From 3f53ea5478161bc50ff1801ac186a1426d2f2035 Mon Sep 17 00:00:00 2001 From: jkrause Date: Tue, 5 Dec 2023 13:51:21 +0100 Subject: [PATCH 1/4] Add 02_Geo_visualization_example.ipynb --- nb/02_Geo_visualization_example.ipynb | 1810 +++++++++++++++++++++++++ 1 file changed, 1810 insertions(+) create mode 100644 nb/02_Geo_visualization_example.ipynb diff --git a/nb/02_Geo_visualization_example.ipynb b/nb/02_Geo_visualization_example.ipynb new file mode 100644 index 0000000..dbd98f2 --- /dev/null +++ b/nb/02_Geo_visualization_example.ipynb @@ -0,0 +1,1810 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Possibly add to poetry" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# conda install geopandas\n", + "# conda install matplotlib" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Imports" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import geopandas\n", + "# from matplotlib import pyplot as plt\n", + "from pystatis import set_db\n", + "from pystatis import Table" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# load shape file" + ] + }, + { + "cell_type": "code", + "execution_count": 274, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "path_to_data = \"vg2500_12-31.utm32s.shape/vg2500/VG2500_KRS.shp\"\n", + "gdf = geopandas.read_file(path_to_data)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 276, + "metadata": {}, + "outputs": [], + "source": [ + "gdf.loc[:,'area']=gdf.area" + ] + }, + { + "cell_type": "code", + "execution_count": 277, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 277, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "gdf.plot('area',legend=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# load data from Regionalstatistik" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "set_db('regio')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "students = Table(name='21311-01-01-4')\n", + "population = Table(name='12411-01-01-4')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "students.get_data()\n", + "population.get_data()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df_students = students.data\n", + "df_population = population.data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## rename columns of interest" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df_students.rename(\n", + " columns={\n", + " '1_Auspraegung_Label': 'region', \n", + " '1_Auspraegung_Code': 'ags',\n", + " '2_Auspraegung_Label': 'geschlecht', \n", + " '3_Auspraegung_Label': 'nation', \n", + " '4_Auspraegung_Label': 'fach', \n", + " 'HS-W02__Studierende_(im_Kreisgebiet)__Anzahl': 'studierende',\n", + " },\n", + " inplace=True\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df_population.rename(\n", + " columns={\n", + " '1_Auspraegung_Label': 'region', \n", + " '1_Auspraegung_Code': 'ags',\n", + " '2_Auspraegung_Label': 'geschlecht', \n", + " 'BEVSTD__Bevoelkerungsstand__Anzahl': 'population'\n", + " },\n", + " inplace=True,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## get column types consistent" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df_population.population.astype('float')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df_students.studierende.replace(to_replace='-',value=None,inplace=True)\n", + "df_students.studierende.replace(to_replace='.',value=None,inplace=True)\n", + "\n", + "df_population.population.replace(to_replace='-',value=None,inplace=True)\n", + "df_population.population.replace(to_replace='.',value=None,inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 210, + "metadata": {}, + "outputs": [], + "source": [ + "df_students.studierende = df_students.studierende.astype(float)\n", + "df_population.population = df_population.population.astype(float)" + ] + }, + { + "cell_type": "code", + "execution_count": 211, + "metadata": {}, + "outputs": [], + "source": [ + "df_students.ags = df_students.ags.astype(str)\n", + "df_population.ags = df_population.ags.astype(str)" + ] + }, + { + "cell_type": "code", + "execution_count": 212, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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881621311Statistik der StudentenSEMESTSemesterWS 2021/22KREISEKreise und kreisfreie Städte05354Aachen, KreisGESINS...weiblichNAT01Nationalität (inkl. insgesamt)NATDDeutscheHS-FG2Fächergruppe (mit Insgesamt)HS-FG08IngenieurwissenschaftenNaN
881721311Statistik der StudentenSEMESTSemesterWS 2021/22KREISEKreise und kreisfreie Städte05354Aachen, KreisGESINS...weiblichNAT01Nationalität (inkl. insgesamt)NATDDeutscheHS-FG2Fächergruppe (mit Insgesamt)HS-FG09Kunst, KunstwissenschaftNaN
881821311Statistik der StudentenSEMESTSemesterWS 2021/22KREISEKreise und kreisfreie Städte05354Aachen, KreisGESINS...weiblichNAT01Nationalität (inkl. insgesamt)NATDDeutscheHS-FG2Fächergruppe (mit Insgesamt)HS-FG10Außerhalb der StudienbereichsgliederungNaN
881921311Statistik der StudentenSEMESTSemesterWS 2021/22KREISEKreise und kreisfreie Städte05354Aachen, KreisGESINS...weiblichNAT01Nationalität (inkl. insgesamt)NATDDeutscheHS-FG2Fächergruppe (mit Insgesamt)INSGESAMTInsgesamtNaN
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90 rows × 22 columns

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" + ], + "text/plain": [ + " Statistik_Code Statistik_Label Zeit_Code Zeit_Label Zeit 1_Merkmal_Code 1_Merkmal_Label ags region 2_Merkmal_Code ... geschlecht 3_Merkmal_Code 3_Merkmal_Label 3_Auspraegung_Code nation 4_Merkmal_Code 4_Merkmal_Label 4_Auspraegung_Code fach studierende\n", + "8730 21311 Statistik der Studenten SEMEST Semester WS 2021/22 KREISE Kreise und kreisfreie Städte 05354 Aachen, Kreis GESINS ... Insgesamt NAT01 Nationalität (inkl. insgesamt) INSGESAMT Insgesamt HS-FG2 Fächergruppe (mit Insgesamt) HS-FG01 Geisteswissenschaften NaN\n", + "8731 21311 Statistik der Studenten SEMEST Semester WS 2021/22 KREISE Kreise und kreisfreie Städte 05354 Aachen, Kreis GESINS ... Insgesamt NAT01 Nationalität (inkl. insgesamt) INSGESAMT Insgesamt HS-FG2 Fächergruppe (mit Insgesamt) HS-FG02 Sport NaN\n", + "8732 21311 Statistik der Studenten SEMEST Semester WS 2021/22 KREISE Kreise und kreisfreie Städte 05354 Aachen, Kreis GESINS ... Insgesamt NAT01 Nationalität (inkl. insgesamt) INSGESAMT Insgesamt HS-FG2 Fächergruppe (mit Insgesamt) HS-FG03 Rechts-, Wirtschafts- und Sozialwissenschaften NaN\n", + "8733 21311 Statistik der Studenten SEMEST Semester WS 2021/22 KREISE Kreise und kreisfreie Städte 05354 Aachen, Kreis GESINS ... Insgesamt NAT01 Nationalität (inkl. insgesamt) INSGESAMT Insgesamt HS-FG2 Fächergruppe (mit Insgesamt) HS-FG04 Mathematik/Naturwissenschaften NaN\n", + "8734 21311 Statistik der Studenten SEMEST Semester WS 2021/22 KREISE Kreise und kreisfreie Städte 05354 Aachen, Kreis GESINS ... Insgesamt NAT01 Nationalität (inkl. insgesamt) INSGESAMT Insgesamt HS-FG2 Fächergruppe (mit Insgesamt) HS-FG05 Humanmedizin/Gesundheitswissenschaften NaN\n", + "... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...\n", + "8815 21311 Statistik der Studenten SEMEST Semester WS 2021/22 KREISE Kreise und kreisfreie Städte 05354 Aachen, Kreis GESINS ... weiblich NAT01 Nationalität (inkl. insgesamt) NATD Deutsche HS-FG2 Fächergruppe (mit Insgesamt) HS-FG07 Agrar-, Forst- und Ernährungswissensch., Veterinär NaN\n", + "8816 21311 Statistik der Studenten SEMEST Semester WS 2021/22 KREISE Kreise und kreisfreie Städte 05354 Aachen, Kreis GESINS ... weiblich NAT01 Nationalität (inkl. insgesamt) NATD Deutsche HS-FG2 Fächergruppe (mit Insgesamt) HS-FG08 Ingenieurwissenschaften NaN\n", + "8817 21311 Statistik der Studenten SEMEST Semester WS 2021/22 KREISE Kreise und kreisfreie Städte 05354 Aachen, Kreis GESINS ... weiblich NAT01 Nationalität (inkl. insgesamt) NATD Deutsche HS-FG2 Fächergruppe (mit Insgesamt) HS-FG09 Kunst, Kunstwissenschaft NaN\n", + "8818 21311 Statistik der Studenten SEMEST Semester WS 2021/22 KREISE Kreise und kreisfreie Städte 05354 Aachen, Kreis GESINS ... weiblich NAT01 Nationalität (inkl. insgesamt) NATD Deutsche HS-FG2 Fächergruppe (mit Insgesamt) HS-FG10 Außerhalb der Studienbereichsgliederung NaN\n", + "8819 21311 Statistik der Studenten SEMEST Semester WS 2021/22 KREISE Kreise und kreisfreie Städte 05354 Aachen, Kreis GESINS ... weiblich NAT01 Nationalität (inkl. insgesamt) NATD Deutsche HS-FG2 Fächergruppe (mit Insgesamt) INSGESAMT Insgesamt NaN\n", + "\n", + "[90 rows x 22 columns]" + ] + }, + "execution_count": 212, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_students[df_students.ags == '05354']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## only interested in total numbers of students and population" + ] + }, + { + "cell_type": "code", + "execution_count": 213, + "metadata": {}, + "outputs": [], + "source": [ + "idx_total = df_students[(df_students.nation=='Insgesamt')&(df_students.geschlecht=='Insgesamt')&(df_students.fach=='Insgesamt')].index\n", + "df_students_totals = df_students.loc[idx_total,['region','ags','studierende']]" + ] + }, + { + "cell_type": "code", + "execution_count": 214, + "metadata": {}, + "outputs": [], + "source": [ + "idx_total = df_population[df_population.geschlecht=='Insgesamt'].index\n", + "df_population_totals = df_population.loc[idx_total,['region','ags','population']]" + ] + }, + { + "cell_type": "code", + "execution_count": 215, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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regionagsstudierende
9DeutschlandDG2941915.0
99Schleswig-Holstein0167447.0
189Flensburg, kreisfreie Stadt010019960.0
279Kiel, kreisfreie Stadt0100236321.0
369Lübeck, kreisfreie Stadt, Hansestadt0100313850.0
............
47979Saalfeld-Rudolstadt, Landkreis16073NaN
48069Saale-Holzland-Kreis16074NaN
48159Saale-Orla-Kreis16075NaN
48249Greiz, Landkreis16076NaN
48339Altenburger Land, Landkreis16077NaN
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538 rows × 3 columns

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" + ], + "text/plain": [ + " region ags studierende\n", + "9 Deutschland DG 2941915.0\n", + "99 Schleswig-Holstein 01 67447.0\n", + "189 Flensburg, kreisfreie Stadt 01001 9960.0\n", + "279 Kiel, kreisfreie Stadt 01002 36321.0\n", + "369 Lübeck, kreisfreie Stadt, Hansestadt 01003 13850.0\n", + "... ... ... ...\n", + "47979 Saalfeld-Rudolstadt, Landkreis 16073 NaN\n", + "48069 Saale-Holzland-Kreis 16074 NaN\n", + "48159 Saale-Orla-Kreis 16075 NaN\n", + "48249 Greiz, Landkreis 16076 NaN\n", + "48339 Altenburger Land, Landkreis 16077 NaN\n", + "\n", + "[538 rows x 3 columns]" + ] + }, + "execution_count": 215, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_students_totals" + ] + }, + { + "cell_type": "code", + "execution_count": 216, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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regionagspopulation
0DeutschlandDG84358845.0
3Schleswig-Holstein012953270.0
6Flensburg, kreisfreie Stadt0100192550.0
9Kiel, kreisfreie Stadt01002247717.0
12Lübeck, kreisfreie Stadt, Hansestadt01003218095.0
............
1599Saalfeld-Rudolstadt, Landkreis16073101494.0
1602Saale-Holzland-Kreis1607483234.0
1605Saale-Orla-Kreis1607579178.0
1608Greiz, Landkreis1607696381.0
1611Altenburger Land, Landkreis1607788787.0
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538 rows × 3 columns

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" + ], + "text/plain": [ + " region ags population\n", + "0 Deutschland DG 84358845.0\n", + "3 Schleswig-Holstein 01 2953270.0\n", + "6 Flensburg, kreisfreie Stadt 01001 92550.0\n", + "9 Kiel, kreisfreie Stadt 01002 247717.0\n", + "12 Lübeck, kreisfreie Stadt, Hansestadt 01003 218095.0\n", + "... ... ... ...\n", + "1599 Saalfeld-Rudolstadt, Landkreis 16073 101494.0\n", + "1602 Saale-Holzland-Kreis 16074 83234.0\n", + "1605 Saale-Orla-Kreis 16075 79178.0\n", + "1608 Greiz, Landkreis 16076 96381.0\n", + "1611 Altenburger Land, Landkreis 16077 88787.0\n", + "\n", + "[538 rows x 3 columns]" + ] + }, + "execution_count": 216, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_population_totals" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Merge population and student data" + ] + }, + { + "cell_type": "code", + "execution_count": 261, + "metadata": {}, + "outputs": [], + "source": [ + "df_students_pops = pd.merge(df_students_totals, df_population_totals, on=['region', 'ags'],how='outer')" + ] + }, + { + "cell_type": "code", + "execution_count": 262, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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regionagsstudierendepopulation
0DeutschlandDG2941915.084358845.0
1Schleswig-Holstein0167447.02953270.0
2Flensburg, kreisfreie Stadt010019960.092550.0
3Kiel, kreisfreie Stadt0100236321.0247717.0
4Lübeck, kreisfreie Stadt, Hansestadt0100313850.0218095.0
...............
533Saalfeld-Rudolstadt, Landkreis16073NaN101494.0
534Saale-Holzland-Kreis16074NaN83234.0
535Saale-Orla-Kreis16075NaN79178.0
536Greiz, Landkreis16076NaN96381.0
537Altenburger Land, Landkreis16077NaN88787.0
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538 rows × 4 columns

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" + ], + "text/plain": [ + " region ags studierende population\n", + "0 Deutschland DG 2941915.0 84358845.0\n", + "1 Schleswig-Holstein 01 67447.0 2953270.0\n", + "2 Flensburg, kreisfreie Stadt 01001 9960.0 92550.0\n", + "3 Kiel, kreisfreie Stadt 01002 36321.0 247717.0\n", + "4 Lübeck, kreisfreie Stadt, Hansestadt 01003 13850.0 218095.0\n", + ".. ... ... ... ...\n", + "533 Saalfeld-Rudolstadt, Landkreis 16073 NaN 101494.0\n", + "534 Saale-Holzland-Kreis 16074 NaN 83234.0\n", + "535 Saale-Orla-Kreis 16075 NaN 79178.0\n", + "536 Greiz, Landkreis 16076 NaN 96381.0\n", + "537 Altenburger Land, Landkreis 16077 NaN 88787.0\n", + "\n", + "[538 rows x 4 columns]" + ] + }, + "execution_count": 262, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_students_pops" + ] + }, + { + "cell_type": "code", + "execution_count": 263, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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regionagsstudierendepopulationrate
0DeutschlandDG2941915.084358845.0348.738179
1Schleswig-Holstein0167447.02953270.0228.380744
2Flensburg, kreisfreie Stadt010019960.092550.01076.175041
3Kiel, kreisfreie Stadt0100236321.0247717.01466.229609
4Lübeck, kreisfreie Stadt, Hansestadt0100313850.0218095.0635.044361
..................
533Saalfeld-Rudolstadt, Landkreis16073NaN101494.0NaN
534Saale-Holzland-Kreis16074NaN83234.0NaN
535Saale-Orla-Kreis16075NaN79178.0NaN
536Greiz, Landkreis16076NaN96381.0NaN
537Altenburger Land, Landkreis16077NaN88787.0NaN
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538 rows × 5 columns

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" + ], + "text/plain": [ + " region ags studierende population rate\n", + "0 Deutschland DG 2941915.0 84358845.0 348.738179\n", + "1 Schleswig-Holstein 01 67447.0 2953270.0 228.380744\n", + "2 Flensburg, kreisfreie Stadt 01001 9960.0 92550.0 1076.175041\n", + "3 Kiel, kreisfreie Stadt 01002 36321.0 247717.0 1466.229609\n", + "4 Lübeck, kreisfreie Stadt, Hansestadt 01003 13850.0 218095.0 635.044361\n", + ".. ... ... ... ... ...\n", + "533 Saalfeld-Rudolstadt, Landkreis 16073 NaN 101494.0 NaN\n", + "534 Saale-Holzland-Kreis 16074 NaN 83234.0 NaN\n", + "535 Saale-Orla-Kreis 16075 NaN 79178.0 NaN\n", + "536 Greiz, Landkreis 16076 NaN 96381.0 NaN\n", + "537 Altenburger Land, Landkreis 16077 NaN 88787.0 NaN\n", + "\n", + "[538 rows x 5 columns]" + ] + }, + "execution_count": 263, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_students_pops['rate']=df_students_pops.studierende/df_students_pops.population*10000\n", + "df_students_pops" + ] + }, + { + "cell_type": "code", + "execution_count": 264, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 348.738179\n", + "1 228.380744\n", + "2 1076.175041\n", + "3 1466.229609\n", + "4 635.044361\n", + " ... \n", + "533 NaN\n", + "534 NaN\n", + "535 NaN\n", + "536 NaN\n", + "537 NaN\n", + "Name: rate, Length: 538, dtype: float64" + ] + }, + "execution_count": 264, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_students_pops.rate" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## check some special cases - Stadtstaaten, Landeshaupstadt, .." + ] + }, + { + "cell_type": "code", + "execution_count": 222, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Deutschland DG\n", + " Schleswig-Holstein 01\n", + " Hamburg 02\n", + " Niedersachsen 03\n", + " Braunschweig, Statistische Region 031\n", + " Hannover, Statistische Region 032\n", + " Hannover, Landeshauptstadt 03241001\n", + " Lüneburg 033\n", + " Weser-Ems, Statistische Region 034\n", + " Bremen 04\n", + " Nordrhein-Westfalen 05\n", + " Düsseldorf, Regierungsbezirk 051\n", + " Köln, Regierungsbezirk 053\n", + " Aachen, kreisfreie Stadt 05334002\n", + " Münster, Regierungsbezirk 055\n", + " Detmold, Regierungsbezirk 057\n", + " Arnsberg, Regierungsbezirk 059\n", + " Hessen 06\n", + " Darmstadt, Regierungsbezirk 064\n", + " Gießen, Regierungsbezirk 065\n", + " Kassel, Regierungsbezirk 066\n", + " Rheinland-Pfalz 07\n", + " Koblenz, Statistische Region 071\n", + " Trier, Statistische Region 072\n", + " Rheinhessen-Pfalz, Statistische Region 073\n", + " Baden-Württemberg 08\n", + " Stuttgart, Regierungsbezirk 081\n", + " Karlsruhe, Regierungsbezirk 082\n", + " Freiburg, Regierungsbezirk 083\n", + " Tübingen, Regierungsbezirk 084\n", + " Bayern 09\n", + " Oberbayern, Regierungsbezirk 091\n", + " Niederbayern, Regierungsbezirk 092\n", + " Oberpfalz, Regierungsbezirk 093\n", + " Oberfranken, Regierungsbezirk 094\n", + " Mittelfranken, Regierungsbezirk 095\n", + " Unterfranken, Regierungsbezirk 096\n", + " Schwaben, Regierungsbezirk 097\n", + " Saarland 10\n", + " Saarbrücken, Landeshauptstadt 10041100\n", + " Berlin 11\n", + " Berlin-Mitte 11001001\n", + " Berlin-Friedrichshain-Kreuzberg 11002002\n", + " Berlin-Pankow 11003003\n", + " Berlin-Charlottenburg-Wilmersdorf 11004004\n", + " Berlin-Spandau 11005005\n", + " Berlin-Steglitz-Zehlendorf 11006006\n", + " Berlin-Tempelhof-Schöneberg 11007007\n", + " Berlin-Neukölln 11008008\n", + " Berlin-Treptow-Köpenick 11009009\n", + " Berlin-Marzahn-Hellersdorf 11010010\n", + " Berlin-Lichtenberg 11011011\n", + " Berlin-Reinickendorf 11012012\n", + " Brandenburg 12\n", + " Mecklenburg-Vorpommern 13\n", + " Sachsen 14\n", + " Chemnitz, Regierungsbezirk 141\n", + " Dresden, Regierungsbezirk 142\n", + " Leipzig, Regierungsbezirk 143\n", + " Chemnitz, Statistische Region 145\n", + " Dresden, Statistische Region 146\n", + " Leipzig, Statistische Region 147\n", + " Sachsen-Anhalt 15\n", + " Dessau, Statistische Region 151\n", + " Halle, Statistische Region 152\n", + " Magdeburg, Statistische Region 153\n", + " Thüringen 16\n" + ] + } + ], + "source": [ + "for reg,ags in zip(df_students_pops.region,df_students_pops.ags):\n", + " if len(ags)!=5:\n", + " print(reg,ags)" + ] + }, + { + "cell_type": "code", + "execution_count": 223, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "region Berlin\n", + "ags 11\n", + "population 3755251.0\n", + "Name: 1098, dtype: object\n", + "region Berlin-Mitte\n", + "ags 11001001\n", + "population NaN\n", + "Name: 1101, dtype: object\n", + "region Berlin-Friedrichshain-Kreuzberg\n", + "ags 11002002\n", + "population NaN\n", + "Name: 1104, dtype: object\n", + "region Berlin-Pankow\n", + "ags 11003003\n", + "population NaN\n", + "Name: 1107, dtype: object\n", + "region Berlin-Charlottenburg-Wilmersdorf\n", + "ags 11004004\n", + "population NaN\n", + "Name: 1110, dtype: object\n", + "region Berlin-Spandau\n", + "ags 11005005\n", + "population NaN\n", + "Name: 1113, dtype: object\n", + "region Berlin-Steglitz-Zehlendorf\n", + "ags 11006006\n", + "population NaN\n", + "Name: 1116, dtype: object\n", + "region Berlin-Tempelhof-Schöneberg\n", + "ags 11007007\n", + "population NaN\n", + "Name: 1119, dtype: object\n", + "region Berlin-Neukölln\n", + "ags 11008008\n", + "population NaN\n", + "Name: 1122, dtype: object\n", + "region Berlin-Treptow-Köpenick\n", + "ags 11009009\n", + "population NaN\n", + "Name: 1125, dtype: object\n", + "region Berlin-Marzahn-Hellersdorf\n", + "ags 11010010\n", + "population NaN\n", + "Name: 1128, dtype: object\n", + "region Berlin-Lichtenberg\n", + "ags 11011011\n", + "population NaN\n", + "Name: 1131, dtype: object\n", + "region Berlin-Reinickendorf\n", + "ags 11012012\n", + "population NaN\n", + "Name: 1134, dtype: object\n" + ] + } + ], + "source": [ + "for idx in df_population_totals.index:\n", + " if 'Berlin' in df_population_totals.loc[idx].region:\n", + " print(df_population_totals.loc[idx])" + ] + }, + { + "cell_type": "code", + "execution_count": 224, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "region Berlin\n", + "ags 11\n", + "studierende 203869.0\n", + "Name: 32949, dtype: object\n", + "region Berlin-Mitte\n", + "ags 11001001\n", + "studierende NaN\n", + "Name: 33039, dtype: object\n", + "region Berlin-Friedrichshain-Kreuzberg\n", + "ags 11002002\n", + "studierende NaN\n", + "Name: 33129, dtype: object\n", + "region Berlin-Pankow\n", + "ags 11003003\n", + "studierende NaN\n", + "Name: 33219, dtype: object\n", + "region Berlin-Charlottenburg-Wilmersdorf\n", + "ags 11004004\n", + "studierende NaN\n", + "Name: 33309, dtype: object\n", + "region Berlin-Spandau\n", + "ags 11005005\n", + "studierende NaN\n", + "Name: 33399, dtype: object\n", + "region Berlin-Steglitz-Zehlendorf\n", + "ags 11006006\n", + "studierende NaN\n", + "Name: 33489, dtype: object\n", + "region Berlin-Tempelhof-Schöneberg\n", + "ags 11007007\n", + "studierende NaN\n", + "Name: 33579, dtype: object\n", + "region Berlin-Neukölln\n", + "ags 11008008\n", + "studierende NaN\n", + "Name: 33669, dtype: object\n", + "region Berlin-Treptow-Köpenick\n", + "ags 11009009\n", + "studierende NaN\n", + "Name: 33759, dtype: object\n", + "region Berlin-Marzahn-Hellersdorf\n", + "ags 11010010\n", + "studierende NaN\n", + "Name: 33849, dtype: object\n", + "region Berlin-Lichtenberg\n", + "ags 11011011\n", + "studierende NaN\n", + "Name: 33939, dtype: object\n", + "region Berlin-Reinickendorf\n", + "ags 11012012\n", + "studierende NaN\n", + "Name: 34029, dtype: object\n" + ] + } + ], + "source": [ + "for idx in df_students_totals.index:\n", + " if 'Berlin' in df_students_totals.loc[idx].region:\n", + " print(df_students_totals.loc[idx])" + ] + }, + { + "cell_type": "code", + "execution_count": 238, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "region Berlin\n", + "ags 11\n", + "studierende 203869.0\n", + "population 3755251.0\n", + "rate 542.890475\n", + "Name: 366, dtype: object\n", + "region Berlin-Mitte\n", + "ags 11001001\n", + "studierende NaN\n", + "population NaN\n", + "rate NaN\n", + "Name: 367, dtype: object\n", + "region Berlin-Friedrichshain-Kreuzberg\n", + "ags 11002002\n", + "studierende NaN\n", + "population NaN\n", + "rate NaN\n", + "Name: 368, dtype: object\n", + "region Berlin-Pankow\n", + "ags 11003003\n", + "studierende NaN\n", + "population NaN\n", + "rate NaN\n", + "Name: 369, dtype: object\n", + "region Berlin-Charlottenburg-Wilmersdorf\n", + "ags 11004004\n", + "studierende NaN\n", + "population NaN\n", + "rate NaN\n", + "Name: 370, dtype: object\n", + "region Berlin-Spandau\n", + "ags 11005005\n", + "studierende NaN\n", + "population NaN\n", + "rate NaN\n", + "Name: 371, dtype: object\n", + "region Berlin-Steglitz-Zehlendorf\n", + "ags 11006006\n", + "studierende NaN\n", + "population NaN\n", + "rate NaN\n", + "Name: 372, dtype: object\n", + "region Berlin-Tempelhof-Schöneberg\n", + "ags 11007007\n", + "studierende NaN\n", + "population NaN\n", + "rate NaN\n", + "Name: 373, dtype: object\n", + "region Berlin-Neukölln\n", + "ags 11008008\n", + "studierende NaN\n", + "population NaN\n", + "rate NaN\n", + "Name: 374, dtype: object\n", + "region Berlin-Treptow-Köpenick\n", + "ags 11009009\n", + "studierende NaN\n", + "population NaN\n", + "rate NaN\n", + "Name: 375, dtype: object\n", + "region Berlin-Marzahn-Hellersdorf\n", + "ags 11010010\n", + "studierende NaN\n", + "population NaN\n", + "rate NaN\n", + "Name: 376, dtype: object\n", + "region Berlin-Lichtenberg\n", + "ags 11011011\n", + "studierende NaN\n", + "population NaN\n", + "rate NaN\n", + "Name: 377, dtype: object\n", + "region Berlin-Reinickendorf\n", + "ags 11012012\n", + "studierende NaN\n", + "population NaN\n", + "rate NaN\n", + "Name: 378, dtype: object\n" + ] + } + ], + "source": [ + "for idx in df_students_pops.index:\n", + " if 'Berlin' in df_students_pops.loc[idx].region:\n", + " print(df_students_pops.loc[idx])" + ] + }, + { + "cell_type": "code", + "execution_count": 249, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "02000\n" + ] + } + ], + "source": [ + "for idx in gdf.index:\n", + " if 'Hamburg' in gdf.loc[idx].GEN:\n", + " print(gdf.loc[idx].AGS)" + ] + }, + { + "cell_type": "code", + "execution_count": 265, + "metadata": {}, + "outputs": [], + "source": [ + "df_students_pops.loc[df_students_pops.ags=='11','ags']='11000'\n", + "df_students_pops.loc[df_students_pops.ags=='02','ags']='02000'" + ] + }, + { + "cell_type": "code", + "execution_count": 270, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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regionagsstudierendepopulationrate
72Bremen, kreisfreie Stadt0401134577.0569396.0607.257515
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" + ], + "text/plain": [ + " region ags studierende population rate\n", + "72 Bremen, kreisfreie Stadt 04011 34577.0 569396.0 607.257515" + ] + }, + "execution_count": 270, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_students_pops.loc[df_students_pops.ags=='04011']" + ] + }, + { + "cell_type": "code", + "execution_count": 179, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "region Köln, Regierungsbezirk\n", + "ags 053\n", + "studierende 229880.0\n", + "population 4527594.0\n", + "rate 507.731038\n", + "Name: 91, dtype: object\n", + "region Köln, kreisfreie Stadt\n", + "ags 05315\n", + "studierende 104383.0\n", + "population 1084831.0\n", + "rate 962.205173\n", + "Name: 93, dtype: object\n" + ] + } + ], + "source": [ + "for idx in df_students_pops.index:\n", + " if 'Köln' in df_students_pops.loc[idx].region:\n", + " print(df_students_pops.loc[idx])" + ] + }, + { + "cell_type": "code", + "execution_count": 180, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "05315\n" + ] + } + ], + "source": [ + "for idx in gdf.index:\n", + " if 'Köln' in gdf.loc[idx].GEN:\n", + " print(gdf.loc[idx].AGS)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Merge data and shape file and plot" + ] + }, + { + "cell_type": "code", + "execution_count": 278, + "metadata": {}, + "outputs": [], + "source": [ + "gdf_merged = gdf.merge(df_students_pops, left_on='AGS', right_on='ags', how='inner')" + ] + }, + { + "cell_type": "code", + "execution_count": 279, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 279, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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Specify dtype option on import or set low_memory=False.\n", + " self.data = pd.read_csv(data_str, sep=\";\")\n" + ] + } + ], "source": [ "students.get_data()\n", "population.get_data()" @@ -132,7 +141,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -149,7 +158,86 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'Ident': {'Service': 'metadata', 'Method': 'table'},\n", + " 'Status': {'Code': 0, 'Content': 'erfolgreich', 'Type': 'Information'},\n", + " 'Parameter': {'username': '********************',\n", + " 'password': '********************',\n", + " 'name': '21311-01-01-4',\n", + " 'area': 'Alle',\n", + " 'language': 'de'},\n", + " 'Object': {'Code': '21311-01-01-4',\n", + " 'Content': 'Studierende nach Geschlecht, Nationalität und\\nFächergruppen - regionale Tiefe: Kreise und krfr. Städte',\n", + " 'Time': {'From': 'WS 2015/16', 'To': 'WS 2021/22'},\n", + " 'Valid': 'false',\n", + " 'Structure': {'Head': {'Code': '21311',\n", + " 'Content': 'Statistik der Studenten',\n", + " 'Type': 'Statistik',\n", + " 'Values': None,\n", + " 'Selected': None,\n", + " 'Structure': [{'Code': 'HS-W02',\n", + " 'Content': 'Studierende (im Kreisgebiet)',\n", + " 'Type': 'Merkmal',\n", + " 'Values': None,\n", + " 'Selected': None,\n", + " 'Structure': None,\n", + " 'Updated': 'see parent'}],\n", + " 'Updated': 'see parent'},\n", + " 'Columns': [{'Code': 'SEMEST',\n", + " 'Content': 'Semester',\n", + " 'Type': 'Merkmal',\n", + " 'Values': '1',\n", + " 'Selected': '1',\n", + " 'Structure': [{'Code': 'GESINS',\n", + " 'Content': 'Geschlecht',\n", + " 'Type': 'Merkmal',\n", + " 'Values': None,\n", + " 'Selected': None,\n", + " 'Structure': [{'Code': 'NAT01',\n", + " 'Content': 'Nationalität (inkl. insgesamt)',\n", + " 'Type': 'Merkmal',\n", + " 'Values': None,\n", + " 'Selected': None,\n", + " 'Structure': None,\n", + " 'Updated': 'see parent'}],\n", + " 'Updated': 'see parent'}],\n", + " 'Updated': 'see parent'}],\n", + " 'Rows': [{'Code': 'KREISE',\n", + " 'Content': 'Kreise und kreisfreie Städte',\n", + " 'Type': 'Merkmal',\n", + " 'Values': None,\n", + " 'Selected': None,\n", + " 'Structure': [{'Code': 'HS-FG2',\n", + " 'Content': 'Fächergruppe (mit Insgesamt)',\n", + " 'Type': 'Merkmal',\n", + " 'Values': None,\n", + " 'Selected': None,\n", + " 'Structure': None,\n", + " 'Updated': 'see parent'}],\n", + " 'Updated': 'see parent'}],\n", + " 'Subtitel': None,\n", + " 'Subheading': None},\n", + " 'Updated': '19.07.2023 10:37:41h'},\n", + " 'Copyright': '© Statistische Ämter des Bundes und der Länder, Deutschland, 2023.\\nDieses Werk ist lizenziert unter der Datenlizenz Deutschland\\n- Namensnennung - Version 2.0.'}" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "students.metadata" + ] + }, + { + "cell_type": "code", + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -168,7 +256,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -192,29 +280,48 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": {}, - "outputs": [], + "outputs": [ + { + "ename": "ValueError", + "evalue": "could not convert string to float: '-'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m/Users/macbookpro/Git Repos/pystatis/nb/02_Geo_visualization_example.ipynb Cell 19\u001b[0m line \u001b[0;36m1\n\u001b[0;32m----> 1\u001b[0m df_population\u001b[39m.\u001b[39;49mpopulation\u001b[39m.\u001b[39;49mastype(\u001b[39m'\u001b[39;49m\u001b[39mfloat\u001b[39;49m\u001b[39m'\u001b[39;49m)\n", + "File \u001b[0;32m~/miniforge3/envs/pystatis/lib/python3.11/site-packages/pandas/core/generic.py:6534\u001b[0m, in \u001b[0;36mNDFrame.astype\u001b[0;34m(self, dtype, copy, errors)\u001b[0m\n\u001b[1;32m 6530\u001b[0m results \u001b[39m=\u001b[39m [ser\u001b[39m.\u001b[39mastype(dtype, copy\u001b[39m=\u001b[39mcopy) \u001b[39mfor\u001b[39;00m _, ser \u001b[39min\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mitems()]\n\u001b[1;32m 6532\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[1;32m 6533\u001b[0m \u001b[39m# else, only a single dtype is given\u001b[39;00m\n\u001b[0;32m-> 6534\u001b[0m new_data \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_mgr\u001b[39m.\u001b[39;49mastype(dtype\u001b[39m=\u001b[39;49mdtype, copy\u001b[39m=\u001b[39;49mcopy, errors\u001b[39m=\u001b[39;49merrors)\n\u001b[1;32m 6535\u001b[0m res \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_constructor_from_mgr(new_data, axes\u001b[39m=\u001b[39mnew_data\u001b[39m.\u001b[39maxes)\n\u001b[1;32m 6536\u001b[0m \u001b[39mreturn\u001b[39;00m res\u001b[39m.\u001b[39m__finalize__(\u001b[39mself\u001b[39m, method\u001b[39m=\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mastype\u001b[39m\u001b[39m\"\u001b[39m)\n", + "File \u001b[0;32m~/miniforge3/envs/pystatis/lib/python3.11/site-packages/pandas/core/internals/managers.py:414\u001b[0m, in \u001b[0;36mBaseBlockManager.astype\u001b[0;34m(self, dtype, copy, errors)\u001b[0m\n\u001b[1;32m 411\u001b[0m \u001b[39melif\u001b[39;00m using_copy_on_write():\n\u001b[1;32m 412\u001b[0m copy \u001b[39m=\u001b[39m \u001b[39mFalse\u001b[39;00m\n\u001b[0;32m--> 414\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mapply(\n\u001b[1;32m 415\u001b[0m \u001b[39m\"\u001b[39;49m\u001b[39mastype\u001b[39;49m\u001b[39m\"\u001b[39;49m,\n\u001b[1;32m 416\u001b[0m dtype\u001b[39m=\u001b[39;49mdtype,\n\u001b[1;32m 417\u001b[0m copy\u001b[39m=\u001b[39;49mcopy,\n\u001b[1;32m 418\u001b[0m errors\u001b[39m=\u001b[39;49merrors,\n\u001b[1;32m 419\u001b[0m using_cow\u001b[39m=\u001b[39;49musing_copy_on_write(),\n\u001b[1;32m 420\u001b[0m )\n", + "File \u001b[0;32m~/miniforge3/envs/pystatis/lib/python3.11/site-packages/pandas/core/internals/managers.py:354\u001b[0m, in \u001b[0;36mBaseBlockManager.apply\u001b[0;34m(self, f, align_keys, **kwargs)\u001b[0m\n\u001b[1;32m 352\u001b[0m applied \u001b[39m=\u001b[39m b\u001b[39m.\u001b[39mapply(f, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwargs)\n\u001b[1;32m 353\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[0;32m--> 354\u001b[0m applied \u001b[39m=\u001b[39m \u001b[39mgetattr\u001b[39;49m(b, f)(\u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n\u001b[1;32m 355\u001b[0m result_blocks \u001b[39m=\u001b[39m extend_blocks(applied, result_blocks)\n\u001b[1;32m 357\u001b[0m out \u001b[39m=\u001b[39m \u001b[39mtype\u001b[39m(\u001b[39mself\u001b[39m)\u001b[39m.\u001b[39mfrom_blocks(result_blocks, \u001b[39mself\u001b[39m\u001b[39m.\u001b[39maxes)\n", + "File \u001b[0;32m~/miniforge3/envs/pystatis/lib/python3.11/site-packages/pandas/core/internals/blocks.py:616\u001b[0m, in \u001b[0;36mBlock.astype\u001b[0;34m(self, dtype, copy, errors, using_cow)\u001b[0m\n\u001b[1;32m 596\u001b[0m \u001b[39m\u001b[39m\u001b[39m\"\"\"\u001b[39;00m\n\u001b[1;32m 597\u001b[0m \u001b[39mCoerce to the new dtype.\u001b[39;00m\n\u001b[1;32m 598\u001b[0m \n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 612\u001b[0m \u001b[39mBlock\u001b[39;00m\n\u001b[1;32m 613\u001b[0m \u001b[39m\"\"\"\u001b[39;00m\n\u001b[1;32m 614\u001b[0m values \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mvalues\n\u001b[0;32m--> 616\u001b[0m new_values \u001b[39m=\u001b[39m astype_array_safe(values, dtype, copy\u001b[39m=\u001b[39;49mcopy, errors\u001b[39m=\u001b[39;49merrors)\n\u001b[1;32m 618\u001b[0m new_values \u001b[39m=\u001b[39m maybe_coerce_values(new_values)\n\u001b[1;32m 620\u001b[0m refs \u001b[39m=\u001b[39m \u001b[39mNone\u001b[39;00m\n", + "File \u001b[0;32m~/miniforge3/envs/pystatis/lib/python3.11/site-packages/pandas/core/dtypes/astype.py:238\u001b[0m, in \u001b[0;36mastype_array_safe\u001b[0;34m(values, dtype, copy, errors)\u001b[0m\n\u001b[1;32m 235\u001b[0m dtype \u001b[39m=\u001b[39m dtype\u001b[39m.\u001b[39mnumpy_dtype\n\u001b[1;32m 237\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[0;32m--> 238\u001b[0m new_values \u001b[39m=\u001b[39m astype_array(values, dtype, copy\u001b[39m=\u001b[39;49mcopy)\n\u001b[1;32m 239\u001b[0m \u001b[39mexcept\u001b[39;00m (\u001b[39mValueError\u001b[39;00m, \u001b[39mTypeError\u001b[39;00m):\n\u001b[1;32m 240\u001b[0m \u001b[39m# e.g. _astype_nansafe can fail on object-dtype of strings\u001b[39;00m\n\u001b[1;32m 241\u001b[0m \u001b[39m# trying to convert to float\u001b[39;00m\n\u001b[1;32m 242\u001b[0m \u001b[39mif\u001b[39;00m errors \u001b[39m==\u001b[39m \u001b[39m\"\u001b[39m\u001b[39mignore\u001b[39m\u001b[39m\"\u001b[39m:\n", + "File \u001b[0;32m~/miniforge3/envs/pystatis/lib/python3.11/site-packages/pandas/core/dtypes/astype.py:183\u001b[0m, in \u001b[0;36mastype_array\u001b[0;34m(values, dtype, copy)\u001b[0m\n\u001b[1;32m 180\u001b[0m values \u001b[39m=\u001b[39m values\u001b[39m.\u001b[39mastype(dtype, copy\u001b[39m=\u001b[39mcopy)\n\u001b[1;32m 182\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[0;32m--> 183\u001b[0m values \u001b[39m=\u001b[39m _astype_nansafe(values, dtype, copy\u001b[39m=\u001b[39;49mcopy)\n\u001b[1;32m 185\u001b[0m \u001b[39m# in pandas we don't store numpy str dtypes, so convert to object\u001b[39;00m\n\u001b[1;32m 186\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39misinstance\u001b[39m(dtype, np\u001b[39m.\u001b[39mdtype) \u001b[39mand\u001b[39;00m \u001b[39missubclass\u001b[39m(values\u001b[39m.\u001b[39mdtype\u001b[39m.\u001b[39mtype, \u001b[39mstr\u001b[39m):\n", + "File \u001b[0;32m~/miniforge3/envs/pystatis/lib/python3.11/site-packages/pandas/core/dtypes/astype.py:134\u001b[0m, in \u001b[0;36m_astype_nansafe\u001b[0;34m(arr, dtype, copy, skipna)\u001b[0m\n\u001b[1;32m 130\u001b[0m \u001b[39mraise\u001b[39;00m \u001b[39mValueError\u001b[39;00m(msg)\n\u001b[1;32m 132\u001b[0m \u001b[39mif\u001b[39;00m copy \u001b[39mor\u001b[39;00m arr\u001b[39m.\u001b[39mdtype \u001b[39m==\u001b[39m \u001b[39mobject\u001b[39m \u001b[39mor\u001b[39;00m dtype \u001b[39m==\u001b[39m \u001b[39mobject\u001b[39m:\n\u001b[1;32m 133\u001b[0m \u001b[39m# Explicit copy, or required since NumPy can't view from / to object.\u001b[39;00m\n\u001b[0;32m--> 134\u001b[0m \u001b[39mreturn\u001b[39;00m arr\u001b[39m.\u001b[39;49mastype(dtype, copy\u001b[39m=\u001b[39;49m\u001b[39mTrue\u001b[39;49;00m)\n\u001b[1;32m 136\u001b[0m \u001b[39mreturn\u001b[39;00m arr\u001b[39m.\u001b[39mastype(dtype, copy\u001b[39m=\u001b[39mcopy)\n", + "\u001b[0;31mValueError\u001b[0m: could not convert string to float: '-'" + ] + } + ], "source": [ "df_population.population.astype('float')" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ - "df_students.studierende.replace(to_replace='-',value=None,inplace=True)\n", + "df_students.studierende.replace(to_replace='-',value=0,inplace=True)\n", "df_students.studierende.replace(to_replace='.',value=None,inplace=True)\n", "\n", - "df_population.population.replace(to_replace='-',value=None,inplace=True)\n", + "df_population.population.replace(to_replace='-',value=0,inplace=True)\n", "df_population.population.replace(to_replace='.',value=None,inplace=True)" ] }, { "cell_type": "code", - "execution_count": 210, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -224,7 +331,7 @@ }, { "cell_type": "code", - "execution_count": 211, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -234,7 +341,7 @@ }, { "cell_type": "code", - "execution_count": 212, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -304,7 +411,7 @@ " Fächergruppe (mit Insgesamt)\n", " HS-FG01\n", " Geisteswissenschaften\n", - " NaN\n", + " 0.0\n", " \n", " \n", " 8731\n", @@ -328,7 +435,7 @@ " Fächergruppe (mit Insgesamt)\n", " HS-FG02\n", " Sport\n", - " NaN\n", + " 0.0\n", " \n", " \n", " 8732\n", @@ -352,7 +459,7 @@ " Fächergruppe (mit Insgesamt)\n", " HS-FG03\n", " Rechts-, Wirtschafts- und Sozialwissenschaften\n", - " NaN\n", + " 0.0\n", " \n", " \n", " 8733\n", @@ -376,7 +483,7 @@ " Fächergruppe (mit Insgesamt)\n", " HS-FG04\n", " Mathematik/Naturwissenschaften\n", - " NaN\n", + " 0.0\n", " \n", " \n", " 8734\n", @@ -400,7 +507,7 @@ " Fächergruppe (mit Insgesamt)\n", " HS-FG05\n", " Humanmedizin/Gesundheitswissenschaften\n", - " NaN\n", + " 0.0\n", " \n", " \n", " ...\n", @@ -448,7 +555,7 @@ " Fächergruppe (mit Insgesamt)\n", " HS-FG07\n", " Agrar-, Forst- und Ernährungswissensch., Veterinär\n", - " NaN\n", + " 0.0\n", " \n", " \n", " 8816\n", @@ -472,7 +579,7 @@ " Fächergruppe (mit Insgesamt)\n", " HS-FG08\n", " Ingenieurwissenschaften\n", - " NaN\n", + " 0.0\n", " \n", " \n", " 8817\n", @@ -496,7 +603,7 @@ " Fächergruppe (mit Insgesamt)\n", " HS-FG09\n", " Kunst, Kunstwissenschaft\n", - " NaN\n", + " 0.0\n", " \n", " \n", " 8818\n", @@ -520,7 +627,7 @@ " Fächergruppe (mit Insgesamt)\n", " HS-FG10\n", " Außerhalb der Studienbereichsgliederung\n", - " NaN\n", + " 0.0\n", " \n", " \n", " 8819\n", @@ -544,7 +651,7 @@ " Fächergruppe (mit Insgesamt)\n", " INSGESAMT\n", " Insgesamt\n", - " NaN\n", + " 0.0\n", " \n", " \n", "\n", @@ -553,22 +660,22 @@ ], "text/plain": [ " Statistik_Code Statistik_Label Zeit_Code Zeit_Label Zeit 1_Merkmal_Code 1_Merkmal_Label ags region 2_Merkmal_Code ... geschlecht 3_Merkmal_Code 3_Merkmal_Label 3_Auspraegung_Code nation 4_Merkmal_Code 4_Merkmal_Label 4_Auspraegung_Code fach studierende\n", - "8730 21311 Statistik der Studenten SEMEST Semester WS 2021/22 KREISE Kreise und kreisfreie Städte 05354 Aachen, Kreis GESINS ... Insgesamt NAT01 Nationalität (inkl. insgesamt) INSGESAMT Insgesamt HS-FG2 Fächergruppe (mit Insgesamt) HS-FG01 Geisteswissenschaften NaN\n", - "8731 21311 Statistik der Studenten SEMEST Semester WS 2021/22 KREISE Kreise und kreisfreie Städte 05354 Aachen, Kreis GESINS ... Insgesamt NAT01 Nationalität (inkl. insgesamt) INSGESAMT Insgesamt HS-FG2 Fächergruppe (mit Insgesamt) HS-FG02 Sport NaN\n", - "8732 21311 Statistik der Studenten SEMEST Semester WS 2021/22 KREISE Kreise und kreisfreie Städte 05354 Aachen, Kreis GESINS ... Insgesamt NAT01 Nationalität (inkl. insgesamt) INSGESAMT Insgesamt HS-FG2 Fächergruppe (mit Insgesamt) HS-FG03 Rechts-, Wirtschafts- und Sozialwissenschaften NaN\n", - "8733 21311 Statistik der Studenten SEMEST Semester WS 2021/22 KREISE Kreise und kreisfreie Städte 05354 Aachen, Kreis GESINS ... Insgesamt NAT01 Nationalität (inkl. insgesamt) INSGESAMT Insgesamt HS-FG2 Fächergruppe (mit Insgesamt) HS-FG04 Mathematik/Naturwissenschaften NaN\n", - "8734 21311 Statistik der Studenten SEMEST Semester WS 2021/22 KREISE Kreise und kreisfreie Städte 05354 Aachen, Kreis GESINS ... Insgesamt NAT01 Nationalität (inkl. insgesamt) INSGESAMT Insgesamt HS-FG2 Fächergruppe (mit Insgesamt) HS-FG05 Humanmedizin/Gesundheitswissenschaften NaN\n", + "8730 21311 Statistik der Studenten SEMEST Semester WS 2021/22 KREISE Kreise und kreisfreie Städte 05354 Aachen, Kreis GESINS ... Insgesamt NAT01 Nationalität (inkl. insgesamt) INSGESAMT Insgesamt HS-FG2 Fächergruppe (mit Insgesamt) HS-FG01 Geisteswissenschaften 0.0\n", + "8731 21311 Statistik der Studenten SEMEST Semester WS 2021/22 KREISE Kreise und kreisfreie Städte 05354 Aachen, Kreis GESINS ... Insgesamt NAT01 Nationalität (inkl. insgesamt) INSGESAMT Insgesamt HS-FG2 Fächergruppe (mit Insgesamt) HS-FG02 Sport 0.0\n", + "8732 21311 Statistik der Studenten SEMEST Semester WS 2021/22 KREISE Kreise und kreisfreie Städte 05354 Aachen, Kreis GESINS ... Insgesamt NAT01 Nationalität (inkl. insgesamt) INSGESAMT Insgesamt HS-FG2 Fächergruppe (mit Insgesamt) HS-FG03 Rechts-, Wirtschafts- und Sozialwissenschaften 0.0\n", + "8733 21311 Statistik der Studenten SEMEST Semester WS 2021/22 KREISE Kreise und kreisfreie Städte 05354 Aachen, Kreis GESINS ... Insgesamt NAT01 Nationalität (inkl. insgesamt) INSGESAMT Insgesamt HS-FG2 Fächergruppe (mit Insgesamt) HS-FG04 Mathematik/Naturwissenschaften 0.0\n", + "8734 21311 Statistik der Studenten SEMEST Semester WS 2021/22 KREISE Kreise und kreisfreie Städte 05354 Aachen, Kreis GESINS ... Insgesamt NAT01 Nationalität (inkl. insgesamt) INSGESAMT Insgesamt HS-FG2 Fächergruppe (mit Insgesamt) HS-FG05 Humanmedizin/Gesundheitswissenschaften 0.0\n", "... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...\n", - "8815 21311 Statistik der Studenten SEMEST Semester WS 2021/22 KREISE Kreise und kreisfreie Städte 05354 Aachen, Kreis GESINS ... weiblich NAT01 Nationalität (inkl. insgesamt) NATD Deutsche HS-FG2 Fächergruppe (mit Insgesamt) HS-FG07 Agrar-, Forst- und Ernährungswissensch., Veterinär NaN\n", - "8816 21311 Statistik der Studenten SEMEST Semester WS 2021/22 KREISE Kreise und kreisfreie Städte 05354 Aachen, Kreis GESINS ... weiblich NAT01 Nationalität (inkl. insgesamt) NATD Deutsche HS-FG2 Fächergruppe (mit Insgesamt) HS-FG08 Ingenieurwissenschaften NaN\n", - "8817 21311 Statistik der Studenten SEMEST Semester WS 2021/22 KREISE Kreise und kreisfreie Städte 05354 Aachen, Kreis GESINS ... weiblich NAT01 Nationalität (inkl. insgesamt) NATD Deutsche HS-FG2 Fächergruppe (mit Insgesamt) HS-FG09 Kunst, Kunstwissenschaft NaN\n", - "8818 21311 Statistik der Studenten SEMEST Semester WS 2021/22 KREISE Kreise und kreisfreie Städte 05354 Aachen, Kreis GESINS ... weiblich NAT01 Nationalität (inkl. insgesamt) NATD Deutsche HS-FG2 Fächergruppe (mit Insgesamt) HS-FG10 Außerhalb der Studienbereichsgliederung NaN\n", - "8819 21311 Statistik der Studenten SEMEST Semester WS 2021/22 KREISE Kreise und kreisfreie Städte 05354 Aachen, Kreis GESINS ... weiblich NAT01 Nationalität (inkl. insgesamt) NATD Deutsche HS-FG2 Fächergruppe (mit Insgesamt) INSGESAMT Insgesamt NaN\n", + "8815 21311 Statistik der Studenten SEMEST Semester WS 2021/22 KREISE Kreise und kreisfreie Städte 05354 Aachen, Kreis GESINS ... weiblich NAT01 Nationalität (inkl. insgesamt) NATD Deutsche HS-FG2 Fächergruppe (mit Insgesamt) HS-FG07 Agrar-, Forst- und Ernährungswissensch., Veterinär 0.0\n", + "8816 21311 Statistik der Studenten SEMEST Semester WS 2021/22 KREISE Kreise und kreisfreie Städte 05354 Aachen, Kreis GESINS ... weiblich NAT01 Nationalität (inkl. insgesamt) NATD Deutsche HS-FG2 Fächergruppe (mit Insgesamt) HS-FG08 Ingenieurwissenschaften 0.0\n", + "8817 21311 Statistik der Studenten SEMEST Semester WS 2021/22 KREISE Kreise und kreisfreie Städte 05354 Aachen, Kreis GESINS ... weiblich NAT01 Nationalität (inkl. insgesamt) NATD Deutsche HS-FG2 Fächergruppe (mit Insgesamt) HS-FG09 Kunst, Kunstwissenschaft 0.0\n", + "8818 21311 Statistik der Studenten SEMEST Semester WS 2021/22 KREISE Kreise und kreisfreie Städte 05354 Aachen, Kreis GESINS ... weiblich NAT01 Nationalität (inkl. insgesamt) NATD Deutsche HS-FG2 Fächergruppe (mit Insgesamt) HS-FG10 Außerhalb der Studienbereichsgliederung 0.0\n", + "8819 21311 Statistik der Studenten SEMEST Semester WS 2021/22 KREISE Kreise und kreisfreie Städte 05354 Aachen, Kreis GESINS ... weiblich NAT01 Nationalität (inkl. insgesamt) NATD Deutsche HS-FG2 Fächergruppe (mit Insgesamt) INSGESAMT Insgesamt 0.0\n", "\n", "[90 rows x 22 columns]" ] }, - "execution_count": 212, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -586,7 +693,7 @@ }, { "cell_type": "code", - "execution_count": 213, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -596,7 +703,7 @@ }, { "cell_type": "code", - "execution_count": 214, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -606,7 +713,7 @@ }, { "cell_type": "code", - "execution_count": 215, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -676,31 +783,31 @@ " 47979\n", " Saalfeld-Rudolstadt, Landkreis\n", " 16073\n", - " NaN\n", + " 0.0\n", " \n", " \n", " 48069\n", " Saale-Holzland-Kreis\n", " 16074\n", - " NaN\n", + " 0.0\n", " \n", " \n", " 48159\n", " Saale-Orla-Kreis\n", " 16075\n", - " NaN\n", + " 0.0\n", " \n", " \n", " 48249\n", " Greiz, Landkreis\n", " 16076\n", - " NaN\n", + " 0.0\n", " \n", " \n", " 48339\n", " Altenburger Land, Landkreis\n", " 16077\n", - " NaN\n", + " 0.0\n", " \n", " \n", "\n", @@ -715,16 +822,16 @@ "279 Kiel, kreisfreie Stadt 01002 36321.0\n", "369 Lübeck, kreisfreie Stadt, Hansestadt 01003 13850.0\n", "... ... ... ...\n", - "47979 Saalfeld-Rudolstadt, Landkreis 16073 NaN\n", - "48069 Saale-Holzland-Kreis 16074 NaN\n", - "48159 Saale-Orla-Kreis 16075 NaN\n", - "48249 Greiz, Landkreis 16076 NaN\n", - "48339 Altenburger Land, Landkreis 16077 NaN\n", + "47979 Saalfeld-Rudolstadt, Landkreis 16073 0.0\n", + "48069 Saale-Holzland-Kreis 16074 0.0\n", + "48159 Saale-Orla-Kreis 16075 0.0\n", + "48249 Greiz, Landkreis 16076 0.0\n", + "48339 Altenburger Land, Landkreis 16077 0.0\n", "\n", "[538 rows x 3 columns]" ] }, - "execution_count": 215, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -735,7 +842,7 @@ }, { "cell_type": "code", - "execution_count": 216, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -853,7 +960,7 @@ "[538 rows x 3 columns]" ] }, - "execution_count": 216, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -871,7 +978,7 @@ }, { "cell_type": "code", - "execution_count": 261, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -880,7 +987,7 @@ }, { "cell_type": "code", - "execution_count": 262, + "execution_count": 24, "metadata": {}, "outputs": [ { @@ -957,35 +1064,35 @@ " 533\n", " Saalfeld-Rudolstadt, Landkreis\n", " 16073\n", - " NaN\n", + " 0.0\n", " 101494.0\n", " \n", " \n", " 534\n", " Saale-Holzland-Kreis\n", " 16074\n", - " NaN\n", + " 0.0\n", " 83234.0\n", " \n", " \n", " 535\n", " Saale-Orla-Kreis\n", " 16075\n", - " NaN\n", + " 0.0\n", " 79178.0\n", " \n", " \n", " 536\n", " Greiz, Landkreis\n", " 16076\n", - " NaN\n", + " 0.0\n", " 96381.0\n", " \n", " \n", " 537\n", " Altenburger Land, Landkreis\n", " 16077\n", - " NaN\n", + " 0.0\n", " 88787.0\n", " \n", " \n", @@ -1001,16 +1108,16 @@ "3 Kiel, kreisfreie Stadt 01002 36321.0 247717.0\n", "4 Lübeck, kreisfreie Stadt, Hansestadt 01003 13850.0 218095.0\n", ".. ... ... ... ...\n", - "533 Saalfeld-Rudolstadt, Landkreis 16073 NaN 101494.0\n", - "534 Saale-Holzland-Kreis 16074 NaN 83234.0\n", - "535 Saale-Orla-Kreis 16075 NaN 79178.0\n", - "536 Greiz, Landkreis 16076 NaN 96381.0\n", - "537 Altenburger Land, Landkreis 16077 NaN 88787.0\n", + "533 Saalfeld-Rudolstadt, Landkreis 16073 0.0 101494.0\n", + "534 Saale-Holzland-Kreis 16074 0.0 83234.0\n", + "535 Saale-Orla-Kreis 16075 0.0 79178.0\n", + "536 Greiz, Landkreis 16076 0.0 96381.0\n", + "537 Altenburger Land, Landkreis 16077 0.0 88787.0\n", "\n", "[538 rows x 4 columns]" ] }, - "execution_count": 262, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -1021,7 +1128,7 @@ }, { "cell_type": "code", - "execution_count": 263, + "execution_count": 25, "metadata": {}, "outputs": [ { @@ -1105,41 +1212,41 @@ " 533\n", " Saalfeld-Rudolstadt, Landkreis\n", " 16073\n", - " NaN\n", + " 0.0\n", " 101494.0\n", - " NaN\n", + " 0.000000\n", " \n", " \n", " 534\n", " Saale-Holzland-Kreis\n", " 16074\n", - " NaN\n", + " 0.0\n", " 83234.0\n", - " NaN\n", + " 0.000000\n", " \n", " \n", " 535\n", " Saale-Orla-Kreis\n", " 16075\n", - " NaN\n", + " 0.0\n", " 79178.0\n", - " NaN\n", + " 0.000000\n", " \n", " \n", " 536\n", " Greiz, Landkreis\n", " 16076\n", - " NaN\n", + " 0.0\n", " 96381.0\n", - " NaN\n", + " 0.000000\n", " \n", " \n", " 537\n", " Altenburger Land, Landkreis\n", " 16077\n", - " NaN\n", + " 0.0\n", " 88787.0\n", - " NaN\n", + " 0.000000\n", " \n", " \n", "\n", @@ -1154,16 +1261,16 @@ "3 Kiel, kreisfreie Stadt 01002 36321.0 247717.0 1466.229609\n", "4 Lübeck, kreisfreie Stadt, Hansestadt 01003 13850.0 218095.0 635.044361\n", ".. ... ... ... ... ...\n", - "533 Saalfeld-Rudolstadt, Landkreis 16073 NaN 101494.0 NaN\n", - "534 Saale-Holzland-Kreis 16074 NaN 83234.0 NaN\n", - "535 Saale-Orla-Kreis 16075 NaN 79178.0 NaN\n", - "536 Greiz, Landkreis 16076 NaN 96381.0 NaN\n", - "537 Altenburger Land, Landkreis 16077 NaN 88787.0 NaN\n", + "533 Saalfeld-Rudolstadt, Landkreis 16073 0.0 101494.0 0.000000\n", + "534 Saale-Holzland-Kreis 16074 0.0 83234.0 0.000000\n", + "535 Saale-Orla-Kreis 16075 0.0 79178.0 0.000000\n", + "536 Greiz, Landkreis 16076 0.0 96381.0 0.000000\n", + "537 Altenburger Land, Landkreis 16077 0.0 88787.0 0.000000\n", "\n", "[538 rows x 5 columns]" ] }, - "execution_count": 263, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -1175,7 +1282,7 @@ }, { "cell_type": "code", - "execution_count": 264, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -1187,15 +1294,15 @@ "3 1466.229609\n", "4 635.044361\n", " ... \n", - "533 NaN\n", - "534 NaN\n", - "535 NaN\n", - "536 NaN\n", - "537 NaN\n", + "533 0.000000\n", + "534 0.000000\n", + "535 0.000000\n", + "536 0.000000\n", + "537 0.000000\n", "Name: rate, Length: 538, dtype: float64" ] }, - "execution_count": 264, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } @@ -1213,7 +1320,7 @@ }, { "cell_type": "code", - "execution_count": 222, + "execution_count": 27, "metadata": {}, "outputs": [ { @@ -1298,7 +1405,7 @@ }, { "cell_type": "code", - "execution_count": 223, + "execution_count": 28, "metadata": {}, "outputs": [ { @@ -1368,7 +1475,7 @@ }, { "cell_type": "code", - "execution_count": 224, + "execution_count": 29, "metadata": {}, "outputs": [ { @@ -1438,7 +1545,7 @@ }, { "cell_type": "code", - "execution_count": 238, + "execution_count": 30, "metadata": {}, "outputs": [ { @@ -1534,7 +1641,7 @@ }, { "cell_type": "code", - "execution_count": 249, + "execution_count": 31, "metadata": {}, "outputs": [ { @@ -1553,7 +1660,7 @@ }, { "cell_type": "code", - "execution_count": 265, + "execution_count": 32, "metadata": {}, "outputs": [], "source": [ @@ -1563,7 +1670,7 @@ }, { "cell_type": "code", - "execution_count": 270, + "execution_count": 33, "metadata": {}, "outputs": [ { @@ -1612,7 +1719,7 @@ "72 Bremen, kreisfreie Stadt 04011 34577.0 569396.0 607.257515" ] }, - "execution_count": 270, + "execution_count": 33, "metadata": {}, "output_type": "execute_result" } @@ -1623,7 +1730,7 @@ }, { "cell_type": "code", - "execution_count": 179, + "execution_count": 34, "metadata": {}, "outputs": [ { @@ -1653,7 +1760,7 @@ }, { "cell_type": "code", - "execution_count": 180, + "execution_count": 35, "metadata": {}, "outputs": [ { @@ -1679,7 +1786,7 @@ }, { "cell_type": "code", - "execution_count": 278, + "execution_count": 36, "metadata": {}, "outputs": [], "source": [ @@ -1688,7 +1795,7 @@ }, { "cell_type": "code", - "execution_count": 279, + "execution_count": 42, "metadata": {}, "outputs": [ { @@ -1697,13 +1804,13 @@ "" ] }, - "execution_count": 279, + "execution_count": 42, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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" ] @@ -1716,6 +1823,354 @@ "gdf_merged.plot('rate',legend=True)" ] }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[0;31mSignature:\u001b[0m \u001b[0mgdf_merged\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mType:\u001b[0m GeoplotAccessor\n", + "\u001b[0;31mString form:\u001b[0m \n", + "\u001b[0;31mFile:\u001b[0m ~/miniforge3/envs/pystatis/lib/python3.11/site-packages/geopandas/plotting.py\n", + "\u001b[0;31mDocstring:\u001b[0m \n", + "Plot a GeoDataFrame.\n", + "\n", + "Generate a plot of a GeoDataFrame with matplotlib. If a\n", + "column is specified, the plot coloring will be based on values\n", + "in that column.\n", + "\n", + "Parameters\n", + "----------\n", + "column : str, np.array, pd.Series (default None)\n", + " The name of the dataframe column, np.array, or pd.Series to be plotted.\n", + " If np.array or pd.Series are used then it must have same length as\n", + " dataframe. Values are used to color the plot. Ignored if `color` is\n", + " also set.\n", + "kind: str\n", + " The kind of plots to produce. The default is to create a map (\"geo\").\n", + " Other supported kinds of plots from pandas:\n", + "\n", + " - 'line' : line plot\n", + " - 'bar' : vertical bar plot\n", + " - 'barh' : horizontal bar plot\n", + " - 'hist' : histogram\n", + " - 'box' : BoxPlot\n", + " - 'kde' : Kernel Density Estimation plot\n", + " - 'density' : same as 'kde'\n", + " - 'area' : area plot\n", + " - 'pie' : pie plot\n", + " - 'scatter' : scatter plot\n", + " - 'hexbin' : hexbin plot.\n", + "cmap : str (default None)\n", + " The name of a colormap recognized by matplotlib.\n", + "color : str, np.array, pd.Series (default None)\n", + " If specified, all objects will be colored uniformly.\n", + "ax : matplotlib.pyplot.Artist (default None)\n", + " axes on which to draw the plot\n", + "cax : matplotlib.pyplot Artist (default None)\n", + " axes on which to draw the legend in case of color map.\n", + "categorical : bool (default False)\n", + " If False, cmap will reflect numerical values of the\n", + " column being plotted. For non-numerical columns, this\n", + " will be set to True.\n", + "legend : bool (default False)\n", + " Plot a legend. Ignored if no `column` is given, or if `color` is given.\n", + "scheme : str (default None)\n", + " Name of a choropleth classification scheme (requires mapclassify).\n", + " A mapclassify.MapClassifier object will be used\n", + " under the hood. Supported are all schemes provided by mapclassify (e.g.\n", + " 'BoxPlot', 'EqualInterval', 'FisherJenks', 'FisherJenksSampled',\n", + " 'HeadTailBreaks', 'JenksCaspall', 'JenksCaspallForced',\n", + " 'JenksCaspallSampled', 'MaxP', 'MaximumBreaks',\n", + " 'NaturalBreaks', 'Quantiles', 'Percentiles', 'StdMean',\n", + " 'UserDefined'). Arguments can be passed in classification_kwds.\n", + "k : int (default 5)\n", + " Number of classes (ignored if scheme is None)\n", + "vmin : None or float (default None)\n", + " Minimum value of cmap. If None, the minimum data value\n", + " in the column to be plotted is used.\n", + "vmax : None or float (default None)\n", + " Maximum value of cmap. If None, the maximum data value\n", + " in the column to be plotted is used.\n", + "markersize : str or float or sequence (default None)\n", + " Only applies to point geometries within a frame.\n", + " If a str, will use the values in the column of the frame specified\n", + " by markersize to set the size of markers. Otherwise can be a value\n", + " to apply to all points, or a sequence of the same length as the\n", + " number of points.\n", + "figsize : tuple of integers (default None)\n", + " Size of the resulting matplotlib.figure.Figure. If the argument\n", + " axes is given explicitly, figsize is ignored.\n", + "legend_kwds : dict (default None)\n", + " Keyword arguments to pass to :func:`matplotlib.pyplot.legend` or\n", + " :func:`matplotlib.pyplot.colorbar`.\n", + " Additional accepted keywords when `scheme` is specified:\n", + "\n", + " fmt : string\n", + " A formatting specification for the bin edges of the classes in the\n", + " legend. For example, to have no decimals: ``{\"fmt\": \"{:.0f}\"}``.\n", + " labels : list-like\n", + " A list of legend labels to override the auto-generated labels.\n", + " Needs to have the same number of elements as the number of\n", + " classes (`k`).\n", + " interval : boolean (default False)\n", + " An option to control brackets from mapclassify legend.\n", + " If True, open/closed interval brackets are shown in the legend.\n", + "categories : list-like\n", + " Ordered list-like object of categories to be used for categorical plot.\n", + "classification_kwds : dict (default None)\n", + " Keyword arguments to pass to mapclassify\n", + "missing_kwds : dict (default None)\n", + " Keyword arguments specifying color options (as style_kwds)\n", + " to be passed on to geometries with missing values in addition to\n", + " or overwriting other style kwds. If None, geometries with missing\n", + " values are not plotted.\n", + "aspect : 'auto', 'equal', None or float (default 'auto')\n", + " Set aspect of axis. If 'auto', the default aspect for map plots is 'equal'; if\n", + " however data are not projected (coordinates are long/lat), the aspect is by\n", + " default set to 1/cos(df_y * pi/180) with df_y the y coordinate of the middle of\n", + " the GeoDataFrame (the mean of the y range of bounding box) so that a long/lat\n", + " square appears square in the middle of the plot. This implies an\n", + " Equirectangular projection. If None, the aspect of `ax` won't be changed. It can\n", + " also be set manually (float) as the ratio of y-unit to x-unit.\n", + "\n", + "**style_kwds : dict\n", + " Style options to be passed on to the actual plot function, such\n", + " as ``edgecolor``, ``facecolor``, ``linewidth``, ``markersize``,\n", + " ``alpha``.\n", + "\n", + "Returns\n", + "-------\n", + "ax : matplotlib axes instance\n", + "\n", + "Examples\n", + "--------\n", + ">>> import geodatasets\n", + ">>> df = geopandas.read_file(geodatasets.get_path(\"nybb\"))\n", + ">>> df.head() # doctest: +SKIP\n", + " BoroCode ... geometry\n", + "0 5 ... MULTIPOLYGON (((970217.022 145643.332, 970227....\n", + "1 4 ... MULTIPOLYGON (((1029606.077 156073.814, 102957...\n", + "2 3 ... MULTIPOLYGON (((1021176.479 151374.797, 102100...\n", + "3 1 ... MULTIPOLYGON (((981219.056 188655.316, 980940....\n", + "4 2 ... MULTIPOLYGON (((1012821.806 229228.265, 101278...\n", + "\n", + ">>> df.plot(\"BoroName\", cmap=\"Set1\") # doctest: +SKIP\n", + "\n", + "See the User Guide page :doc:`../../user_guide/mapping` for details.\n", + "\u001b[0;31mCall docstring:\u001b[0m\n", + "Make plots of Series or DataFrame.\n", + "\n", + "Uses the backend specified by the\n", + "option ``plotting.backend``. By default, matplotlib is used.\n", + "\n", + "Parameters\n", + "----------\n", + "data : Series or DataFrame\n", + " The object for which the method is called.\n", + "x : label or position, default None\n", + " Only used if data is a DataFrame.\n", + "y : label, position or list of label, positions, default None\n", + " Allows plotting of one column versus another. Only used if data is a\n", + " DataFrame.\n", + "kind : str\n", + " The kind of plot to produce:\n", + "\n", + " - 'line' : line plot (default)\n", + " - 'bar' : vertical bar plot\n", + " - 'barh' : horizontal bar plot\n", + " - 'hist' : histogram\n", + " - 'box' : boxplot\n", + " - 'kde' : Kernel Density Estimation plot\n", + " - 'density' : same as 'kde'\n", + " - 'area' : area plot\n", + " - 'pie' : pie plot\n", + " - 'scatter' : scatter plot (DataFrame only)\n", + " - 'hexbin' : hexbin plot (DataFrame only)\n", + "ax : matplotlib axes object, default None\n", + " An axes of the current figure.\n", + "subplots : bool or sequence of iterables, default False\n", + " Whether to group columns into subplots:\n", + "\n", + " - ``False`` : No subplots will be used\n", + " - ``True`` : Make separate subplots for each column.\n", + " - sequence of iterables of column labels: Create a subplot for each\n", + " group of columns. For example `[('a', 'c'), ('b', 'd')]` will\n", + " create 2 subplots: one with columns 'a' and 'c', and one\n", + " with columns 'b' and 'd'. Remaining columns that aren't specified\n", + " will be plotted in additional subplots (one per column).\n", + "\n", + " .. versionadded:: 1.5.0\n", + "\n", + "sharex : bool, default True if ax is None else False\n", + " In case ``subplots=True``, share x axis and set some x axis labels\n", + " to invisible; defaults to True if ax is None otherwise False if\n", + " an ax is passed in; Be aware, that passing in both an ax and\n", + " ``sharex=True`` will alter all x axis labels for all axis in a figure.\n", + "sharey : bool, default False\n", + " In case ``subplots=True``, share y axis and set some y axis labels to invisible.\n", + "layout : tuple, optional\n", + " (rows, columns) for the layout of subplots.\n", + "figsize : a tuple (width, height) in inches\n", + " Size of a figure object.\n", + "use_index : bool, default True\n", + " Use index as ticks for x axis.\n", + "title : str or list\n", + " Title to use for the plot. If a string is passed, print the string\n", + " at the top of the figure. If a list is passed and `subplots` is\n", + " True, print each item in the list above the corresponding subplot.\n", + "grid : bool, default None (matlab style default)\n", + " Axis grid lines.\n", + "legend : bool or {'reverse'}\n", + " Place legend on axis subplots.\n", + "style : list or dict\n", + " The matplotlib line style per column.\n", + "logx : bool or 'sym', default False\n", + " Use log scaling or symlog scaling on x axis.\n", + "\n", + "logy : bool or 'sym' default False\n", + " Use log scaling or symlog scaling on y axis.\n", + "\n", + "loglog : bool or 'sym', default False\n", + " Use log scaling or symlog scaling on both x and y axes.\n", + "\n", + "xticks : sequence\n", + " Values to use for the xticks.\n", + "yticks : sequence\n", + " Values to use for the yticks.\n", + "xlim : 2-tuple/list\n", + " Set the x limits of the current axes.\n", + "ylim : 2-tuple/list\n", + " Set the y limits of the current axes.\n", + "xlabel : label, optional\n", + " Name to use for the xlabel on x-axis. Default uses index name as xlabel, or the\n", + " x-column name for planar plots.\n", + "\n", + " .. versionchanged:: 1.2.0\n", + "\n", + " Now applicable to planar plots (`scatter`, `hexbin`).\n", + "\n", + " .. versionchanged:: 2.0.0\n", + "\n", + " Now applicable to histograms.\n", + "\n", + "ylabel : label, optional\n", + " Name to use for the ylabel on y-axis. Default will show no ylabel, or the\n", + " y-column name for planar plots.\n", + "\n", + " .. versionchanged:: 1.2.0\n", + "\n", + " Now applicable to planar plots (`scatter`, `hexbin`).\n", + "\n", + " .. versionchanged:: 2.0.0\n", + "\n", + " Now applicable to histograms.\n", + "\n", + "rot : float, default None\n", + " Rotation for ticks (xticks for vertical, yticks for horizontal\n", + " plots).\n", + "fontsize : float, default None\n", + " Font size for xticks and yticks.\n", + "colormap : str or matplotlib colormap object, default None\n", + " Colormap to select colors from. If string, load colormap with that\n", + " name from matplotlib.\n", + "colorbar : bool, optional\n", + " If True, plot colorbar (only relevant for 'scatter' and 'hexbin'\n", + " plots).\n", + "position : float\n", + " Specify relative alignments for bar plot layout.\n", + " From 0 (left/bottom-end) to 1 (right/top-end). Default is 0.5\n", + " (center).\n", + "table : bool, Series or DataFrame, default False\n", + " If True, draw a table using the data in the DataFrame and the data\n", + " will be transposed to meet matplotlib's default layout.\n", + " If a Series or DataFrame is passed, use passed data to draw a\n", + " table.\n", + "yerr : DataFrame, Series, array-like, dict and str\n", + " See :ref:`Plotting with Error Bars ` for\n", + " detail.\n", + "xerr : DataFrame, Series, array-like, dict and str\n", + " Equivalent to yerr.\n", + "stacked : bool, default False in line and bar plots, and True in area plot\n", + " If True, create stacked plot.\n", + "secondary_y : bool or sequence, default False\n", + " Whether to plot on the secondary y-axis if a list/tuple, which\n", + " columns to plot on secondary y-axis.\n", + "mark_right : bool, default True\n", + " When using a secondary_y axis, automatically mark the column\n", + " labels with \"(right)\" in the legend.\n", + "include_bool : bool, default is False\n", + " If True, boolean values can be plotted.\n", + "backend : str, default None\n", + " Backend to use instead of the backend specified in the option\n", + " ``plotting.backend``. For instance, 'matplotlib'. Alternatively, to\n", + " specify the ``plotting.backend`` for the whole session, set\n", + " ``pd.options.plotting.backend``.\n", + "**kwargs\n", + " Options to pass to matplotlib plotting method.\n", + "\n", + "Returns\n", + "-------\n", + ":class:`matplotlib.axes.Axes` or numpy.ndarray of them\n", + " If the backend is not the default matplotlib one, the return value\n", + " will be the object returned by the backend.\n", + "\n", + "Notes\n", + "-----\n", + "- See matplotlib documentation online for more on this subject\n", + "- If `kind` = 'bar' or 'barh', you can specify relative alignments\n", + " for bar plot layout by `position` keyword.\n", + " From 0 (left/bottom-end) to 1 (right/top-end). Default is 0.5\n", + " (center)\n", + "\n", + "Examples\n", + "--------\n", + "For Series:\n", + "\n", + ".. plot::\n", + " :context: close-figs\n", + "\n", + " >>> ser = pd.Series([1, 2, 3, 3])\n", + " >>> plot = ser.plot(kind='hist', title=\"My plot\")\n", + "\n", + "For DataFrame:\n", + "\n", + ".. plot::\n", + " :context: close-figs\n", + "\n", + " >>> df = pd.DataFrame({'length': [1.5, 0.5, 1.2, 0.9, 3],\n", + " ... 'width': [0.7, 0.2, 0.15, 0.2, 1.1]},\n", + " ... index=['pig', 'rabbit', 'duck', 'chicken', 'horse'])\n", + " >>> plot = df.plot(title=\"DataFrame Plot\")\n", + "\n", + "For SeriesGroupBy:\n", + "\n", + ".. plot::\n", + " :context: close-figs\n", + "\n", + " >>> lst = [-1, -2, -3, 1, 2, 3]\n", + " >>> ser = pd.Series([1, 2, 2, 4, 6, 6], index=lst)\n", + " >>> plot = ser.groupby(lambda x: x > 0).plot(title=\"SeriesGroupBy Plot\")\n", + "\n", + "For DataFrameGroupBy:\n", + "\n", + ".. plot::\n", + " :context: close-figs\n", + "\n", + " >>> df = pd.DataFrame({\"col1\" : [1, 2, 3, 4],\n", + " ... \"col2\" : [\"A\", \"B\", \"A\", \"B\"]})\n", + " >>> plot = df.groupby(\"col2\").plot(kind=\"bar\", title=\"DataFrameGroupBy Plot\")" + ] + } + ], + "source": [ + "gdf_merged.plot?" + ] + }, { "cell_type": "code", "execution_count": 287, From dd4a22939fb4be4fb0e28161b173d968a873aec9 Mon Sep 17 00:00:00 2001 From: jkrause Date: Sun, 4 Feb 2024 19:19:24 +0100 Subject: [PATCH 3/4] new case study in visualization notebook, integration to presentation notebook --- nb/02_Geo_visualization_example.ipynb | 1586 ++++++++++++++++++++++++- nb/presentation.py | 168 ++- 2 files changed, 1732 insertions(+), 22 deletions(-) diff --git a/nb/02_Geo_visualization_example.ipynb b/nb/02_Geo_visualization_example.ipynb index 2e6564b..9f80286 100644 --- a/nb/02_Geo_visualization_example.ipynb +++ b/nb/02_Geo_visualization_example.ipynb @@ -32,8 +32,7 @@ "source": [ "import pandas as pd\n", "import geopandas\n", - "# from matplotlib import pyplot as plt\n", - "from pystatis import set_db\n", + "from matplotlib import pyplot as plt\n", "from pystatis import Table" ] }, @@ -41,23 +40,30 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# load shape file" + "# Bundeslaender-Ebene" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## load shape file" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 230, "metadata": {}, "outputs": [], "source": [ "\n", - "path_to_data = \"vg2500_12-31.utm32s.shape/vg2500/VG2500_KRS.shp\"\n", + "path_to_data = \"vg2500_12-31.utm32s.shape/vg2500/VG2500_LAN.shp\"\n", "gdf = geopandas.read_file(path_to_data)\n" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 231, "metadata": {}, "outputs": [], "source": [ @@ -66,7 +72,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 232, "metadata": {}, "outputs": [ { @@ -75,13 +81,13 @@ "" ] }, - "execution_count": 4, + "execution_count": 232, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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" ] @@ -95,24 +101,68 @@ ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": 233, "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 Schleswig-Holstein\n", + "1 Hamburg\n", + "2 Niedersachsen\n", + "3 Bremen\n", + "4 Nordrhein-Westfalen\n", + "5 Hessen\n", + "6 Rheinland-Pfalz\n", + "7 Baden-Württemberg\n", + "8 Bayern\n", + "9 Saarland\n", + "10 Berlin\n", + "11 Brandenburg\n", + "12 Mecklenburg-Vorpommern\n", + "13 Sachsen\n", + "14 Sachsen-Anhalt\n", + "15 Thüringen\n", + "16 Schleswig-Holstein\n", + "17 Hamburg\n", + "18 Niedersachsen\n", + "19 Niedersachsen\n", + "20 Bremen\n", + "21 Mecklenburg-Vorpommern\n", + "22 Baden-Württemberg (Bodensee)\n", + "23 Bayern (Bodensee)\n", + "Name: GEN, dtype: object" + ] + }, + "execution_count": 233, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# load data from Regionalstatistik" + "gdf.GEN" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 146, "metadata": {}, "outputs": [], "source": [ - "set_db('regio')" + "gdf.AGS = gdf.AGS.astype(str)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## load data from Regionalstatistik" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 154, "metadata": {}, "outputs": [], "source": [ @@ -122,31 +172,1525 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 180, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/Users/macbookpro/Git Repos/pystatis/src/pystatis/table.py:43: DtypeWarning: Columns (7) have mixed types. Specify dtype option on import or set low_memory=False.\n", - " self.data = pd.read_csv(data_str, sep=\";\")\n" + "/Users/macbookpro/Git Repos/pystatis/src/pystatis/table.py:46: DtypeWarning: Columns (7) have mixed types. Specify dtype option on import or set low_memory=False.\n", + " self.data = pd.read_csv(data_str, sep=\";\", na_values = [\"...\",\".\",\"-\",\"/\",\"x\"])\n" ] } ], "source": [ - "students.get_data()\n", + "students.get_data(startyear=2015)\n", "population.get_data()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## set proper column types" + ] + }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 181, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 DG\n", + "1 DG\n", + "2 DG\n", + "3 DG\n", + "4 DG\n", + " ... \n", + "338935 16077\n", + "338936 16077\n", + "338937 16077\n", + "338938 16077\n", + "338939 16077\n", + "Name: Kreise und kreisfreie Städte_Code, Length: 338940, dtype: object" + ] + }, + "execution_count": 181, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "students.data['Kreise und kreisfreie Städte_Code'] = students.data['Kreise und kreisfreie Städte_Code'].astype(str)\n", + "students.data['Kreise und kreisfreie Städte_Code']" + ] + }, + { + "cell_type": "code", + "execution_count": 222, "metadata": {}, "outputs": [], "source": [ - "df_students = students.data\n", - "df_population = population.data" + "students.data['Kreise und kreisfreie Städte_Code'] = students.data['Kreise und kreisfreie Städte_Code'].apply(lambda x: '0'+x if len(x)<=1 else x)\n", + "students.data['Kreise und kreisfreie Städte_Code']" + ] + }, + { + "cell_type": "code", + "execution_count": 223, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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SemesterKreise und kreisfreie StädteGeschlechtNationalität (inkl. insgesamt)Fächergruppe (mit Insgesamt)Kreise und kreisfreie Städte_CodeGeschlecht_CodeNationalität (inkl. insgesamt)_CodeFächergruppe (mit Insgesamt)_CodeStudierende_(im_Kreisgebiet)
0WS 2015/16DeutschlandInsgesamtInsgesamtGeisteswissenschaftenDGINSGESAMTINSGESAMTHS-FG01339730.0
1WS 2015/16DeutschlandInsgesamtInsgesamtSportDGINSGESAMTINSGESAMTHS-FG0227771.0
2WS 2015/16DeutschlandInsgesamtInsgesamtRechts-, Wirtschafts- und SozialwissenschaftenDGINSGESAMTINSGESAMTHS-FG031006645.0
3WS 2015/16DeutschlandInsgesamtInsgesamtMathematik/NaturwissenschaftenDGINSGESAMTINSGESAMTHS-FG04309194.0
4WS 2015/16DeutschlandInsgesamtInsgesamtHumanmedizin/GesundheitswissenschaftenDGINSGESAMTINSGESAMTHS-FG05166331.0
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338935WS 2021/22Altenburger Land, LandkreisweiblichDeutscheAgrar-, Forst- und Ernährungswissensch., Veterinär16077GESWNATDHS-FG07NaN
338936WS 2021/22Altenburger Land, LandkreisweiblichDeutscheIngenieurwissenschaften16077GESWNATDHS-FG08NaN
338937WS 2021/22Altenburger Land, LandkreisweiblichDeutscheKunst, Kunstwissenschaft16077GESWNATDHS-FG09NaN
338938WS 2021/22Altenburger Land, LandkreisweiblichDeutscheAußerhalb der Studienbereichsgliederung16077GESWNATDHS-FG10NaN
338939WS 2021/22Altenburger Land, LandkreisweiblichDeutscheInsgesamt16077GESWNATDINSGESAMTNaN
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338940 rows × 10 columns

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" + ], + "text/plain": [ + " Semester Kreise und kreisfreie Städte Geschlecht Nationalität (inkl. insgesamt) Fächergruppe (mit Insgesamt) Kreise und kreisfreie Städte_Code Geschlecht_Code Nationalität (inkl. insgesamt)_Code Fächergruppe (mit Insgesamt)_Code Studierende_(im_Kreisgebiet)\n", + "0 WS 2015/16 Deutschland Insgesamt Insgesamt Geisteswissenschaften DG INSGESAMT INSGESAMT HS-FG01 339730.0\n", + "1 WS 2015/16 Deutschland Insgesamt Insgesamt Sport DG INSGESAMT INSGESAMT HS-FG02 27771.0\n", + "2 WS 2015/16 Deutschland Insgesamt Insgesamt Rechts-, Wirtschafts- und Sozialwissenschaften DG INSGESAMT INSGESAMT HS-FG03 1006645.0\n", + "3 WS 2015/16 Deutschland Insgesamt Insgesamt Mathematik/Naturwissenschaften DG INSGESAMT INSGESAMT HS-FG04 309194.0\n", + "4 WS 2015/16 Deutschland Insgesamt Insgesamt Humanmedizin/Gesundheitswissenschaften DG INSGESAMT INSGESAMT HS-FG05 166331.0\n", + "... ... ... ... ... ... ... ... ... ... ...\n", + "338935 WS 2021/22 Altenburger Land, Landkreis weiblich Deutsche Agrar-, Forst- und Ernährungswissensch., Veterinär 16077 GESW NATD HS-FG07 NaN\n", + "338936 WS 2021/22 Altenburger Land, Landkreis weiblich Deutsche Ingenieurwissenschaften 16077 GESW NATD HS-FG08 NaN\n", + "338937 WS 2021/22 Altenburger Land, Landkreis weiblich Deutsche Kunst, Kunstwissenschaft 16077 GESW NATD HS-FG09 NaN\n", + "338938 WS 2021/22 Altenburger Land, Landkreis weiblich Deutsche Außerhalb der Studienbereichsgliederung 16077 GESW NATD HS-FG10 NaN\n", + "338939 WS 2021/22 Altenburger Land, Landkreis weiblich Deutsche Insgesamt 16077 GESW NATD INSGESAMT NaN\n", + "\n", + "[338940 rows x 10 columns]" + ] + }, + "execution_count": 223, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "students.data" + ] + }, + { + "cell_type": "code", + "execution_count": 224, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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StichtagKreise und kreisfreie StädteGeschlechtKreise und kreisfreie Städte_CodeGeschlecht_CodeBevoelkerungsstand
031.12.2022DeutschlandInsgesamtDGNaN84358845.0
131.12.2022DeutschlandmännlichDGGESM41559052.0
231.12.2022DeutschlandweiblichDGGESW42799793.0
331.12.2022Schleswig-HolsteinInsgesamt01NaN2953270.0
431.12.2022Schleswig-Holsteinmännlich01GESM1443269.0
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160931.12.2022Greiz, Landkreismännlich16076GESM47487.0
161031.12.2022Greiz, Landkreisweiblich16076GESW48894.0
161131.12.2022Altenburger Land, LandkreisInsgesamt16077NaN88787.0
161231.12.2022Altenburger Land, Landkreismännlich16077GESM43266.0
161331.12.2022Altenburger Land, Landkreisweiblich16077GESW45521.0
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1614 rows × 6 columns

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" + ], + "text/plain": [ + " Stichtag Kreise und kreisfreie Städte Geschlecht Kreise und kreisfreie Städte_Code Geschlecht_Code Bevoelkerungsstand\n", + "0 31.12.2022 Deutschland Insgesamt DG NaN 84358845.0\n", + "1 31.12.2022 Deutschland männlich DG GESM 41559052.0\n", + "2 31.12.2022 Deutschland weiblich DG GESW 42799793.0\n", + "3 31.12.2022 Schleswig-Holstein Insgesamt 01 NaN 2953270.0\n", + "4 31.12.2022 Schleswig-Holstein männlich 01 GESM 1443269.0\n", + "... ... ... ... ... ... ...\n", + "1609 31.12.2022 Greiz, Landkreis männlich 16076 GESM 47487.0\n", + "1610 31.12.2022 Greiz, Landkreis weiblich 16076 GESW 48894.0\n", + "1611 31.12.2022 Altenburger Land, Landkreis Insgesamt 16077 NaN 88787.0\n", + "1612 31.12.2022 Altenburger Land, Landkreis männlich 16077 GESM 43266.0\n", + "1613 31.12.2022 Altenburger Land, Landkreis weiblich 16077 GESW 45521.0\n", + "\n", + "[1614 rows x 6 columns]" + ] + }, + "execution_count": 224, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "population.data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## determine ratio of international students per year and region" + ] + }, + { + "cell_type": "code", + "execution_count": 250, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Kreise und kreisfreie Städte Kreise und kreisfreie Städte_Code Semester \n", + " Aachen, Kreis 05354 WS 2015/16 NaN\n", + " WS 2016/17 NaN\n", + " WS 2018/19 NaN\n", + " WS 2020/21 NaN\n", + " 5354 WS 2017/18 NaN\n", + " ... \n", + "Deutschland DG WS 2017/18 0.131665\n", + " WS 2018/19 0.137599\n", + " WS 2019/20 0.142371\n", + " WS 2020/21 0.141446\n", + " WS 2021/22 0.149754\n", + "Name: ratio_international, Length: 3767, dtype: float64" + ] + }, + "execution_count": 250, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ratio_international = students.data[(students.data.Geschlecht=='Insgesamt')\n", + " & (students.data['Fächergruppe (mit Insgesamt)']=='Insgesamt')].groupby(\n", + " by=['Kreise und kreisfreie Städte','Kreise und kreisfreie Städte_Code','Semester']\n", + " )['Studierende_(im_Kreisgebiet)'].apply(lambda x: x.iloc[1]/x.iloc[0] if x.count()==3 else None)\n", + "ratio_international.rename('ratio_international', inplace=True)\n", + "ratio_international" + ] + }, + { + "cell_type": "code", + "execution_count": 251, + "metadata": {}, + "outputs": [], + "source": [ + "ratio_international = pd.DataFrame(ratio_international)\n", + "ratio_international['year'] = [int(semester[3:7]) for semester in ratio_international.index.get_level_values(2)]" + ] + }, + { + "cell_type": "code", + "execution_count": 253, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ratio_internationalyear
Kreise und kreisfreie StädteKreise und kreisfreie Städte_CodeSemester
Bayern09WS 2015/160.1142882015
WS 2016/170.1204342016
WS 2017/180.1289482017
WS 2018/190.1391242018
WS 2019/200.1471572019
WS 2020/210.1508182020
WS 2021/220.1676802021
\n", + "
" + ], + "text/plain": [ + " ratio_international year\n", + "Kreise und kreisfreie Städte Kreise und kreisfreie Städte_Code Semester \n", + " Bayern 09 WS 2015/16 0.114288 2015\n", + " WS 2016/17 0.120434 2016\n", + " WS 2017/18 0.128948 2017\n", + " WS 2018/19 0.139124 2018\n", + " WS 2019/20 0.147157 2019\n", + " WS 2020/21 0.150818 2020\n", + " WS 2021/22 0.167680 2021" + ] + }, + "execution_count": 253, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ratio_international[ratio_international.index.get_level_values(0)==' Bayern']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## plot time evolution" + ] + }, + { + "cell_type": "code", + "execution_count": 254, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 254, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for region in ['Deutschland', ' Baden-Württemberg', ' Bayern', ' Nordrhein-Westfalen', ' Thüringen',\n", + " ' Sachsen', ' Niedersachsen', ' Schleswig-Holstein'' Berlin']:\n", + " plt.plot(\n", + " ratio_international[ratio_international.index.get_level_values(0)==region].year,\n", + " ratio_international[ratio_international.index.get_level_values(0)==region].ratio_international,\n", + " label=region)\n", + "plt.legend()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## merge with geodataframe and plot" + ] + }, + { + "cell_type": "code", + "execution_count": 255, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 0.075698\n", + "1 0.075698\n", + "2 0.111490\n", + "3 0.111490\n", + "4 0.096085\n", + "5 0.096085\n", + "6 0.096085\n", + "7 0.145414\n", + "8 0.145414\n", + "9 0.115662\n", + "10 0.138366\n", + "11 0.104924\n", + "12 0.132946\n", + "13 0.132946\n", + "14 0.114288\n", + "15 0.114288\n", + "16 0.138887\n", + "17 0.180502\n", + "18 0.151432\n", + "19 0.073169\n", + "20 0.073169\n", + "21 0.146635\n", + "22 0.125651\n", + "23 0.127564\n", + "Name: ratio_international, dtype: float64" + ] + }, + "execution_count": 255, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "year=2015\n", + "\n", + "gdf_merged = pd.merge(left=gdf, right=ratio_international[ratio_international.year==year], left_on='AGS', right_on='Kreise und kreisfreie Städte_Code')\n", + "gdf_merged.ratio_international" + ] + }, + { + "cell_type": "code", + "execution_count": 256, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 256, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ear=2018\n", + "gdf_merged = pd.merge(left=gdf, right=ratio_international[ratio_international.year==year], left_on='AGS', right_on='Kreise und kreisfreie Städte_Code')\n", + "gdf_merged.ratio_international\n", + "gdf_merged.plot('ratio_international',legend=True, missing_kwds={'color': 'lightgrey'})" + ] + }, + { + "cell_type": "code", + "execution_count": 261, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 261, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ear=2021\n", + "gdf_merged = pd.merge(left=gdf, right=ratio_international[ratio_international.year==year], left_on='AGS', right_on='Kreise und kreisfreie Städte_Code')\n", + "gdf_merged.ratio_international\n", + "gdf_merged.plot('ratio_international',legend=True, missing_kwds={'color': 'lightgrey'})" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Landkreisebene" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## load shape file" + ] + }, + { + "cell_type": "code", + "execution_count": 165, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "path_to_data = \"vg2500_12-31.utm32s.shape/vg2500/VG2500_KRS.shp\"\n", + "gdf = geopandas.read_file(path_to_data)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 166, + "metadata": {}, + "outputs": [], + "source": [ + "gdf.loc[:,'area']=gdf.area" + ] + }, + { + "cell_type": "code", + "execution_count": 167, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 167, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "gdf.plot('area',legend=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 169, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 Flensburg\n", + "1 Kiel\n", + "2 Lübeck\n", + "3 Neumünster\n", + "4 Dithmarschen\n", + " ... \n", + "395 Saalfeld-Rudolstadt\n", + "396 Saale-Holzland-Kreis\n", + "397 Saale-Orla-Kreis\n", + "398 Greiz\n", + "399 Altenburger Land\n", + "Name: GEN, Length: 400, dtype: object" + ] + }, + "execution_count": 169, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "gdf.GEN" + ] + }, + { + "cell_type": "code", + "execution_count": 170, + "metadata": {}, + "outputs": [], + "source": [ + "gdf.AGS = gdf.AGS.astype(str)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## fix city-states" + ] + }, + { + "cell_type": "code", + "execution_count": 171, + "metadata": {}, + "outputs": [], + "source": [ + "students.data.loc[students.data['Kreise und kreisfreie Städte_Code']=='11','Kreise und kreisfreie Städte_Code']='11000'\n", + "students.data.loc[students.data['Kreise und kreisfreie Städte_Code']=='02','Kreise und kreisfreie Städte_Code']='02000'" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## redetermine ratio of international students per year and region" + ] + }, + { + "cell_type": "code", + "execution_count": 172, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Kreise und kreisfreie Städte Kreise und kreisfreie Städte_Code Semester \n", + " Aachen, Kreis 05354 WS 2021/22 NaN\n", + " Aachen, kreisfreie Stadt 05334002 WS 2021/22 NaN\n", + " Ahrweiler, Landkreis 07131 WS 2021/22 0.208560\n", + " Aichach-Friedberg, Landkreis 09771 WS 2021/22 NaN\n", + " Alb-Donau-Kreis, Landkreis 08425 WS 2021/22 NaN\n", + " ... \n", + " Sachsen 14 WS 2021/22 0.172007\n", + " Sachsen-Anhalt 15 WS 2021/22 0.171899\n", + " Schleswig-Holstein 01 WS 2021/22 0.082910\n", + " Thüringen 16 WS 2021/22 0.152676\n", + "Deutschland DG WS 2021/22 0.149754\n", + "Name: ratio_international, Length: 538, dtype: float64" + ] + }, + "execution_count": 172, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ratio_international = students.data[(students.data.Geschlecht=='Insgesamt')\n", + " & (students.data['Fächergruppe (mit Insgesamt)']=='Insgesamt')].groupby(\n", + " by=['Kreise und kreisfreie Städte','Kreise und kreisfreie Städte_Code','Semester']\n", + " )['Studierende_(im_Kreisgebiet)'].apply(lambda x: x.iloc[1]/x.iloc[0])\n", + "ratio_international.rename('ratio_international', inplace=True)\n", + "ratio_international" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(ratio_international[' Köln, kreisfreie Stadt'],label='Köln')\n", + "plt.plot(ratio_international[' Köln, Regierungsbezirk'],label='Köln')\n", + "plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(ratio_international[' Aachen, kreisfreie Stadt'],label='Aachen')\n", + "plt.plot(ratio_international[' Aachen, Kreis'],label='Aachen')\n", + "plt.plot(ratio_international[' Städteregion Aachen, Kreis'],label='Aachen')\n", + "plt.legend()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## merge with geodataframe" + ] + }, + { + "cell_type": "code", + "execution_count": 173, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 0.081928\n", + "1 0.087525\n", + "2 0.098700\n", + "3 NaN\n", + "4 0.043993\n", + " ... \n", + "395 NaN\n", + "396 NaN\n", + "397 NaN\n", + "398 NaN\n", + "399 NaN\n", + "Name: ratio_international, Length: 400, dtype: float64" + ] + }, + "execution_count": 173, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "gdf_merged = pd.merge(left=gdf, right=ratio_international, left_on='AGS', right_on='Kreise und kreisfreie Städte_Code')\n", + "gdf_merged.ratio_international" + ] + }, + { + "cell_type": "code", + "execution_count": 175, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 0.081928\n", + "1 0.087525\n", + "2 0.098700\n", + "4 0.043993\n", + "8 0.039581\n", + " ... \n", + "382 0.290309\n", + "384 0.165913\n", + "385 0.012766\n", + "388 0.314863\n", + "392 0.343424\n", + "Name: ratio_international, Length: 227, dtype: float64" + ] + }, + "execution_count": 175, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "gdf_merged.ratio_international.dropna()" + ] + }, + { + "cell_type": "code", + "execution_count": 176, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Kreise und kreisfreie Städte Kreise und kreisfreie Städte_Code Semester \n", + " Ahrweiler, Landkreis 07131 WS 2021/22 0.208560\n", + " Altötting, Landkreis 09171 WS 2021/22 0.097345\n", + " Amberg, kreisfreie Stadt 09361 WS 2021/22 0.071561\n", + " Anhalt-Bitterfeld, Landkreis 15082 WS 2021/22 0.359893\n", + " Ansbach, Landkreis 09571 WS 2021/22 0.085781\n", + " ... \n", + " Sachsen 14 WS 2021/22 0.172007\n", + " Sachsen-Anhalt 15 WS 2021/22 0.171899\n", + " Schleswig-Holstein 01 WS 2021/22 0.082910\n", + " Thüringen 16 WS 2021/22 0.152676\n", + "Deutschland DG WS 2021/22 0.149754\n", + "Name: ratio_international, Length: 272, dtype: float64" + ] + }, + "execution_count": 176, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ratio_international.dropna()" + ] + }, + { + "cell_type": "code", + "execution_count": 177, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Kreise und kreisfreie Städte Kreise und kreisfreie Städte_Code Semester \n", + " Hannover, Landeshauptstadt 03241001 WS 2021/22 0.154274\n", + "Name: ratio_international, dtype: float64\n", + "Kreise und kreisfreie Städte Kreise und kreisfreie Städte_Code Semester \n", + " Arnsberg, Regierungsbezirk 059 WS 2021/22 0.127214\n", + "Name: ratio_international, dtype: float64\n", + "Kreise und kreisfreie Städte Kreise und kreisfreie Städte_Code Semester \n", + " Braunschweig, Statistische Region 031 WS 2021/22 0.171033\n", + "Name: ratio_international, dtype: float64\n", + "Kreise und kreisfreie Städte Kreise und kreisfreie Städte_Code Semester \n", + " Chemnitz, Statistische Region 145 WS 2021/22 0.273593\n", + "Name: ratio_international, dtype: float64\n", + "Kreise und kreisfreie Städte Kreise und kreisfreie Städte_Code Semester \n", + " Darmstadt, Regierungsbezirk 064 WS 2021/22 0.170921\n", + "Name: ratio_international, dtype: float64\n", + "Kreise und kreisfreie Städte Kreise und kreisfreie Städte_Code Semester \n", + " Detmold, Regierungsbezirk 057 WS 2021/22 0.102702\n", + "Name: ratio_international, dtype: float64\n", + "Kreise und kreisfreie Städte Kreise und kreisfreie Städte_Code Semester \n", + " Dresden, Statistische Region 146 WS 2021/22 0.163927\n", + "Name: ratio_international, dtype: float64\n", + "Kreise und kreisfreie Städte Kreise und kreisfreie Städte_Code Semester \n", + " Düsseldorf, Regierungsbezirk 051 WS 2021/22 0.147128\n", + "Name: ratio_international, dtype: float64\n", + "Kreise und kreisfreie Städte Kreise und kreisfreie Städte_Code Semester \n", + " Freiburg, Regierungsbezirk 083 WS 2021/22 0.129126\n", + "Name: ratio_international, dtype: float64\n", + "Kreise und kreisfreie Städte Kreise und kreisfreie Städte_Code Semester \n", + " Gießen, Regierungsbezirk 065 WS 2021/22 0.127981\n", + "Name: ratio_international, dtype: float64\n", + "Kreise und kreisfreie Städte Kreise und kreisfreie Städte_Code Semester \n", + " Hannover, Statistische Region 032 WS 2021/22 0.139342\n", + "Name: ratio_international, dtype: float64\n", + "Kreise und kreisfreie Städte Kreise und kreisfreie Städte_Code Semester \n", + " Karlsruhe, Regierungsbezirk 082 WS 2021/22 0.143328\n", + "Name: ratio_international, dtype: float64\n", + "Kreise und kreisfreie Städte Kreise und kreisfreie Städte_Code Semester \n", + " Kassel, Regierungsbezirk 066 WS 2021/22 0.119479\n", + "Name: ratio_international, dtype: float64\n", + "Kreise und kreisfreie Städte Kreise und kreisfreie Städte_Code Semester \n", + " Koblenz, Statistische Region 071 WS 2021/22 0.140887\n", + "Name: ratio_international, dtype: float64\n", + "Kreise und kreisfreie Städte Kreise und kreisfreie Städte_Code Semester \n", + " Köln, Regierungsbezirk 053 WS 2021/22 0.171089\n", + "Name: ratio_international, dtype: float64\n", + "Kreise und kreisfreie Städte Kreise und kreisfreie Städte_Code Semester \n", + " Leipzig, Statistische Region 147 WS 2021/22 0.121166\n", + "Name: ratio_international, dtype: float64\n", + "Kreise und kreisfreie Städte Kreise und kreisfreie Städte_Code Semester \n", + " Lüneburg 033 WS 2021/22 0.086294\n", + "Name: ratio_international, dtype: float64\n", + "Kreise und kreisfreie Städte Kreise und kreisfreie Städte_Code Semester \n", + " Mittelfranken, Regierungsbezirk 095 WS 2021/22 0.138501\n", + "Name: ratio_international, dtype: float64\n", + "Kreise und kreisfreie Städte Kreise und kreisfreie Städte_Code Semester \n", + " Münster, Regierungsbezirk 055 WS 2021/22 0.077059\n", + "Name: ratio_international, dtype: float64\n", + "Kreise und kreisfreie Städte Kreise und kreisfreie Städte_Code Semester \n", + " Niederbayern, Regierungsbezirk 092 WS 2021/22 0.212392\n", + "Name: ratio_international, dtype: float64\n", + "Kreise und kreisfreie Städte Kreise und kreisfreie Städte_Code Semester \n", + " Oberbayern, Regierungsbezirk 091 WS 2021/22 0.218361\n", + "Name: ratio_international, dtype: float64\n", + "Kreise und kreisfreie Städte Kreise und kreisfreie Städte_Code Semester \n", + " Oberfranken, Regierungsbezirk 094 WS 2021/22 0.148846\n", + "Name: ratio_international, dtype: float64\n", + "Kreise und kreisfreie Städte Kreise und kreisfreie Städte_Code Semester \n", + " Oberpfalz, Regierungsbezirk 093 WS 2021/22 0.09603\n", + "Name: ratio_international, dtype: float64\n", + "Kreise und kreisfreie Städte Kreise und kreisfreie Städte_Code Semester \n", + " Rheinhessen-Pfalz, Statistische Region 073 WS 2021/22 0.143094\n", + "Name: ratio_international, dtype: float64\n", + "Kreise und kreisfreie Städte Kreise und kreisfreie Städte_Code Semester \n", + " Schwaben, Regierungsbezirk 097 WS 2021/22 0.091363\n", + "Name: ratio_international, dtype: float64\n", + "Kreise und kreisfreie Städte Kreise und kreisfreie Städte_Code Semester \n", + " Stuttgart, Regierungsbezirk 081 WS 2021/22 0.118089\n", + "Name: ratio_international, dtype: float64\n", + "Kreise und kreisfreie Städte Kreise und kreisfreie Städte_Code Semester \n", + " Trier, Statistische Region 072 WS 2021/22 0.132909\n", + "Name: ratio_international, dtype: float64\n", + "Kreise und kreisfreie Städte Kreise und kreisfreie Städte_Code Semester \n", + " Tübingen, Regierungsbezirk 084 WS 2021/22 0.120317\n", + "Name: ratio_international, dtype: float64\n", + "Kreise und kreisfreie Städte Kreise und kreisfreie Städte_Code Semester \n", + " Unterfranken, Regierungsbezirk 096 WS 2021/22 0.123532\n", + "Name: ratio_international, dtype: float64\n", + "Kreise und kreisfreie Städte Kreise und kreisfreie Städte_Code Semester \n", + " Weser-Ems, Statistische Region 034 WS 2021/22 0.078968\n", + "Name: ratio_international, dtype: float64\n", + "Kreise und kreisfreie Städte Kreise und kreisfreie Städte_Code Semester \n", + " Baden-Württemberg 08 WS 2021/22 0.128507\n", + "Name: ratio_international, dtype: float64\n", + "Kreise und kreisfreie Städte Kreise und kreisfreie Städte_Code Semester \n", + " Bayern 09 WS 2021/22 0.16768\n", + "Name: ratio_international, dtype: float64\n", + "Kreise und kreisfreie Städte Kreise und kreisfreie Städte_Code Semester \n", + " Brandenburg 12 WS 2021/22 0.187501\n", + "Name: ratio_international, dtype: float64\n", + "Kreise und kreisfreie Städte Kreise und kreisfreie Städte_Code Semester \n", + " Bremen 04 WS 2021/22 0.181023\n", + "Name: ratio_international, dtype: float64\n", + "Kreise und kreisfreie Städte Kreise und kreisfreie Städte_Code Semester \n", + " Hessen 06 WS 2021/22 0.151622\n", + "Name: ratio_international, dtype: float64\n", + "Kreise und kreisfreie Städte Kreise und kreisfreie Städte_Code Semester \n", + " Mecklenburg-Vorpommern 13 WS 2021/22 0.106708\n", + "Name: ratio_international, dtype: float64\n", + "Kreise und kreisfreie Städte Kreise und kreisfreie Städte_Code Semester \n", + " Niedersachsen 03 WS 2021/22 0.128195\n", + "Name: ratio_international, dtype: float64\n", + "Kreise und kreisfreie Städte Kreise und kreisfreie Städte_Code Semester \n", + " Nordrhein-Westfalen 05 WS 2021/22 0.13719\n", + "Name: ratio_international, dtype: float64\n", + "Kreise und kreisfreie Städte Kreise und kreisfreie Städte_Code Semester \n", + " Rheinland-Pfalz 07 WS 2021/22 0.141211\n", + "Name: ratio_international, dtype: float64\n", + "Kreise und kreisfreie Städte Kreise und kreisfreie Städte_Code Semester \n", + " Saarland 10 WS 2021/22 0.15973\n", + "Name: ratio_international, dtype: float64\n", + "Kreise und kreisfreie Städte Kreise und kreisfreie Städte_Code Semester \n", + " Sachsen 14 WS 2021/22 0.172007\n", + "Name: ratio_international, dtype: float64\n", + "Kreise und kreisfreie Städte Kreise und kreisfreie Städte_Code Semester \n", + " Sachsen-Anhalt 15 WS 2021/22 0.171899\n", + "Name: ratio_international, dtype: float64\n", + "Kreise und kreisfreie Städte Kreise und kreisfreie Städte_Code Semester \n", + " Schleswig-Holstein 01 WS 2021/22 0.08291\n", + "Name: ratio_international, dtype: float64\n", + "Kreise und kreisfreie Städte Kreise und kreisfreie Städte_Code Semester \n", + " Thüringen 16 WS 2021/22 0.152676\n", + "Name: ratio_international, dtype: float64\n", + "Kreise und kreisfreie Städte Kreise und kreisfreie Städte_Code Semester \n", + "Deutschland DG WS 2021/22 0.149754\n", + "Name: ratio_international, dtype: float64\n" + ] + } + ], + "source": [ + "ags_missings=[]\n", + "for ags in ratio_international.dropna().index.get_level_values(1):\n", + " if len(gdf_merged[gdf_merged.AGS==ags])==0:\n", + " ags_missings.append(ags)\n", + " print(ratio_international.dropna()[ratio_international.dropna().index.get_level_values(1)==ags])" + ] + }, + { + "cell_type": "code", + "execution_count": 178, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "45" + ] + }, + "execution_count": 178, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(ags_missings)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Braunschweig 16 03101\n", + "Name: AGS, dtype: object\n" + ] + } + ], + "source": [ + "for reg in gdf.GEN:\n", + " if 'Braunschweig' in reg:\n", + " print(reg, gdf[gdf.GEN==reg].AGS)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "16 0.180156\n", + "Name: ratio_international, dtype: float64" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "gdf_merged[gdf_merged.AGS=='03101'].ratio_international" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Series([], Name: AGS, dtype: object)" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "gdf[gdf.GEN=='Hannover, Landeshauptstadt'].AGS" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "143 0.20856\n", + "Name: ratio_international, dtype: float64" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "gdf_merged[gdf_merged.GEN=='Ahrweiler'].ratio_international" + ] + }, + { + "cell_type": "code", + "execution_count": 179, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 179, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "gdf_merged.plot('ratio_international',legend=True, missing_kwds={'color': 'lightgrey'})" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Likely, the missings would need to be treated with more care. The outliers are due to small numbers of total students:" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Kreise und kreisfreie Städte Kreise und kreisfreie Städte_Code Semester \n", + " Celle, Landkreis 03351 WS 2021/22 0.890110\n", + " Cham, Landkreis 09372 WS 2021/22 0.734899\n", + " Goslar, Landkreis 03153 WS 2021/22 0.519153\n", + " Jerichower Land, Landkreis 15086 WS 2021/22 0.630000\n", + " Kleve, Kreis 05154 WS 2021/22 0.581930\n", + " Rottal-Inn, Landkreis 09277 WS 2021/22 0.908920\n", + "Name: ratio_international, dtype: float64" + ] + }, + "execution_count": 78, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ratio_international[ratio_international>=0.5]" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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SemesterKreise und kreisfreie StädteGeschlechtNationalität (inkl. insgesamt)Fächergruppe (mit Insgesamt)Kreise und kreisfreie Städte_CodeGeschlecht_CodeNationalität (inkl. insgesamt)_CodeFächergruppe (mit Insgesamt)_CodeStudierende_(im_Kreisgebiet)
3799WS 2021/22Celle, LandkreisInsgesamtAusländer/-innenInsgesamt03351INSGESAMTNATAINSGESAMT81.0
\n", + "
" + ], + "text/plain": [ + " Semester Kreise und kreisfreie Städte Geschlecht Nationalität (inkl. insgesamt) Fächergruppe (mit Insgesamt) Kreise und kreisfreie Städte_Code Geschlecht_Code Nationalität (inkl. insgesamt)_Code Fächergruppe (mit Insgesamt)_Code Studierende_(im_Kreisgebiet)\n", + "3799 WS 2021/22 Celle, Landkreis Insgesamt Ausländer/-innen Insgesamt 03351 INSGESAMT NATA INSGESAMT 81.0" + ] + }, + "execution_count": 82, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "students.data[(students.data['Kreise und kreisfreie Städte_Code']=='03351')\n", + " & (students.data['Geschlecht']=='Insgesamt')\n", + " & (students.data['Nationalität (inkl. insgesamt)']=='Ausländer/-innen')\n", + " & (students.data['Fächergruppe (mit Insgesamt)']=='Insgesamt')]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Relate to population" ] }, { diff --git a/nb/presentation.py b/nb/presentation.py index 77c6848..490e028 100644 --- a/nb/presentation.py +++ b/nb/presentation.py @@ -61,6 +61,9 @@ # %% [markdown] # If interested in specific object, can run `results.tables`, `results.statistics`, or `results.variables` directly. +# %% [markdown] +# + # %% results.tables @@ -162,7 +165,170 @@ # ## Jonas # %% [markdown] -# +# Case study: international students in Germany +# - time evolution +# - regional differences (at the level of federal states) + +# %% +# Should we add this to poetry? +# conda install geopandas +# conda install matplotlib + +import geopandas + +# %% +import pandas as pd +from matplotlib import pyplot as plt + +# %% [markdown] +# ### load data from Regionalstatistik + +# %% +students = pystatis.Table(name="21311-01-01-4") + +# %% +students.get_data(startyear=2015) + +# %% [markdown] +# ### set proper column types + +# %% +students.data["Kreise und kreisfreie Städte_Code"] = students.data[ + "Kreise und kreisfreie Städte_Code" +].astype(str) +students.data["Kreise und kreisfreie Städte_Code"] + +# %% +students.data["Kreise und kreisfreie Städte_Code"] = students.data[ + "Kreise und kreisfreie Städte_Code" +].apply(lambda x: "0" + x if len(x) <= 1 else x) +students.data["Kreise und kreisfreie Städte_Code"] + +# %% +students.data + +# %% [markdown] +# ### determine ratio of international students per year and region + +# %% +ratio_international = ( + students.data[ + (students.data.Geschlecht == "Insgesamt") + & (students.data["Fächergruppe (mit Insgesamt)"] == "Insgesamt") + ] + .groupby( + by=[ + "Kreise und kreisfreie Städte", + "Kreise und kreisfreie Städte_Code", + "Semester", + ] + )["Studierende_(im_Kreisgebiet)"] + .apply(lambda x: x.iloc[1] / x.iloc[0] if x.count() == 3 else None) +) +ratio_international.rename("ratio_international", inplace=True) + +ratio_international = pd.DataFrame(ratio_international) +ratio_international["year"] = [ + int(semester[3:7]) + for semester in ratio_international.index.get_level_values(2) +] + +ratio_international + +# %% +ratio_international[ratio_international.index.get_level_values(0) == " Bayern"] + +# %% [markdown] +# ## plot time evolution + +# %% +for region in [ + "Deutschland", + " Baden-Württemberg", + " Bayern", + " Nordrhein-Westfalen", + " Thüringen", + " Sachsen", + " Niedersachsen", + " Schleswig-Holstein", + " Berlin", +]: + plt.plot( + ratio_international[ + ratio_international.index.get_level_values(0) == region + ].year, + ratio_international[ + ratio_international.index.get_level_values(0) == region + ].ratio_international, + label=region, + ) +plt.legend() + +# %% [markdown] +# ### load shape file + +# %% + +path_to_data = "vg2500_12-31.utm32s.shape/vg2500/VG2500_LAN.shp" +gdf = geopandas.read_file(path_to_data) + + +# %% +gdf.loc[:, "area"] = gdf.area + +# %% +gdf.plot("area", legend=True) + +# %% +gdf.GEN + +# %% +gdf.AGS = gdf.AGS.astype(str) + +# %% [markdown] +# ### merge with geodataframe and plot + +# %% +year = 2015 + +gdf_merged = pd.merge( + left=gdf, + right=ratio_international[ratio_international.year == year], + left_on="AGS", + right_on="Kreise und kreisfreie Städte_Code", +) +gdf_merged.ratio_international + +# %% +gdf_merged.plot( + "ratio_international", legend=True, missing_kwds={"color": "lightgrey"} +) + +# %% +ear = 2018 +gdf_merged = pd.merge( + left=gdf, + right=ratio_international[ratio_international.year == year], + left_on="AGS", + right_on="Kreise und kreisfreie Städte_Code", +) +gdf_merged.ratio_international +gdf_merged.plot( + "ratio_international", legend=True, missing_kwds={"color": "lightgrey"} +) + +# %% +ear = 2021 +gdf_merged = pd.merge( + left=gdf, + right=ratio_international[ratio_international.year == year], + left_on="AGS", + right_on="Kreise und kreisfreie Städte_Code", +) +gdf_merged.ratio_international +gdf_merged.plot( + "ratio_international", legend=True, missing_kwds={"color": "lightgrey"} +) # %% [markdown] # ## Outlook From ccc30de715a8c14e812ae7173ccebcb69759a376 Mon Sep 17 00:00:00 2001 From: jkrause Date: Sun, 4 Feb 2024 19:41:03 +0100 Subject: [PATCH 4/4] catch NA-values in read_csv and added Auspraegung_Code to table.py to have the unique region identifiers --- src/pystatis/table.py | 12 ++++++++++-- 1 file changed, 10 insertions(+), 2 deletions(-) diff --git a/src/pystatis/table.py b/src/pystatis/table.py index f5cb395..7794668 100644 --- a/src/pystatis/table.py +++ b/src/pystatis/table.py @@ -43,7 +43,9 @@ def get_data(self, area: str = "all", prettify: bool = True, **kwargs): self.raw_data = raw_data data_str = StringIO(raw_data) - self.data = pd.read_csv(data_str, sep=";") + self.data = pd.read_csv( + data_str, sep=";", na_values=["...", ".", "-", "/", "x"] + ) if prettify: self.data = self.prettify_table( @@ -133,6 +135,12 @@ def parse_regio_table(data: pd.DataFrame) -> pd.DataFrame: attributes = data.filter(like="Auspraegung_Label") attributes.columns = data.filter(like="Merkmal_Label").iloc[0].tolist() + # Extracts new column names from first values of the Merkmal_Label columns + # and assigns these to the relevant code columns (Auspraegung_Code) + codes = data.filter(like="Auspraegung_Code") + codes.columns = data.filter(like="Merkmal_Label").iloc[0].tolist() + codes.columns = [code + "_Code" for code in codes.columns] + # Selects all columns containing the values values = data.filter(like="__") @@ -140,5 +148,5 @@ def parse_regio_table(data: pd.DataFrame) -> pd.DataFrame: # extracts the readable label and omit both the code and the unit values.columns = [name.split("__")[1] for name in values.columns] - pretty_data = pd.concat([time, attributes, values], axis=1) + pretty_data = pd.concat([time, attributes, codes, values], axis=1) return pretty_data