diff --git "a/src/04_use_case/jobs/Jobboerse_API.ipynb" "b/src/04_use_case/jobs/Jobboerse_API.ipynb" --- "a/src/04_use_case/jobs/Jobboerse_API.ipynb" +++ "b/src/04_use_case/jobs/Jobboerse_API.ipynb" @@ -1,20 +1,38 @@ { - "nbformat": 4, - "nbformat_minor": 0, - "metadata": { - "colab": { - "provenance": [] - }, - "kernelspec": { - "name": "python3", - "display_name": "Python 3" - }, - "language_info": { - "name": "python" - } - }, "cells": [ { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "title: \"Jobangebote über die Jobbörse API abrufen\"\n", + "description: \"Ein Tool zur Suche und Analyse von Jobangeboten über die Jobbörse API, einschließlich der Verarbeitung und Visualisierung der Daten.\"\n", + "author: \"Benjamin\"\n", + "date: \"2024-12-16\"\n", + "date-modified: \"2024-12-16\"\n", + "image: _f6a36d83-c0f2-4029-a621-0ccfc358b18a.jpeg\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "XTqBAiLzfj1m", + "outputId": "7558530d-9f1c-4174-b5c7-d36e13a2fa7b" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "200\n" + ] + } + ], "source": [ "import requests\n", "\n", @@ -38,34 +56,11 @@ ")\n", "\n", "print(response.status_code)" - ], - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "XTqBAiLzfj1m", - "outputId": "7558530d-9f1c-4174-b5c7-d36e13a2fa7b" - }, - "execution_count": 2, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "200\n" - ] - } ] }, { "cell_type": "code", - "source": [ - "data = response.json()\n", - "\n", - "if isinstance(data, dict):\n", - " print(data.keys())" - ], + "execution_count": 3, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -73,40 +68,36 @@ "id": "VEOLNnm1foDP", "outputId": "c893cff5-3f19-4fae-b488-7b595efbf75b" }, - "execution_count": 3, "outputs": [ { - "output_type": "stream", "name": "stdout", + "output_type": "stream", "text": [ "dict_keys(['stellenangebote', 'maxErgebnisse', 'page', 'size', 'woOutput', 'facetten'])\n" ] } + ], + "source": [ + "data = response.json()\n", + "\n", + "if isinstance(data, dict):\n", + " print(data.keys())" ] }, { "cell_type": "code", - "source": [ - "stellenangebote = data[\"stellenangebote\"]" - ], + "execution_count": 4, "metadata": { "id": "bXx-BI7Xhia8" }, - "execution_count": 4, - "outputs": [] + "outputs": [], + "source": [ + "stellenangebote = data[\"stellenangebote\"]" + ] }, { "cell_type": "code", - "source": [ - "# prompt: stelle die variable stellenangebot als pandas dataframe dar\n", - "\n", - "import pandas as pd\n", - "\n", - "# Assuming 'stellenangebote' is already defined from the previous code\n", - "\n", - "df = pd.DataFrame(stellenangebote)\n", - "df" - ], + "execution_count": 5, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -115,105 +106,14 @@ "id": "6WR9zzdeieL8", "outputId": "e7af80c3-bfb4-4b08-fee9-8fc49501d389" }, - "execution_count": 5, "outputs": [ { - "output_type": "execute_result", "data": { - "text/plain": [ - " beruf titel \\\n", - "0 Pädagoge/Pädagogin Erzieher (m/w/d) \n", - "1 Erzieher/in Erzieher (m/w/d) \n", - "2 Kinderbetreuer/in Erzieher/in (m/w/d) \n", - "3 Erzieher/in Erzieher (m/w/d) \n", - "4 Kinderbetreuer/in Erzieher/in (m/w/d) \n", - ".. ... ... \n", - "195 Erzieher/in Fachkraft Erziehung gesucht \n", - "196 Erzieher/in Erzieher (gn*) - Berlin \n", - "197 Erzieher/in Kitaleitung m/w/d - Berlin \n", - "198 Erzieher/in Erzieher*innen (w/m/d) \n", - "199 Erzieher/in - Jugend- und Heimerziehung Erzieher (m/w/d) Krippe \n", - "\n", - " refnr \\\n", - "0 17803-NF9UPOOG5JM5I7K7-S \n", - "1 10001-1000872980-S \n", - "2 16334-noerr1eny8jp5dv7mi-S \n", - "3 12122-164572-1641741-0-S \n", - "4 16334-b9pqabgq753vjzvetj-S \n", - ".. ... \n", - "195 10001-1000666126-S \n", - "196 17667-2024r5nfxyjo-000-S \n", - "197 12016-10002223502-S \n", - "198 10000-1199300267-S \n", - "199 14087-OBA369NX7FLM4GRB-S \n", - "\n", - " arbeitsort \\\n", - "0 {'plz': '10243', 'ort': 'Berlin', 'region': 'B... \n", - "1 {'plz': '10117', 'ort': 'Berlin', 'region': 'B... \n", - "2 {'plz': '13351', 'ort': 'Berlin', 'region': 'B... \n", - "3 {'plz': '10179', 'ort': 'Berlin', 'region': 'B... \n", - "4 {'plz': '13125', 'ort': 'Berlin', 'region': 'B... \n", - ".. ... \n", - "195 {'plz': '10827', 'ort': 'Berlin', 'ortsteil': ... \n", - "196 {'plz': '14195', 'ort': 'Berlin', 'region': 'B... \n", - "197 {'plz': '10997', 'ort': 'Berlin', 'region': 'B... \n", - "198 {'plz': '12679', 'ort': 'Berlin', 'ortsteil': ... \n", - "199 {'plz': '10713', 'ort': 'Berlin', 'region': 'B... \n", - "\n", - " arbeitgeber \\\n", - "0 biac Personalservice GmbH NL Medizin/ Soziales \n", - "1 avanti GmbH NL Berlin Funktionspflege \n", - "2 PiratenKids gGmbH \n", - "3 persona service AG & Co. KG Berlin-Mitte \n", - "4 PiratenKids gGmbH \n", - ".. ... \n", - "195 Stadtteilverein Schöneberg e.V. \n", - "196 Verein Oberlinhaus \n", - "197 PerZukunft Arbeitsvermittlung GmbH&Co.KG \n", - "198 Plattenverbund gGmbH \n", - "199 Perso Plankontor GmbH \n", - "\n", - " aktuelleVeroeffentlichungsdatum modifikationsTimestamp eintrittsdatum \\\n", - "0 2024-11-29 2024-11-29T10:22:51.314 2024-11-29 \n", - "1 2024-12-07 2024-12-06T09:40:02.882 2025-01-06 \n", - "2 2024-12-02 2024-12-02T07:34:01.346 2024-12-03 \n", - "3 2024-12-05 2024-12-06T08:29:32.436 2024-12-16 \n", - "4 2024-11-30 2024-11-30T07:57:03.927 2024-12-01 \n", - ".. ... ... ... \n", - "195 2024-12-06 2024-12-06T10:35:26.541 2024-12-06 \n", - "196 2024-12-05 2024-12-06T08:41:50.768 2024-12-06 \n", - "197 2024-11-25 2024-11-25T12:43:44.455 2024-11-26 \n", - "198 2024-06-25 2024-11-29T08:04:12.693 2025-01-01 \n", - "199 2024-11-20 2024-11-20T07:40:15.36 2024-11-20 \n", - "\n", - " kundennummerHash \\\n", - "0 dUkJqlKlnjSpJFQ_E0u4cCiaIRi52fn0rGpNfL4ijKE= \n", - "1 rKYM38_BHvEU7F_YQbEY2YM-oOPdHLLJwBwCN3f9WQM= \n", - "2 NaN \n", - "3 ulLm11xcbKrgOf6O5rIdxb5B5ymdj1a-NIVQQcsEEis= \n", - "4 NaN \n", - ".. ... \n", - "195 UlWxXPbvT2RL85DMGFKzlKIXWrvML_lG8ESIjLHDXKs= \n", - "196 qlF2_Wp-MNtN9dcrcXOu5DYpqimce2UndpljClkT0pI= \n", - "197 QCGqch7PL50CBjk6teuMzDX913ummnZAOsdgVWgX3GY= \n", - "198 AUWX2yIrM9q38BKFDPzs1_Lt1AtUWZOvMMwO-d1hXus= \n", - "199 NaN \n", - "\n", - " externeUrl \n", - "0 NaN \n", - "1 NaN \n", - "2 https://www.joboo.online/de/joboo-online/stell... \n", - "3 NaN \n", - "4 https://www.joboo.online/de/joboo-online/stell... \n", - ".. ... \n", - "195 NaN \n", - "196 NaN \n", - "197 NaN \n", - "198 NaN \n", - "199 https://www.europersonal.com/stelle/erzieher-m... \n", - "\n", - "[200 rows x 10 columns]" - ], + "application/vnd.google.colaboratory.intrinsic+json": { + "summary": "{\n \"name\": \"df\",\n \"rows\": 200,\n \"fields\": [\n {\n \"column\": \"beruf\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 12,\n \"samples\": [\n \"F\\u00f6rderlehrer/in\",\n \"Sozialarbeiter/in / Sozialp\\u00e4dagoge/-p\\u00e4dagogin\",\n \"P\\u00e4dagoge/P\\u00e4dagogin\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"titel\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 140,\n \"samples\": [\n \"Erzieher / Erzieherin - MINT-Kita (m/w/d)\",\n \"Staatlich anerkannte Erzieher/Erzieherin -> Integrationskita\",\n \"Erzieher/in f\\u00fcr eine Kita\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"refnr\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 200,\n \"samples\": [\n \"18708-25VMR8QU8JZL9JHC-S\",\n \"17803-VG2358LUUBUIWUR4-S\",\n \"11858-14098974-STA-S\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"arbeitsort\",\n \"properties\": {\n \"dtype\": \"object\",\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"arbeitgeber\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 84,\n \"samples\": [\n \"akut... Medizinische Personallogistik GmbH\",\n \"biac Personalservice GmbH NL Medizin/ Soziales\",\n \"Frecher Spatz e.V.\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"aktuelleVeroeffentlichungsdatum\",\n \"properties\": {\n \"dtype\": \"object\",\n \"num_unique_values\": 44,\n \"samples\": [\n \"2024-05-27\",\n \"2024-10-11\",\n \"2024-10-18\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"modifikationsTimestamp\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 200,\n \"samples\": [\n \"2024-12-05T14:54:06.249\",\n \"2024-11-29T10:10:15.462\",\n \"2024-11-25T10:35:55.423\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"eintrittsdatum\",\n \"properties\": {\n \"dtype\": \"object\",\n \"num_unique_values\": 41,\n \"samples\": [\n \"2024-11-12\",\n \"2024-11-30\",\n \"2024-11-26\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"kundennummerHash\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 58,\n \"samples\": [\n \"dUkJqlKlnjSpJFQ_E0u4cCiaIRi52fn0rGpNfL4ijKE=\",\n \"rAl_0O7xOULPxmf1vvycibI4VUr3-L4BsV8g1Um8wkk=\",\n \"vdNwZ10nAQSt5dYhxePNnALgDcJjTVFnlCcGn5W8YRs=\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"externeUrl\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 45,\n \"samples\": [\n \"https://www.online-stellenmarkt.net/job-hrba/226699066/\",\n \"https://www.valmedi.de/job/erzieherin-erzieher-135894/falkensee\",\n \"https://www.heyjobs.co/de-de/jobs/4ffe54be-9d50-443c-8491-b794e9e0dc24?utm_content=ad_link&utm_medium=sjm-pr&utm_source=jobboerse\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}", + "type": "dataframe", + "variable_name": "df" + }, "text/html": [ "\n", "
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Medizinische Personallogistik GmbH\",\n \"biac Personalservice GmbH NL Medizin/ Soziales\",\n \"Frecher Spatz e.V.\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"aktuelleVeroeffentlichungsdatum\",\n \"properties\": {\n \"dtype\": \"object\",\n \"num_unique_values\": 44,\n \"samples\": [\n \"2024-05-27\",\n \"2024-10-11\",\n \"2024-10-18\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"modifikationsTimestamp\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 200,\n \"samples\": [\n \"2024-12-05T14:54:06.249\",\n \"2024-11-29T10:10:15.462\",\n \"2024-11-25T10:35:55.423\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"eintrittsdatum\",\n \"properties\": {\n \"dtype\": \"object\",\n \"num_unique_values\": 41,\n \"samples\": [\n \"2024-11-12\",\n \"2024-11-30\",\n \"2024-11-26\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"kundennummerHash\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 58,\n \"samples\": [\n \"dUkJqlKlnjSpJFQ_E0u4cCiaIRi52fn0rGpNfL4ijKE=\",\n \"rAl_0O7xOULPxmf1vvycibI4VUr3-L4BsV8g1Um8wkk=\",\n \"vdNwZ10nAQSt5dYhxePNnALgDcJjTVFnlCcGn5W8YRs=\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"externeUrl\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 45,\n \"samples\": [\n \"https://www.online-stellenmarkt.net/job-hrba/226699066/\",\n \"https://www.valmedi.de/job/erzieherin-erzieher-135894/falkensee\",\n \"https://www.heyjobs.co/de-de/jobs/4ffe54be-9d50-443c-8491-b794e9e0dc24?utm_content=ad_link&utm_medium=sjm-pr&utm_source=jobboerse\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" - } + "text/plain": [ + " beruf titel \\\n", + "0 Pädagoge/Pädagogin Erzieher (m/w/d) \n", + "1 Erzieher/in Erzieher (m/w/d) \n", + "2 Kinderbetreuer/in Erzieher/in (m/w/d) \n", + "3 Erzieher/in Erzieher (m/w/d) \n", + "4 Kinderbetreuer/in Erzieher/in (m/w/d) \n", + ".. ... ... \n", + "195 Erzieher/in Fachkraft Erziehung gesucht \n", + "196 Erzieher/in Erzieher (gn*) - Berlin \n", + "197 Erzieher/in Kitaleitung m/w/d - Berlin \n", + "198 Erzieher/in Erzieher*innen (w/m/d) \n", + "199 Erzieher/in - Jugend- und Heimerziehung Erzieher (m/w/d) Krippe \n", + "\n", + " refnr \\\n", + "0 17803-NF9UPOOG5JM5I7K7-S \n", + "1 10001-1000872980-S \n", + "2 16334-noerr1eny8jp5dv7mi-S \n", + "3 12122-164572-1641741-0-S \n", + "4 16334-b9pqabgq753vjzvetj-S \n", + ".. ... \n", + "195 10001-1000666126-S \n", + "196 17667-2024r5nfxyjo-000-S \n", + "197 12016-10002223502-S \n", + "198 10000-1199300267-S \n", + "199 14087-OBA369NX7FLM4GRB-S \n", + "\n", + " arbeitsort \\\n", + "0 {'plz': '10243', 'ort': 'Berlin', 'region': 'B... \n", + "1 {'plz': '10117', 'ort': 'Berlin', 'region': 'B... \n", + "2 {'plz': '13351', 'ort': 'Berlin', 'region': 'B... \n", + "3 {'plz': '10179', 'ort': 'Berlin', 'region': 'B... \n", + "4 {'plz': '13125', 'ort': 'Berlin', 'region': 'B... \n", + ".. ... \n", + "195 {'plz': '10827', 'ort': 'Berlin', 'ortsteil': ... \n", + "196 {'plz': '14195', 'ort': 'Berlin', 'region': 'B... \n", + "197 {'plz': '10997', 'ort': 'Berlin', 'region': 'B... \n", + "198 {'plz': '12679', 'ort': 'Berlin', 'ortsteil': ... \n", + "199 {'plz': '10713', 'ort': 'Berlin', 'region': 'B... \n", + "\n", + " arbeitgeber \\\n", + "0 biac Personalservice GmbH NL Medizin/ Soziales \n", + "1 avanti GmbH NL Berlin Funktionspflege \n", + "2 PiratenKids gGmbH \n", + "3 persona service AG & Co. KG Berlin-Mitte \n", + "4 PiratenKids gGmbH \n", + ".. ... \n", + "195 Stadtteilverein Schöneberg e.V. \n", + "196 Verein Oberlinhaus \n", + "197 PerZukunft Arbeitsvermittlung GmbH&Co.KG \n", + "198 Plattenverbund gGmbH \n", + "199 Perso Plankontor GmbH \n", + "\n", + " aktuelleVeroeffentlichungsdatum modifikationsTimestamp eintrittsdatum \\\n", + "0 2024-11-29 2024-11-29T10:22:51.314 2024-11-29 \n", + "1 2024-12-07 2024-12-06T09:40:02.882 2025-01-06 \n", + "2 2024-12-02 2024-12-02T07:34:01.346 2024-12-03 \n", + "3 2024-12-05 2024-12-06T08:29:32.436 2024-12-16 \n", + "4 2024-11-30 2024-11-30T07:57:03.927 2024-12-01 \n", + ".. ... ... ... \n", + "195 2024-12-06 2024-12-06T10:35:26.541 2024-12-06 \n", + "196 2024-12-05 2024-12-06T08:41:50.768 2024-12-06 \n", + "197 2024-11-25 2024-11-25T12:43:44.455 2024-11-26 \n", + "198 2024-06-25 2024-11-29T08:04:12.693 2025-01-01 \n", + "199 2024-11-20 2024-11-20T07:40:15.36 2024-11-20 \n", + "\n", + " kundennummerHash \\\n", + "0 dUkJqlKlnjSpJFQ_E0u4cCiaIRi52fn0rGpNfL4ijKE= \n", + "1 rKYM38_BHvEU7F_YQbEY2YM-oOPdHLLJwBwCN3f9WQM= \n", + "2 NaN \n", + "3 ulLm11xcbKrgOf6O5rIdxb5B5ymdj1a-NIVQQcsEEis= \n", + "4 NaN \n", + ".. ... \n", + "195 UlWxXPbvT2RL85DMGFKzlKIXWrvML_lG8ESIjLHDXKs= \n", + "196 qlF2_Wp-MNtN9dcrcXOu5DYpqimce2UndpljClkT0pI= \n", + "197 QCGqch7PL50CBjk6teuMzDX913ummnZAOsdgVWgX3GY= \n", + "198 AUWX2yIrM9q38BKFDPzs1_Lt1AtUWZOvMMwO-d1hXus= \n", + "199 NaN \n", + "\n", + " externeUrl \n", + "0 NaN \n", + "1 NaN \n", + "2 https://www.joboo.online/de/joboo-online/stell... \n", + "3 NaN \n", + "4 https://www.joboo.online/de/joboo-online/stell... \n", + ".. ... \n", + "195 NaN \n", + "196 NaN \n", + "197 NaN \n", + "198 NaN \n", + "199 https://www.europersonal.com/stelle/erzieher-m... \n", + "\n", + "[200 rows x 10 columns]" + ] }, + "execution_count": 5, "metadata": {}, - "execution_count": 5 + "output_type": "execute_result" } + ], + "source": [ + "# prompt: stelle die variable stellenangebot als pandas dataframe dar\n", + "\n", + "import pandas as pd\n", + "\n", + "# Assuming 'stellenangebote' is already defined from the previous code\n", + "\n", + "df = pd.DataFrame(stellenangebote)\n", + "df" ] }, { "cell_type": "code", - "source": [ - "# prompt: Using dataframe df: erstelle eine value counts für die spalte beruf\n", - "\n", - "# Calculate the value counts for the 'beruf' column\n", - "beruf_counts = df['beruf'].value_counts()\n", - "\n", - "# Display the value counts\n", - "beruf_counts\n" - ], + "execution_count": 6, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -690,27 +682,9 @@ "id": "r1HXomyyjgrV", "outputId": "a3ad2049-282d-4d78-bef6-bcecd7577666" }, - "execution_count": 6, "outputs": [ { - "output_type": "execute_result", "data": { - "text/plain": [ - "beruf\n", - "Erzieher/in 141\n", - "Pädagoge/Pädagogin 28\n", - "Kinderbetreuer/in 10\n", - "Erzieher/in - Jugend- und Heimerziehung 9\n", - "Sozialarbeiter/in / Sozialpädagoge/-pädagogin 3\n", - "Heimerzieher/in 2\n", - "Kindheitspädagoge/-pädagogin 2\n", - "Pflegepädagoge/-pädagogin 1\n", - "Erzieher/in - sonderpädagogische Einrichtungen 1\n", - "Sozialassistent/in 1\n", - "Förderlehrer/in 1\n", - "Kindergartenleiter/in 1\n", - "Name: count, dtype: int64" - ], "text/html": [ "
\n", "