UMAP.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "pd.set_option(\"display.max_columns\", 101)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Clean and prepare dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We create a dataframe named df_pivot that contains job features (skills and knowledge) as columns and job titles as rows. For the purpose of this project, jobs are filtered depending on their job zones. \n",
    "All the data can be found here:\n",
    "https://www.onetcenter.org/database.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load datasets into Pandas DataFrame\n",
    "skills = pd.read_excel('../databases/ONET/Skills.xlsx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "knowledge = pd.read_excel('../databases/ONET/Knowledge.xlsx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Merge skills and knowledge files\n",
    "df = skills.append(knowledge)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Filter per job zones 3, 4 and 5\n",
    "job_zones = pd.read_excel('../databases/ONET/Job Zones.xlsx')\n",
    "jobzone345 = job_zones[job_zones['Job Zone'].isin([3,4,5])]['O*NET-SOC Code'].tolist()\n",
    "df = df[df['O*NET-SOC Code'].isin(jobzone345)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Take out unnecessary columns\n",
    "cols_to_keep = [\n",
    "    'O*NET-SOC Code', \n",
    "    'Title', \n",
    "    'Element Name', \n",
    "    'Scale ID',\n",
    "    'Data Value'\n",
    "]\n",
    "\n",
    "df = df[cols_to_keep].copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Merge columns 'Element Name' and 'Scale ID' into 'element_scale_id'\n",
    "df['element_scale_id'] = df['Element Name'] + '_' + df['Scale ID'] "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Pivot table\n",
    "df_pivot = df.pivot_table(index=['Title'], columns='element_scale_id', values='Data Value')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>element_scale_id</th>\n",
       "      <th>Active Learning_IM</th>\n",
       "      <th>Active Learning_LV</th>\n",
       "      <th>Active Listening_IM</th>\n",
       "      <th>Active Listening_LV</th>\n",
       "      <th>Administration and Management_IM</th>\n",
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       "      <th>Biology_IM</th>\n",
       "      <th>Biology_LV</th>\n",
       "      <th>Building and Construction_IM</th>\n",
       "      <th>Building and Construction_LV</th>\n",
       "      <th>Chemistry_IM</th>\n",
       "      <th>Chemistry_LV</th>\n",
       "      <th>Clerical_IM</th>\n",
       "      <th>Clerical_LV</th>\n",
       "      <th>Communications and Media_IM</th>\n",
       "      <th>Communications and Media_LV</th>\n",
       "      <th>Complex Problem Solving_IM</th>\n",
       "      <th>Complex Problem Solving_LV</th>\n",
       "      <th>Computers and Electronics_IM</th>\n",
       "      <th>Computers and Electronics_LV</th>\n",
       "      <th>Coordination_IM</th>\n",
       "      <th>Coordination_LV</th>\n",
       "      <th>Critical Thinking_IM</th>\n",
       "      <th>Critical Thinking_LV</th>\n",
       "      <th>Customer and Personal Service_IM</th>\n",
       "      <th>Customer and Personal Service_LV</th>\n",
       "      <th>Design_IM</th>\n",
       "      <th>Design_LV</th>\n",
       "      <th>Economics and Accounting_IM</th>\n",
       "      <th>Economics and Accounting_LV</th>\n",
       "      <th>Education and Training_IM</th>\n",
       "      <th>Education and Training_LV</th>\n",
       "      <th>Engineering and Technology_IM</th>\n",
       "      <th>Engineering and Technology_LV</th>\n",
       "      <th>English Language_IM</th>\n",
       "      <th>English Language_LV</th>\n",
       "      <th>Equipment Maintenance_IM</th>\n",
       "      <th>Equipment Maintenance_LV</th>\n",
       "      <th>Equipment Selection_IM</th>\n",
       "      <th>Equipment Selection_LV</th>\n",
       "      <th>Fine Arts_IM</th>\n",
       "      <th>Fine Arts_LV</th>\n",
       "      <th>Food Production_IM</th>\n",
       "      <th>Food Production_LV</th>\n",
       "      <th>Foreign Language_IM</th>\n",
       "      <th>Foreign Language_LV</th>\n",
       "      <th>Geography_IM</th>\n",
       "      <th>Geography_LV</th>\n",
       "      <th>History and Archeology_IM</th>\n",
       "      <th>History and Archeology_LV</th>\n",
       "      <th>...</th>\n",
       "      <th>Persuasion_IM</th>\n",
       "      <th>Persuasion_LV</th>\n",
       "      <th>Philosophy and Theology_IM</th>\n",
       "      <th>Philosophy and Theology_LV</th>\n",
       "      <th>Physics_IM</th>\n",
       "      <th>Physics_LV</th>\n",
       "      <th>Production and Processing_IM</th>\n",
       "      <th>Production and Processing_LV</th>\n",
       "      <th>Programming_IM</th>\n",
       "      <th>Programming_LV</th>\n",
       "      <th>Psychology_IM</th>\n",
       "      <th>Psychology_LV</th>\n",
       "      <th>Public Safety and Security_IM</th>\n",
       "      <th>Public Safety and Security_LV</th>\n",
       "      <th>Quality Control Analysis_IM</th>\n",
       "      <th>Quality Control Analysis_LV</th>\n",
       "      <th>Reading Comprehension_IM</th>\n",
       "      <th>Reading Comprehension_LV</th>\n",
       "      <th>Repairing_IM</th>\n",
       "      <th>Repairing_LV</th>\n",
       "      <th>Sales and Marketing_IM</th>\n",
       "      <th>Sales and Marketing_LV</th>\n",
       "      <th>Science_IM</th>\n",
       "      <th>Science_LV</th>\n",
       "      <th>Service Orientation_IM</th>\n",
       "      <th>Service Orientation_LV</th>\n",
       "      <th>Social Perceptiveness_IM</th>\n",
       "      <th>Social Perceptiveness_LV</th>\n",
       "      <th>Sociology and Anthropology_IM</th>\n",
       "      <th>Sociology and Anthropology_LV</th>\n",
       "      <th>Speaking_IM</th>\n",
       "      <th>Speaking_LV</th>\n",
       "      <th>Systems Analysis_IM</th>\n",
       "      <th>Systems Analysis_LV</th>\n",
       "      <th>Systems Evaluation_IM</th>\n",
       "      <th>Systems Evaluation_LV</th>\n",
       "      <th>Technology Design_IM</th>\n",
       "      <th>Technology Design_LV</th>\n",
       "      <th>Telecommunications_IM</th>\n",
       "      <th>Telecommunications_LV</th>\n",
       "      <th>Therapy and Counseling_IM</th>\n",
       "      <th>Therapy and Counseling_LV</th>\n",
       "      <th>Time Management_IM</th>\n",
       "      <th>Time Management_LV</th>\n",
       "      <th>Transportation_IM</th>\n",
       "      <th>Transportation_LV</th>\n",
       "      <th>Troubleshooting_IM</th>\n",
       "      <th>Troubleshooting_LV</th>\n",
       "      <th>Writing_IM</th>\n",
       "      <th>Writing_LV</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Title</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Accountants</th>\n",
       "      <td>3.25</td>\n",
       "      <td>3.38</td>\n",
       "      <td>3.88</td>\n",
       "      <td>3.62</td>\n",
       "      <td>3.43</td>\n",
       "      <td>4.00</td>\n",
       "      <td>1.02</td>\n",
       "      <td>0.03</td>\n",
       "      <td>1.21</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.08</td>\n",
       "      <td>0.22</td>\n",
       "      <td>3.56</td>\n",
       "      <td>5.34</td>\n",
       "      <td>2.22</td>\n",
       "      <td>2.13</td>\n",
       "      <td>3.38</td>\n",
       "      <td>3.25</td>\n",
       "      <td>3.57</td>\n",
       "      <td>4.34</td>\n",
       "      <td>3.12</td>\n",
       "      <td>3.00</td>\n",
       "      <td>3.62</td>\n",
       "      <td>3.88</td>\n",
       "      <td>3.39</td>\n",
       "      <td>4.23</td>\n",
       "      <td>1.30</td>\n",
       "      <td>0.59</td>\n",
       "      <td>4.48</td>\n",
       "      <td>5.54</td>\n",
       "      <td>1.89</td>\n",
       "      <td>1.94</td>\n",
       "      <td>1.29</td>\n",
       "      <td>0.56</td>\n",
       "      <td>3.59</td>\n",
       "      <td>3.64</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>1.17</td>\n",
       "      <td>0.34</td>\n",
       "      <td>1.42</td>\n",
       "      <td>0.84</td>\n",
       "      <td>1.29</td>\n",
       "      <td>0.57</td>\n",
       "      <td>1.18</td>\n",
       "      <td>0.41</td>\n",
       "      <td>...</td>\n",
       "      <td>2.62</td>\n",
       "      <td>2.75</td>\n",
       "      <td>1.20</td>\n",
       "      <td>0.43</td>\n",
       "      <td>1.10</td>\n",
       "      <td>0.22</td>\n",
       "      <td>2.10</td>\n",
       "      <td>1.84</td>\n",
       "      <td>1.38</td>\n",
       "      <td>0.50</td>\n",
       "      <td>1.71</td>\n",
       "      <td>1.40</td>\n",
       "      <td>2.06</td>\n",
       "      <td>1.70</td>\n",
       "      <td>1.12</td>\n",
       "      <td>0.25</td>\n",
       "      <td>3.75</td>\n",
       "      <td>3.75</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.10</td>\n",
       "      <td>1.95</td>\n",
       "      <td>1.88</td>\n",
       "      <td>1.62</td>\n",
       "      <td>2.75</td>\n",
       "      <td>3.00</td>\n",
       "      <td>2.88</td>\n",
       "      <td>3.00</td>\n",
       "      <td>1.36</td>\n",
       "      <td>0.81</td>\n",
       "      <td>3.62</td>\n",
       "      <td>3.62</td>\n",
       "      <td>3.12</td>\n",
       "      <td>3.50</td>\n",
       "      <td>2.75</td>\n",
       "      <td>3.12</td>\n",
       "      <td>1.50</td>\n",
       "      <td>0.62</td>\n",
       "      <td>1.89</td>\n",
       "      <td>1.16</td>\n",
       "      <td>1.13</td>\n",
       "      <td>0.33</td>\n",
       "      <td>3.38</td>\n",
       "      <td>2.88</td>\n",
       "      <td>1.74</td>\n",
       "      <td>1.25</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.75</td>\n",
       "      <td>3.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Actuaries</th>\n",
       "      <td>3.38</td>\n",
       "      <td>4.12</td>\n",
       "      <td>4.00</td>\n",
       "      <td>4.12</td>\n",
       "      <td>3.31</td>\n",
       "      <td>4.72</td>\n",
       "      <td>1.16</td>\n",
       "      <td>0.47</td>\n",
       "      <td>1.25</td>\n",
       "      <td>0.38</td>\n",
       "      <td>1.06</td>\n",
       "      <td>0.16</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.84</td>\n",
       "      <td>2.16</td>\n",
       "      <td>2.23</td>\n",
       "      <td>4.00</td>\n",
       "      <td>4.62</td>\n",
       "      <td>3.73</td>\n",
       "      <td>4.55</td>\n",
       "      <td>3.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>4.25</td>\n",
       "      <td>4.75</td>\n",
       "      <td>2.59</td>\n",
       "      <td>3.09</td>\n",
       "      <td>1.75</td>\n",
       "      <td>1.56</td>\n",
       "      <td>4.19</td>\n",
       "      <td>5.25</td>\n",
       "      <td>2.50</td>\n",
       "      <td>3.59</td>\n",
       "      <td>1.41</td>\n",
       "      <td>1.12</td>\n",
       "      <td>3.74</td>\n",
       "      <td>4.41</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.34</td>\n",
       "      <td>1.16</td>\n",
       "      <td>1.65</td>\n",
       "      <td>1.62</td>\n",
       "      <td>1.16</td>\n",
       "      <td>0.41</td>\n",
       "      <td>...</td>\n",
       "      <td>3.00</td>\n",
       "      <td>3.62</td>\n",
       "      <td>1.16</td>\n",
       "      <td>0.28</td>\n",
       "      <td>1.16</td>\n",
       "      <td>0.38</td>\n",
       "      <td>1.69</td>\n",
       "      <td>1.41</td>\n",
       "      <td>2.50</td>\n",
       "      <td>2.75</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.47</td>\n",
       "      <td>1.56</td>\n",
       "      <td>1.25</td>\n",
       "      <td>2.00</td>\n",
       "      <td>1.75</td>\n",
       "      <td>4.12</td>\n",
       "      <td>4.62</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.31</td>\n",
       "      <td>3.38</td>\n",
       "      <td>2.12</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.88</td>\n",
       "      <td>3.12</td>\n",
       "      <td>2.88</td>\n",
       "      <td>2.88</td>\n",
       "      <td>1.97</td>\n",
       "      <td>1.94</td>\n",
       "      <td>3.88</td>\n",
       "      <td>4.00</td>\n",
       "      <td>3.88</td>\n",
       "      <td>4.50</td>\n",
       "      <td>4.00</td>\n",
       "      <td>4.50</td>\n",
       "      <td>1.75</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.41</td>\n",
       "      <td>0.53</td>\n",
       "      <td>1.31</td>\n",
       "      <td>0.78</td>\n",
       "      <td>3.12</td>\n",
       "      <td>3.50</td>\n",
       "      <td>1.34</td>\n",
       "      <td>0.88</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.38</td>\n",
       "      <td>4.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Acupuncturists</th>\n",
       "      <td>3.12</td>\n",
       "      <td>3.50</td>\n",
       "      <td>3.75</td>\n",
       "      <td>3.62</td>\n",
       "      <td>2.67</td>\n",
       "      <td>2.57</td>\n",
       "      <td>3.45</td>\n",
       "      <td>4.05</td>\n",
       "      <td>1.60</td>\n",
       "      <td>0.85</td>\n",
       "      <td>2.22</td>\n",
       "      <td>2.65</td>\n",
       "      <td>2.48</td>\n",
       "      <td>2.97</td>\n",
       "      <td>2.37</td>\n",
       "      <td>2.70</td>\n",
       "      <td>3.00</td>\n",
       "      <td>3.25</td>\n",
       "      <td>2.28</td>\n",
       "      <td>2.91</td>\n",
       "      <td>3.00</td>\n",
       "      <td>2.88</td>\n",
       "      <td>3.75</td>\n",
       "      <td>3.88</td>\n",
       "      <td>4.17</td>\n",
       "      <td>5.10</td>\n",
       "      <td>1.64</td>\n",
       "      <td>0.94</td>\n",
       "      <td>2.50</td>\n",
       "      <td>2.21</td>\n",
       "      <td>2.95</td>\n",
       "      <td>3.78</td>\n",
       "      <td>1.62</td>\n",
       "      <td>1.05</td>\n",
       "      <td>3.82</td>\n",
       "      <td>3.89</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.25</td>\n",
       "      <td>0.50</td>\n",
       "      <td>1.19</td>\n",
       "      <td>0.38</td>\n",
       "      <td>2.00</td>\n",
       "      <td>1.29</td>\n",
       "      <td>1.82</td>\n",
       "      <td>1.68</td>\n",
       "      <td>1.26</td>\n",
       "      <td>0.76</td>\n",
       "      <td>1.63</td>\n",
       "      <td>1.24</td>\n",
       "      <td>...</td>\n",
       "      <td>2.62</td>\n",
       "      <td>2.88</td>\n",
       "      <td>2.80</td>\n",
       "      <td>4.01</td>\n",
       "      <td>1.74</td>\n",
       "      <td>1.19</td>\n",
       "      <td>1.79</td>\n",
       "      <td>1.29</td>\n",
       "      <td>1.38</td>\n",
       "      <td>0.62</td>\n",
       "      <td>3.96</td>\n",
       "      <td>5.43</td>\n",
       "      <td>2.26</td>\n",
       "      <td>2.24</td>\n",
       "      <td>2.25</td>\n",
       "      <td>2.12</td>\n",
       "      <td>3.25</td>\n",
       "      <td>3.88</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.01</td>\n",
       "      <td>3.41</td>\n",
       "      <td>2.62</td>\n",
       "      <td>2.12</td>\n",
       "      <td>3.62</td>\n",
       "      <td>3.38</td>\n",
       "      <td>3.62</td>\n",
       "      <td>3.75</td>\n",
       "      <td>2.89</td>\n",
       "      <td>3.53</td>\n",
       "      <td>3.50</td>\n",
       "      <td>3.62</td>\n",
       "      <td>2.75</td>\n",
       "      <td>2.62</td>\n",
       "      <td>2.75</td>\n",
       "      <td>3.12</td>\n",
       "      <td>1.62</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.77</td>\n",
       "      <td>0.67</td>\n",
       "      <td>3.97</td>\n",
       "      <td>4.64</td>\n",
       "      <td>2.75</td>\n",
       "      <td>2.62</td>\n",
       "      <td>1.54</td>\n",
       "      <td>0.84</td>\n",
       "      <td>1.50</td>\n",
       "      <td>0.75</td>\n",
       "      <td>3.25</td>\n",
       "      <td>3.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Acute Care Nurses</th>\n",
       "      <td>3.75</td>\n",
       "      <td>3.88</td>\n",
       "      <td>4.00</td>\n",
       "      <td>3.88</td>\n",
       "      <td>2.89</td>\n",
       "      <td>2.96</td>\n",
       "      <td>3.32</td>\n",
       "      <td>3.50</td>\n",
       "      <td>1.18</td>\n",
       "      <td>0.39</td>\n",
       "      <td>2.71</td>\n",
       "      <td>2.89</td>\n",
       "      <td>2.68</td>\n",
       "      <td>3.11</td>\n",
       "      <td>2.22</td>\n",
       "      <td>2.21</td>\n",
       "      <td>3.75</td>\n",
       "      <td>3.75</td>\n",
       "      <td>2.61</td>\n",
       "      <td>3.00</td>\n",
       "      <td>3.75</td>\n",
       "      <td>3.88</td>\n",
       "      <td>4.00</td>\n",
       "      <td>4.00</td>\n",
       "      <td>4.36</td>\n",
       "      <td>5.61</td>\n",
       "      <td>1.36</td>\n",
       "      <td>0.64</td>\n",
       "      <td>1.68</td>\n",
       "      <td>1.11</td>\n",
       "      <td>4.14</td>\n",
       "      <td>4.71</td>\n",
       "      <td>1.68</td>\n",
       "      <td>1.21</td>\n",
       "      <td>4.29</td>\n",
       "      <td>4.46</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.88</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.18</td>\n",
       "      <td>0.21</td>\n",
       "      <td>1.25</td>\n",
       "      <td>0.32</td>\n",
       "      <td>2.22</td>\n",
       "      <td>1.96</td>\n",
       "      <td>1.39</td>\n",
       "      <td>0.96</td>\n",
       "      <td>1.39</td>\n",
       "      <td>0.82</td>\n",
       "      <td>...</td>\n",
       "      <td>3.00</td>\n",
       "      <td>3.12</td>\n",
       "      <td>2.59</td>\n",
       "      <td>3.39</td>\n",
       "      <td>2.04</td>\n",
       "      <td>1.75</td>\n",
       "      <td>1.75</td>\n",
       "      <td>1.21</td>\n",
       "      <td>1.62</td>\n",
       "      <td>0.75</td>\n",
       "      <td>4.07</td>\n",
       "      <td>5.75</td>\n",
       "      <td>2.96</td>\n",
       "      <td>3.04</td>\n",
       "      <td>2.38</td>\n",
       "      <td>2.50</td>\n",
       "      <td>4.00</td>\n",
       "      <td>4.50</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.79</td>\n",
       "      <td>1.61</td>\n",
       "      <td>3.00</td>\n",
       "      <td>3.12</td>\n",
       "      <td>4.00</td>\n",
       "      <td>3.88</td>\n",
       "      <td>4.00</td>\n",
       "      <td>4.62</td>\n",
       "      <td>3.07</td>\n",
       "      <td>3.61</td>\n",
       "      <td>4.00</td>\n",
       "      <td>4.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>3.12</td>\n",
       "      <td>3.00</td>\n",
       "      <td>3.25</td>\n",
       "      <td>2.00</td>\n",
       "      <td>1.12</td>\n",
       "      <td>2.18</td>\n",
       "      <td>1.29</td>\n",
       "      <td>3.86</td>\n",
       "      <td>4.64</td>\n",
       "      <td>3.12</td>\n",
       "      <td>3.25</td>\n",
       "      <td>1.61</td>\n",
       "      <td>0.89</td>\n",
       "      <td>2.00</td>\n",
       "      <td>1.62</td>\n",
       "      <td>3.50</td>\n",
       "      <td>3.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adapted Physical Education Specialists</th>\n",
       "      <td>3.50</td>\n",
       "      <td>3.62</td>\n",
       "      <td>4.12</td>\n",
       "      <td>4.12</td>\n",
       "      <td>2.44</td>\n",
       "      <td>2.56</td>\n",
       "      <td>2.65</td>\n",
       "      <td>2.81</td>\n",
       "      <td>1.58</td>\n",
       "      <td>1.16</td>\n",
       "      <td>1.50</td>\n",
       "      <td>1.10</td>\n",
       "      <td>2.97</td>\n",
       "      <td>3.68</td>\n",
       "      <td>2.61</td>\n",
       "      <td>2.74</td>\n",
       "      <td>3.12</td>\n",
       "      <td>3.12</td>\n",
       "      <td>2.69</td>\n",
       "      <td>3.31</td>\n",
       "      <td>3.25</td>\n",
       "      <td>3.50</td>\n",
       "      <td>3.50</td>\n",
       "      <td>3.62</td>\n",
       "      <td>3.03</td>\n",
       "      <td>3.77</td>\n",
       "      <td>1.68</td>\n",
       "      <td>1.61</td>\n",
       "      <td>1.52</td>\n",
       "      <td>1.00</td>\n",
       "      <td>4.70</td>\n",
       "      <td>5.97</td>\n",
       "      <td>1.74</td>\n",
       "      <td>1.65</td>\n",
       "      <td>3.60</td>\n",
       "      <td>4.17</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.25</td>\n",
       "      <td>0.25</td>\n",
       "      <td>2.00</td>\n",
       "      <td>1.72</td>\n",
       "      <td>1.13</td>\n",
       "      <td>0.37</td>\n",
       "      <td>2.10</td>\n",
       "      <td>1.90</td>\n",
       "      <td>1.32</td>\n",
       "      <td>1.03</td>\n",
       "      <td>1.68</td>\n",
       "      <td>1.48</td>\n",
       "      <td>...</td>\n",
       "      <td>3.25</td>\n",
       "      <td>3.50</td>\n",
       "      <td>2.32</td>\n",
       "      <td>2.90</td>\n",
       "      <td>1.90</td>\n",
       "      <td>1.57</td>\n",
       "      <td>1.47</td>\n",
       "      <td>0.97</td>\n",
       "      <td>1.38</td>\n",
       "      <td>0.50</td>\n",
       "      <td>4.16</td>\n",
       "      <td>5.19</td>\n",
       "      <td>2.90</td>\n",
       "      <td>2.58</td>\n",
       "      <td>2.12</td>\n",
       "      <td>1.75</td>\n",
       "      <td>3.88</td>\n",
       "      <td>4.00</td>\n",
       "      <td>1.12</td>\n",
       "      <td>0.25</td>\n",
       "      <td>1.52</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.38</td>\n",
       "      <td>0.62</td>\n",
       "      <td>4.12</td>\n",
       "      <td>3.50</td>\n",
       "      <td>3.88</td>\n",
       "      <td>4.25</td>\n",
       "      <td>3.25</td>\n",
       "      <td>3.97</td>\n",
       "      <td>3.88</td>\n",
       "      <td>3.88</td>\n",
       "      <td>3.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>3.12</td>\n",
       "      <td>3.25</td>\n",
       "      <td>1.62</td>\n",
       "      <td>1.25</td>\n",
       "      <td>1.93</td>\n",
       "      <td>1.48</td>\n",
       "      <td>3.30</td>\n",
       "      <td>4.13</td>\n",
       "      <td>3.38</td>\n",
       "      <td>3.25</td>\n",
       "      <td>1.88</td>\n",
       "      <td>1.81</td>\n",
       "      <td>1.88</td>\n",
       "      <td>1.25</td>\n",
       "      <td>3.62</td>\n",
       "      <td>3.75</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 134 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "element_scale_id                        Active Learning_IM  \\\n",
       "Title                                                        \n",
       "Accountants                                           3.25   \n",
       "Actuaries                                             3.38   \n",
       "Acupuncturists                                        3.12   \n",
       "Acute Care Nurses                                     3.75   \n",
       "Adapted Physical Education Specialists                3.50   \n",
       "\n",
       "element_scale_id                        Active Learning_LV  \\\n",
       "Title                                                        \n",
       "Accountants                                           3.38   \n",
       "Actuaries                                             4.12   \n",
       "Acupuncturists                                        3.50   \n",
       "Acute Care Nurses                                     3.88   \n",
       "Adapted Physical Education Specialists                3.62   \n",
       "\n",
       "element_scale_id                        Active Listening_IM  \\\n",
       "Title                                                         \n",
       "Accountants                                            3.88   \n",
       "Actuaries                                              4.00   \n",
       "Acupuncturists                                         3.75   \n",
       "Acute Care Nurses                                      4.00   \n",
       "Adapted Physical Education Specialists                 4.12   \n",
       "\n",
       "element_scale_id                        Active Listening_LV  \\\n",
       "Title                                                         \n",
       "Accountants                                            3.62   \n",
       "Actuaries                                              4.12   \n",
       "Acupuncturists                                         3.62   \n",
       "Acute Care Nurses                                      3.88   \n",
       "Adapted Physical Education Specialists                 4.12   \n",
       "\n",
       "element_scale_id                        Administration and Management_IM  \\\n",
       "Title                                                                      \n",
       "Accountants                                                         3.43   \n",
       "Actuaries                                                           3.31   \n",
       "Acupuncturists                                                      2.67   \n",
       "Acute Care Nurses                                                   2.89   \n",
       "Adapted Physical Education Specialists                              2.44   \n",
       "\n",
       "element_scale_id                        Administration and Management_LV  \\\n",
       "Title                                                                      \n",
       "Accountants                                                         4.00   \n",
       "Actuaries                                                           4.72   \n",
       "Acupuncturists                                                      2.57   \n",
       "Acute Care Nurses                                                   2.96   \n",
       "Adapted Physical Education Specialists                              2.56   \n",
       "\n",
       "element_scale_id                        Biology_IM  Biology_LV  \\\n",
       "Title                                                            \n",
       "Accountants                                   1.02        0.03   \n",
       "Actuaries                                     1.16        0.47   \n",
       "Acupuncturists                                3.45        4.05   \n",
       "Acute Care Nurses                             3.32        3.50   \n",
       "Adapted Physical Education Specialists        2.65        2.81   \n",
       "\n",
       "element_scale_id                        Building and Construction_IM  \\\n",
       "Title                                                                  \n",
       "Accountants                                                     1.21   \n",
       "Actuaries                                                       1.25   \n",
       "Acupuncturists                                                  1.60   \n",
       "Acute Care Nurses                                               1.18   \n",
       "Adapted Physical Education Specialists                          1.58   \n",
       "\n",
       "element_scale_id                        Building and Construction_LV  \\\n",
       "Title                                                                  \n",
       "Accountants                                                     0.40   \n",
       "Actuaries                                                       0.38   \n",
       "Acupuncturists                                                  0.85   \n",
       "Acute Care Nurses                                               0.39   \n",
       "Adapted Physical Education Specialists                          1.16   \n",
       "\n",
       "element_scale_id                        Chemistry_IM  Chemistry_LV  \\\n",
       "Title                                                                \n",
       "Accountants                                     1.08          0.22   \n",
       "Actuaries                                       1.06          0.16   \n",
       "Acupuncturists                                  2.22          2.65   \n",
       "Acute Care Nurses                               2.71          2.89   \n",
       "Adapted Physical Education Specialists          1.50          1.10   \n",
       "\n",
       "element_scale_id                        Clerical_IM  Clerical_LV  \\\n",
       "Title                                                              \n",
       "Accountants                                    3.56         5.34   \n",
       "Actuaries                                      2.00         2.84   \n",
       "Acupuncturists                                 2.48         2.97   \n",
       "Acute Care Nurses                              2.68         3.11   \n",
       "Adapted Physical Education Specialists         2.97         3.68   \n",
       "\n",
       "element_scale_id                        Communications and Media_IM  \\\n",
       "Title                                                                 \n",
       "Accountants                                                    2.22   \n",
       "Actuaries                                                      2.16   \n",
       "Acupuncturists                                                 2.37   \n",
       "Acute Care Nurses                                              2.22   \n",
       "Adapted Physical Education Specialists                         2.61   \n",
       "\n",
       "element_scale_id                        Communications and Media_LV  \\\n",
       "Title                                                                 \n",
       "Accountants                                                    2.13   \n",
       "Actuaries                                                      2.23   \n",
       "Acupuncturists                                                 2.70   \n",
       "Acute Care Nurses                                              2.21   \n",
       "Adapted Physical Education Specialists                         2.74   \n",
       "\n",
       "element_scale_id                        Complex Problem Solving_IM  \\\n",
       "Title                                                                \n",
       "Accountants                                                   3.38   \n",
       "Actuaries                                                     4.00   \n",
       "Acupuncturists                                                3.00   \n",
       "Acute Care Nurses                                             3.75   \n",
       "Adapted Physical Education Specialists                        3.12   \n",
       "\n",
       "element_scale_id                        Complex Problem Solving_LV  \\\n",
       "Title                                                                \n",
       "Accountants                                                   3.25   \n",
       "Actuaries                                                     4.62   \n",
       "Acupuncturists                                                3.25   \n",
       "Acute Care Nurses                                             3.75   \n",
       "Adapted Physical Education Specialists                        3.12   \n",
       "\n",
       "element_scale_id                        Computers and Electronics_IM  \\\n",
       "Title                                                                  \n",
       "Accountants                                                     3.57   \n",
       "Actuaries                                                       3.73   \n",
       "Acupuncturists                                                  2.28   \n",
       "Acute Care Nurses                                               2.61   \n",
       "Adapted Physical Education Specialists                          2.69   \n",
       "\n",
       "element_scale_id                        Computers and Electronics_LV  \\\n",
       "Title                                                                  \n",
       "Accountants                                                     4.34   \n",
       "Actuaries                                                       4.55   \n",
       "Acupuncturists                                                  2.91   \n",
       "Acute Care Nurses                                               3.00   \n",
       "Adapted Physical Education Specialists                          3.31   \n",
       "\n",
       "element_scale_id                        Coordination_IM  Coordination_LV  \\\n",
       "Title                                                                      \n",
       "Accountants                                        3.12             3.00   \n",
       "Actuaries                                          3.00             3.00   \n",
       "Acupuncturists                                     3.00             2.88   \n",
       "Acute Care Nurses                                  3.75             3.88   \n",
       "Adapted Physical Education Specialists             3.25             3.50   \n",
       "\n",
       "element_scale_id                        Critical Thinking_IM  \\\n",
       "Title                                                          \n",
       "Accountants                                             3.62   \n",
       "Actuaries                                               4.25   \n",
       "Acupuncturists                                          3.75   \n",
       "Acute Care Nurses                                       4.00   \n",
       "Adapted Physical Education Specialists                  3.50   \n",
       "\n",
       "element_scale_id                        Critical Thinking_LV  \\\n",
       "Title                                                          \n",
       "Accountants                                             3.88   \n",
       "Actuaries                                               4.75   \n",
       "Acupuncturists                                          3.88   \n",
       "Acute Care Nurses                                       4.00   \n",
       "Adapted Physical Education Specialists                  3.62   \n",
       "\n",
       "element_scale_id                        Customer and Personal Service_IM  \\\n",
       "Title                                                                      \n",
       "Accountants                                                         3.39   \n",
       "Actuaries                                                           2.59   \n",
       "Acupuncturists                                                      4.17   \n",
       "Acute Care Nurses                                                   4.36   \n",
       "Adapted Physical Education Specialists                              3.03   \n",
       "\n",
       "element_scale_id                        Customer and Personal Service_LV  \\\n",
       "Title                                                                      \n",
       "Accountants                                                         4.23   \n",
       "Actuaries                                                           3.09   \n",
       "Acupuncturists                                                      5.10   \n",
       "Acute Care Nurses                                                   5.61   \n",
       "Adapted Physical Education Specialists                              3.77   \n",
       "\n",
       "element_scale_id                        Design_IM  Design_LV  \\\n",
       "Title                                                          \n",
       "Accountants                                  1.30       0.59   \n",
       "Actuaries                                    1.75       1.56   \n",
       "Acupuncturists                               1.64       0.94   \n",
       "Acute Care Nurses                            1.36       0.64   \n",
       "Adapted Physical Education Specialists       1.68       1.61   \n",
       "\n",
       "element_scale_id                        Economics and Accounting_IM  \\\n",
       "Title                                                                 \n",
       "Accountants                                                    4.48   \n",
       "Actuaries                                                      4.19   \n",
       "Acupuncturists                                                 2.50   \n",
       "Acute Care Nurses                                              1.68   \n",
       "Adapted Physical Education Specialists                         1.52   \n",
       "\n",
       "element_scale_id                        Economics and Accounting_LV  \\\n",
       "Title                                                                 \n",
       "Accountants                                                    5.54   \n",
       "Actuaries                                                      5.25   \n",
       "Acupuncturists                                                 2.21   \n",
       "Acute Care Nurses                                              1.11   \n",
       "Adapted Physical Education Specialists                         1.00   \n",
       "\n",
       "element_scale_id                        Education and Training_IM  \\\n",
       "Title                                                               \n",
       "Accountants                                                  1.89   \n",
       "Actuaries                                                    2.50   \n",
       "Acupuncturists                                               2.95   \n",
       "Acute Care Nurses                                            4.14   \n",
       "Adapted Physical Education Specialists                       4.70   \n",
       "\n",
       "element_scale_id                        Education and Training_LV  \\\n",
       "Title                                                               \n",
       "Accountants                                                  1.94   \n",
       "Actuaries                                                    3.59   \n",
       "Acupuncturists                                               3.78   \n",
       "Acute Care Nurses                                            4.71   \n",
       "Adapted Physical Education Specialists                       5.97   \n",
       "\n",
       "element_scale_id                        Engineering and Technology_IM  \\\n",
       "Title                                                                   \n",
       "Accountants                                                      1.29   \n",
       "Actuaries                                                        1.41   \n",
       "Acupuncturists                                                   1.62   \n",
       "Acute Care Nurses                                                1.68   \n",
       "Adapted Physical Education Specialists                           1.74   \n",
       "\n",
       "element_scale_id                        Engineering and Technology_LV  \\\n",
       "Title                                                                   \n",
       "Accountants                                                      0.56   \n",
       "Actuaries                                                        1.12   \n",
       "Acupuncturists                                                   1.05   \n",
       "Acute Care Nurses                                                1.21   \n",
       "Adapted Physical Education Specialists                           1.65   \n",
       "\n",
       "element_scale_id                        English Language_IM  \\\n",
       "Title                                                         \n",
       "Accountants                                            3.59   \n",
       "Actuaries                                              3.74   \n",
       "Acupuncturists                                         3.82   \n",
       "Acute Care Nurses                                      4.29   \n",
       "Adapted Physical Education Specialists                 3.60   \n",
       "\n",
       "element_scale_id                        English Language_LV  \\\n",
       "Title                                                         \n",
       "Accountants                                            3.64   \n",
       "Actuaries                                              4.41   \n",
       "Acupuncturists                                         3.89   \n",
       "Acute Care Nurses                                      4.46   \n",
       "Adapted Physical Education Specialists                 4.17   \n",
       "\n",
       "element_scale_id                        Equipment Maintenance_IM  \\\n",
       "Title                                                              \n",
       "Accountants                                                  1.0   \n",
       "Actuaries                                                    1.0   \n",
       "Acupuncturists                                               1.0   \n",
       "Acute Care Nurses                                            1.0   \n",
       "Adapted Physical Education Specialists                       1.0   \n",
       "\n",
       "element_scale_id                        Equipment Maintenance_LV  \\\n",
       "Title                                                              \n",
       "Accountants                                                  0.0   \n",
       "Actuaries                                                    0.0   \n",
       "Acupuncturists                                               0.0   \n",
       "Acute Care Nurses                                            0.0   \n",
       "Adapted Physical Education Specialists                       0.0   \n",
       "\n",
       "element_scale_id                        Equipment Selection_IM  \\\n",
       "Title                                                            \n",
       "Accountants                                               1.00   \n",
       "Actuaries                                                 1.00   \n",
       "Acupuncturists                                            1.25   \n",
       "Acute Care Nurses                                         1.88   \n",
       "Adapted Physical Education Specialists                    1.25   \n",
       "\n",
       "element_scale_id                        Equipment Selection_LV  Fine Arts_IM  \\\n",
       "Title                                                                          \n",
       "Accountants                                               0.00          1.00   \n",
       "Actuaries                                                 0.00          1.00   \n",
       "Acupuncturists                                            0.50          1.19   \n",
       "Acute Care Nurses                                         1.00          1.18   \n",
       "Adapted Physical Education Specialists                    0.25          2.00   \n",
       "\n",
       "element_scale_id                        Fine Arts_LV  Food Production_IM  \\\n",
       "Title                                                                      \n",
       "Accountants                                     0.01                1.17   \n",
       "Actuaries                                       0.00                1.00   \n",
       "Acupuncturists                                  0.38                2.00   \n",
       "Acute Care Nurses                               0.21                1.25   \n",
       "Adapted Physical Education Specialists          1.72                1.13   \n",
       "\n",
       "element_scale_id                        Food Production_LV  \\\n",
       "Title                                                        \n",
       "Accountants                                           0.34   \n",
       "Actuaries                                             0.00   \n",
       "Acupuncturists                                        1.29   \n",
       "Acute Care Nurses                                     0.32   \n",
       "Adapted Physical Education Specialists                0.37   \n",
       "\n",
       "element_scale_id                        Foreign Language_IM  \\\n",
       "Title                                                         \n",
       "Accountants                                            1.42   \n",
       "Actuaries                                              1.34   \n",
       "Acupuncturists                                         1.82   \n",
       "Acute Care Nurses                                      2.22   \n",
       "Adapted Physical Education Specialists                 2.10   \n",
       "\n",
       "element_scale_id                        Foreign Language_LV  Geography_IM  \\\n",
       "Title                                                                       \n",
       "Accountants                                            0.84          1.29   \n",
       "Actuaries                                              1.16          1.65   \n",
       "Acupuncturists                                         1.68          1.26   \n",
       "Acute Care Nurses                                      1.96          1.39   \n",
       "Adapted Physical Education Specialists                 1.90          1.32   \n",
       "\n",
       "element_scale_id                        Geography_LV  \\\n",
       "Title                                                  \n",
       "Accountants                                     0.57   \n",
       "Actuaries                                       1.62   \n",
       "Acupuncturists                                  0.76   \n",
       "Acute Care Nurses                               0.96   \n",
       "Adapted Physical Education Specialists          1.03   \n",
       "\n",
       "element_scale_id                        History and Archeology_IM  \\\n",
       "Title                                                               \n",
       "Accountants                                                  1.18   \n",
       "Actuaries                                                    1.16   \n",
       "Acupuncturists                                               1.63   \n",
       "Acute Care Nurses                                            1.39   \n",
       "Adapted Physical Education Specialists                       1.68   \n",
       "\n",
       "element_scale_id                        History and Archeology_LV     ...      \\\n",
       "Title                                                                 ...       \n",
       "Accountants                                                  0.41     ...       \n",
       "Actuaries                                                    0.41     ...       \n",
       "Acupuncturists                                               1.24     ...       \n",
       "Acute Care Nurses                                            0.82     ...       \n",
       "Adapted Physical Education Specialists                       1.48     ...       \n",
       "\n",
       "element_scale_id                        Persuasion_IM  Persuasion_LV  \\\n",
       "Title                                                                  \n",
       "Accountants                                      2.62           2.75   \n",
       "Actuaries                                        3.00           3.62   \n",
       "Acupuncturists                                   2.62           2.88   \n",
       "Acute Care Nurses                                3.00           3.12   \n",
       "Adapted Physical Education Specialists           3.25           3.50   \n",
       "\n",
       "element_scale_id                        Philosophy and Theology_IM  \\\n",
       "Title                                                                \n",
       "Accountants                                                   1.20   \n",
       "Actuaries                                                     1.16   \n",
       "Acupuncturists                                                2.80   \n",
       "Acute Care Nurses                                             2.59   \n",
       "Adapted Physical Education Specialists                        2.32   \n",
       "\n",
       "element_scale_id                        Philosophy and Theology_LV  \\\n",
       "Title                                                                \n",
       "Accountants                                                   0.43   \n",
       "Actuaries                                                     0.28   \n",
       "Acupuncturists                                                4.01   \n",
       "Acute Care Nurses                                             3.39   \n",
       "Adapted Physical Education Specialists                        2.90   \n",
       "\n",
       "element_scale_id                        Physics_IM  Physics_LV  \\\n",
       "Title                                                            \n",
       "Accountants                                   1.10        0.22   \n",
       "Actuaries                                     1.16        0.38   \n",
       "Acupuncturists                                1.74        1.19   \n",
       "Acute Care Nurses                             2.04        1.75   \n",
       "Adapted Physical Education Specialists        1.90        1.57   \n",
       "\n",
       "element_scale_id                        Production and Processing_IM  \\\n",
       "Title                                                                  \n",
       "Accountants                                                     2.10   \n",
       "Actuaries                                                       1.69   \n",
       "Acupuncturists                                                  1.79   \n",
       "Acute Care Nurses                                               1.75   \n",
       "Adapted Physical Education Specialists                          1.47   \n",
       "\n",
       "element_scale_id                        Production and Processing_LV  \\\n",
       "Title                                                                  \n",
       "Accountants                                                     1.84   \n",
       "Actuaries                                                       1.41   \n",
       "Acupuncturists                                                  1.29   \n",
       "Acute Care Nurses                                               1.21   \n",
       "Adapted Physical Education Specialists                          0.97   \n",
       "\n",
       "element_scale_id                        Programming_IM  Programming_LV  \\\n",
       "Title                                                                    \n",
       "Accountants                                       1.38            0.50   \n",
       "Actuaries                                         2.50            2.75   \n",
       "Acupuncturists                                    1.38            0.62   \n",
       "Acute Care Nurses                                 1.62            0.75   \n",
       "Adapted Physical Education Specialists            1.38            0.50   \n",
       "\n",
       "element_scale_id                        Psychology_IM  Psychology_LV  \\\n",
       "Title                                                                  \n",
       "Accountants                                      1.71           1.40   \n",
       "Actuaries                                        2.00           2.47   \n",
       "Acupuncturists                                   3.96           5.43   \n",
       "Acute Care Nurses                                4.07           5.75   \n",
       "Adapted Physical Education Specialists           4.16           5.19   \n",
       "\n",
       "element_scale_id                        Public Safety and Security_IM  \\\n",
       "Title                                                                   \n",
       "Accountants                                                      2.06   \n",
       "Actuaries                                                        1.56   \n",
       "Acupuncturists                                                   2.26   \n",
       "Acute Care Nurses                                                2.96   \n",
       "Adapted Physical Education Specialists                           2.90   \n",
       "\n",
       "element_scale_id                        Public Safety and Security_LV  \\\n",
       "Title                                                                   \n",
       "Accountants                                                      1.70   \n",
       "Actuaries                                                        1.25   \n",
       "Acupuncturists                                                   2.24   \n",
       "Acute Care Nurses                                                3.04   \n",
       "Adapted Physical Education Specialists                           2.58   \n",
       "\n",
       "element_scale_id                        Quality Control Analysis_IM  \\\n",
       "Title                                                                 \n",
       "Accountants                                                    1.12   \n",
       "Actuaries                                                      2.00   \n",
       "Acupuncturists                                                 2.25   \n",
       "Acute Care Nurses                                              2.38   \n",
       "Adapted Physical Education Specialists                         2.12   \n",
       "\n",
       "element_scale_id                        Quality Control Analysis_LV  \\\n",
       "Title                                                                 \n",
       "Accountants                                                    0.25   \n",
       "Actuaries                                                      1.75   \n",
       "Acupuncturists                                                 2.12   \n",
       "Acute Care Nurses                                              2.50   \n",
       "Adapted Physical Education Specialists                         1.75   \n",
       "\n",
       "element_scale_id                        Reading Comprehension_IM  \\\n",
       "Title                                                              \n",
       "Accountants                                                 3.75   \n",
       "Actuaries                                                   4.12   \n",
       "Acupuncturists                                              3.25   \n",
       "Acute Care Nurses                                           4.00   \n",
       "Adapted Physical Education Specialists                      3.88   \n",
       "\n",
       "element_scale_id                        Reading Comprehension_LV  \\\n",
       "Title                                                              \n",
       "Accountants                                                 3.75   \n",
       "Actuaries                                                   4.62   \n",
       "Acupuncturists                                              3.88   \n",
       "Acute Care Nurses                                           4.50   \n",
       "Adapted Physical Education Specialists                      4.00   \n",
       "\n",
       "element_scale_id                        Repairing_IM  Repairing_LV  \\\n",
       "Title                                                                \n",
       "Accountants                                     1.00          0.00   \n",
       "Actuaries                                       1.00          0.00   \n",
       "Acupuncturists                                  1.00          0.00   \n",
       "Acute Care Nurses                               1.00          0.00   \n",
       "Adapted Physical Education Specialists          1.12          0.25   \n",
       "\n",
       "element_scale_id                        Sales and Marketing_IM  \\\n",
       "Title                                                            \n",
       "Accountants                                               2.10   \n",
       "Actuaries                                                 2.31   \n",
       "Acupuncturists                                            3.01   \n",
       "Acute Care Nurses                                         1.79   \n",
       "Adapted Physical Education Specialists                    1.52   \n",
       "\n",
       "element_scale_id                        Sales and Marketing_LV  Science_IM  \\\n",
       "Title                                                                        \n",
       "Accountants                                               1.95        1.88   \n",
       "Actuaries                                                 3.38        2.12   \n",
       "Acupuncturists                                            3.41        2.62   \n",
       "Acute Care Nurses                                         1.61        3.00   \n",
       "Adapted Physical Education Specialists                    1.00        1.38   \n",
       "\n",
       "element_scale_id                        Science_LV  Service Orientation_IM  \\\n",
       "Title                                                                        \n",
       "Accountants                                   1.62                    2.75   \n",
       "Actuaries                                     2.00                    2.88   \n",
       "Acupuncturists                                2.12                    3.62   \n",
       "Acute Care Nurses                             3.12                    4.00   \n",
       "Adapted Physical Education Specialists        0.62                    4.12   \n",
       "\n",
       "element_scale_id                        Service Orientation_LV  \\\n",
       "Title                                                            \n",
       "Accountants                                               3.00   \n",
       "Actuaries                                                 3.12   \n",
       "Acupuncturists                                            3.38   \n",
       "Acute Care Nurses                                         3.88   \n",
       "Adapted Physical Education Specialists                    3.50   \n",
       "\n",
       "element_scale_id                        Social Perceptiveness_IM  \\\n",
       "Title                                                              \n",
       "Accountants                                                 2.88   \n",
       "Actuaries                                                   2.88   \n",
       "Acupuncturists                                              3.62   \n",
       "Acute Care Nurses                                           4.00   \n",
       "Adapted Physical Education Specialists                      3.88   \n",
       "\n",
       "element_scale_id                        Social Perceptiveness_LV  \\\n",
       "Title                                                              \n",
       "Accountants                                                 3.00   \n",
       "Actuaries                                                   2.88   \n",
       "Acupuncturists                                              3.75   \n",
       "Acute Care Nurses                                           4.62   \n",
       "Adapted Physical Education Specialists                      4.25   \n",
       "\n",
       "element_scale_id                        Sociology and Anthropology_IM  \\\n",
       "Title                                                                   \n",
       "Accountants                                                      1.36   \n",
       "Actuaries                                                        1.97   \n",
       "Acupuncturists                                                   2.89   \n",
       "Acute Care Nurses                                                3.07   \n",
       "Adapted Physical Education Specialists                           3.25   \n",
       "\n",
       "element_scale_id                        Sociology and Anthropology_LV  \\\n",
       "Title                                                                   \n",
       "Accountants                                                      0.81   \n",
       "Actuaries                                                        1.94   \n",
       "Acupuncturists                                                   3.53   \n",
       "Acute Care Nurses                                                3.61   \n",
       "Adapted Physical Education Specialists                           3.97   \n",
       "\n",
       "element_scale_id                        Speaking_IM  Speaking_LV  \\\n",
       "Title                                                              \n",
       "Accountants                                    3.62         3.62   \n",
       "Actuaries                                      3.88         4.00   \n",
       "Acupuncturists                                 3.50         3.62   \n",
       "Acute Care Nurses                              4.00         4.00   \n",
       "Adapted Physical Education Specialists         3.88         3.88   \n",
       "\n",
       "element_scale_id                        Systems Analysis_IM  \\\n",
       "Title                                                         \n",
       "Accountants                                            3.12   \n",
       "Actuaries                                              3.88   \n",
       "Acupuncturists                                         2.75   \n",
       "Acute Care Nurses                                      3.00   \n",
       "Adapted Physical Education Specialists                 3.00   \n",
       "\n",
       "element_scale_id                        Systems Analysis_LV  \\\n",
       "Title                                                         \n",
       "Accountants                                            3.50   \n",
       "Actuaries                                              4.50   \n",
       "Acupuncturists                                         2.62   \n",
       "Acute Care Nurses                                      3.12   \n",
       "Adapted Physical Education Specialists                 3.00   \n",
       "\n",
       "element_scale_id                        Systems Evaluation_IM  \\\n",
       "Title                                                           \n",
       "Accountants                                              2.75   \n",
       "Actuaries                                                4.00   \n",
       "Acupuncturists                                           2.75   \n",
       "Acute Care Nurses                                        3.00   \n",
       "Adapted Physical Education Specialists                   3.12   \n",
       "\n",
       "element_scale_id                        Systems Evaluation_LV  \\\n",
       "Title                                                           \n",
       "Accountants                                              3.12   \n",
       "Actuaries                                                4.50   \n",
       "Acupuncturists                                           3.12   \n",
       "Acute Care Nurses                                        3.25   \n",
       "Adapted Physical Education Specialists                   3.25   \n",
       "\n",
       "element_scale_id                        Technology Design_IM  \\\n",
       "Title                                                          \n",
       "Accountants                                             1.50   \n",
       "Actuaries                                               1.75   \n",
       "Acupuncturists                                          1.62   \n",
       "Acute Care Nurses                                       2.00   \n",
       "Adapted Physical Education Specialists                  1.62   \n",
       "\n",
       "element_scale_id                        Technology Design_LV  \\\n",
       "Title                                                          \n",
       "Accountants                                             0.62   \n",
       "Actuaries                                               1.00   \n",
       "Acupuncturists                                          1.00   \n",
       "Acute Care Nurses                                       1.12   \n",
       "Adapted Physical Education Specialists                  1.25   \n",
       "\n",
       "element_scale_id                        Telecommunications_IM  \\\n",
       "Title                                                           \n",
       "Accountants                                              1.89   \n",
       "Actuaries                                                1.41   \n",
       "Acupuncturists                                           1.77   \n",
       "Acute Care Nurses                                        2.18   \n",
       "Adapted Physical Education Specialists                   1.93   \n",
       "\n",
       "element_scale_id                        Telecommunications_LV  \\\n",
       "Title                                                           \n",
       "Accountants                                              1.16   \n",
       "Actuaries                                                0.53   \n",
       "Acupuncturists                                           0.67   \n",
       "Acute Care Nurses                                        1.29   \n",
       "Adapted Physical Education Specialists                   1.48   \n",
       "\n",
       "element_scale_id                        Therapy and Counseling_IM  \\\n",
       "Title                                                               \n",
       "Accountants                                                  1.13   \n",
       "Actuaries                                                    1.31   \n",
       "Acupuncturists                                               3.97   \n",
       "Acute Care Nurses                                            3.86   \n",
       "Adapted Physical Education Specialists                       3.30   \n",
       "\n",
       "element_scale_id                        Therapy and Counseling_LV  \\\n",
       "Title                                                               \n",
       "Accountants                                                  0.33   \n",
       "Actuaries                                                    0.78   \n",
       "Acupuncturists                                               4.64   \n",
       "Acute Care Nurses                                            4.64   \n",
       "Adapted Physical Education Specialists                       4.13   \n",
       "\n",
       "element_scale_id                        Time Management_IM  \\\n",
       "Title                                                        \n",
       "Accountants                                           3.38   \n",
       "Actuaries                                             3.12   \n",
       "Acupuncturists                                        2.75   \n",
       "Acute Care Nurses                                     3.12   \n",
       "Adapted Physical Education Specialists                3.38   \n",
       "\n",
       "element_scale_id                        Time Management_LV  Transportation_IM  \\\n",
       "Title                                                                           \n",
       "Accountants                                           2.88               1.74   \n",
       "Actuaries                                             3.50               1.34   \n",
       "Acupuncturists                                        2.62               1.54   \n",
       "Acute Care Nurses                                     3.25               1.61   \n",
       "Adapted Physical Education Specialists                3.25               1.88   \n",
       "\n",
       "element_scale_id                        Transportation_LV  Troubleshooting_IM  \\\n",
       "Title                                                                           \n",
       "Accountants                                          1.25                1.00   \n",
       "Actuaries                                            0.88                1.00   \n",
       "Acupuncturists                                       0.84                1.50   \n",
       "Acute Care Nurses                                    0.89                2.00   \n",
       "Adapted Physical Education Specialists               1.81                1.88   \n",
       "\n",
       "element_scale_id                        Troubleshooting_LV  Writing_IM  \\\n",
       "Title                                                                    \n",
       "Accountants                                           0.00        3.75   \n",
       "Actuaries                                             0.00        3.38   \n",
       "Acupuncturists                                        0.75        3.25   \n",
       "Acute Care Nurses                                     1.62        3.50   \n",
       "Adapted Physical Education Specialists                1.25        3.62   \n",
       "\n",
       "element_scale_id                        Writing_LV  \n",
       "Title                                               \n",
       "Accountants                                   3.38  \n",
       "Actuaries                                     4.00  \n",
       "Acupuncturists                                3.50  \n",
       "Acute Care Nurses                             3.62  \n",
       "Adapted Physical Education Specialists        3.75  \n",
       "\n",
       "[5 rows x 134 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_pivot.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(640, 134)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Display size of the matrix\n",
    "df_pivot.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's factorize this matrix to (640, 2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Create the embedding with UMAP"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We create an embedding with UMAP and project it in 2D."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "import umap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create embedding\n",
    "embedding = umap.UMAP(n_neighbors=15, n_components=2, random_state=42,\n",
    "                      min_dist=0.3,\n",
    "                      metric='correlation').fit_transform(df_pivot.values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(640, 2)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Display shape of embedding\n",
    "embedding.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 1.5840942 , -4.695757  ],\n",
       "       [ 1.1996833 , -4.093121  ],\n",
       "       [ 3.6107712 ,  0.3655267 ],\n",
       "       ...,\n",
       "       [-1.7982806 , -2.4191442 ],\n",
       "       [-6.2889442 , -4.4923296 ],\n",
       "       [-0.7414811 , -0.30035707]], dtype=float32)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "embedding"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We now have an array of floats that correspond to the coordinates of each point of the dataset in the target space. Let's visualize it."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Visualization with plotly"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>requirejs.config({paths: { 'plotly': ['https://cdn.plot.ly/plotly-latest.min']},});if(!window.Plotly) {{require(['plotly'],function(plotly) {window.Plotly=plotly;});}}</script>"
      ],
      "text/vnd.plotly.v1+html": [
       "<script>requirejs.config({paths: { 'plotly': ['https://cdn.plot.ly/plotly-latest.min']},});if(!window.Plotly) {{require(['plotly'],function(plotly) {window.Plotly=plotly;});}}</script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from plotly.offline import download_plotlyjs, init_notebook_mode, plot, iplot\n",
    "init_notebook_mode(connected=True)\n",
    "import plotly.graph_objs as go"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "data": [
        {
         "mode": "markers",
         "opacity": 0.5,
         "text": [
          "Accountants",
          "Actuaries",
          "Acupuncturists",
          "Acute Care Nurses",
          "Adapted Physical Education Specialists",
          "Administrative Law Judges, Adjudicators, and Hearing Officers",
          "Administrative Services Managers",
          "Adult Basic and Secondary Education and Literacy Teachers and Instructors",
          "Advanced Practice Psychiatric Nurses",
          "Advertising Sales Agents",
          "Advertising and Promotions Managers",
          "Aerospace Engineering and Operations Technicians",
          "Aerospace Engineers",
          "Agents and Business Managers of Artists, Performers, and Athletes",
          "Agricultural Engineers",
          "Agricultural Sciences Teachers, Postsecondary",
          "Agricultural Technicians",
          "Air Traffic Controllers",
          "Aircraft Mechanics and Service Technicians",
          "Airfield Operations Specialists",
          "Airline Pilots, Copilots, and Flight Engineers",
          "Allergists and Immunologists",
          "Anesthesiologist Assistants",
          "Anesthesiologists",
          "Animal Breeders",
          "Animal Scientists",
          "Anthropologists",
          "Anthropology and Archeology Teachers, Postsecondary",
          "Appraisers, Real Estate",
          "Aquacultural Managers",
          "Arbitrators, Mediators, and Conciliators",
          "Archeologists",
          "Architects, Except Landscape and Naval",
          "Architectural Drafters",
          "Architectural and Engineering Managers",
          "Architecture Teachers, Postsecondary",
          "Archivists",
          "Area, Ethnic, and Cultural Studies Teachers, Postsecondary",
          "Art Directors",
          "Art Therapists",
          "Art, Drama, and Music Teachers, Postsecondary",
          "Assessors",
          "Astronomers",
          "Athletic Trainers",
          "Atmospheric and Space Scientists",
          "Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary",
          "Audio and Video Equipment Technicians",
          "Audio-Visual and Multimedia Collections Specialists",
          "Audiologists",
          "Auditors",
          "Automotive Engineering Technicians",
          "Automotive Engineers",
          "Automotive Master Mechanics",
          "Automotive Specialty Technicians",
          "Aviation Inspectors",
          "Avionics Technicians",
          "Barbers",
          "Biochemical Engineers",
          "Biochemists and Biophysicists",
          "Biofuels Production Managers",
          "Biofuels/Biodiesel Technology and Product Development Managers",
          "Bioinformatics Scientists",
          "Bioinformatics Technicians",
          "Biological Science Teachers, Postsecondary",
          "Biological Technicians",
          "Biologists",
          "Biomass Power Plant Managers",
          "Biomedical Engineers",
          "Biostatisticians",
          "Boilermakers",
          "Bookkeeping, Accounting, and Auditing Clerks",
          "Broadcast News Analysts",
          "Broadcast Technicians",
          "Brokerage Clerks",
          "Brownfield Redevelopment Specialists and Site Managers",
          "Budget Analysts",
          "Bus and Truck Mechanics and Diesel Engine Specialists",
          "Business Continuity Planners",
          "Business Intelligence Analysts",
          "Business Teachers, Postsecondary",
          "Buyers and Purchasing Agents, Farm Products",
          "Camera Operators, Television, Video, and Motion Picture",
          "Camera and Photographic Equipment Repairers",
          "Cardiovascular Technologists and Technicians",
          "Career/Technical Education Teachers, Middle School",
          "Career/Technical Education Teachers, Secondary School",
          "Cartographers and Photogrammetrists",
          "Chefs and Head Cooks",
          "Chemical Engineers",
          "Chemical Technicians",
          "Chemistry Teachers, Postsecondary",
          "Chemists",
          "Chief Executives",
          "Chief Sustainability Officers",
          "Child, Family, and School Social Workers",
          "Chiropractors",
          "Choreographers",
          "City and Regional Planning Aides",
          "Civil Drafters",
          "Civil Engineering Technicians",
          "Civil Engineers",
          "Claims Examiners, Property and Casualty Insurance",
          "Clergy",
          "Climate Change Analysts",
          "Clinical Data Managers",
          "Clinical Nurse Specialists",
          "Clinical Psychologists",
          "Clinical Research Coordinators",
          "Coaches and Scouts",
          "Commercial Divers",
          "Commercial Pilots",
          "Commercial and Industrial Designers",
          "Communications Teachers, Postsecondary",
          "Community Health Workers",
          "Compensation and Benefits Managers",
          "Compensation, Benefits, and Job Analysis Specialists",
          "Compliance Managers",
          "Computer Hardware Engineers",
          "Computer Network Architects",
          "Computer Network Support Specialists",
          "Computer Numerically Controlled Machine Tool Programmers, Metal and Plastic",
          "Computer Operators",
          "Computer Programmers",
          "Computer Science Teachers, Postsecondary",
          "Computer Systems Analysts",
          "Computer Systems Engineers/Architects",
          "Computer User Support Specialists",
          "Computer and Information Research Scientists",
          "Computer and Information Systems Managers",
          "Computer, Automated Teller, and Office Machine Repairers",
          "Computer-Controlled Machine Tool Operators, Metal and Plastic",
          "Concierges",
          "Construction Managers",
          "Construction and Building Inspectors",
          "Control and Valve Installers and Repairers, Except Mechanical Door",
          "Cooks, Private Household",
          "Copy Writers",
          "Coroners",
          "Cost Estimators",
          "Counseling Psychologists",
          "Court Reporters",
          "Craft Artists",
          "Crane and Tower Operators",
          "Credit Analysts",
          "Credit Authorizers",
          "Credit Counselors",
          "Criminal Investigators and Special Agents",
          "Criminal Justice and Law Enforcement Teachers, Postsecondary",
          "Critical Care Nurses",
          "Curators",
          "Customs Brokers",
          "Cytogenetic Technologists",
          "Cytotechnologists",
          "Dancers",
          "Database Administrators",
          "Database Architects",
          "Dental Assistants",
          "Dental Hygienists",
          "Dentists, General",
          "Dermatologists",
          "Desktop Publishers",
          "Diagnostic Medical Sonographers",
          "Dietitians and Nutritionists",
          "Directors, Religious Activities and Education",
          "Directors- Stage, Motion Pictures, Television, and Radio",
          "Distance Learning Coordinators",
          "Document Management Specialists",
          "Economics Teachers, Postsecondary",
          "Economists",
          "Editors",
          "Education Administrators, Elementary and Secondary School",
          "Education Administrators, Postsecondary",
          "Education Administrators, Preschool and Childcare Center/Program",
          "Education Teachers, Postsecondary",
          "Educational, Guidance, School, and Vocational Counselors",
          "Electric Motor, Power Tool, and Related Repairers",
          "Electrical Drafters",
          "Electrical Engineering Technicians",
          "Electrical Engineering Technologists",
          "Electrical Engineers",
          "Electrical Power-Line Installers and Repairers",
          "Electrical and Electronics Installers and Repairers, Transportation Equipment",
          "Electrical and Electronics Repairers, Commercial and Industrial Equipment",
          "Electrical and Electronics Repairers, Powerhouse, Substation, and Relay",
          "Electricians",
          "Electro-Mechanical Technicians",
          "Electromechanical Engineering Technologists",
          "Electronic Drafters",
          "Electronic Equipment Installers and Repairers, Motor Vehicles",
          "Electronic Home Entertainment Equipment Installers and Repairers",
          "Electronics Engineering Technicians",
          "Electronics Engineering Technologists",
          "Electronics Engineers, Except Computer",
          "Elementary School Teachers, Except Special Education",
          "Elevator Installers and Repairers",
          "Eligibility Interviewers, Government Programs",
          "Embalmers",
          "Emergency Management Directors",
          "Emergency Medical Technicians and Paramedics",
          "Endoscopy Technicians",
          "Energy Auditors",
          "Energy Brokers",
          "Energy Engineers",
          "Engineering Teachers, Postsecondary",
          "English Language and Literature Teachers, Postsecondary",
          "Environmental Compliance Inspectors",
          "Environmental Economists",
          "Environmental Engineering Technicians",
          "Environmental Engineers",
          "Environmental Restoration Planners",
          "Environmental Science Teachers, Postsecondary",
          "Environmental Science and Protection Technicians, Including Health",
          "Environmental Scientists and Specialists, Including Health",
          "Epidemiologists",
          "Equal Opportunity Representatives and Officers",
          "Executive Secretaries and Executive Administrative Assistants",
          "Exercise Physiologists",
          "Fabric and Apparel Patternmakers",
          "Family and General Practitioners",
          "Farm Equipment Mechanics and Service Technicians",
          "Farm and Home Management Advisors",
          "Farm and Ranch Managers",
          "Fashion Designers",
          "Film and Video Editors",
          "Financial Analysts",
          "Financial Examiners",
          "Financial Managers, Branch or Department",
          "Financial Quantitative Analysts",
          "Fine Artists, Including Painters, Sculptors, and Illustrators",
          "Fire Inspectors",
          "Fire Investigators",
          "Fire-Prevention and Protection Engineers",
          "First-Line Supervisors of Agricultural Crop and Horticultural Workers",
          "First-Line Supervisors of Animal Husbandry and Animal Care Workers",
          "First-Line Supervisors of Aquacultural Workers",
          "First-Line Supervisors of Construction Trades and Extraction Workers",
          "First-Line Supervisors of Correctional Officers",
          "First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers",
          "First-Line Supervisors of Mechanics, Installers, and Repairers",
          "First-Line Supervisors of Non-Retail Sales Workers",
          "First-Line Supervisors of Office and Administrative Support Workers",
          "First-Line Supervisors of Personal Service Workers",
          "First-Line Supervisors of Police and Detectives",
          "Fish and Game Wardens",
          "Fitness Trainers and Aerobics Instructors",
          "Fitness and Wellness Coordinators",
          "Flight Attendants",
          "Food Science Technicians",
          "Food Scientists and Technologists",
          "Foreign Language and Literature Teachers, Postsecondary",
          "Forensic Science Technicians",
          "Forest Fire Fighting and Prevention Supervisors",
          "Forest Fire Inspectors and Prevention Specialists",
          "Forest and Conservation Technicians",
          "Forest and Conservation Workers",
          "Foresters",
          "Forestry and Conservation Science Teachers, Postsecondary",
          "Fraud Examiners, Investigators and Analysts",
          "Freight and Cargo Inspectors",
          "Fuel Cell Engineers",
          "Fundraisers",
          "Funeral Service Managers",
          "Gaming Managers",
          "Gas Plant Operators",
          "Gem and Diamond Workers",
          "General and Operations Managers",
          "Genetic Counselors",
          "Geneticists",
          "Geodetic Surveyors",
          "Geographers",
          "Geographic Information Systems Technicians",
          "Geography Teachers, Postsecondary",
          "Geological Sample Test Technicians",
          "Geophysical Data Technicians",
          "Geoscientists, Except Hydrologists and Geographers",
          "Geospatial Information Scientists and Technologists",
          "Geothermal Production Managers",
          "Government Property Inspectors and Investigators",
          "Graduate Teaching Assistants",
          "Graphic Designers",
          "Hairdressers, Hairstylists, and Cosmetologists",
          "Hazardous Materials Removal Workers",
          "Health Educators",
          "Health Specialties Teachers, Postsecondary",
          "Healthcare Social Workers",
          "Hearing Aid Specialists",
          "Heating and Air Conditioning Mechanics and Installers",
          "Historians",
          "History Teachers, Postsecondary",
          "Histotechnologists and Histologic Technicians",
          "Home Appliance Repairers",
          "Home Economics Teachers, Postsecondary",
          "Hospitalists",
          "Human Factors Engineers and Ergonomists",
          "Human Resources Assistants, Except Payroll and Timekeeping",
          "Human Resources Managers",
          "Human Resources Specialists",
          "Hydroelectric Plant Technicians",
          "Hydroelectric Production Managers",
          "Hydrologists",
          "Immigration and Customs Inspectors",
          "Industrial Ecologists",
          "Industrial Engineering Technicians",
          "Industrial Engineering Technologists",
          "Industrial Engineers",
          "Industrial Machinery Mechanics",
          "Industrial Production Managers",
          "Industrial Safety and Health Engineers",
          "Industrial-Organizational Psychologists",
          "Informatics Nurse Specialists",
          "Information Security Analysts",
          "Information Technology Project Managers",
          "Instructional Coordinators",
          "Instructional Designers and Technologists",
          "Insurance Adjusters, Examiners, and Investigators",
          "Insurance Appraisers, Auto Damage",
          "Insurance Claims Clerks",
          "Insurance Sales Agents",
          "Insurance Underwriters",
          "Intelligence Analysts",
          "Interior Designers",
          "Internists, General",
          "Interpreters and Translators",
          "Investment Fund Managers",
          "Jewelers",
          "Judges, Magistrate Judges, and Magistrates",
          "Judicial Law Clerks",
          "Kindergarten Teachers, Except Special Education",
          "Labor Relations Specialists",
          "Landscape Architects",
          "Law Teachers, Postsecondary",
          "Lawyers",
          "Legal Secretaries",
          "Librarians",
          "Library Science Teachers, Postsecondary",
          "Library Technicians",
          "Licensed Practical and Licensed Vocational Nurses",
          "Licensing Examiners and Inspectors",
          "Loan Counselors",
          "Loan Interviewers and Clerks",
          "Loan Officers",
          "Lodging Managers",
          "Logisticians",
          "Logistics Analysts",
          "Logistics Engineers",
          "Logistics Managers",
          "Loss Prevention Managers",
          "Low Vision Therapists, Orientation and Mobility Specialists, and Vision Rehabilitation Therapists",
          "Machinists",
          "Magnetic Resonance Imaging Technologists",
          "Maintenance Workers, Machinery",
          "Maintenance and Repair Workers, General",
          "Makeup Artists, Theatrical and Performance",
          "Management Analysts",
          "Manufacturing Engineering Technologists",
          "Manufacturing Engineers",
          "Manufacturing Production Technicians",
          "Mapping Technicians",
          "Marine Architects",
          "Marine Engineers",
          "Market Research Analysts and Marketing Specialists",
          "Marketing Managers",
          "Marriage and Family Therapists",
          "Massage Therapists",
          "Materials Engineers",
          "Materials Scientists",
          "Mathematical Science Teachers, Postsecondary",
          "Mathematical Technicians",
          "Mathematicians",
          "Mechanical Drafters",
          "Mechanical Engineering Technicians",
          "Mechanical Engineering Technologists",
          "Mechanical Engineers",
          "Mechatronics Engineers",
          "Medical Appliance Technicians",
          "Medical Assistants",
          "Medical Equipment Repairers",
          "Medical Records and Health Information Technicians",
          "Medical Scientists, Except Epidemiologists",
          "Medical Secretaries",
          "Medical Transcriptionists",
          "Medical and Clinical Laboratory Technicians",
          "Medical and Clinical Laboratory Technologists",
          "Medical and Health Services Managers",
          "Meeting, Convention, and Event Planners",
          "Mental Health Counselors",
          "Mental Health and Substance Abuse Social Workers",
          "Merchandise Displayers and Window Trimmers",
          "Microbiologists",
          "Microsystems Engineers",
          "Middle School Teachers, Except Special and Career/Technical Education",
          "Midwives",
          "Millwrights",
          "Mining and Geological Engineers, Including Mining Safety Engineers",
          "Mobile Heavy Equipment Mechanics, Except Engines",
          "Model Makers, Metal and Plastic",
          "Model Makers, Wood",
          "Molecular and Cellular Biologists",
          "Morticians, Undertakers, and Funeral Directors",
          "Motorboat Mechanics and Service Technicians",
          "Motorcycle Mechanics",
          "Multimedia Artists and Animators",
          "Municipal Clerks",
          "Municipal Fire Fighting and Prevention Supervisors",
          "Municipal Firefighters",
          "Museum Technicians and Conservators",
          "Music Composers and Arrangers",
          "Music Directors",
          "Music Therapists",
          "Musical Instrument Repairers and Tuners",
          "Musicians, Instrumental",
          "Nannies",
          "Nanosystems Engineers",
          "Nanotechnology Engineering Technicians",
          "Nanotechnology Engineering Technologists",
          "Natural Sciences Managers",
          "Naturopathic Physicians",
          "Network and Computer Systems Administrators",
          "Neurodiagnostic Technologists",
          "Neurologists",
          "Neuropsychologists and Clinical Neuropsychologists",
          "Nuclear Engineers",
          "Nuclear Equipment Operation Technicians",
          "Nuclear Medicine Physicians",
          "Nuclear Medicine Technologists",
          "Nuclear Monitoring Technicians",
          "Nuclear Power Reactor Operators",
          "Nurse Anesthetists",
          "Nurse Midwives",
          "Nurse Practitioners",
          "Nursery and Greenhouse Managers",
          "Nursing Instructors and Teachers, Postsecondary",
          "Obstetricians and Gynecologists",
          "Occupational Health and Safety Specialists",
          "Occupational Health and Safety Technicians",
          "Occupational Therapists",
          "Occupational Therapy Aides",
          "Occupational Therapy Assistants",
          "Online Merchants",
          "Operations Research Analysts",
          "Ophthalmic Medical Technicians",
          "Ophthalmic Medical Technologists",
          "Ophthalmologists",
          "Opticians, Dispensing",
          "Optometrists",
          "Oral and Maxillofacial Surgeons",
          "Orthodontists",
          "Orthoptists",
          "Orthotists and Prosthetists",
          "Paralegals and Legal Assistants",
          "Park Naturalists",
          "Pathologists",
          "Patient Representatives",
          "Patternmakers, Metal and Plastic",
          "Patternmakers, Wood",
          "Pediatricians, General",
          "Personal Financial Advisors",
          "Petroleum Engineers",
          "Pharmacists",
          "Pharmacy Technicians",
          "Philosophy and Religion Teachers, Postsecondary",
          "Phlebotomists",
          "Photographers",
          "Photonics Engineers",
          "Photonics Technicians",
          "Physical Medicine and Rehabilitation Physicians",
          "Physical Therapist Assistants",
          "Physical Therapists",
          "Physician Assistants",
          "Physicists",
          "Physics Teachers, Postsecondary",
          "Pilots, Ship",
          "Pipe Fitters and Steamfitters",
          "Plumbers",
          "Podiatrists",
          "Poets, Lyricists and Creative Writers",
          "Police Detectives",
          "Police Identification and Records Officers",
          "Police Patrol Officers",
          "Political Science Teachers, Postsecondary",
          "Political Scientists",
          "Potters, Manufacturing",
          "Power Distributors and Dispatchers",
          "Precious Metal Workers",
          "Precision Agriculture Technicians",
          "Prepress Technicians and Workers",
          "Preschool Teachers, Except Special Education",
          "Preventive Medicine Physicians",
          "Printing Press Operators",
          "Private Detectives and Investigators",
          "Probation Officers and Correctional Treatment Specialists",
          "Procurement Clerks",
          "Producers",
          "Product Safety Engineers",
          "Production, Planning, and Expediting Clerks",
          "Program Directors",
          "Proofreaders and Copy Markers",
          "Property, Real Estate, and Community Association Managers",
          "Prosthodontists",
          "Psychiatric Technicians",
          "Psychiatrists",
          "Psychology Teachers, Postsecondary",
          "Public Relations Specialists",
          "Public Relations and Fundraising Managers",
          "Purchasing Agents, Except Wholesale, Retail, and Farm Products",
          "Purchasing Managers",
          "Quality Control Analysts",
          "Quality Control Systems Managers",
          "Radiation Therapists",
          "Radio Frequency Identification Device Specialists",
          "Radio Mechanics",
          "Radio Operators",
          "Radio and Television Announcers",
          "Radio, Cellular, and Tower Equipment Installers and Repairers",
          "Radiologic Technicians",
          "Radiologic Technologists",
          "Radiologists",
          "Range Managers",
          "Real Estate Brokers",
          "Real Estate Sales Agents",
          "Recreation Workers",
          "Recreation and Fitness Studies Teachers, Postsecondary",
          "Recreational Therapists",
          "Refrigeration Mechanics and Installers",
          "Registered Nurses",
          "Regulatory Affairs Managers",
          "Regulatory Affairs Specialists",
          "Rehabilitation Counselors",
          "Remote Sensing Scientists and Technologists",
          "Remote Sensing Technicians",
          "Reporters and Correspondents",
          "Residential Advisors",
          "Respiratory Therapists",
          "Respiratory Therapy Technicians",
          "Risk Management Specialists",
          "Robotics Engineers",
          "Robotics Technicians",
          "Sales Agents, Financial Services",
          "Sales Agents, Securities and Commodities",
          "Sales Engineers",
          "Sales Managers",
          "Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products",
          "Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products",
          "School Psychologists",
          "Search Marketing Strategists",
          "Secondary School Teachers, Except Special and Career/Technical Education",
          "Secretaries and Administrative Assistants, Except Legal, Medical, and Executive",
          "Securities and Commodities Traders",
          "Security Management Specialists",
          "Security Managers",
          "Security and Fire Alarm Systems Installers",
          "Self-Enrichment Education Teachers",
          "Set and Exhibit Designers",
          "Sheriffs and Deputy Sheriffs",
          "Ship Engineers",
          "Ship and Boat Captains",
          "Signal and Track Switch Repairers",
          "Skincare Specialists",
          "Social Science Research Assistants",
          "Social Work Teachers, Postsecondary",
          "Social and Community Service Managers",
          "Social and Human Service Assistants",
          "Sociologists",
          "Sociology Teachers, Postsecondary",
          "Software Developers, Applications",
          "Software Developers, Systems Software",
          "Software Quality Assurance Engineers and Testers",
          "Soil and Plant Scientists",
          "Soil and Water Conservationists",
          "Solar Energy Installation Managers",
          "Solar Energy Systems Engineers",
          "Solar Sales Representatives and Assessors",
          "Solar Thermal Installers and Technicians",
          "Sound Engineering Technicians",
          "Spa Managers",
          "Special Education Teachers, Kindergarten and Elementary School",
          "Special Education Teachers, Middle School",
          "Special Education Teachers, Secondary School",
          "Speech-Language Pathologists",
          "Speech-Language Pathology Assistants",
          "Sports Medicine Physicians",
          "Stationary Engineers and Boiler Operators",
          "Statistical Assistants",
          "Statisticians",
          "Stonemasons",
          "Storage and Distribution Managers",
          "Structural Metal Fabricators and Fitters",
          "Substance Abuse and Behavioral Disorder Counselors",
          "Supply Chain Managers",
          "Surgeons",
          "Surgical Assistants",
          "Surgical Technologists",
          "Survey Researchers",
          "Surveying Technicians",
          "Surveyors",
          "Sustainability Specialists",
          "Tailors, Dressmakers, and Custom Sewers",
          "Talent Directors",
          "Tax Examiners and Collectors, and Revenue Agents",
          "Tax Preparers",
          "Teacher Assistants",
          "Technical Directors/Managers",
          "Technical Writers",
          "Telecommunications Engineering Specialists",
          "Telecommunications Equipment Installers and Repairers, Except Line Installers",
          "Tool and Die Makers",
          "Tour Guides and Escorts",
          "Traffic Technicians",
          "Training and Development Managers",
          "Training and Development Specialists",
          "Transit and Railroad Police",
          "Transportation Engineers",
          "Transportation Managers",
          "Transportation Planners",
          "Travel Agents",
          "Travel Guides",
          "Treasurers and Controllers",
          "Tutors",
          "Umpires, Referees, and Other Sports Officials",
          "Urban and Regional Planners",
          "Urologists",
          "Validation Engineers",
          "Veterinarians",
          "Veterinary Assistants and Laboratory Animal Caretakers",
          "Veterinary Technologists and Technicians",
          "Video Game Designers",
          "Vocational Education Teachers, Postsecondary",
          "Watch Repairers",
          "Water Resource Specialists",
          "Water and Wastewater Treatment Plant and System Operators",
          "Water/Wastewater Engineers",
          "Web Administrators",
          "Web Developers",
          "Welders, Cutters, and Welder Fitters",
          "Wholesale and Retail Buyers, Except Farm Products",
          "Wind Energy Engineers",
          "Wind Energy Operations Managers",
          "Wind Energy Project Managers",
          "Wind Turbine Service Technicians",
          "Zoologists and Wildlife Biologists"
         ],
         "type": "scatter",
         "uid": "42a790b8-aa9c-11e8-b4b8-a45e60d3a8a7",
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       "            [{\"mode\": \"markers\", \"opacity\": 0.5, \"text\": [\"Accountants\", \"Actuaries\", \"Acupuncturists\", \"Acute Care Nurses\", \"Adapted Physical Education Specialists\", \"Administrative Law Judges, Adjudicators, and Hearing Officers\", \"Administrative Services Managers\", \"Adult Basic and Secondary Education and Literacy Teachers and Instructors\", \"Advanced Practice Psychiatric Nurses\", \"Advertising Sales Agents\", \"Advertising and Promotions Managers\", \"Aerospace Engineering and Operations Technicians\", \"Aerospace Engineers\", \"Agents and Business Managers of Artists, Performers, and Athletes\", \"Agricultural Engineers\", \"Agricultural Sciences Teachers, Postsecondary\", \"Agricultural Technicians\", \"Air Traffic Controllers\", \"Aircraft Mechanics and Service Technicians\", \"Airfield Operations Specialists\", \"Airline Pilots, Copilots, and Flight Engineers\", \"Allergists and Immunologists\", \"Anesthesiologist Assistants\", \"Anesthesiologists\", \"Animal Breeders\", \"Animal Scientists\", \"Anthropologists\", \"Anthropology and Archeology Teachers, Postsecondary\", \"Appraisers, Real Estate\", \"Aquacultural Managers\", \"Arbitrators, Mediators, and Conciliators\", \"Archeologists\", \"Architects, Except Landscape and Naval\", \"Architectural Drafters\", \"Architectural and Engineering Managers\", \"Architecture Teachers, Postsecondary\", \"Archivists\", \"Area, Ethnic, and Cultural Studies Teachers, Postsecondary\", \"Art Directors\", \"Art Therapists\", \"Art, Drama, and Music Teachers, Postsecondary\", \"Assessors\", \"Astronomers\", \"Athletic Trainers\", \"Atmospheric and Space Scientists\", \"Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary\", \"Audio and Video Equipment Technicians\", \"Audio-Visual and Multimedia Collections Specialists\", \"Audiologists\", \"Auditors\", \"Automotive Engineering Technicians\", \"Automotive Engineers\", \"Automotive Master Mechanics\", \"Automotive Specialty Technicians\", \"Aviation Inspectors\", \"Avionics Technicians\", \"Barbers\", \"Biochemical Engineers\", \"Biochemists and Biophysicists\", \"Biofuels Production Managers\", \"Biofuels/Biodiesel Technology and Product Development Managers\", \"Bioinformatics Scientists\", \"Bioinformatics Technicians\", \"Biological Science Teachers, Postsecondary\", \"Biological Technicians\", \"Biologists\", \"Biomass Power Plant Managers\", \"Biomedical Engineers\", \"Biostatisticians\", \"Boilermakers\", \"Bookkeeping, Accounting, and Auditing Clerks\", \"Broadcast News Analysts\", \"Broadcast Technicians\", \"Brokerage Clerks\", \"Brownfield Redevelopment Specialists and Site Managers\", \"Budget Analysts\", \"Bus and Truck Mechanics and Diesel Engine Specialists\", \"Business Continuity Planners\", \"Business Intelligence Analysts\", \"Business Teachers, Postsecondary\", \"Buyers and Purchasing Agents, Farm Products\", \"Camera Operators, Television, Video, and Motion Picture\", \"Camera and Photographic Equipment Repairers\", \"Cardiovascular Technologists and Technicians\", \"Career/Technical Education Teachers, Middle School\", \"Career/Technical Education Teachers, Secondary School\", \"Cartographers and Photogrammetrists\", \"Chefs and Head Cooks\", \"Chemical Engineers\", \"Chemical Technicians\", \"Chemistry Teachers, Postsecondary\", \"Chemists\", \"Chief Executives\", \"Chief Sustainability Officers\", \"Child, Family, and School Social Workers\", \"Chiropractors\", \"Choreographers\", \"City and Regional Planning Aides\", \"Civil Drafters\", \"Civil Engineering Technicians\", \"Civil Engineers\", \"Claims Examiners, Property and Casualty Insurance\", \"Clergy\", \"Climate Change Analysts\", \"Clinical Data Managers\", \"Clinical Nurse Specialists\", \"Clinical Psychologists\", \"Clinical Research Coordinators\", \"Coaches and Scouts\", \"Commercial Divers\", \"Commercial Pilots\", \"Commercial and Industrial Designers\", \"Communications Teachers, Postsecondary\", \"Community Health Workers\", \"Compensation and Benefits Managers\", \"Compensation, Benefits, and Job Analysis Specialists\", \"Compliance Managers\", \"Computer Hardware Engineers\", \"Computer Network Architects\", \"Computer Network Support Specialists\", \"Computer Numerically Controlled Machine Tool Programmers, Metal and Plastic\", \"Computer Operators\", \"Computer Programmers\", \"Computer Science Teachers, Postsecondary\", \"Computer Systems Analysts\", \"Computer Systems Engineers/Architects\", \"Computer User Support Specialists\", \"Computer and Information Research Scientists\", \"Computer and Information Systems Managers\", \"Computer, Automated Teller, and Office Machine Repairers\", \"Computer-Controlled Machine Tool Operators, Metal and Plastic\", \"Concierges\", \"Construction Managers\", \"Construction and Building Inspectors\", \"Control and Valve Installers and Repairers, Except Mechanical Door\", \"Cooks, Private Household\", \"Copy Writers\", \"Coroners\", \"Cost Estimators\", \"Counseling Psychologists\", \"Court Reporters\", \"Craft Artists\", \"Crane and Tower Operators\", \"Credit Analysts\", \"Credit Authorizers\", \"Credit Counselors\", \"Criminal Investigators and Special Agents\", \"Criminal Justice and Law Enforcement Teachers, Postsecondary\", \"Critical Care Nurses\", \"Curators\", \"Customs Brokers\", \"Cytogenetic Technologists\", \"Cytotechnologists\", \"Dancers\", \"Database Administrators\", \"Database Architects\", \"Dental Assistants\", \"Dental Hygienists\", \"Dentists, General\", \"Dermatologists\", \"Desktop Publishers\", \"Diagnostic Medical Sonographers\", \"Dietitians and Nutritionists\", \"Directors, Religious Activities and Education\", \"Directors- Stage, Motion Pictures, Television, and Radio\", \"Distance Learning Coordinators\", \"Document Management Specialists\", \"Economics Teachers, Postsecondary\", \"Economists\", \"Editors\", \"Education Administrators, Elementary and Secondary School\", \"Education Administrators, Postsecondary\", \"Education Administrators, Preschool and Childcare Center/Program\", \"Education Teachers, Postsecondary\", \"Educational, Guidance, School, and Vocational Counselors\", \"Electric Motor, Power Tool, and Related Repairers\", \"Electrical Drafters\", \"Electrical Engineering Technicians\", \"Electrical Engineering Technologists\", \"Electrical Engineers\", \"Electrical Power-Line Installers and Repairers\", \"Electrical and Electronics Installers and Repairers, Transportation Equipment\", \"Electrical and Electronics Repairers, Commercial and Industrial Equipment\", \"Electrical and Electronics Repairers, Powerhouse, Substation, and Relay\", \"Electricians\", \"Electro-Mechanical Technicians\", \"Electromechanical Engineering Technologists\", \"Electronic Drafters\", \"Electronic Equipment Installers and Repairers, Motor Vehicles\", \"Electronic Home Entertainment Equipment Installers and Repairers\", \"Electronics Engineering Technicians\", \"Electronics Engineering Technologists\", \"Electronics Engineers, Except Computer\", \"Elementary School Teachers, Except Special Education\", \"Elevator Installers and Repairers\", \"Eligibility Interviewers, Government Programs\", \"Embalmers\", \"Emergency Management Directors\", \"Emergency Medical Technicians and Paramedics\", \"Endoscopy Technicians\", \"Energy Auditors\", \"Energy Brokers\", \"Energy Engineers\", \"Engineering Teachers, Postsecondary\", \"English Language and Literature Teachers, Postsecondary\", \"Environmental Compliance Inspectors\", \"Environmental Economists\", \"Environmental Engineering Technicians\", \"Environmental Engineers\", \"Environmental Restoration Planners\", \"Environmental Science Teachers, Postsecondary\", \"Environmental Science and Protection Technicians, Including Health\", \"Environmental Scientists and Specialists, Including Health\", \"Epidemiologists\", \"Equal Opportunity Representatives and Officers\", \"Executive Secretaries and Executive Administrative Assistants\", \"Exercise Physiologists\", \"Fabric and Apparel Patternmakers\", \"Family and General Practitioners\", \"Farm Equipment Mechanics and Service Technicians\", \"Farm and Home Management Advisors\", \"Farm and Ranch Managers\", \"Fashion Designers\", \"Film and Video Editors\", \"Financial Analysts\", \"Financial Examiners\", \"Financial Managers, Branch or Department\", \"Financial Quantitative Analysts\", \"Fine Artists, Including Painters, Sculptors, and Illustrators\", \"Fire Inspectors\", \"Fire Investigators\", \"Fire-Prevention and Protection Engineers\", \"First-Line Supervisors of Agricultural Crop and Horticultural Workers\", \"First-Line Supervisors of Animal Husbandry and Animal Care Workers\", \"First-Line Supervisors of Aquacultural Workers\", \"First-Line Supervisors of Construction Trades and Extraction Workers\", \"First-Line Supervisors of Correctional Officers\", \"First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers\", \"First-Line Supervisors of Mechanics, Installers, and Repairers\", \"First-Line Supervisors of Non-Retail Sales Workers\", \"First-Line Supervisors of Office and Administrative Support Workers\", \"First-Line Supervisors of Personal Service Workers\", \"First-Line Supervisors of Police and Detectives\", \"Fish and Game Wardens\", \"Fitness Trainers and Aerobics Instructors\", \"Fitness and Wellness Coordinators\", \"Flight Attendants\", \"Food Science Technicians\", \"Food Scientists and Technologists\", \"Foreign Language and Literature Teachers, Postsecondary\", \"Forensic Science Technicians\", \"Forest Fire Fighting and Prevention Supervisors\", \"Forest Fire Inspectors and Prevention Specialists\", \"Forest and Conservation Technicians\", \"Forest and Conservation Workers\", \"Foresters\", \"Forestry and Conservation Science Teachers, Postsecondary\", \"Fraud Examiners, Investigators and Analysts\", \"Freight and Cargo Inspectors\", \"Fuel Cell Engineers\", \"Fundraisers\", \"Funeral Service Managers\", \"Gaming Managers\", \"Gas Plant Operators\", \"Gem and Diamond Workers\", \"General and Operations Managers\", \"Genetic Counselors\", \"Geneticists\", \"Geodetic Surveyors\", \"Geographers\", \"Geographic Information Systems Technicians\", \"Geography Teachers, Postsecondary\", \"Geological Sample Test Technicians\", \"Geophysical Data Technicians\", \"Geoscientists, Except Hydrologists and Geographers\", \"Geospatial Information Scientists and Technologists\", \"Geothermal Production Managers\", \"Government Property Inspectors and Investigators\", \"Graduate Teaching Assistants\", \"Graphic Designers\", \"Hairdressers, Hairstylists, and Cosmetologists\", \"Hazardous Materials Removal Workers\", \"Health Educators\", \"Health Specialties Teachers, Postsecondary\", \"Healthcare Social Workers\", \"Hearing Aid Specialists\", \"Heating and Air Conditioning Mechanics and Installers\", \"Historians\", \"History Teachers, Postsecondary\", \"Histotechnologists and Histologic Technicians\", \"Home Appliance Repairers\", \"Home Economics Teachers, Postsecondary\", \"Hospitalists\", \"Human Factors Engineers and Ergonomists\", \"Human Resources Assistants, Except Payroll and Timekeeping\", \"Human Resources Managers\", \"Human Resources Specialists\", \"Hydroelectric Plant Technicians\", \"Hydroelectric Production Managers\", \"Hydrologists\", \"Immigration and Customs Inspectors\", \"Industrial Ecologists\", \"Industrial Engineering Technicians\", \"Industrial Engineering Technologists\", \"Industrial Engineers\", \"Industrial Machinery Mechanics\", \"Industrial Production Managers\", \"Industrial Safety and Health Engineers\", \"Industrial-Organizational Psychologists\", \"Informatics Nurse Specialists\", \"Information Security Analysts\", \"Information Technology Project Managers\", \"Instructional Coordinators\", \"Instructional Designers and Technologists\", \"Insurance Adjusters, Examiners, and Investigators\", \"Insurance Appraisers, Auto Damage\", \"Insurance Claims Clerks\", \"Insurance Sales Agents\", \"Insurance Underwriters\", \"Intelligence Analysts\", \"Interior Designers\", \"Internists, General\", \"Interpreters and Translators\", \"Investment Fund Managers\", \"Jewelers\", \"Judges, Magistrate Judges, and Magistrates\", \"Judicial Law Clerks\", \"Kindergarten Teachers, Except Special Education\", \"Labor Relations Specialists\", \"Landscape Architects\", \"Law Teachers, Postsecondary\", \"Lawyers\", \"Legal Secretaries\", \"Librarians\", \"Library Science Teachers, Postsecondary\", \"Library Technicians\", \"Licensed Practical and Licensed Vocational Nurses\", \"Licensing Examiners and Inspectors\", \"Loan Counselors\", \"Loan Interviewers and Clerks\", \"Loan Officers\", \"Lodging Managers\", \"Logisticians\", \"Logistics Analysts\", \"Logistics Engineers\", \"Logistics Managers\", \"Loss Prevention Managers\", \"Low Vision Therapists, Orientation and Mobility Specialists, and Vision Rehabilitation Therapists\", \"Machinists\", \"Magnetic Resonance Imaging Technologists\", \"Maintenance Workers, Machinery\", \"Maintenance and Repair Workers, General\", \"Makeup Artists, Theatrical and Performance\", \"Management Analysts\", \"Manufacturing Engineering Technologists\", \"Manufacturing Engineers\", \"Manufacturing Production Technicians\", \"Mapping Technicians\", \"Marine Architects\", \"Marine Engineers\", \"Market Research Analysts and Marketing Specialists\", \"Marketing Managers\", \"Marriage and Family Therapists\", \"Massage Therapists\", \"Materials Engineers\", \"Materials Scientists\", \"Mathematical Science Teachers, Postsecondary\", \"Mathematical Technicians\", \"Mathematicians\", \"Mechanical Drafters\", \"Mechanical Engineering Technicians\", \"Mechanical Engineering Technologists\", \"Mechanical Engineers\", \"Mechatronics Engineers\", \"Medical Appliance Technicians\", \"Medical Assistants\", \"Medical Equipment Repairers\", \"Medical Records and Health Information Technicians\", \"Medical Scientists, Except Epidemiologists\", \"Medical Secretaries\", \"Medical Transcriptionists\", \"Medical and Clinical Laboratory Technicians\", \"Medical and Clinical Laboratory Technologists\", \"Medical and Health Services Managers\", \"Meeting, Convention, and Event Planners\", \"Mental Health Counselors\", \"Mental Health and Substance Abuse Social Workers\", \"Merchandise Displayers and Window Trimmers\", \"Microbiologists\", \"Microsystems Engineers\", \"Middle School Teachers, Except Special and Career/Technical Education\", \"Midwives\", \"Millwrights\", \"Mining and Geological Engineers, Including Mining Safety Engineers\", \"Mobile Heavy Equipment Mechanics, Except Engines\", \"Model Makers, Metal and Plastic\", \"Model Makers, Wood\", \"Molecular and Cellular Biologists\", \"Morticians, Undertakers, and Funeral Directors\", \"Motorboat Mechanics and Service Technicians\", \"Motorcycle Mechanics\", \"Multimedia Artists and Animators\", \"Municipal Clerks\", \"Municipal Fire Fighting and Prevention Supervisors\", \"Municipal Firefighters\", \"Museum Technicians and Conservators\", \"Music Composers and Arrangers\", \"Music Directors\", \"Music Therapists\", \"Musical Instrument Repairers and Tuners\", \"Musicians, Instrumental\", \"Nannies\", \"Nanosystems Engineers\", \"Nanotechnology Engineering Technicians\", \"Nanotechnology Engineering Technologists\", \"Natural Sciences Managers\", \"Naturopathic Physicians\", \"Network and Computer Systems Administrators\", \"Neurodiagnostic Technologists\", \"Neurologists\", \"Neuropsychologists and Clinical Neuropsychologists\", \"Nuclear Engineers\", \"Nuclear Equipment Operation Technicians\", \"Nuclear Medicine Physicians\", \"Nuclear Medicine Technologists\", \"Nuclear Monitoring Technicians\", \"Nuclear Power Reactor Operators\", \"Nurse Anesthetists\", \"Nurse Midwives\", \"Nurse Practitioners\", \"Nursery and Greenhouse Managers\", \"Nursing Instructors and Teachers, Postsecondary\", \"Obstetricians and Gynecologists\", \"Occupational Health and Safety Specialists\", \"Occupational Health and Safety Technicians\", \"Occupational Therapists\", \"Occupational Therapy Aides\", \"Occupational Therapy Assistants\", \"Online Merchants\", \"Operations Research Analysts\", \"Ophthalmic Medical Technicians\", \"Ophthalmic Medical Technologists\", \"Ophthalmologists\", \"Opticians, Dispensing\", \"Optometrists\", \"Oral and Maxillofacial Surgeons\", \"Orthodontists\", \"Orthoptists\", \"Orthotists and Prosthetists\", \"Paralegals and Legal Assistants\", \"Park Naturalists\", \"Pathologists\", \"Patient Representatives\", \"Patternmakers, Metal and Plastic\", \"Patternmakers, Wood\", \"Pediatricians, General\", \"Personal Financial Advisors\", \"Petroleum Engineers\", \"Pharmacists\", \"Pharmacy Technicians\", \"Philosophy and Religion Teachers, Postsecondary\", \"Phlebotomists\", \"Photographers\", \"Photonics Engineers\", \"Photonics Technicians\", \"Physical Medicine and Rehabilitation Physicians\", \"Physical Therapist Assistants\", \"Physical Therapists\", \"Physician Assistants\", \"Physicists\", \"Physics Teachers, Postsecondary\", \"Pilots, Ship\", \"Pipe Fitters and Steamfitters\", \"Plumbers\", \"Podiatrists\", \"Poets, Lyricists and Creative Writers\", \"Police Detectives\", \"Police Identification and Records Officers\", \"Police Patrol Officers\", \"Political Science Teachers, Postsecondary\", \"Political Scientists\", \"Potters, Manufacturing\", \"Power Distributors and Dispatchers\", \"Precious Metal Workers\", \"Precision Agriculture Technicians\", \"Prepress Technicians and Workers\", \"Preschool Teachers, Except Special Education\", \"Preventive Medicine Physicians\", \"Printing Press Operators\", \"Private Detectives and Investigators\", \"Probation Officers and Correctional Treatment Specialists\", \"Procurement Clerks\", \"Producers\", \"Product Safety Engineers\", \"Production, Planning, and Expediting Clerks\", \"Program Directors\", \"Proofreaders and Copy Markers\", \"Property, Real Estate, and Community Association Managers\", \"Prosthodontists\", \"Psychiatric Technicians\", \"Psychiatrists\", \"Psychology Teachers, Postsecondary\", \"Public Relations Specialists\", \"Public Relations and Fundraising Managers\", \"Purchasing Agents, Except Wholesale, Retail, and Farm Products\", \"Purchasing Managers\", \"Quality Control Analysts\", \"Quality Control Systems Managers\", \"Radiation Therapists\", \"Radio Frequency Identification Device Specialists\", \"Radio Mechanics\", \"Radio Operators\", \"Radio and Television Announcers\", \"Radio, Cellular, and Tower Equipment Installers and Repairers\", \"Radiologic Technicians\", \"Radiologic Technologists\", \"Radiologists\", \"Range Managers\", \"Real Estate Brokers\", \"Real Estate Sales Agents\", \"Recreation Workers\", \"Recreation and Fitness Studies Teachers, Postsecondary\", \"Recreational Therapists\", \"Refrigeration Mechanics and Installers\", \"Registered Nurses\", \"Regulatory Affairs Managers\", \"Regulatory Affairs Specialists\", \"Rehabilitation Counselors\", \"Remote Sensing Scientists and Technologists\", \"Remote Sensing Technicians\", \"Reporters and Correspondents\", \"Residential Advisors\", \"Respiratory Therapists\", \"Respiratory Therapy Technicians\", \"Risk Management Specialists\", \"Robotics Engineers\", \"Robotics Technicians\", \"Sales Agents, Financial Services\", \"Sales Agents, Securities and Commodities\", \"Sales Engineers\", \"Sales Managers\", \"Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products\", \"Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products\", \"School Psychologists\", \"Search Marketing Strategists\", \"Secondary School Teachers, Except Special and Career/Technical Education\", \"Secretaries and Administrative Assistants, Except Legal, Medical, and Executive\", 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-1.9392664432525635, 1.5997768640518188, 0.20468778908252716, 0.676612913608551, -4.762956619262695, -2.2354564666748047, -5.010936260223389, -1.2253912687301636, -4.345069408416748, -1.4962435960769653, -4.141438007354736, -4.290820121765137, -3.45979905128479, -4.51800012588501, -1.7652482986450195, -2.4512345790863037, -2.4191441535949707, -4.4923295974731445, -0.30035707354545593], \"type\": \"scatter\", \"uid\": \"42a790b8-aa9c-11e8-b4b8-a45e60d3a8a7\"}],\n",
       "            {\"hovermode\": \"closest\", \"title\": \"Jobs similarity map (based on skills and knowledge) with UMAP\"},\n",
       "            {\"showLink\": true, \"linkText\": \"Export to plot.ly\"}\n",
       "        ).then(function () {return Plotly.addFrames('f9b86986-f1f1-4716-bff5-754728f70b78',{});}).then(function(){Plotly.animate('f9b86986-f1f1-4716-bff5-754728f70b78');})\n",
       "        });</script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = [\n",
    "    go.Scatter(\n",
    "        x=embedding[:,0],\n",
    "        y=embedding[:,1],\n",
    "        mode='markers',\n",
    "        text=df_pivot.index.tolist(),\n",
    "        opacity=0.5\n",
    "    )\n",
    "]\n",
    "layout = go.Layout(\n",
    "    title='Jobs similarity map (based on skills and knowledge) with UMAP',\n",
    "    hovermode='closest'\n",
    ")\n",
    "fig = go.Figure(data=data, layout=layout)\n",
    "plot_url = iplot(fig, filename='hover-chart-basic')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Thanks!"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
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