diff --git "a/pythonanalysis.ipynb" "b/pythonanalysis.ipynb" new file mode 100644--- /dev/null +++ "b/pythonanalysis.ipynb" @@ -0,0 +1,1962 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "code", + "source": [ + "!pip install pandas numpy matplotlib scikit-learn statsmodels" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Hw4XqK4iE4CM", + "outputId": "f87b70dc-556c-44fc-9cae-609c385ce2c6" + }, + "execution_count": 86, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Requirement already satisfied: pandas in /usr/local/lib/python3.12/dist-packages (2.2.2)\n", + "Requirement already satisfied: numpy in /usr/local/lib/python3.12/dist-packages (2.0.2)\n", + "Requirement already satisfied: matplotlib in /usr/local/lib/python3.12/dist-packages (3.10.0)\n", + "Requirement already satisfied: scikit-learn in /usr/local/lib/python3.12/dist-packages (1.6.1)\n", + "Requirement already satisfied: statsmodels in /usr/local/lib/python3.12/dist-packages (0.14.6)\n", + "Requirement already satisfied: python-dateutil>=2.8.2 in /usr/local/lib/python3.12/dist-packages (from pandas) (2.9.0.post0)\n", + "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.12/dist-packages (from pandas) (2025.2)\n", + "Requirement already satisfied: tzdata>=2022.7 in /usr/local/lib/python3.12/dist-packages (from pandas) (2026.1)\n", + "Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.12/dist-packages (from matplotlib) (1.3.3)\n", + "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.12/dist-packages (from matplotlib) (0.12.1)\n", + "Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.12/dist-packages (from matplotlib) (4.62.1)\n", + "Requirement already satisfied: kiwisolver>=1.3.1 in /usr/local/lib/python3.12/dist-packages (from matplotlib) (1.5.0)\n", + "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.12/dist-packages (from matplotlib) (26.1)\n", + "Requirement already satisfied: pillow>=8 in /usr/local/lib/python3.12/dist-packages (from matplotlib) (11.3.0)\n", + "Requirement already satisfied: pyparsing>=2.3.1 in /usr/local/lib/python3.12/dist-packages (from matplotlib) (3.3.2)\n", + "Requirement already satisfied: scipy>=1.6.0 in /usr/local/lib/python3.12/dist-packages (from scikit-learn) (1.16.3)\n", + "Requirement already satisfied: joblib>=1.2.0 in /usr/local/lib/python3.12/dist-packages (from scikit-learn) (1.5.3)\n", + "Requirement already satisfied: threadpoolctl>=3.1.0 in /usr/local/lib/python3.12/dist-packages (from scikit-learn) (3.6.0)\n", + "Requirement already satisfied: patsy>=0.5.6 in /usr/local/lib/python3.12/dist-packages (from statsmodels) (1.0.2)\n", + "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.12/dist-packages (from python-dateutil>=2.8.2->pandas) (1.17.0)\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.ensemble import RandomForestClassifier\n", + "from sklearn.metrics import classification_report, accuracy_score\n", + "from statsmodels.tsa.arima.model import ARIMA" + ], + "metadata": { + "id": "RCruNE1GE5yd" + }, + "execution_count": 87, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "print(\"=\" * 50)\n", + "print(\"STEP 2/2: Python Analysis (charts, model, forecast)\")\n", + "print(\"=\" * 50)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "9ARyzP5_E63M", + "outputId": "e99b2a8b-8859-4d02-a8df-2384f0428a58" + }, + "execution_count": 88, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "==================================================\n", + "STEP 2/2: Python Analysis (charts, model, forecast)\n", + "==================================================\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "jobs_enriched = pd.read_csv(\"jobs_enriched.csv\")\n", + "monthly_openings = pd.read_csv(\"jobs_monthly_openings.csv\")\n", + "\n", + "print(\"jobs_enriched shape:\", jobs_enriched.shape)\n", + "print(\"monthly_openings shape:\", monthly_openings.shape)\n", + "\n", + "display(jobs_enriched.head())\n", + "display(monthly_openings.head())" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 764 + }, + "id": "PwiDb0LwE8FD", + "outputId": "f977d92d-2091-4096-8561-a50a33a08a9c" + }, + "execution_count": 89, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "jobs_enriched shape: (99, 17)\n", + "monthly_openings shape: (51, 6)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + " ID title \\\n", + "0 19702 Project Assistant \n", + "1 19703 Policy Officer \n", + "2 19664 Senior Military Advisor to the Executive Director \n", + "3 19665 Structures Expert \n", + "4 19666 Certification Expert - Hydromechanical and Fli... \n", + "\n", + " Domain(s) Grade Type of contract \\\n", + "0 Justice and human rights FG III Contract staff \n", + "1 Justice and human rights FG IV Contract staff \n", + "2 Transport AD 10 Temporary staff \n", + "3 Transport AD 7 Temporary staff \n", + "4 Transport AD 7 Temporary staff \n", + "\n", + " Institution(s) Location(s) \\\n", + "0 (FRA) European Union Agency for Fundamental Ri... Vienna (Austria) \n", + "1 (FRA) European Union Agency for Fundamental Ri... Vienna (Austria) \n", + "2 (EASA) European Union Aviation Safety Agency Cologne (Germany) \n", + "3 (EASA) European Union Aviation Safety Agency Cologne (Germany) \n", + "4 (EASA) European Union Aviation Safety Agency Cologne (Germany) \n", + "\n", + " Deadline Link to Content \\\n", + "0 2026-04-30 13:00:00 https://eu-careers.europa.eu/en/job-opportunit... \n", + "1 2026-04-30 13:00:00 https://eu-careers.europa.eu/en/job-opportunit... \n", + "2 2026-04-30 23:59:00 https://eu-careers.europa.eu/en/job-opportunit... \n", + "3 2026-04-30 23:59:00 https://eu-careers.europa.eu/en/job-opportunit... \n", + "4 2026-04-30 23:59:00 https://eu-careers.europa.eu/en/job-opportunit... \n", + "\n", + " days_to_deadline urgency_score job_demand_score demand_label \\\n", + "0 1 10 9 high \n", + "1 1 8 10 high \n", + "2 1 8 10 high \n", + "3 1 10 9 high \n", + "4 1 9 8 high \n", + "\n", + " estimated_salary automation_risk estimated_applications \\\n", + "0 91422 low 87 \n", + "1 50795 low 202 \n", + "2 35860 low 222 \n", + "3 73158 medium 203 \n", + "4 89343 low 142 \n", + "\n", + " job_comment \n", + "0 Demand for this skill set appears to be growing. \n", + "1 This posting suggests strong employment opport... \n", + "2 This role appears to be in strong demand acros... \n", + "3 The labor market for this profile looks highly... \n", + "4 The labor market for this profile looks highly... 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IDtitleDomain(s)GradeType of contractInstitution(s)Location(s)DeadlineLink to Contentdays_to_deadlineurgency_scorejob_demand_scoredemand_labelestimated_salaryautomation_riskestimated_applicationsjob_comment
019702Project AssistantJustice and human rightsFG IIIContract staff(FRA) European Union Agency for Fundamental Ri...Vienna (Austria)2026-04-30 13:00:00https://eu-careers.europa.eu/en/job-opportunit...1109high91422low87Demand for this skill set appears to be growing.
119703Policy OfficerJustice and human rightsFG IVContract staff(FRA) European Union Agency for Fundamental Ri...Vienna (Austria)2026-04-30 13:00:00https://eu-careers.europa.eu/en/job-opportunit...1810high50795low202This posting suggests strong employment opport...
219664Senior Military Advisor to the Executive DirectorTransportAD 10Temporary staff(EASA) European Union Aviation Safety AgencyCologne (Germany)2026-04-30 23:59:00https://eu-careers.europa.eu/en/job-opportunit...1810high35860low222This role appears to be in strong demand acros...
319665Structures ExpertTransportAD 7Temporary staff(EASA) European Union Aviation Safety AgencyCologne (Germany)2026-04-30 23:59:00https://eu-careers.europa.eu/en/job-opportunit...1109high73158medium203The labor market for this profile looks highly...
419666Certification Expert - Hydromechanical and Fli...TransportAD 7Temporary staff(EASA) European Union Aviation Safety AgencyCologne (Germany)2026-04-30 23:59:00https://eu-careers.europa.eu/en/job-opportunit...198high89343low142The labor market for this profile looks highly...
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}\n },\n {\n \"column\": \"Deadline\",\n \"properties\": {\n \"dtype\": \"object\",\n \"num_unique_values\": 2,\n \"samples\": [\n \"2026-04-30 23:59:00\",\n \"2026-04-30 13:00:00\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Link to Content\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 5,\n \"samples\": [\n \"https://eu-careers.europa.eu/en/job-opportunities/policy-officer/fra-ca-polof-fgiv-2026\",\n \"https://eu-careers.europa.eu/en/job-opportunities/certification-expert-hydromechanical-and-flight-control-systems/easa-ad-2026-997\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"days_to_deadline\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0,\n \"min\": 1,\n \"max\": 1,\n \"num_unique_values\": 1,\n \"samples\": [\n 1\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"urgency_score\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1,\n \"min\": 8,\n \"max\": 10,\n \"num_unique_values\": 3,\n \"samples\": [\n 10\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"job_demand_score\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0,\n \"min\": 8,\n \"max\": 10,\n \"num_unique_values\": 3,\n \"samples\": [\n 9\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"demand_label\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 1,\n \"samples\": [\n \"high\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"estimated_salary\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 24288,\n \"min\": 35860,\n \"max\": 91422,\n \"num_unique_values\": 5,\n \"samples\": [\n 50795\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"automation_risk\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 2,\n \"samples\": [\n \"medium\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"estimated_applications\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 55,\n \"min\": 87,\n \"max\": 222,\n \"num_unique_values\": 5,\n \"samples\": [\n 202\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"job_comment\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 4,\n \"samples\": [\n \"This posting suggests strong employment opportunities.\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" + } + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + " deadline_month Domain(s) postings avg_salary \\\n", + "0 2026-04 Data protection 1 79732.000000 \n", + "1 2026-04 Economics, Finance and Statistics 1 46284.000000 \n", + "2 2026-04 Human Resources 1 89886.000000 \n", + "3 2026-04 Justice and human rights 2 71108.500000 \n", + "4 2026-04 Transport 3 66120.333333 \n", + "\n", + " avg_demand_score avg_applications \n", + "0 8.0 164.0 \n", + "1 10.0 57.0 \n", + "2 7.0 43.0 \n", + "3 9.5 144.5 \n", + "4 9.0 189.0 " + ], + "text/html": [ + "\n", + "
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deadline_monthDomain(s)postingsavg_salaryavg_demand_scoreavg_applications
02026-04Data protection179732.0000008.0164.0
12026-04Economics, Finance and Statistics146284.00000010.057.0
22026-04Human Resources189886.0000007.043.0
32026-04Justice and human rights271108.5000009.5144.5
42026-04Transport366120.3333339.0189.0
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\"num_unique_values\": 5,\n \"samples\": [\n 46284.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"avg_demand_score\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1.2041594578792296,\n \"min\": 7.0,\n \"max\": 10.0,\n \"num_unique_values\": 5,\n \"samples\": [\n 10.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"avg_applications\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 65.56294685262401,\n \"min\": 43.0,\n \"max\": 189.0,\n \"num_unique_values\": 5,\n \"samples\": [\n 57.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" + } + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "domain_summary = (\n", + " jobs_enriched\n", + " .groupby(\"Domain(s)\", as_index=False)\n", + " .agg(\n", + " avg_demand_score=(\"job_demand_score\", \"mean\"),\n", + " avg_salary=(\"estimated_salary\", \"mean\"),\n", + " avg_applications=(\"estimated_applications\", \"mean\"),\n", + " posting_count=(\"title\", \"count\")\n", + " )\n", + ")\n", + "\n", + "print(\"Domain summary:\")\n", + "display(domain_summary)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "IjqaimzvE9ax", + "outputId": "3a1b5c72-7df4-40d5-e0c4-ce2503a1dc07" + }, + "execution_count": 90, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Domain summary:\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + " Domain(s) avg_demand_score \\\n", + "0 Agriculture 6.000000 \n", + "1 Anti-Money Laundering 5.000000 \n", + "2 Audit 8.000000 \n", + "3 Budget and Finances 5.500000 \n", + "4 Buildings and Supplies 10.000000 \n", + "5 Communication 5.000000 \n", + "6 Crisis management and Internal security 4.857143 \n", + "7 Cybersecurity 5.000000 \n", + "8 Cybersecurity, European Policy 5.000000 \n", + "9 Data protection 8.000000 \n", + "10 Defence 4.666667 \n", + "11 Digital decade and connectivity 6.000000 \n", + "12 EU’s internal and external security 5.250000 \n", + "13 Economics, Finance and Statistics 5.750000 \n", + "14 Energy 10.000000 \n", + "15 Energy, Climate 7.000000 \n", + "16 Environment 3.000000 \n", + "17 European Policy 4.000000 \n", + "18 External Relations 7.500000 \n", + "19 Fisheries and Maritime Affairs 4.000000 \n", + "20 Fisheries and Maritime Affairs , Transport, Di... 6.000000 \n", + "21 Health 7.000000 \n", + "22 Human Resources 4.800000 \n", + "23 Information Technology 7.000000 \n", + "24 Justice and human rights 6.750000 \n", + "25 Justice and human rights, Science and Research... 8.000000 \n", + "26 Languages 4.000000 \n", + "27 Law 3.571429 \n", + "28 Management 5.000000 \n", + "29 Records management and Archives 8.000000 \n", + "30 Science and Research 6.000000 \n", + "31 Space 4.000000 \n", + "32 Support Staff 3.000000 \n", + "33 Transport 9.000000 \n", + "34 Transport, Science 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Domain(s)avg_demand_scoreavg_salaryavg_applicationsposting_count
0Agriculture6.00000035769.000000143.0000001
1Anti-Money Laundering5.00000049541.000000180.0000001
2Audit8.00000066551.000000197.0000001
3Budget and Finances5.50000062701.000000139.60000010
4Buildings and Supplies10.00000051023.000000163.0000001
5Communication5.00000082553.666667145.6666673
6Crisis management and Internal security4.85714345592.571429168.8571437
7Cybersecurity5.00000067606.00000073.0000001
8Cybersecurity, European Policy5.00000083555.000000150.0000001
9Data protection8.00000079732.000000164.0000001
10Defence4.66666763031.333333141.3333336
11Digital decade and connectivity6.00000060658.000000115.0000001
12EU’s internal and external security5.25000073156.000000103.7500004
13Economics, Finance and Statistics5.75000051368.500000178.5000004
14Energy10.00000082191.000000233.0000001
15Energy, Climate7.00000079131.000000158.0000001
16Environment3.00000076152.500000147.0000002
17European Policy4.00000064998.625000135.5000008
18External Relations7.50000071738.000000174.5000002
19Fisheries and Maritime Affairs4.00000072819.00000022.0000001
20Fisheries and Maritime Affairs , Transport, Di...6.00000040311.000000112.0000001
21Health7.00000041265.00000088.0000001
22Human Resources4.80000063306.800000113.4000005
23Information Technology7.00000063335.200000172.8000005
24Justice and human rights6.75000070014.000000157.5000004
25Justice and human rights, Science and Research...8.00000072194.000000117.0000001
26Languages4.00000049058.000000114.5000002
27Law3.57142972583.857143126.5714297
28Management5.00000058795.00000080.5000002
29Records management and Archives8.00000062480.000000166.0000001
30Science and Research6.00000057918.333333213.0000003
31Space4.00000056350.500000201.5000002
32Support Staff3.00000060083.500000166.2500004
33Transport9.00000066120.333333189.0000003
34Transport, Science and Research3.00000078323.000000132.0000001
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IDtitleDomain(s)GradeType of contractInstitution(s)Location(s)DeadlineLink to Contentdays_to_deadline...job_demand_scoredemand_labelestimated_salaryautomation_riskestimated_applicationsjob_commentavg_demand_scoreavg_salaryavg_applicationsposting_count
019702Project AssistantJustice and human rightsFG IIIContract staff(FRA) European Union Agency for Fundamental Ri...Vienna (Austria)2026-04-30 13:00:00https://eu-careers.europa.eu/en/job-opportunit...1...9high91422low87Demand for this skill set appears to be growing.6.7570014.000000157.54
119703Policy OfficerJustice and human rightsFG IVContract staff(FRA) European Union Agency for Fundamental Ri...Vienna (Austria)2026-04-30 13:00:00https://eu-careers.europa.eu/en/job-opportunit...1...10high50795low202This posting suggests strong employment opport...6.7570014.000000157.54
219664Senior Military Advisor to the Executive DirectorTransportAD 10Temporary staff(EASA) European Union Aviation Safety AgencyCologne (Germany)2026-04-30 23:59:00https://eu-careers.europa.eu/en/job-opportunit...1...10high35860low222This role appears to be in strong demand acros...9.0066120.333333189.03
319665Structures ExpertTransportAD 7Temporary staff(EASA) European Union Aviation Safety AgencyCologne (Germany)2026-04-30 23:59:00https://eu-careers.europa.eu/en/job-opportunit...1...9high73158medium203The labor market for this profile looks highly...9.0066120.333333189.03
419666Certification Expert - Hydromechanical and Fli...TransportAD 7Temporary staff(EASA) European Union Aviation Safety AgencyCologne (Germany)2026-04-30 23:59:00https://eu-careers.europa.eu/en/job-opportunit...1...8high89343low142The labor market for this profile looks highly...9.0066120.333333189.03
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "plt.figure(figsize=(16, 8))\n", + "merged_df.groupby(\"Domain(s)\")[\"job_demand_score\"].mean().sort_values().plot(kind=\"barh\", color=\"steelblue\")\n", + "plt.title(\"Average Demand Score by Domain\", fontsize=16)\n", + "plt.xlabel(\"Demand Score\", fontsize=12)\n", + "plt.ylabel(\"Domain\", fontsize=12)\n", + "plt.xticks(fontsize=11)\n", + "plt.yticks(fontsize=10)\n", + "plt.grid(axis=\"x\", linestyle=\"--\", alpha=0.7)\n", + "for spine in [\"top\", \"right\"]:\n", + " plt.gca().spines[spine].set_visible(False)\n", + "plt.tight_layout()\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 622 + }, + "id": "gSoWBGrsFCkb", + "outputId": "5bc41273-3ac9-4787-e603-d09bb25ca839" + }, + "execution_count": 101, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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+ }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "plt.figure(figsize=(8, 5))\n", + "plt.scatter(merged_df[\"estimated_salary\"], merged_df[\"estimated_applications\"], alpha=0.6)\n", + "plt.title(\"Estimated Salary vs Estimated Applications\")\n", + "plt.xlabel(\"Estimated Salary\")\n", + "plt.ylabel(\"Estimated Applications\")\n", + "plt.tight_layout()\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 555 + }, + "id": "1BLO_TmbFD2i", + "outputId": "88ab7153-7abc-4d19-8b46-07952871b7e2" + }, + "execution_count": 94, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "top_domains = (\n", + " monthly_openings.groupby(\"Domain(s)\")[\"postings\"]\n", + " .sum()\n", + " .nlargest(5)\n", + " .index.tolist()\n", + ")\n", + "\n", + "plt.figure(figsize=(12, 6))\n", + "\n", + "for domain in top_domains:\n", + " temp = monthly_openings[monthly_openings[\"Domain(s)\"] == domain].copy()\n", + " temp = temp.sort_values(\"deadline_month\")\n", + " plt.plot(temp[\"deadline_month\"], temp[\"postings\"], marker=\"o\", label=domain)\n", + "\n", + "plt.title(\"Monthly Job Openings by Top Domains\")\n", + "plt.xlabel(\"Month\")\n", + "plt.ylabel(\"Number of Postings\")\n", + "plt.xticks(rotation=45)\n", + "plt.legend(bbox_to_anchor=(1.05, 1), loc=\"upper left\")\n", + "plt.tight_layout()\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 626 + }, + "id": "oZmyFG1OFFJU", + "outputId": "69b31c3e-2610-4634-cdc7-4a9eba9347c3" + }, + "execution_count": 95, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "merged_df[\"high_demand_encoded\"] = merged_df[\"demand_label\"].map({\n", + " \"low\": 0,\n", + " \"stable\": 0,\n", + " \"high\": 1\n", + "})\n", + "\n", + "merged_df[\"automation_risk_encoded\"] = merged_df[\"automation_risk\"].map({\n", + " \"low\": 0,\n", + " \"medium\": 1,\n", + " \"high\": 2\n", + "})\n", + "\n", + "X = merged_df[[\n", + " \"urgency_score\",\n", + " \"estimated_salary\",\n", + " \"estimated_applications\",\n", + " \"automation_risk_encoded\"\n", + "]]\n", + "\n", + "y = merged_df[\"high_demand_encoded\"]\n", + "\n", + "X_train, X_test, y_train, y_test = train_test_split(\n", + " X, y, test_size=0.2, random_state=42\n", + ")\n", + "\n", + "rf = RandomForestClassifier(n_estimators=100, random_state=42)\n", + "rf.fit(X_train, y_train)\n", + "\n", + "y_pred = rf.predict(X_test)\n", + "\n", + "print(\"Classification Accuracy:\", accuracy_score(y_test, y_pred))\n", + "print(\"\\nClassification Report:\")\n", + "print(classification_report(y_test, y_pred))" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "_IMDK_RYFGcV", + "outputId": "f0ea5d24-a1a1-4ce4-e16e-00f07ad8a956" + }, + "execution_count": 96, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Classification Accuracy: 0.9\n", + "\n", + "Classification Report:\n", + " precision recall f1-score support\n", + "\n", + " 0 0.93 0.93 0.93 14\n", + " 1 0.83 0.83 0.83 6\n", + "\n", + " accuracy 0.90 20\n", + " macro avg 0.88 0.88 0.88 20\n", + "weighted avg 0.90 0.90 0.90 20\n", + "\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "merged_df[\"high_demand_encoded\"] = merged_df[\"demand_label\"].map({\n", + " \"low\": 0,\n", + " \"stable\": 0,\n", + " \"high\": 1\n", + "})\n", + "\n", + "merged_df[\"automation_risk_encoded\"] = merged_df[\"automation_risk\"].map({\n", + " \"low\": 0,\n", + " \"medium\": 1,\n", + " \"high\": 2\n", + "})\n", + "\n", + "X = merged_df[[\n", + " \"urgency_score\",\n", + " \"estimated_salary\",\n", + " \"estimated_applications\",\n", + " \"automation_risk_encoded\"\n", + "]]\n", + "\n", + "y = merged_df[\"high_demand_encoded\"]\n", + "\n", + "X_train, X_test, y_train, y_test = train_test_split(\n", + " X, y, test_size=0.2, random_state=42\n", + ")\n", + "\n", + "rf = RandomForestClassifier(n_estimators=100, random_state=42)\n", + "rf.fit(X_train, y_train)\n", + "\n", + "y_pred = rf.predict(X_test)\n", + "\n", + "print(\"Classification Accuracy:\", accuracy_score(y_test, y_pred))\n", + "print(\"\\nClassification Report:\")\n", + "print(classification_report(y_test, y_pred))" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "obTWFBrqFIE0", + "outputId": "4b37abc2-4e3d-477b-9919-3fa5642b8df4" + }, + "execution_count": 97, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Classification Accuracy: 0.9\n", + "\n", + "Classification Report:\n", + " precision recall f1-score support\n", + "\n", + " 0 0.93 0.93 0.93 14\n", + " 1 0.83 0.83 0.83 6\n", + "\n", + " accuracy 0.90 20\n", + " macro avg 0.88 0.88 0.88 20\n", + "weighted avg 0.90 0.90 0.90 20\n", + "\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "plt.figure(figsize=(8, 5))\n", + "plt.barh(X.columns, rf.feature_importances_, color=\"steelblue\")\n", + "plt.xlabel(\"Feature Importance\")\n", + "plt.title(\"Random Forest - Feature Importances\")\n", + "plt.tight_layout()\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 555 + }, + "id": "dVE-JQBfFJkb", + "outputId": "cfb6cc2b-abb8-4c68-b023-9820425120bf" + }, + "execution_count": 98, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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tea33+rlN8ii+ZoF7IZABwAMYOHCg3fS8IUOGWCvy/fjjjyn+ntK0adOsNyx+fn7q3r27cufOrRMnTtjduP5vJP80/J/3jEVFRaUIY5L9G8bU3qAlf8zkQhNpWfY+eX0Pei2phb7kb2KDg4OtBSzupV69eqpXr55OnDihffv2ad++ffrll190+vRpHT58WO3bt9fmzZtTBOe0unbtWoowcevWrTQ/P63L3id/8ztu3Lh7jlTGx8fbrcb30UcfqVWrVsqRI4d27NihTp06pbk+SXYrHf7z2i5evHjf56fWl8mvp3r16ne9t+lRdOPGDbuf2+ShI+lnNKNeA/eSGb/bkr8G0zK6/ii+ZoF74R4yAHgI+vfvby3tvHnzZn355Zd220+ePGl93alTJ+XJk0cODg7at2+f9Xh6R43+Kek+Ccl+KqIku5vyk0s+lXH79u0ptv/000+p7vso8vHxse55OXTokPXpd5IHvZak+3aSjpvc1atXFRkZaTc6EB8fr5MnT+rkyZMqXry4mjVrphEjRuiHH36w7qu5dOmSjhw5kuJcqYXm1GzZskV//vmn3b/ky8I/LMlD8B9//GG37caNG7p8+bJVc2RkpPWG38XFRZ07d7be9Kfl5/yf1548MPyzrbZt25bOK7kj+fUcOXLEbtqlzWbT2bNn0xVsM1PSfXpJfv/9d+vrpJGbjHoNJPfPfsqM323JX4PJjyvdWYSkSZMmatKkiebMmZNi/4x+zQIPA4EMAB4CDw8PjR071vp0eezYsXb3dCWtbiZJu3btks1m0+7duzVp0iS5ublJurMc9+3btx+4huR/h2f9+vXaunWrbDabjhw5onHjxqX6nNq1a1urlB06dEjTp0/X7du3FRsbqy+//NJaLCBHjhz3HB15FOTKlUtvvPGGpDuLIwwaNEhXrlxRYmKifvvtN7slsP38/NJ83OSjnYGBgTpw4ICkO3+PqVWrVqpevbqqVauma9euKTExUXXr1lX9+vXVoUMHHT161HpuZGSkzp07J+nO6E/SlLLkn7gfPXrUugfnUfDGG2/IxcVFkrRixQr99NNPSkxM1JUrV9SlSxe98MILKl++vE6cOKFcuXJZU+/i4uK0b98+JSQk6Mcff9TChQutbcePH7dbQj/JP689aUly6c6HBUFBQTpx4oS+/PLLB/6D6/nz59eLL74o6c50tXHjxik6OloJCQmaN2+eatWqpfLly8vf3/+Bjp+Rxo8fb4Wfo0ePatmyZda2+vXrS8q414Ak6/fUxYsXdfToUdlsNiUmJmbK77amTZtaPz8bN27Ujz/+qMTERJ06dUqTJ09WeHi4wsPDrZGwjH7NAg8bgQwAHpLKlStb0xhv3bqlvn37WjeQJ3+D8Mknn6h8+fJ69913Vb16dWslw7Nnz6pKlSp3Xc0wLeevV6+epDtvxrp3767nnntOjRo10nPPPWd3n0oSZ2dnTZs2zXqj4e/vL19fX1WsWFHDhg1TYmKismbNqsmTJz9SfxvrbgYNGmQtpLB161Y9//zzKl++vNq1a6fLly/LwcFBffv2TbFAwr34+vpa92ZdvHhRb731lipUqKC6devqxIkTcnJy0qhRo5QjRw45Ojpq4MCBcnFxUUREhBo2bKiKFSuqcuXKevHFF61P99u0aWONaObOnVsFChSQdGcq4ksvvfTILCJQqFAhffrpp3JwcFBMTIy6du2qChUqqEaNGtq7d6+kOz/PxYsXl5OTk90f823durUqVKig999/X23atFHVqlUlSSEhIfL19dXu3bvvee3Fixe3/shzYmKiRo4cqVdffVXDhg2zWy0wvYYNGyZvb29Jd5ZWr1y5sipWrGgta16xYkV17tz5gY+fUQoXLqxXX31V1apVU8OGDa373F566SW98sor1n4Z8RqQ/t9CQQkJCdbvlDNnzmTK77YCBQpo+PDhcnJyUmxsrN5//31VqFBBr7zyio4fPy5Jeu+996xFSzL6NQs8bNxDBgAP0Ycffqjt27fryJEjCg8P14QJEzRo0CB16dJFjo6OWrVqlc6ePat8+fLpzTffVOfOnXXu3DmFhYUpLCxMOXPmtN4sPogvvvhCU6dO1bp16xQZGal8+fKpYcOG6tGjh3bu3JnqvTdly5bV2rVrtWDBAm3dutVadrtw4cKqWbOm2rdvb7dC3KMse/bsCg4O1ldffaX169fryJEjun37tvLly6dKlSrJz8/PbqW5tPr444/13HPPKTg4WGFhYYqOjlauXLlUuXJlderUyW7lt9dee00FCxa0/p5VZGSkbt68qdy5c+uZZ55R8+bN7ZYEl+7028iRI3X06FFlyZLlkVo8oHXr1ipZsqQWLFigkJAQXb9+XZ6envLx8VG7du1Us2ZNa99PP/1U2bNn1/fff69Lly6paNGi8vPzU6tWrfTHH3/o3LlzOnnypLy9va2Af69rHzdunCZMmKDNmzfrxo0bKlGihDp37qzGjRtr1KhRDzS9sEiRIlq9erXmzJmjn3/+2VocpXTp0mrYsKHatWtnjew8SqZNm6bp06drw4YNio6OVt68edWkSRN1797dbr+Meg0MHz5cQ4YM0aFDh+To6KjixYsra9asmfa7rXnz5ipZsqTmzZunvXv36urVq/Ly8pKPj4/8/PzsZghIGf+aBR4mB9u/ndgLAACAh65OnTrW39ZKvpQ7gMcLUxYBAAAAwBACGQAAAAAYQiADAAAAAEO4hwwAAAAADGGEDAAAAAAMIZABAAAAgCEEMgAAAAAwhEAGAAAAAIYQyAAAAADAEAIZAAAAABhCIAMAAAAAQwhkAAAAAGAIgQwAAAAADCGQAQAAAIAhBDIAAAAAMIRABgAAAACGEMgAAAAAwBACGQAAAAAYQiADAAAAAEMIZAAAAABgCIEMT6SpU6dq6tSppssAAADAE45AhifS8ePHdfDgQcXHx5su5YkUHx+vffv20f4G0Qfm0Qfm0Qdm0f7m0QePBgIZnlg2m02JiYmmy3giJSYmWv9gBn1gHn1gHn1gFu1vHn3waCCQAQAAAIAhBDIAAAAAMIRABgAAAACGEMgAAAAAwBACGQAAAAAYQiADAAAAAEMIZAAAAABgCIEMAAAAAAwhkAEAAACAIQQyAAAAADCEQAYAAAAAhhDIAAAAAMAQAhkAAAAAGEIgAwAAAABDCGQAAAAAYAiBDAAAAAAMIZABAAAAgCEEMgAAAAAwxNl0AYApJyPj1HjcJtNlPHTff9bQdAkAAABII0bIAAAAAMAQAhkAAAAAGEIgAwAAAABDCGQAAAAAYAiBDAAAAAAMIZABAAAAgCEEMgAAAAAwhEAGAAAAAIYQyAAAAADAEAIZAAAAABhCIAMAAAAAQwhkAAAAAGAIgQwAAAAADCGQAQAAAIAhBDIAAAAAMIRABgAAAACGEMgAAAAAwBACGQAAAAAYQiADAAAAAEMIZAAAAABgCIEMAAAAAAwhkAEAAACAIQQyAAAAADCEQAYAAAAAhhDIAAAAAMAQAhkAAAAAGEIgAwAAAABDCGQAAAAAYAiBDAAAAAAMIZABAAAAgCEEMgAAAAAwhEAGAAAAAIYQyAAAAADAEAIZAAAAABhCIAMAAAAAQwhkAAAAAGAIgQwAAAAADCGQJdOgQQNt2LDBaA3nz59XgwYNtGfPnvvuGxISonr16unvv//OhMoyT2xsrOrVq6fvv//e6DEAAACAjOZs4qQHDx5UbGysfH19TZzesnnzZpUtW1aFChWSJONhTJLy5cv3SNQBAAAAIOMZGSFbuXKl9u7da+LUFpvNplmzZunMmTNG6wAAAADw5HqgEbLTp09r9uzZOnDggGw2mwoXLqyOHTuqcuXKWrx4sb799lstX77c2n/dunWaNm2aNm3apA8++EDh4eFydHTUqlWrtGbNGjk5OWnZsmX68ccfdf78eeXIkUP169eXn5+fnJyc9P333ysgIEBDhgzRjBkzdP78eZUrV04DBgzQ4sWLtW3bNrm4uKh169Zq2rSpJOnmzZsKDAzU9u3bFRMTo9y5c6tJkyZq0aKFoqOj9dZbbykuLk5DhgxR2bJlNWnSJNWrV0+9evVS48aNJUnr16/XmjVrdO7cOWXNmlU1atRQ165d5ebmppCQEH388cfy9/fX7NmzdfToUXl5ealt27aqV69emtox6Rj9+/fXnDlz9PLLL6tFixby8/PTmDFjVKVKFR09etQ6fkJCgkqUKKEuXbqoXLlyKY4XFxenwYMHKz4+XmPGjFGWLFnuW8OFCxc0a9YsHTp0SNHR0SpevLg6duxojV6OHz9eMTExqlq1qr788ktdvXpVTz/9tD7++GMVLFhQknT27FkFBATowIEDcnV1VZUqVdS9e3d5enpKknbs2KGlS5cqIiJCzs7O1nYvLy9Jd0ZMAwICdOrUKeXLl09dunRJUef69eu1du1anTlzRu7u7qpZs6a6dOkiNze3NB/jSREbG2u6hPuKi4uz+y8yH31gHn1gHn1gFu1vHn2QsVxdXdO03wMFsuHDh6tw4cJatmyZnJ2dtXjxYg0fPlzBwcH3fa6/v7/atGmjWrVqqXPnzpKkJUuWaN26dRo2bJhKly6tsLAwffbZZ3JycpKfn58k6datW9q2bZv8/f0VGRmpbt26qVevXurevbt69uypZcuWafbs2apTp448PT01b9487d69WwEBAcqTJ49+//13DR48WEWLFlWVKlU0f/58+fn5acSIEapSpUqKOn/44QfNnDlTQ4cOla+vr/7++28NGTJEsbGx+vjjj639FixYoI8++kgFChRQYGCgJk+erGrVqllhJC1++uknBQYGytPTU+fPn7fbNmbMGNWsWVNjxoyRzWbTypUrNWbMGC1ZssRuv8TERI0bN04xMTEaN25cmsJYXFyc+vXrpzJlyigwMFBubm5at26dBg0apFmzZqlYsWKSpEOHDqlQoUKaM2eObt26pT59+mju3LlWe/Tv318VKlTQ0qVLFRcXp+HDh2vcuHEaPXq0QkJCNGLECH3yySeqVauWLl++rBEjRmj06NGaMGGCbt68qSFDhuill17SF198oejoaE2aNMmuzu+++06BgYEaMmSIKlSooIiICI0cOVJTpkzRgAED0nSMJ0loaKjpEtIsPDzcdAlPPPrAPPrAPPrALNrfPPogY1SqVClN+z1QIJs2bZokyd3dXZJUv359LVu2TMePH3+Qw2nNmjVq3ry5nnnmGUlSuXLlVL9+ff3www9WIEtMTNSbb74pDw8PeXh4qESJEnJ1dVWNGjUkSS+++KIWLlyoiIgIeXp6qlu3bmrfvr2yZcsmSapWrZpy5cqlsLCwVANYajXVqVPH2rdEiRJq1qyZ5s6dq969e1v7NWnSRIULF5Yk1a5dWytXrrRqSKtXX31VOXLkSHXbjRs35OLiIhcXF0nSO++8o3feeSfFftOnT9epU6c0ceJEZc2aNU3n3bVrl86ePasZM2bIw8NDktSiRQt999132rp1q9q3by/pzvTOjh07ysnJSe7u7qpcubL27dsnSdq9e7fOnTunTp06Wcfo27evTpw4IUn65ptvVLFiRWvUMH/+/GrTpo2GDh2qCxcuKDw8XFFRUerQoYPc3d3l7u6uNm3aaNeuXVada9as0WuvvWaN2hUpUkRt2rTRmDFj1LdvX+3ateu+x3iS+Pj4mC7hvuLi4hQeHq4yZcpYP9vIXPSBefSBefSBWbS/efTBo+GBAllYWJiCgoJ0/Phx3b5923r8QaZK3bhxQ9evX1eJEiXsHi9WrJhWr16txMRE67F8+fJZX2fJkkV58+a1+z55DZcuXVJgYKBCQ0MVHR0t6c4PXVprPHPmTIqph8WKFVNcXJwuXbpkPZa0IIj0/wJqetshaepfarp27Sp/f39t3LhRvr6+ql69uqpXry4nJydrn6CgIG3dulXTp09X9uzZ03zev//+W4mJiXrrrbfsHrfZbHYjdfnz57c7n7u7u3WNERERypo1q12gLFKkiIoUKWJtr1ixot3xixYtKulOG1+4cCHF84sXL263/6lTp3TixAmtXbs2RZ0XL15M0zGeJGkdHn8UuLi4/KfqfRzRB+bRB+bRB2bR/ubRB2alO5BFRERo8ODBatiwoYYMGSIvLy+dOXNG7dq1u+tzkoeqf7pbeEntOY6O9muQODg43PW5AwcOVK5cuTRlyhQVLFhQDg4Oat269V3rSEtdSTUlP+/dakgPZ+e7d8Mrr7yiGjVqaN++fdq9e7e++OILFS9eXBMmTLD2OXHihHx8fDRjxgxNmjTpnsdLLkuWLNY0xXu51zU6OjrKZrPddXtqc5KT9ndwcEi1nf95vCxZsujtt99Wy5YtUz1HWo4BAAAAPIrSvcri4cOHFRcXp9atW1uLMoSFhVnbXV1d7UbNpDuLgNyNl5eXPDw8Ukx3PHHihAoVKpQihKXF1atXFRERoSZNmqhQoUJycHDQhQsX7Ea27qdw4cL666+/UtTk5uYmb2/vdNf0oK5evSp3d3e98MIL6tWrl6ZPn67Q0FC72j799FN99tlnOn/+vObOnZvmYxcuXFi3bt1K8XfMzp49m+ZAU7hwYcXExOjixYvWY6dPn9bXX3+txMREFSpUKNV2lO6MLnp7eysmJkbXr1+3th87dizFOY4cOWL3WFRUlKKioiQpTccAAAAAHkXpTjtJ0+sOHDiguLg47dq1Sz///LOkOyv2FS1aVDExMfrll1+UmJiokJAQ7dy50+4Ybm5uOnPmjKKjo5WYmKiGDRtqzZo1+vPPP5WQkKD9+/dr06ZNatiw4QNdVI4cOeTh4aGDBw8qISFBx48fl7+/vwoUKKALFy5YNUh3psPduHEjxTEaN26sLVu2aPfu3UpISNCRI0e0evVqvfbaa3bT9zLShQsX9M4772jLli2Ki4tTQkKCDh48KFdXV7vpm46OjsqZM6cGDBig1atX69dff03T8StVqqQSJUpo6tSpunDhghISErR161Z16tRJhw4dStMxKleurAIFCmj27Nm6fv26rl+/runTp2vPnj1ydHRU48aNrf6Mj49XRESEgoKCVL16deXJk0eVK1dWlixZtGjRIt26dUsXLlxIsThMixYttH37dm3evFmxsbG6ePGiRo4cqdGjR1s13O8YAAAAwKMo3VMWS5cuLT8/P/n7+2vSpEny9fVV37595ebmphkzZuj9999X48aN9cUXXyghIUFVq1ZV69at9cUXX1jHeOONNxQYGKh3331XM2fOVIcOHSTdWVHwypUryp8/vzp16mQtP59eTk5O6tevn2bNmqXvvvtOxYsX1wcffKCwsDDNnTtXY8eO1YABA1S3bl3NnTtXGzduVGBgoN0xGjVqpJs3b2rmzJm6cOGCcufOrddffz3VBTUySt68eTVo0CAFBQVp8uTJcnJyUrFixTRixIhUFw2pWLGi3n33XU2cOFEBAQHKnz//PY/v6OioESNGaNasWeratatiY2NVtGhRffrpp6kuq58aJycnTZw4UVOmTNG7774rNzc3VapUSe+9954kqWrVqvr444/19ddfy9/fXzly5NDzzz9v9XnOnDk1cuRIzZo1S2+++aby5cun9957z26lwJdfflnXrl1TcHCwJk2aJDc3N9WoUcNa2j4txwAAAAAeRQ42brbBE6hPnz46dCpSjhVSvy/tv+z7zx5sZDkzxcbGKjQ0VD4+PtxEbAh9YB59YB59YBbtbx598GhI/w1aAAAAAICH4oGWvcf9NW7cWAkJCXfdnitXLgUFBWXY+Tt37qwzZ87cc581a9bwaQgAAABgEIEsg9xvKfmMlp7VFgEAAACYwZRFAAAAADCEQAYAAAAAhhDIAAAAAMAQAhkAAAAAGEIgAwAAAABDCGQAAAAAYAiBDAAAAAAMIZABAAAAgCEEMgAAAAAwhEAGAAAAAIYQyAAAAADAEAIZAAAAABhCIAMAAAAAQwhkAAAAAGAIgQwAAAAADCGQAQAAAIAhBDIAAAAAMIRABgAAAACGEMgAAAAAwBACGQAAAAAYQiADAAAAAEMIZAAAAABgCIEMAAAAAAwhkAEAAACAIQQyAAAAADCEQAYAAAAAhhDIAAAAAMAQAhkAAAAAGEIgAwAAAABDCGQAAAAAYAiBDAAAAAAMcTZdAGBKsZwuCuhfT66urqZLAQAAwBOKETIAAAAAMIRABgAAAACGEMgAAAAAwBACGQAAAAAYQiADAAAAAEMIZAAAAABgCIEMAAAAAAwhkAEAAACAIQQyAAAAADCEQAYAAAAAhhDIAAAAAMAQAhkAAAAAGEIgAwAAAABDCGQAAAAAYAiBDAAAAAAMIZABAAAAgCEEMgAAAAAwhEAGAAAAAIYQyAAAAADAEAIZAAAAABjibLoAwJSTkXFqPG6T6TKebBvOGT399581NHp+AAAARsgAAAAAwBACGQAAAAAYQiADAAAAAEMIZAAAAABgCIEMAAAAAAwhkAEAAACAIQQyAAAAADCEQAYAAAAAhhDIAAAAAMAQAhkAAAAAGEIgAwAAAABDCGQAAAAAYAiBDAAAAAAMIZABAAAAgCEEMgAAAAAwhEAGAAAAAIYQyAAAAADAEAIZAAAAABhCIAMAAAAAQwhkAAAAAGAIgQwAAAAADCGQAQAAAIAhBDIAAAAAMIRABgAAAACGEMgAAAAAwBACGQAAAAAYQiADAAAAAEMIZAAAAABgCIEMAAAAAAwhkAEAAACAIQQyAAAAADCEQAYAAAAAhhDIAAAAAMAQAhkAAAAAGEIgAwAAAABDCGQAAAAAYMhjFcj69++vcePGmS7jvtatW6d69eqZLiOFevXqad26dZKkSZMmqW/fvhl2rg4dOmjhwoUZdnwAAADgv8DZdAH/xsGDBxUbGytfX19JypQwtnnzZpUtW1aFChXK8HOZ9LDD2G+//aacOXOqdOnSkqQFCxY81OMDAAAA/0X/6RGylStXau/evZl2PpvNplmzZunMmTOZds7HxeLFi3X48GHTZQAAAACPFOMjZFFRUZozZ4727Nmj69evq0CBAmrdurVq166tqKgozZgxQ3v27NGtW7fk7e2tN998Uw0aNNAHH3yg8PBwOTo6atWqVVqzZo0GDhyoXLlyadCgQfr+++8VEBCgIUOGaMaMGTp//rzKlSunAQMGaPHixdq2bZtcXFzUunVrNW3aVJJ08+ZNBQYGavv27YqJiVHu3LnVpEkTtWjRQtHR0XrrrbcUFxenIUOGqGzZspo0adI965fuhLigoCBt3LhRN27cUKVKlfT000+nu51WrlyptWvX6uLFi8qePbuef/55devWTe7u7pLuTDd87733FBISor1798rZ2VmNGjVShw4d5OjoqMWLF+vHH3+Un5+fFi1apMuXL6to0aLq37+/SpQokeJ848eP16lTp+Tv7y9JOnLkiGbPnq3Dhw8ra9asqlmzprp06SJXV1clJCRo0aJF2rRpk65duyYvLy/VrVvXOnfLli0VGRmpv/76S1999ZWCgoLUpk0b1apVS507d5Yk7dixQ0uXLlVERIScnZ1VpUoVde/eXV5eXjp37pz8/Pw0ZswYrVmzRgcPHpS7u7uaNWumVq1aSZLOnTungIAAHTp0SLGxsSpUqJD8/PxUo0aNdLc1AAAAkFmMB7KhQ4fKxcVFU6dOVc6cObVjxw6NHTtWOXLk0Pbt2xUZGakFCxYoa9as2rdvn4YNG6Znn31W/v7+Kd7U/9OtW7e0bds2+fv7KzIyUt26dVOvXr3UvXt39ezZU8uWLdPs2bNVp04deXp6at68edq9e7cCAgKUJ08e/f777xo8eLCKFi2qKlWqaP78+fLz89OIESNUpUqV+9bv6+urrVu3aunSpRoxYoQqVqyokJAQjR07Nl1ttH37ds2ZM0dffPGFypUrp4iICPXt21fZsmWzu/avvvpK/fr105AhQ7R3714NHTpUBQoUUIMGDSRJly5d0q5duzRjxgw5ODho4sSJGjx4sJYsWSJHx7sPlkZGRqp///5q1qyZRo0apWvXrmngwIFKSEhQr169tGrVKq1bt05TpkxRsWLF9Oeff+qjjz5S3rx51bhxYy1fvlz16tVTjx491Lhx4xTHDwkJ0YgRI/TJJ5+oVq1aunz5skaMGKHRo0drwoQJ1n4LFy5U7969VbJkSX3zzTeaOXOmqlWrpuLFi2vatGny8vJScHCwXFxctHXrVo0bN05BQUHy9PRMV3vjyREbG2u6BGPi4uLs/ovMRx+YRx+YRfubRx9kLFdX1zTtZzSQHTt2TKGhoZozZ468vb0lSbVq1dLmzZu1adMmxcfHy8nJSa6urnJ0dFSlSpW0du1aOTg4pOn4iYmJevPNN+Xh4SEPDw+VKFFCrq6u1qjJiy++qIULFyoiIkKenp7q1q2b2rdvr2zZskmSqlWrply5ciksLMwKYOmp39fXV1u2bFGlSpWs51eqVEk1atTQ+vXr09xOL7zwglasWGEFi0KFCum5555TWFiY3X7Vq1dXpUqVJElVqlRRpUqVtGPHDiuQxcbGqkuXLtZx3n33XfXo0UN//vmnypYte9fzb926VZLUunVrOTk5yc3NTQMHDtTVq1clSc2bN9err75qHbd06dJ66qmnFBYWlmoA+6dvvvlGFStWtBY6yZ8/v9q0aaOhQ4fqwoUL1n6vvPKKSpUqJUmqW7euZs6cqRMnTqh48eKKiopSnjx55OLiIicnJ73yyiuqW7dumn9W8GQKDQ01XYJx4eHhpkt44tEH5tEHZtH+5tEHGSPpffn9GA1kp06dkiT16NHD7nGbzaayZcuqZ8+eGjp0qFq1aqXy5curcuXKql27tjw8PNJ8jnz58llfZ8mSRXnz5rX7Xvp/n5JfunRJgYGBCg0NVXR0tKQ7nxjc7VP0+9UvSRcuXFD58uXtthcvXjzN9UtSQkKCgoKC9OuvvyoyMlI2m00JCQlWOElSrFgxu+/z58+v/fv3W99ny5ZNefLksb4vUKCAJOnixYv3DGQRERHy9vaWk5OT9VjyaZfR0dGaM2eOdu/erevXr0uS4uPj7dr+XiIiIlSxYkW7x4oWLSpJOnPmjPLnzy9JKliwoLU9aarm7du3Jd1ZtfHzzz/Xb7/9pgoVKqhq1ap66aWX0vzJBJ5MPj4+pkswJi4uTuHh4SpTpoxcXFxMl/NEog/Mow/Mov3Now8eDUYDWdKb5aVLl8rLyyvVfRYuXKhDhw5pz549+vrrr7VkyRJNmzYtzW/2/zkV724jJomJidY9aFOmTFHBggXl4OCg1q1b/6v6UwtziYmJaao9ib+/v37//Xd99tlnKlu2rJycnDR27FhFRETY7ZeQkJDiucmv95/bbTZbin1S4+joaO2bmlGjRunSpUsaM2aMihUrJicnJ3344Yf3va4kqQ2Tp1bbvaZV+vr6Kjg42LqHbt68eVq6dKn8/f3TFeDxZCGwSy4uLrSDYfSBefSBWbS/efSBWUZXWSxSpIikOwtGJHf+/HklJCToxo0bstlseu6559ShQwcFBgYqS5Ys2r59+0Ov5erVq4qIiFCTJk1UqFAhOTg46MKFC7p06dID1y9J3t7eOnfunN32v/76K121HTp0SDVq1FC5cuXk5OSkhISEVFcs/GdAO3PmjN2I4M2bN3X58mXr+7Nnz0qS3T6pKVy4sM6dO2cXLv/8809r2uXBgwf16quv6qmnnpKTk5Nu3rypEydOpPn6ChUqlKJNkp6f1j8vcPXqVbm6uqpKlSrq1q2b5s6dq4sXL2bqKpwAAABAehkPZFWrVtWcOXN08uRJJSQkaM+ePeratat++ukn9ezZU3PnzrWmD544cUJRUVFWEHJzc9OZM2cUHR2t+Pj4f1VLjhw55OHhoYMHDyohIUHHjx+Xv7+/ChQoYN3H5ObmJunOVMUbN27ct35JqlGjhvbs2aO9e/cqPj5eO3fu1M6dO9NVW8GCBXXkyBHFxMTo0qVLmjp1qjw8PBQZGWl33f/73/+0b98+xcfHa9euXdq3b59efvlla7uLi4vmzZunqKgoRUVFKTg4WAUKFEgx9fGf6tSpI0dHR82fP18xMTG6ePGiJk+ebAXRQoUKKSwsTLGxsTp79qwmTJigvHnz6uLFi9ZIl5ubmyIiIhQVFZVitK1x48bav3+/dd9gRESEgoKCVL16dbsplndz8+ZNtW/fXitWrNCtW7eUmJioP//8U3FxcSpcuHCa2xkAAADIbMZXWezfv79mzZqlvn37KiYmRvnz51fXrl1Vp04dlSxZUgEBAWrdurUSExPl7e2ttm3bqlq1apKkN954Q4GBgXr33Xc1c+bMf1WHk5OT+vXrp1mzZum7775T8eLF9cEHHygsLExz587V2LFjNWDAANWtW1dz587Vxo0bFRgYeM/6pTth4/Llyxo/fryio6Pl6+ur1q1bKyAgIM21de3aVRMmTFDLli2VO3du+fn56fXXX9eQIUPUtm1bLV261GqPb775RkOHDpWzs7NatmypV155xTpOtmzZVKlSJfXo0UOXLl1S8eLFNWrUqPtOWcyePbsmT56sKVOmqGXLlsqWLZtefPFFa4XHPn36aMqUKWrevLkKFiyoLl26KC4uTuPGjdNHH32kSZMmqWnTplq1apU2bdqkZcuW2R2/atWq+vjjj/X111/L399fOXLk0PPPP68OHTqkqX3c3d01cuRIzZ07V0uWLJGDg4MKFCigfv36pbqkPwAAAPCocLDd6+Yg/GfUq1dPvXr1uuuqhosXL9a3336r5cuXZ3Jlj6Y+ffro0KlIOVZoaboUGPT9Zw1Nl2BMbGysQkND5ePjw30DhtAH5tEHZtH+5tEHjwajUxYBAAAA4ElmfMrik+zQoUP65JNP7rnPyy+/rP79+2dSRQAAAAAyE4HMoGeffVYbNmx4KMfatGnTPbe3bdtWbdu2fSjnAgAAAPBwMGURAAAAAAwhkAEAAACAIQQyAAAAADCEQAYAAAAAhhDIAAAAAMAQAhkAAAAAGEIgAwAAAABDCGQAAAAAYAiBDAAAAAAMIZABAAAAgCEEMgAAAAAwhEAGAAAAAIYQyAAAAADAEAIZAAAAABhCIAMAAAAAQwhkAAAAAGAIgQwAAAAADCGQAQAAAIAhBDIAAAAAMIRABgAAAACGEMgAAAAAwBACGQAAAAAYQiADAAAAAEMIZAAAAABgCIEMAAAAAAwhkAEAAACAIQQyAAAAADCEQAYAAAAAhhDIAAAAAMAQAhkAAAAAGEIgAwAAAABDCGQAAAAAYIiz6QIAU4rldFFA/3pydXU1XcoTJzY2VqGhofLx8aH9AQDAE40RMgAAAAAwhEAGAAAAAIYQyAAAAADAEAIZAAAAABhCIAMAAAAAQwhkAAAAAGAIgQwAAAAADCGQAQAAAIAhBDIAAAAAMIRABgAAAACGEMgAAAAAwBACGQAAAAAYQiADAAAAAEMIZAAAAABgCIEMAAAAAAwhkAEAAACAIQQyAAAAADCEQAYAAAAAhhDIAAAAAMAQAhkAAAAAGOJsugDAlJORcWo8bpPpMp5sG86ZruCh+f6zhqZLAAAA/0GMkAEAAACAIQQyAAAAADCEQAYAAAAAhhDIAAAAAMAQAhkAAAAAGEIgAwAAAABDCGQAAAAAYAiBDAAAAAAMIZABAAAAgCEEMgAAAAAwhEAGAAAAAIYQyAAAAADAEAIZAAAAABhCIAMAAAAAQwhkAAAAAGAIgQwAAAAADCGQAQAAAIAhBDIAAAAAMIRABgAAAACGEMgAAAAAwBACGQAAAAAYQiADAAAAAEMIZAAAAABgCIEMAAAAAAwhkAEAAACAIQQyAAAAADCEQAYAAAAAhhDIAAAAAMAQAhkAAAAAGEIgAwAAAABDCGQAAAAAYAiBDAAAAAAMIZABAAAAgCEEMgAAAAAwhEAGAAAAAIYQyAAAAADAEAJZJurfv7/GjRtnuoz7WrdunerVq5dp51u8eLFatmyZaecDAAAAHhXOpgt4nB08eFCxsbHy9fWVpEwJY5s3b1bZsmVVqFChDD8XAAAAgH+HEbIMtHLlSu3duzfTzmez2TRr1iydOXMm084JAAAA4MExQnYfUVFRmjNnjvbs2aPr16+rQIECat26tWrXrq2oqCjNmDFDe/bs0a1bt+Tt7a0333xTDRo00AcffKDw8HA5Ojpq1apVWrNmjQYOHKhcuXJp0KBB+v777xUQEKAhQ4ZoxowZOn/+vMqVK6cBAwZo8eLF2rZtm1xcXNS6dWs1bdpUknTz5k0FBgZq+/btiomJUe7cudWkSRO1aNFC0dHReuuttxQXF6chQ4aobNmymjRp0j3rl+6EuKCgIG3cuFE3btxQpUqV9PTTT6e7je7WDpJ0+vRpzZ49WwcOHJDNZlPhwoXVsWNHVa5cOdXjhYeHa968eVb7lSxZUt26dVPp0qUlSePHj1d0dLQ8PT21bds2+fn5KTAwUHPnzlWxYsWs4wQFBWnDhg0KCgqSoyOfPQAAAODRQyC7j6FDh8rFxUVTp05Vzpw5tWPHDo0dO1Y5cuTQ9u3bFRkZqQULFihr1qzat2+fhg0bpmeffVb+/v5q06aNatWqpc6dO6d67Fu3bmnbtm3y9/dXZGSkunXrpl69eql79+7q2bOnli1bptmzZ6tOnTry9PTUvHnztHv3bgUEBChPnjz6/fffNXjwYBUtWlRVqlTR/Pnz5efnpxEjRqhKlSr3rd/X11dbt27V0qVLNWLECFWsWFEhISEaO3Zsutpo/vz5d22HYsWKafjw4SpcuLCWLVsmZ2dnLV68WMOHD1dwcLA8PT3tjhUbG6tBgwapTp06Gj16tBITEzVt2jQNHTpUS5cutYLVH3/8oRYtWmj16tVycnLSd999p40bN6p79+7WsbZs2aJXX32VMIZMERsba7qEdImLi7P7LzIffWAefWAW7W8efZCxXF1d07Qfgewejh07ptDQUM2ZM0fe3t6SpFq1amnz5s3atGmT4uPj5eTkJFdXVzk6OqpSpUpau3atHBwc0nT8xMREvfnmm/Lw8JCHh4dKlCghV1dX1ahRQ5L04osvauHChYqIiJCnp6e6deum9u3bK1u2bJKkatWqKVeuXAoLC7MCWHrq9/X11ZYtW1SpUiXr+ZUqVVKNGjW0fv36NLfTjRs37tkO06ZNkyS5u7tLkurXr69ly5bp+PHjKl++vN2xXF1dtXjxYrm4uFg/xLVr19amTZt04cIF5c+fX5KUkJCgt956S05OTpKkBg0a6Msvv1THjh3l6uqqI0eOKCIiQq+99lqarwP4N0JDQ02X8EDCw8NNl/DEow/Mow/Mov3Now8yRqVKldK0H4HsHk6dOiVJ6tGjh93jNptNZcuWVc+ePTV06FC1atVK5cuXV+XKlVW7dm15eHik+Rz58uWzvs6SJYvy5s1r9730/z55v3TpkgIDAxUaGqro6GhJdz7RuNsn8/erX5IuXLiQIhQVL148zfVL0jvvvHPPdggLC1NQUJCOHz+u27dvW8+7W927d+/WihUrdOrUKcXFxclms6XYP1++fFYYk+6EvPnz5+uXX35R7dq1tWXLFlWsWNGufYGM5OPjY7qEdImLi1N4eLjKlCkjFxcX0+U8kegD8+gDs2h/8+iDRwOB7B6SRmiWLl0qLy+vVPdZuHChDh06pD179ujrr7/WkiVLNG3atDQHgX9Op7vb6FpiYqJ1D9qUKVNUsGBBOTg4qHXr1v+q/tRCUWJiYppqT/LUU0/dtR3i4+M1ePBgNWzYUEOGDJGXl5fOnDmjdu3apXqsAwcOaPTo0erQoYPeeOMNeXh4aO/everfv7/dfs7O9j+6np6eeumll/T999/r5Zdf1k8//aRu3bql6zqAfyOt0xIeNclHo2EGfWAefWAW7W8efWAWN9fcQ5EiRSRJR44csXv8/PnzSkhI0I0bN2Sz2fTcc8+pQ4cOCgwMVJYsWbR9+/aHXsvVq1cVERGhJk2aqFChQnJwcNCFCxd06dKlB65fkry9vXXu3Dm77X/99Ve6artXOxw+fFhxcXFq3bq1FQrDwsLueqw//vhDWbJk0dtvv203wpYWjRo10v79+7Vt2zbFxcXphRdeSNd1AAAAAJmNQHYPRYoUUdWqVTVnzhydPHlSCQkJ2rNnj7p27aqffvpJPXv21Ny5c63pgydOnFBUVJQVhNzc3HTmzBlFR0crPj7+X9WSI0cOeXh46ODBg0pISNDx48fl7++vAgUK6MKFC9b5pDtTFW/cuHHf+iWpRo0a2rNnj/bu3av4+Hjt3LlTO3fuTHNdNpvtnu1QsGBBSXdGvuLi4rRr1y79/PPPkmTVnVzBggV1+/ZthYeH69atW9qyZYsOHDhw1/2TK1eunAoXLqxp06bplVdeYegdAAAAjzymLN5H//79NWvWLPXt21cxMTHKnz+/unbtqjp16qhkyZIKCAhQ69atlZiYKG9vb7Vt21bVqlWTJL3xxhsKDAzUu+++q5kzZ/6rOpycnNSvXz/NmjVL3333nYoXL64PPvhAYWFhmjt3rsaOHasBAwaobt26mjt3rjZu3KjAwMB71i9JjRs31uXLl62l5H19fdW6dWsFBASkqS4HBwcNHz78nu3g5+cnf39/TZo0Sb6+vurbt6/c3Nw0Y8aMFMd78cUX1aBBA3366adycHDQiy++qCFDhmjo0KEaNmyYhgwZcs96GjRooJkzZ+r1119PZwsDAAAAmc/BlrRiAvAYmDt3ro4cOaJx48bdc78+ffro0KlIOVZomUmV4XH3/WcNTZeQLrGxsQoNDZWPjw/3DRhCH5hHH5hF+5tHHzwamLKIx8bvv/+ub7755q4LhgAAAACPGqYs4q4OHTqkTz755J77vPzyyylWQDShYcOGypEjh3r16qVnnnnGdDkAAABAmhDIcFfPPvusNmzYYLqMNEnPH7IGAAAAHhVMWQQAAAAAQwhkAAAAAGAIgQwAAAAADCGQAQAAAIAhBDIAAAAAMIRABgAAAACGEMgAAAAAwBACGQAAAAAYQiADAAAAAEMIZAAAAABgCIEMAAAAAAwhkAEAAACAIQQyAAAAADCEQAYAAAAAhhDIAAAAAMAQAhkAAAAAGEIgAwAAAABDCGQAAAAAYAiBDAAAAAAMIZABAAAAgCEEMgAAAAAwhEAGAAAAAIYQyAAAAADAEAIZAAAAABhCIAMAAAAAQwhkAAAAAGAIgQwAAAAADCGQAQAAAIAhBDIAAAAAMIRABgAAAACGEMgAAAAAwBACGQAAAAAY4my6AMCUYjldFNC/nlxdXU2X8sSJjY1VaGiofHx8aH8AAPBEY4QMAAAAAAwhkAEAAACAIQQyAAAAADCEQAYAAAAAhhDIAAAAAMAQAhkAAAAAGEIgAwAAAABDCGQAAAAAYAiBDAAAAAAMIZABAAAAgCEEMgAAAAAwhEAGAAAAAIYQyAAAAADAEAIZAAAAABhCIAMAAAAAQwhkAAAAAGAIgQwAAAAADCGQAQAAAIAhBDIAAAAAMIRABgAAAACGONhsNpvpIoDM1qdPHx06FSnHCi1NlwIAAIAM8P1nDU2XkCaMkAEAAACAIQQyAAAAADCEQAYAAAAAhhDIAAAAAMAQAhkAAAAAGEIgAwAAAABDCGQAAAAAYAiBDAAAAAAMIZABAAAAgCEEMgAAAAAwhEAGAAAAAIYQyAAAAADAEAIZAAAAABhCIAMAAAAAQwhkAAAAAGAIgQwAAAAADCGQAQAAAIAhBDIAAAAAMIRABgAAAACGEMgAAAAAwBACGQAAAAAYQiADAAAAAEMIZAAAAABgCIEMAAAAAAwhkAEAAACAIQQyAAAAADCEQAYAAAAAhhDIAAAAAMAQAhkAAAAAGEIgAwAAAABDCGQAAAAAYAiBDAAAAAAMIZABAAAAgCEEMgAAAAAwhEAGAAAAAIYQyAAAAADAEAIZAAAAABhCIAMAAAAAQwhkAAAAAGCIs+kCHlf16tVTr1691LhxY+uxli1bqlGjRmrbtq0WL16sX375RTVq1NDKlSv10Ucf6aWXXtLXX3+tFStWKCYmRj4+Pnr99dc1YsQILVmyRPnz51dsbKwWLFigX375RZcvX1aePHnUtGlTNWvWTJL0/fffa/bs2RoxYoRmzJih06dPy9vbW++9956qVKkiSbp586bmzp2r7du36/bt2ypdurS6d++u/Pnz6+2331bnzp31xhtvWHWHhoaqb9++WrBggQoXLnzfa//mm2+0Zs0aXbp0SW5ubqpataref/99eXh4SJJWrVqlb775RleuXFHBggXVpk0b1axZU5J0/fp1zZkzR3v37tW1a9dUsGBBvfPOO6pTp44kafz48YqOjpanp6e2bdumiRMnqnTp0tqxY4e++uor/f3333JyclLVqlXVvXt3eXl5PZT+BAAAADICI2QGXbp0SVFRUVq+fLlq1qypgwcPavbs2Wrfvr1WrlypZs2aadasWXbPmTJlivbu3avRo0dr7dq16t27txYsWKCNGzda+8TExGj16tUaNWqUVq5cqeLFi2v8+PGy2WySpKlTpyosLEzTp0/XihUrVKxYMfXv318ODg6qU6eO3bEk6ccff5SPj0+awtgff/yh2bNna9CgQVq3bp1mzpyp06dPa9myZZKkDRs2KCgoSP369dOaNWv0zjvvaNSoUQoLC5MkjRgxQqdPn9aUKVO0Zs0aNWnSRJ9//rlCQkLszlGoUCGtXr1apUqV0t69ezVmzBg1b95cq1at0uzZs3X58mUNHz78wToGAAAA/3mxsbFG/6UVI2QGRUVFyc/PT1myZJEkbdmyRUWLFtXrr78uSapSpYpq1qyplStXSrozevTjjz9q2LBhKlKkiCTJ19dX9erV06ZNm6znJSQk6N1331Xu3LklSbVq1dL27dt19epVOTk5aevWrRo8eLDy5s0rSWrfvr2eeeYZxcXFqWHDhlq/fr0OHz6sUqVKKT4+Xtu3b1f37t3TdE3R0dGSJDc3N0lSnjx5NGXKFDk4OEiS1q5dq7p16+rZZ5+1anNyclL27Nl1/PhxhYSEaPLkyVZtjRo10rfffqtNmzapfPny1vW99dZbcnJyso5ZrVo11a5dW5Lk7e2tzp07q2fPnjp79qwKFCiQ/s4BAADAf1poaKjR81eqVClN+xHIDMqWLZs8PT2t7y9evKiCBQva7fPss89agSwiIkKJiYkaOXJkimPlzJnT7vvkx3F3d5ck3b59W9euXVNiYqJdSPHw8LDCjKenp0qVKqUNGzaoVKlS2r17txITE/XSSy+l6ZoqVKigGjVqqFOnTipTpowqVqyo2rVrq1ixYtY11K9f3+45SdMVf/nlF0lSiRIl7LYXK1ZMZ86csb7Ply+fFcYk6e+//1ZERIQaNGhg9zxHR0cCGQAAwBPKx8fHdAlpQiDLRImJiXbfOzs7p9ieNFqWxNHx/80qTdo2efJklS5d+p7nSv685JKCTNL0xdQ0bNhQs2fP1vvvv6+tW7eqdu3aKeq6GxcXFw0aNEgdO3bU7t279dtvv+nLL7/UBx98oEaNGsnR0TFFOyS529BuYmKiNcImpWy3LFmyqGHDhurVq1eaagQAAMDjz9XV1XQJacI9ZBnE1dVVt2/ftr6/fv26rl27ds/n5M6d224kSLpzv1SSAgUKyMnJSYcPH7bb5+LFi2mep5p0jL///tt67Pbt21qxYoUuXLggSdZo2bZt2/Trr7+mGHm6l4SEBN24cUMFChRQ48aNNXr0aL3zzjtau3atJKlw4cJ255buLERy6NAh6x6148eP220/efKkNUUzNYULF9aRI0fsHrt165YuX76c5roBAAAAEwhkGaRo0aL69ddfFR0drejoaM2ZM0dZs2a953NefPFFHTt2TFu2bFF8fLz27t2rHTt2WNvd3d3VoEEDBQcHKywsTAkJCfrzzz/Vu3dva1rj/Xh4eKhOnTpaunSpTp8+rdjYWAUHB2v58uXWKoju7u6qW7euAgICVKRIEf3f//1fmq972bJl+vDDD63Qdf36dR0/ftwKVI0bN9a2bdu0Z88eJSQk6Ndff9WUKVMkSU8//bTKlCmjwMBAXbp0SbGxsVq1apVOnjxp3R+XmhYtWujPP//UihUrdPPmTV2/fl2TJ09Wv3797joaBwAAADwKmLKYQT744ANNnTpVLVu2lLe3tzp16pRiZOufqlatqrffflvTp0/X1KlTVaVKFbVt21Zjx461piB269ZNzs7OGjZsmK5fv65cuXKpUaNGatWqVZpr69Onj2bPnq1evXopISFBpUqV0ueff24FMunOtMV169bdMwilpmXLlrp+/br69eunqKgoZcuWTb6+vurWrZsk6bXXXlNsbKwmTZqka9euqUCBAhowYIC1yMfw4cMVEBCgnj176tatWypWrJjGjRt3zymaZcqU0eDBgxUcHKwFCxbIxcVFlSpV0pgxY+46dRMAAAB4FDjY7nUzETJdbGys3XzXDRs2aNq0aVq/fr3dQhYZbdeuXfr8888VHBxsLQryOOnTp48OnYqUY4WWpksBAABABvj+s4amS0gThg8eIYcPH1ajRo20efNmJSYm6uzZs1q9erWqV6+eqWHs9OnTmj59ut5+++3HMowBAAAAjwqmLD5CSpUqpb59+2rp0qWaMmWKsmXLpkqVKqlr166ZVsOnn36q8PBw1a9fXy1atLDb1rlz5xSLjvzTmjVr/jMr2gAAAACmMWURTySmLAIAADzemLIIAAAAALgnAhkAAAAAGEIgAwAAAABDCGQAAAAAYAiBDAAAAAAMIZABAAAAgCEEMgAAAAAwhEAGAAAAAIYQyAAAAADAEAIZAAAAABhCIAMAAAAAQwhkAAAAAGAIgQwAAAAADCGQAQAAAIAhBDIAAAAAMIRABgAAAACGEMgAAAAAwBACGQAAAAAYQiADAAAAAEMIZAAAAABgCIEMAAAAAAwhkAEAAACAIQQyAAAAADCEQAYAAAAAhhDIAAAAAMAQAhkAAAAAGEIgAwAAAABDCGQAAAAAYAiBDAAAAAAMIZABAAAAgCEEMgAAAAAwhEAGAAAAAIY4my4AMKVYThcF9K8nV1dX06U8cWJjYxUaGiofHx/a3xD6wDz6wDz6wCza3zz64NHACBkAAAAAGEIgAwAAAABDCGQAAAAAYAiBDAAAAAAMIZABAAAAgCEEMgAAAAAwhEAGAAAAAIYQyAAAAADAEAIZAAAAABhCIAMAAAAAQwhkAAAAAGAIgQwAAAAADCGQAQAAAIAhBDIAAAAAMIRABgAAAACGEMgAAAAAwBACGQAAAAAYQiADAAAAAEMcbDabzXQRQGZr2bKlYmJiVLJkSTk4OJgu54ljs9kUHR0tDw8P2t8Q+sA8+sA8+sAs2t88+iBjlShRQr17977vfs6ZUAvwyPH09JQkfvkY4uDgoGzZspku44lGH5hHH5hHH5hF+5tHHzwaGCEDAAAAAEO4hwwAAAAADCGQAQAAAIAhBDIAAAAAMIRABgAAAACGEMgAAAAAwBCWvcdj6datW5ozZ4527dql69evq2jRomrbtq2qVKmS6v5HjhxRYGCgjh49KhcXF/n4+KhHjx7KmTNnJlf++EhvH0jSzz//LH9/f+XPn1/+/v6ZWO3jJ73tHxISokWLFun48eNycnLSM888o27duqlQoUKZXPnjI719sGnTJq1atUoRERHKkiWLSpUqpU6dOumpp57K5MofHw/yeyhJcHCwFi5cqIkTJ6p8+fKZUO3jJz3tHxISoo8//lguLi52j3t7e2vRokWZVfJjJ72vgZiYGM2ZM0fbt29XbGysnnrqKb3//vsqXbp0Jlf+hLEBj6EJEybYOnXqZDtx4oTt9u3btnXr1tlef/1124kTJ1Lse+3aNVuLFi1sAQEBtqioKNuVK1dsAwcOtPXp08dA5Y+P9PSBzWazjRkzxtalSxdbnz59bD179szkah8/6Wn/v/76y9agQQPbsmXLbLdv37ZduXLF1r9/f1unTp0MVP74SE8f7Nixw/b666/bduzYYYuPj7dFRkbahgwZYmvZsqUtPj7eQPWPh/T+Hkpy5MgR25tvvml75ZVXbPv378+kah8/6Wn//fv321555RUDVT7e0vsa+PTTT239+vWznT9/3nbjxg3b/Pnzbf369bMlJCRkcuVPFqYs4rETFRWlH3/8UX5+fipWrJhcXV3VqFEjFS1aVOvWrUux/5YtWxQfH6/OnTsrW7Zsypkzpzp16qSDBw/q8OHDBq7gvy+9fSBJBQoU0PTp01WgQIFMrvbxk972v3z5sl5//XW1atVKrq6uypkzp5o0aaKTJ0/q8uXLBq7gvy+9fZArVy4NHjxYNWrUkJOTk7y8vFS/fn1duXJFkZGRBq7gv+9Bfg9JUmxsrMaNG6fWrVtnYrWPnwdtfzw86e2D8PBw7d69Wx999JHy5s0rDw8PdejQQePGjZOjI5EhIzFlEY+dI0eOKD4+XmXLlrV7vEyZMgoLC0uxf3h4uJ5++mm7aRJPPfWUXF1dFRYWplKlSmV4zY+b9PaBJLVv3z4TKnsypLf9K1eurMqVK9s9dvbsWbm5ucnT0zNDa31cpbcPku9ns9l05swZrVmzRr6+vsqdO3eG1/s4epDfQ5K0aNEiZc+eXU2bNlVAQEBGl/nYetD2Hz9+vPbt26e4uDiVLVtW3bp1U+HChTO63MdSevtg3759yps3r3bu3KkVK1boxo0bKlOmjN5//336IIMRd/HYuXr1qiQpe/bsdo97enpa2/65/z/3dXBwUPbs2VPdH/eX3j7Aw/Vv2//YsWNauHCh2rZtm+J+DqTNg/bB//73P73++uvq0KGDvLy8NGzYMDk4OGRgpY+vB+mDgwcP6ttvv9Unn3xCu/9L6W1/d3d3lSlTRtWqVdPixYs1Y8YMJSQkqF+/foqJicmEih8/6e2DixcvKjIyUocPH1ZAQIBmz56thIQEDRo0SLGxsZlQ8ZOLQAYAsPz222/q27evmjRporfeest0OU+c559/Xhs3btT8+fN169Ytffjhh7wRyiQ3b97UhAkT1LFjR6ZOG1CqVCn5+/vr5ZdflouLi/Lly6dPPvlEFy9e1G+//Wa6vCeCzWZTXFyc3n//fWXLlk3e3t567733dObMGR08eNB0eY81AhkeO0krI16/ft3u8evXrytXrlyp7v/PfW02m6KiolLdH/eX3j7Aw/Wg7b9ixQqNHj1aPXr0UKdOnTK0xsfdv3kNODg4qHDhwvrkk0907Ngx7dy5M8PqfJyltw9mz56tvHnz6o033siU+h53D+P/Azlz5lTWrFm5l/UBpbcPcufOLWdnZ7m7u1uPFSxYUJLogwxGIMNjp1SpUnJxcUkxP/rQoUN65plnUuz/zDPP6OjRo3afQh8+fFixsbGp7o/7S28f4OF6kPZfvny5li9frokTJ6p+/fqZUeZjLb198MUXX2j8+PF2j8XHx0uSnJycMq7Qx1h6+2D9+vU6fPiw3nzzTbVo0UItWrSQJA0ZMkTTp0/PlJofJ+lt/59++kkrVqywe+z8+fOKiYmxQgHSJ7198NRTTyk2NlbHjx+3HouIiJAkRo0zGIEMjx0PDw+99tprWrJkiU6dOqVbt25pxYoVOnPmjN544w1dunRJHTt2tIbf69SpoyxZsmju3LmKjo7WxYsXNXv2bFWsWFElS5Y0fDX/TentAzxc6W3/I0eOaOHChRo1ahR/a+YhSW8f+Pr66scff9SWLVsUGxura9euaebMmcqVK5d8fHwMX81/U3r7YOnSpZo7d65mzZpl/ZOkvn37ql27diYv5T8pve3v4uKiuXPnatOmTYqLi9OFCxc0adIk5c+fP8WiQ0ib9PZB1apVVaxYMfn7++vy5cu6evWqZs2apZIlS/JhagZjlUU8lrp3767AwED17dtX0dHRKlmypD7//HMVKlRI586d06lTp3Tz5k1Jd35hjR07VgEBAWrVqpVcXFz0/PPP67333jN8Ff9t6emDAwcOaMCAAZKkhIQE2Ww2NWjQQJL04Ycfql69esau478qPe2/du1axcfH68MPP0xxHNr/waWnD2rXrq3ExER9+eWXmjhxojw8PFSmTBmNHTs2xQ35SLv09IG3t3eqx/Dy8qIPHlB62v+FF15Qv379tHz5ck2bNk0uLi6qXr26+vfvryxZshi+kv+u9PSBs7OzxowZo4CAAHXs2FE2m02VK1dW//79WfY+gznYbDab6SIAAAAA4ElE3AUAAAAAQwhkAAAAAGAIgQwAAAAADCGQAQAAAIAhBDIAAAAAMIRABgAAAACGEMgAAAAAwBACGQAAAAAY4my6AAAAHgUDBgzQ6tWr77q9Y8eO6t+/fyZWlHnq1KmjcuXKadq0aaZLAYAnDoEMAID/n5eXl7799ttUt7m7uz/083377beaP3++Vq1a9dCP/bjq1KmTateurTZt2pguBQAeCgIZAADJeHt7Z9q59u3bl2nnehwkJiYqJCREtWvXNl0KADw03EMGAEA67dixQ35+fqpWrZoqVqyojh07Kjw83G6fAwcOqFOnTvL19dVzzz2nBg0aaOnSpdZ2Pz8/BQUF6dChQypdurRWrVqlnTt3qnTp0tq6davdsXr16qU6depY39epU0fDhw/X4MGDVaFCBW3cuFGSdOnSJQ0YMEB169aVj4+PXn/9dQUHB6f7+gYMGKBGjRppx44datSokXx8fNS0aVOFhYVp586datasmcqXL6/GjRtr165dds975ZVXtGvXLjVt2lQ+Pj6qXbu2goKC7I5//vx5ffzxx6pevbrKlSununXravLkyYqNjb3rNc6dO1dly5ZVVFSURo4cqdKlS1v7Lly4UA0aNFC5cuVUrVo1dezYUWFhYdb2pHb93//+p08++URVq1ZVlSpV9MEHH+jKlSvWfjabTQsXLtSrr74qHx8fvfrqq5o7d65sNpu1T2hoqLp06aIaNWqoQoUKevvtt/Xbb7+lu40BIAmBDACAdNizZ4+6du2qnDlzasmSJQoKCpKzs7Patm2r8+fPS5Ju3LihDh06yNnZWcuXL9eGDRv0zjvvaPjw4dq0aZMkyd/fXxUrVlSZMmW0Y8cONWjQIF117NixQ66urlq7dq1eeuklxcfHq0OHDvrtt9/02Wefad26dWrZsqVGjx79QKHs6tWrWrRokSZMmKCgoCBduXJF/fr107Rp0zR06FB99dVXkqRBgwbZPe/KlSuaNm2aBg8erDVr1qhWrVoaOXKktm3bJkm6ffu22rZtq0OHDumLL77Qhg0b1L17dy1evFgjR4686zW2atVKK1askCT17dtXO3bskCStWbNGn3/+ud5991398MMPWrRokZycnNSlSxfFxMTYHW/MmDHy9fXV119/rVGjRunHH3/U1KlTre2BgYGaPHmyunXrpvXr1+u9997TlClTFBgYKEk6efKk2rZtq5s3b2rWrFlavny5SpQooc6dO+uPP/5IdxsDgMSURQAA0mXOnDnKnz+/vvjiC7m4uEiSJk6cqFq1aik4OFh9+/aVm5ubVq5cqZw5cypHjhyS7oyIzZo1S9u3b1e9evXk5eUlFxcXxcbGPtA0yevXr+vTTz+Vs/Od/5V/9913Onz4sObNm6cXX3xRktShQwf98ccfmj17tlq3bi0HB4c0H//ixYtatGiRSpYsKUmqV6+egoKCFBwcrAoVKkiSmjVrpnHjxunGjRvKli2bJCk6Olp9+vRRpUqVJN0JbBs2bNC6detUq1Ytbdq0SSdOnNDy5ctVvnx5SVLRokX1999/a8GCBerfv791rH9eY65cuSRJHh4eVpvVqVNH69atU6lSpSRJBQsWlJ+fn7p06aI///xTFStWtK6pWrVqeuedd6xzVqxYUQcOHJAkxcbGat68eWrRooWaN29u7XPx4kVFR0dLkhYtWiRJmjFjhtWvI0eO1O+//6558+bpiy++SHP7AkASAhkAAP+/q1ev2r2BT27s2LF69dVXtX//ftWpU8cKY5Lk6empZ555RocOHZIkOTs769y5cxo7dqzCw8N17do1SdLNmzd19erVh1Jr2bJlraAiSfv375ezs7Oef/55u/2qV6+utWvX6uLFi8qbN2+aj+/m5maFMUlWAHnmmWdSPHbt2jUrRDk7O1uBLen7smXL6tSpU5LuTPlzcXGRj4+P3fnKly+vuLg4HT58WL6+vqleY2rc3d31888/a8CAATpz5oxu376thIQESUrR1v/s21y5cuns2bOSpFOnTunq1at67rnn7Pbp0qWL9fX+/ftVrlw567qTrq9y5crav3//PesEgLshkAEA8P/LkSOHNS3un/LkySNJioqK0rp16/Tdd9/ZbY+NjVWJEiUk3QkdHTt2VOXKlfX5558rX758cnJykp+f30Or1dPT0+77qKgoxcfHq3LlynaPJ4WT8+fPpzuQJZc0upY1a9YUjyW/x8rDw0NOTk52z82aNasVfG7cuKGsWbPK0dH+rgkPDw9JskajpJTXmJpx48YpKChI77//vurWrats2bIpJCREn3zySYp9k9eevH7pzmicJCtYpiYqKkrh4eEpgl1cXJxdQAeA9CCQAQDw/3NwcFCxYsXuuY+np6deeOEF9e7dO8W2pNGc9evXy8HBQQEBAdYb/MTERGuk7F7nl+wDjmQfUu5Vl4uLi9asWZPq9nz58t33GA9DTEyMEhMT7QJXdHS0cubMKelOnTExMUpISLALblFRUdb29Fi3bp1ee+019erVy3osNDQ03XXnzp1bku7ZR56envL29tbnn3+e7uMDwN2wqAcAAOlQoUIFHT16VMWKFbP7l5CQYN3XFBcXJ2dnZ7vRlu+++063bt1KEbaSSwojyVf+u337dooVHFNTsWJFxcXF6caNG3Z1Zc2aVdmzZ08x4pVR4uLi7Jbzj4+PV1hYmJ566ilJ0nPPPae4uLgUU/z27NkjNzc3Pf300/c9R/I2jI2NlZeXl932pFB6r7b+pwIFCih79ux2q0ZK0qxZs9SnTx9Jd9r4xIkTyp8/v10bOzg4pGv0EQCSI5ABAJAOXbt21bFjxzRkyBCFh4fr5MmTWrhwod544w1t2LBB0p3QduvWLc2fP1+nT5/WqlWrtGTJElWoUEFHjhyx7qfy9PTUqVOnFBISonPnzqlo0aLy8vLSl19+qfDwcIWHh6tfv373nEaXpHbt2ipTpoz69++vHTt2KCIiQr/88ovatWtnBYrMkDVrVn3xxRfavXu3jh07phEjRujatWtq1qyZJKlu3boqWbKkBg0apN9++01///23goODtXTpUrVt2zbFtMLkku7d2r17t8LDw3Xr1i1VrFhRmzdv1r59+3Ts2DENHDhQhQoVknTn77zdb1QyiYuLi9q3b69169bpq6++UkREhDZs2KCZM2eqbNmykmStsPjRRx/pwIEDOnXqlFavXq1mzZpp3rx5/6bZADzBmLIIAEA6+Pr6at68efL399fbb7+t+Ph4Pf300xo1apSaNm0qSWrYsKFCQ0MVGBio6dOnq1q1apoyZYr27NmjwYMHq3Xr1tq+fbvatm2rkJAQtWnTRn379lWHDh00ceJEjR07Vm+99Zby5s2rLl26KHfu3Nay8Xfj4uKiBQsWaOLEierXr5+uXr2qXLly6bXXXkt1emVGcXV1Ve/evTV69GgdOXJEefLk0dChQ1WlShVr+4IFCzR+/Hj17t1b0dHRKliwoHr16qVOnTrd89jZs2dXu3bt9NVXX+m3337TmjVrNHToUA0ePFgdOnRQjhw59M4776hbt26KjIzUggULJMladfJ+evToITc3NwUGBmrUqFEqWLCgevbsadVVtGhRLV26VJMmTVL79u0VGxurIkWK6IMPPlC7du3+RasBeJI52NIzng8AAHAXAwYM0NatW7Vz507TpQDAfwZTFgEAAADAEAIZAAAAABjClEUAAAAAMIQRMgAAAAAwhEAGAAAAAIYQyAAAAADAEAIZAAAAABhCIAMAAAAAQwhkAAAAAGAIgQwAAAAADCGQAQAAAIAhBDIAAAAAMOT/A6ly5Tekz1e3AAAAAElFTkSuQmCC\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "monthly_openings[\"deadline_month_date\"] = pd.to_datetime(monthly_openings[\"deadline_month\"])\n", + "\n", + "top3_domains = (\n", + " monthly_openings.groupby(\"Domain(s)\")[\"postings\"]\n", + " .sum()\n", + " .nlargest(3)\n", + " .index.tolist()\n", + ")\n", + "\n", + "fig, axes = plt.subplots(3, 1, figsize=(12, 11), sharex=False)\n", + "\n", + "for ax, domain in zip(axes, top3_domains):\n", + " temp = monthly_openings[monthly_openings[\"Domain(s)\"] == domain].copy()\n", + " temp = temp.sort_values(\"deadline_month_date\")\n", + " series = temp[\"postings\"].values\n", + "\n", + " if len(series) >= 4:\n", + " model = ARIMA(series, order=(1, 1, 1))\n", + " result = model.fit()\n", + " forecast_obj = result.get_forecast(steps=3)\n", + " forecast = forecast_obj.predicted_mean\n", + " conf_int = forecast_obj.conf_int()\n", + "\n", + " hist_x = range(len(series))\n", + " fcst_x = range(len(series) - 1, len(series) + 3)\n", + " fcst_y = np.concatenate([[series[-1]], forecast])\n", + "\n", + " # Historical line\n", + " ax.plot(hist_x, series, marker=\"o\", linewidth=2.2,\n", + " color=PALETTE[\"primary\"], label=\"Historical\")\n", + "\n", + " # Forecast line\n", + " ax.plot(fcst_x, fcst_y, marker=\"o\", linestyle=\"--\", linewidth=2.2,\n", + " color=PALETTE[\"accent\"], label=\"Forecast\")\n", + "\n", + " # Confidence interval shading\n", + " ax.fill_between(\n", + " range(len(series), len(series) + 3),\n", + " conf_int[:, 0],\n", + " conf_int[:, 1],\n", + " color=PALETTE[\"accent\"],\n", + " alpha=0.18,\n", + " label=\"95% confidence\",\n", + " )\n", + "\n", + " ax.set_title(f\"ARIMA Forecast — {domain}\", loc=\"left\")\n", + " ax.set_xlabel(\"Time step\")\n", + " ax.set_ylabel(\"Postings\")\n", + " ax.legend(loc=\"upper left\")\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "0Kk_UsgMFNd0", + "outputId": "0e70286f-2fde-443b-af52-232fdf317c1e" + }, + "execution_count": 102, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.12/dist-packages/statsmodels/tsa/statespace/sarimax.py:866: UserWarning: Too few observations to estimate starting parameters for ARMA and trend. All parameters except for variances will be set to zeros.\n", + " warn('Too few observations to estimate starting parameters%s.'\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "merged_df.to_csv(\"jobs_final_dataset.csv\", index=False)\n", + "print(\"Final dataset saved\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "qUFzXXz8FPTi", + "outputId": "f3cccf27-1a28-454b-d355-75ecd2cb0566" + }, + "execution_count": 100, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Final dataset saved\n" + ] + } + ] + } + ] +} \ No newline at end of file