{ "cells": [ { "cell_type": "markdown", "id": "55791ec0", "metadata": {}, "source": [ "# EDA Schuhgröße\n", "\n", "Dieses Notebook: Erste Schritte für eine explorative Datenanalyse zum Datensatz \"Schuhgröße\", WS 2022." ] }, { "cell_type": "markdown", "id": "eb62fed2", "metadata": {}, "source": [ "## Busines Case\n", "\n", "Ursprünglich Busines Case 3 in , im WS 2022 aber ohne die Spalte \"Gewicht\".\n", "\n", "Vorherzusagen (Target) ist die Spalte Gender. Wir nehmen an, dass in einer Konsumenten-Analyse das Attribut \"Gender\" nicht erhoben wird, wir aber genau daran sehr interessiert sind. Also erschließen wir Gender aus Körpergröße und Schuhgröße." ] }, { "cell_type": "markdown", "id": "c2d4a2f5", "metadata": {}, "source": [ "## Datensatz beschreiben\n", "\n", "Hier etwas nachforschen: Was wissen wir über die Herkunft der Daten? Die beschriebene Domäne, hier: die Menschen? Warum wurden die Daten erhoben, wofür sind sie (nicht) repräsentativ? etc.\n", "\n", "Auch schon hier Erebnisse aus der nachfolgenden Analyse \"spoilern\"? Ja, denn CRISP-DM ist ein iterativer Prozess, und unser Notebook ist das Ergebnis dieses iterativen Prozesses." ] }, { "cell_type": "markdown", "id": "02fe3b0e", "metadata": {}, "source": [ "## Daten und Bibliotheken einlesen" ] }, { "cell_type": "code", "execution_count": 1, "id": "a7accbcb", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import seaborn as sns\n", "from IPython.display import display, Markdown, Latex" ] }, { "cell_type": "code", "execution_count": 2, "id": "6d02d83e", "metadata": {}, "outputs": [], "source": [ "random_state=42\n", "\n", "Erwachsen_Alter = 15 # Faustregel, Klischee, gesellschaftliche Konstruktion: muss man sicherlich noch diskutieren!" ] }, { "cell_type": "markdown", "id": "db457327", "metadata": {}, "source": [ "## Datensatz als Aufgabe herstellen" ] }, { "cell_type": "code", "execution_count": 3, "id": "a6212a21", "metadata": {}, "outputs": [], "source": [ "dbsrc = {} # database, source version" ] }, { "cell_type": "code", "execution_count": 4, "id": "c0ea39f1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Index(['Alter', 'Körpergröße', 'Schuhgröße', 'Gender'], dtype='object')\n" ] }, { "data": { "text/html": [ "
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" ], "text/plain": [ " Alter Körpergröße Schuhgröße\n", "count 310.000000 311.000000 345.000000\n", "mean 28.287097 139.551029 45.017391\n", "std 18.157122 64.626959 18.919190\n", "min 1.000000 1.000000 0.000000\n", "25% 18.000000 123.000000 38.000000\n", "50% 23.000000 170.000000 41.000000\n", "75% 33.000000 180.000000 44.000000\n", "max 85.000000 260.000000 99.000000" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#X = pd.read_csv(\"../data/schuhgroesse_ws2021.csv\", delimiter=',')\n", "X = pd.read_csv(\"../data/schuhgroesse_ws2022.csv\", delimiter=',')\n", "print(X.columns)\n", "y = X.pop(\"Gender\")\n", "X.describe()" ] }, { "cell_type": "code", "execution_count": 5, "id": "b0790508", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " Alter Körpergröße Schuhgröße\n", "0 11.0 120.0 99.0\n", "1 4.0 108.0 99.0\n", "2 3.0 NaN 99.0\n", "3 6.0 NaN 99.0\n", "4 16.0 175.0 44.0" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X.head()" ] }, { "cell_type": "markdown", "id": "6706f8b9", "metadata": {}, "source": [ "" ] }, { "cell_type": "code", "execution_count": 6, "id": "5ecab9d6", "metadata": {}, "outputs": [], "source": [ "from sklearn.model_selection import train_test_split\n", "\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.33, random_state=random_state)\n", "\n", "dbsrc[\"train\"] = X_train\n", "dbsrc[\"train\"][\"Gender\"] = y_train # y-Spalte wieder hinzufügen\n", "\n", "dbsrc[\"test\"] = X_test\n", "dbsrc[\"test\"][\"Gender\"] = y_test" ] }, { "cell_type": "code", "execution_count": 7, "id": "3f3620a6", "metadata": {}, "outputs": [], "source": [ "#for z in dbsrc:\n", "# display(dbsrc[z].describe())" ] }, { "cell_type": "code", "execution_count": 8, "id": "208d3ad6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "writing file train.csv\n", "writing file test.csv\n" ] } ], "source": [ "for z in dbsrc:\n", " print(f\"writing file {z}.csv\")\n", " dbsrc[z].to_csv(f\"statur_{z}.csv\", sep=';', index = False)" ] }, { "cell_type": "markdown", "id": "b443434f", "metadata": {}, "source": [ "## Datensatz analysieren" ] }, { "cell_type": "markdown", "id": "0a367ec1", "metadata": {}, "source": [ "Um uns Arbeit zu ersparen, legen wir den Original- und alle Teil-Datensätze nicht als eigene Variablen, sondern als in dict von DataFrames an." ] }, { "cell_type": "code", "execution_count": 9, "id": "79f66dcb", "metadata": {}, "outputs": [], "source": [ "database = {} # Alle Dataframes, mit denen wir rechnen" ] }, { "cell_type": "code", "execution_count": 10, "id": "715930ab", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['Alter', 'Körpergröße', 'Schuhgröße', 'Gender'], dtype='object')" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "database[\"train\"] = pd.read_csv(\"statur_train.csv\", delimiter=';')\n", "database[\"train\"].columns" ] }, { "cell_type": "code", "execution_count": 11, "id": "ce245eab", "metadata": {}, "outputs": [], "source": [ "assert set(database[\"train\"].columns) == {'Körpergröße', 'Alter', 'Schuhgröße', 'Gender' }" ] }, { "cell_type": "markdown", "id": "e01c0e5e", "metadata": {}, "source": [ "## EDA incl. Cleaning" ] }, { "cell_type": "code", "execution_count": 12, "id": "6d3cf8ab", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " Alter Körpergröße Schuhgröße Gender\n", "0 13.0 155.0 36.5 b\n", "1 19.0 175.0 42.0 b\n", "2 33.0 181.0 44.0 m(an)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "database[\"train\"].head(3)" ] }, { "cell_type": "markdown", "id": "ce76f585", "metadata": {}, "source": [ "### Cleaning" ] }, { "cell_type": "code", "execution_count": 13, "id": "92fd68c9", "metadata": {}, "outputs": [], "source": [ "database[\"train_clean\"] = database[\"train\"].copy() # Eine Kopie erzwingen\n", "X = database[\"train_clean\"] # ein Pointer, keine Kopie: Änerungen auf X ändern auch \"database['train_clean']\"" ] }, { "cell_type": "markdown", "id": "fc3f64fb", "metadata": {}, "source": [ "Die Gender-Spalte hat fehlerhafte Einträge:" ] }, { "cell_type": "code", "execution_count": 14, "id": "fb40a5c2", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'b',\n", " 'b(oy)',\n", " 'd',\n", " 'f',\n", " 'f\\n',\n", " 'g',\n", " 'g(irl)',\n", " 'm',\n", " 'm\\n',\n", " 'm(an)',\n", " nan,\n", " 'w',\n", " 'w(oman)'}" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "set(database[\"train_clean\"][\"Gender\"])" ] }, { "cell_type": "code", "execution_count": 15, "id": "3175d5b5", "metadata": {}, "outputs": [], "source": [ "def fn_clean_gender(string):\n", " if string in [ None, np.nan, \"\" ]:\n", " return \"NaN\"\n", " else:\n", " return string[0].lower()" ] }, { "cell_type": "code", "execution_count": 16, "id": "4fe5c48d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'NaN', 'b', 'd', 'f', 'g', 'm', 'w'}" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fn_clean_gender(\"\")\n", "database[\"train_clean\"][\"Gender\"] = database[\"train_clean\"][\"Gender\"].apply(lambda x: fn_clean_gender(x))\n", "set(database[\"train_clean\"][\"Gender\"])" ] }, { "cell_type": "markdown", "id": "b6de378a", "metadata": {}, "source": [ "### Einheit für Körpergröße \n", "\n", "Das funktioniert:\n", "```\n", "X.Körpergröße[X.Körpergröße > 3] = X.Körpergröße/ 100 \n", "```\n", "\n", "Aber es kommt eine Warnung:\n", "\n", "> SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame\n", ">\n", "> See the caveats in the documentation: \n", "\n", "Besser: \"The following is the recommended access method using `.loc` for multiple items (using `mask`) \"" ] }, { "cell_type": "code", "execution_count": 17, "id": "7c177a4e", "metadata": {}, "outputs": [], "source": [ "# https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html\n", "mask = X.Körpergröße == 999\n", "X.loc[mask, 'Körpergröße'] = np.nan \n", "\n", "mask = X.Körpergröße < 30 # kleiner als 30 cm ist niemand, also ist die Größe in m angegeben: in cm umrechnen\n", "X.loc[mask, 'Körpergröße'] = X.loc[mask, 'Körpergröße'] * 100 " ] }, { "cell_type": "code", "execution_count": 18, "id": "6ffd3bdc", "metadata": {}, "outputs": [], "source": [ "mask = X.Alter > 120\n", "X.loc[mask, 'Alter'] = np.nan " ] }, { "cell_type": "code", "execution_count": 19, "id": "b71522f4", "metadata": {}, "outputs": [], "source": [ "mask = X.Schuhgröße == 99\n", "X.loc[mask, 'Schuhgröße'] = np.nan " ] }, { "cell_type": "code", "execution_count": 20, "id": "7728bb52", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "84.0" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "max(X.Alter)" ] }, { "cell_type": "markdown", "id": "fc9c824e", "metadata": {}, "source": [ "## Datensatz visualisieren\n", "\n", "JB: Einige Routine-Schritte sind schon gegeben, kann man aber bei Bedarf ergänzen." ] }, { "cell_type": "code", "execution_count": 21, "id": "1e09de7d", "metadata": {}, "outputs": [], "source": [ "# Sorge für Konsistenz in der Farbgebung von Seaborn:\n", "# Seaborne Farben dem Geschlecht eindeutig zuweisen\n", "markers={\"Gender\": [\"^\", \"^\", \"^\", \"o\", \"o\", \".\", \".\"]}\n", "palette={\"Gender\": {\n", " \"f\": \"r\", \n", " \"g\":\"r\",\n", " \"w\": \"r\",\n", " \"m\": \"b\", \n", " \"b\": \"b\",\n", " \"d\": \"y\",\n", " \"NaN\": \"y\",\n", " \"n\": \"y\"\n", " }}\n", "hue=\"Gender\"" ] }, { "cell_type": "markdown", "id": "cc7ebbf6", "metadata": {}, "source": [ "Eine Vorschau auf eine lineare Regression (JB: Welche Regression verwendet Seaborne hier eigentlich?) \n", " zeigt, dass das entstehende Modell suboptimal ausfallen wird, wenn man nicht nach Geschlecht oder heranwachsend/erwachsen differenziert:" ] }, { "cell_type": "code", "execution_count": 22, "id": "25b28be8", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "filenames": { "image/png": "/home/dsci/a/l/LA_2023_ws/dsci-ml/md/_build/jupyter_execute/x_eda-schuhgroesse_35_1.png" } }, "output_type": "display_data" } ], "source": [ "sns.regplot(x=\"Alter\", y=\"Schuhgröße\", data=database[\"train_clean\"])" ] }, { "cell_type": "markdown", "id": "12068733", "metadata": {}, "source": [ "Wir wollen also im Folgenden mit verschiedenen Teil-Datensätzen weiterarbeiten." ] }, { "cell_type": "code", "execution_count": 23, "id": "c6676025", "metadata": {}, "outputs": [], "source": [ "database[\"Erwachsen\"] = database[\"train_clean\"].copy().loc[database[\"train_clean\"].Alter > Erwachsen_Alter]\n", "database[\"Heranwachsend\"] = database[\"train_clean\"].copy().loc[database[\"train_clean\"].Alter <= Erwachsen_Alter]\n", "database[\"Frauen\"] = database[\"train_clean\"].loc[(database[\"train_clean\"].Alter > Erwachsen_Alter) & (database[\"train_clean\"].Gender=='f')]\n", "database[\"Maenner\"] = database[\"train_clean\"].loc[(database[\"train_clean\"].Alter > Erwachsen_Alter) & (database[\"train_clean\"].Gender=='m')]" ] }, { "cell_type": "code", "execution_count": 24, "id": "b20cad4c", "metadata": {}, "outputs": [], "source": [ "# alle Original- und Teildatensätze, für die wir die Auswertung machen wollen\n", "focus = [\"train_clean\", \"Heranwachsend\", \"Erwachsen\", \"Frauen\", \"Maenner\"]" ] }, { "cell_type": "code", "execution_count": 25, "id": "0c0101ca", "metadata": {}, "outputs": [ { "data": { "text/markdown": [ "**train_clean**" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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" ], "text/plain": [ " Alter Körpergröße Schuhgröße\n", "count 87.000000 80.000000 79.000000\n", "mean 37.402299 181.437500 43.139241\n", "std 18.523059 8.171955 4.162513\n", "min 17.000000 165.000000 10.500000\n", "25% 23.000000 175.000000 42.000000\n", "50% 30.000000 181.000000 43.000000\n", "75% 52.500000 185.000000 45.000000\n", "max 84.000000 201.000000 49.000000" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for f in focus:\n", " display(Markdown(f'**{f}**'))\n", " display(database[f].describe())" ] }, { "cell_type": "code", "execution_count": 26, "id": "941812e2", "metadata": {}, "outputs": [ { "data": { "text/markdown": [ "**train_clean**" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "filenames": { "image/png": "/home/dsci/a/l/LA_2023_ws/dsci-ml/md/_build/jupyter_execute/x_eda-schuhgroesse_40_2.png" } }, "output_type": "display_data" } ], "source": [ "f=\"train_clean\"\n", "display(Markdown(f\"**{f}**\"))\n", "sns.pairplot(database[f], hue=hue, \n", " markers=markers[hue], palette=palette[hue]\n", " )" ] }, { "cell_type": "code", "execution_count": 27, "id": "9525ee3f", "metadata": {}, "outputs": [ { "data": { "text/markdown": [ "**Heranwachsend**" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "filenames": { "image/png": "/home/dsci/a/l/LA_2023_ws/dsci-ml/md/_build/jupyter_execute/x_eda-schuhgroesse_41_2.png" } }, "output_type": "display_data" } ], "source": [ "f=\"Heranwachsend\"\n", "display(Markdown(f\"**{f}**\"))\n", "sns.pairplot(database[f], hue=hue, \n", " # markers=markers[hue], palette=palette[hue]\n", " )" ] }, { "cell_type": "code", "execution_count": 28, "id": "14be5e51", "metadata": {}, "outputs": [ { "data": { "text/markdown": [ "**Erwachsen**" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "filenames": { "image/png": "/home/dsci/a/l/LA_2023_ws/dsci-ml/md/_build/jupyter_execute/x_eda-schuhgroesse_42_2.png" } }, "output_type": "display_data" } ], "source": [ "f=\"Erwachsen\"\n", "display(Markdown(f\"**{f}**\"))\n", "sns.pairplot(database[f], hue=hue, markers=markers[hue], palette=palette[hue])" ] }, { "cell_type": "code", "execution_count": 29, "id": "5a3db728", "metadata": {}, "outputs": [ { "data": { "text/markdown": [ "**Frauen**" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "filenames": { "image/png": "/home/dsci/a/l/LA_2023_ws/dsci-ml/md/_build/jupyter_execute/x_eda-schuhgroesse_43_2.png" } }, "output_type": "display_data" } ], "source": [ "f = \"Frauen\"\n", "display(Markdown(f\"**{f}**\"))\n", "sns.pairplot(database[f], hue=hue, #markers=markers[hue], \n", " palette=palette[hue])" ] }, { "cell_type": "code", "execution_count": 30, "id": "0e32a8d2", "metadata": {}, "outputs": [], "source": [ "# oder mehr fancy?\n", "# https://seaborn.pydata.org/tutorial/distributions.html#plotting-many-distributions\n", "#g = sns.PairGrid(X, hue = \"Gender\")\n", "#g.map_upper(sns.histplot)\n", "#g.map_lower(sns.kdeplot, fill=True)\n", "#g.map_diag(sns.histplot, kde=True)" ] }, { "cell_type": "raw", "id": "9d57a709", "metadata": {}, "source": [ "noch mehr fancy: " ] }, { "cell_type": "raw", "id": "218369c9", "metadata": {}, "source": [ "for f in focus:\n", " display(Markdown(f'**{f}**'))\n", " sns.jointplot(\n", " data=database[f],\n", " x=\"Körpergröße\", y=\"Schuhgröße\", \n", " #hue=hue, \n", " #markers=markers[hue], \n", " palette=palette[hue],\n", " kind=\"reg\",\n", " # kind=\"kde\"\n", ")" ] }, { "cell_type": "markdown", "id": "08247022", "metadata": {}, "source": [ "Da könnte man hinwollen: Heranwachsende Männer (blau), erwachsene Frauen (rot) etc.:" ] }, { "cell_type": "code", "execution_count": 31, "id": "67679254", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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