv index 380e6da..ef39fac 100644 --- a/icecream.csv +++ b/icecream.csv @@ -35,7 +35,7 @@ IoanBirgaoanu irismobius JalissaRattan JarrikAlgera -jasperijsselstein +jasperijsselstein,lemon,blue,189 Jessegotthat jessevanderlaan jialeidng From 74c8051f6bc8bf246bfbc15080fca7f124687552 Mon Sep 17 00:00:00 2001 From: Jasper IJsselstein Date: Tue, 23 Sep 2025 11:38:52 +0200 Subject: [PATCH 2/2] Added my row in icecream.csv and generated plots --- lab7_3.ipynb | 25 +++++++++++++++++-------- 1 file changed, 17 insertions(+), 8 deletions(-) diff --git a/lab7_3.ipynb b/lab7_3.ipynb index 56fc1bb..2327d42 100644 --- a/lab7_3.ipynb +++ b/lab7_3.ipynb @@ -22,13 +22,20 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 7, "id": "3742e4e6", "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "expanded_dataset.csv written with 92 rows\n" + ] + }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -38,7 +45,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -48,7 +55,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -60,10 +67,12 @@ "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", + "df=pd.read_csv(\"icecream.csv\",comment='#')\n", + "df.to_csv(\"expanded_dataset.csv\",index=False)\n", + "print(\"expanded_dataset.csv written with\", len(df), \"rows\")\n", "\n", "# Load dataset\n", "data = pd.read_csv(\"expanded_dataset.csv\")\n", - "\n", "# Plot icecream\n", "plt.figure()\n", "data[\"Favourite Ice Cream\"].value_counts().plot(kind=\"pie\")\n", @@ -97,9 +106,9 @@ ], "metadata": { "kernelspec": { - "display_name": "mude-base", + "display_name": "Python (TIL6022-25)", "language": "python", - "name": "python3" + "name": "til6022-25" }, "language_info": { "codemirror_mode": { @@ -111,7 +120,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.11" + "version": "3.11.13" } }, "nbformat": 4,