analysis.ipynb

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  {
   "cell_type": "code",
   "execution_count": 329,
   "id": "16a0e7b6",
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   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "sns.set()\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.ticker import FuncFormatter\n",
    "import scipy.stats as sps\n",
    "\n",
    "from matplotlib import font_manager\n",
    "\n",
    "import os\n",
    "os.chdir('/Users/will/Repos/election-official-job-descriptions')\n",
    "\n",
    "%config InlineBackend.figure_format = 'svg'\n",
    "# plt.rcParams['figure.dpi'] = 200\n",
    "\n",
    "fe = font_manager.FontEntry(\n",
    "    fname='/Users/will/Library/Fonts/StyreneA-Black.otf',\n",
    "    name='StyreneABlack')\n",
    "font_manager.fontManager.ttflist.insert(0, fe) # or append is fine\n",
    "\n",
    "fe = font_manager.FontEntry(\n",
    "    fname='/Users/will/Library/Fonts/StyreneA-Medium.otf',\n",
    "    name='StyreneAMedium')\n",
    "font_manager.fontManager.ttflist.insert(0, fe) # or append is fine\n",
    "\n",
    "fe = font_manager.FontEntry(\n",
    "    fname='/Users/will/Library/Fonts/StyreneA-Regular.otf',\n",
    "    name='StyreneARegular')\n",
    "font_manager.fontManager.ttflist.insert(0, fe) # or append is fine\n",
    "\n",
    "\n",
    "\n",
    "matplotlib.rcParams['font.family'] = 'StyreneARegular' # = 'your custom ttf font name'\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 331,
   "id": "4239569d",
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   "outputs": [
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       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"p713b9c0538\">\n",
       "   <rect x=\"80.19375\" y=\"22.21125\" width=\"478.35\" height=\"283.62\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "job_df = pd.read_csv('dataset.csv')\n",
    "job_df = job_df[job_df['classification_experimental'] != 'not_election_official']\n",
    "\n",
    "blue = '#3c608a'\n",
    "light_blue = '#3687e7'\n",
    "red = '#e43e47'\n",
    "gray = '#d3d8d6'\n",
    "sns.set_style(\"whitegrid\", {\"grid.color\": \".9\", \"grid.linewidth\": \"100\"})\n",
    "\n",
    "\n",
    "# Plot salary over time, split by top official\n",
    "\n",
    "plt.figure(figsize=(8,5))\n",
    "\n",
    "def plot_subset(df, color='black', salary_col='salary_mean'):\n",
    "    salary_means = df.groupby('year')['salary_mean'].mean()\n",
    "    year_counts = df.groupby('year').size()\n",
    "    \n",
    "    # Plot\n",
    "    salary_means.plot(kind='line', marker='o', color=color)\n",
    "    for year, (mean, count) in enumerate(zip(salary_means, year_counts)):\n",
    "        plt.annotate(str(count), (salary_means.index[year], salary_means.iloc[year]),\n",
    "                     textcoords=\"offset points\",\n",
    "                     xytext=(0,10),\n",
    "                     ha='center',\n",
    "                     color=color,\n",
    "                     size=10,\n",
    "                     fontname='StyreneARegular')\n",
    "        \n",
    "    # sns.lineplot(data=df, x=\"year\", y=\"salary_mean\") # for error bar\n",
    "\n",
    "    return salary_means, year_counts\n",
    "    \n",
    "\n",
    "color=red\n",
    "salary_nontop, counts_nontop = plot_subset(job_df[job_df['classification_experimental']!='top_election_official'], color=color)\n",
    "\n",
    "\n",
    "plt.annotate('Staff', (2020, 50000), weight=800, size=13, color=color, font='StyreneAMedium')\n",
    "\n",
    "color=blue\n",
    "salary_top, counts_top = plot_subset(job_df[job_df['classification_experimental']=='top_election_official'], color=color)\n",
    "\n",
    "plt.annotate('Chief officials', (2020, 163000), weight=800, size=13, color=color, font='StyreneAMedium')\n",
    "\n",
    "\n",
    "# Define a custom y-axis tick formatter\n",
    "def currency_formatter(x, pos):\n",
    "    return \"${:,.0f}\".format(x)\n",
    "\n",
    "# Apply the custom formatter to the y-axis\n",
    "plt.gca().yaxis.set_major_formatter(FuncFormatter(currency_formatter))\n",
    "\n",
    "# Define a custom x-axis tick formatter\n",
    "def year_formatter(x, pos):\n",
    "    if x==2011:\n",
    "        return 2011\n",
    "    else:\n",
    "        return f\"'{str(x)[2:]}\"\n",
    "\n",
    "\n",
    "# Apply the custom formatter to the y-axis\n",
    "plt.gca().xaxis.set_major_formatter(FuncFormatter(year_formatter))\n",
    "\n",
    "plt.title('Salaries for non-chief staff have been mostly flat.', fontname='StyreneABlack')\n",
    "plt.ylabel('Average salary', fontname='StyreneAMedium')\n",
    "plt.xlabel('Year of job posting', fontname='StyreneAMedium')\n",
    "plt.ylim([0, 180000])\n",
    "plt.grid(False, axis='x')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.xticks(range(2011, 2025), size=10, fontname='StyreneARegular')\n",
    "plt.yticks(size=10, fontname='StyreneARegular')\n",
    "\n",
    "sns.despine()\n",
    "plt.savefig('fig1t.svg', bbox_inches='tight')\n",
    "plt.savefig('fig1.png', dpi=300)\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "523a7215",
   "metadata": {},
   "outputs": [],
   "source": [
    "counts_top.name = 'counts_top'\n",
    "salary_top.name = 'salary_top'\n",
    "counts_nontop.name = 'counts_nontop'\n",
    "salary_nontop.name = 'salary_nontop'\n",
    "# pd.merge(year_top, salary_top, year_nontop, left_index=True, right_index=True)\n",
    "export = pd.concat([salary_top, counts_top, salary_nontop, counts_nontop], axis=1)\n",
    "\n",
    "export.to_csv('export.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "3e06cb08",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>salary_top</th>\n",
       "      <th>counts_top</th>\n",
       "      <th>salary_nontop</th>\n",
       "      <th>counts_nontop</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>year</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2011</th>\n",
       "      <td>122797.250000</td>\n",
       "      <td>5</td>\n",
       "      <td>81374.815789</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012</th>\n",
       "      <td>122472.000000</td>\n",
       "      <td>1</td>\n",
       "      <td>64993.498462</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>121972.150000</td>\n",
       "      <td>4</td>\n",
       "      <td>63600.175200</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>91372.500000</td>\n",
       "      <td>2</td>\n",
       "      <td>64587.861304</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>128727.333333</td>\n",
       "      <td>6</td>\n",
       "      <td>62859.050556</td>\n",
       "      <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>125221.000000</td>\n",
       "      <td>3</td>\n",
       "      <td>56276.760385</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017</th>\n",
       "      <td>130419.461250</td>\n",
       "      <td>4</td>\n",
       "      <td>62364.229655</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018</th>\n",
       "      <td>137255.562500</td>\n",
       "      <td>10</td>\n",
       "      <td>65426.260000</td>\n",
       "      <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019</th>\n",
       "      <td>110077.962273</td>\n",
       "      <td>13</td>\n",
       "      <td>60828.115353</td>\n",
       "      <td>114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020</th>\n",
       "      <td>110456.444286</td>\n",
       "      <td>17</td>\n",
       "      <td>64493.015161</td>\n",
       "      <td>79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021</th>\n",
       "      <td>135697.066250</td>\n",
       "      <td>27</td>\n",
       "      <td>71444.937235</td>\n",
       "      <td>121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022</th>\n",
       "      <td>132026.192308</td>\n",
       "      <td>23</td>\n",
       "      <td>69371.358571</td>\n",
       "      <td>144</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023</th>\n",
       "      <td>140156.683750</td>\n",
       "      <td>16</td>\n",
       "      <td>78046.626328</td>\n",
       "      <td>158</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024</th>\n",
       "      <td>148675.895500</td>\n",
       "      <td>11</td>\n",
       "      <td>70828.235972</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         salary_top  counts_top  salary_nontop  counts_nontop\n",
       "year                                                         \n",
       "2011  122797.250000           5   81374.815789             26\n",
       "2012  122472.000000           1   64993.498462             24\n",
       "2013  121972.150000           4   63600.175200             33\n",
       "2014   91372.500000           2   64587.861304             36\n",
       "2015  128727.333333           6   62859.050556             43\n",
       "2016  125221.000000           3   56276.760385             48\n",
       "2017  130419.461250           4   62364.229655             38\n",
       "2018  137255.562500          10   65426.260000             46\n",
       "2019  110077.962273          13   60828.115353            114\n",
       "2020  110456.444286          17   64493.015161             79\n",
       "2021  135697.066250          27   71444.937235            121\n",
       "2022  132026.192308          23   69371.358571            144\n",
       "2023  140156.683750          16   78046.626328            158\n",
       "2024  148675.895500          11   70828.235972             85"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "export"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "95d8468c-62ba-4ead-ab4f-909b9695dbbe",
   "metadata": {},
   "outputs": [],
   "source": [
    "def chop_after_county(s):\n",
    "    s = str(s)\n",
    "    if 'COUNTY' in s:\n",
    "        return s[:s.find('COUNTY') + 6] # 6 is the length of the word 'county'\n",
    "    else:\n",
    "        return s\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 287,
   "id": "7f4adc1d-c729-4b38-8255-7728328a5fed",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "326\n",
      "36\n"
     ]
    }
   ],
   "source": [
    "# analyze with population data\n",
    "\n",
    "job_df['upper_county'] = job_df['employer'].str.upper().apply(chop_after_county)\n",
    "job_df['upper_state'] = job_df['state'].str.upper()\n",
    "\n",
    "pop = pd.read_csv('leo_population_2023.csv')\n",
    "\n",
    "merged_df = pd.merge(job_df, pop[['jurisdiction', 'state', 'total_reg']],\n",
    "                     left_on=['upper_county', 'upper_state'],\n",
    "                     right_on=['jurisdiction', 'state'],\n",
    "                     how='left')  # Use 'left' to keep all rows from job_df\n",
    "\n",
    "salreg = merged_df[~merged_df['total_reg'].isna() & ~merged_df['salary_mean'].isna()]\n",
    "salreg = salreg[(salreg['pay_basis'].isin(['yearly', 'monthly'])) & (salreg['salary_mean'] > 10000)]\n",
    "\n",
    "nontop_geo = salreg[salreg['classification_experimental']!='top_election_official']\n",
    "print(len(nontop_geo)) # drops to just 362 points because of population matching, having a salary, etc.\n",
    "\n",
    "top_geo = salreg[salreg['classification_experimental']=='top_election_official']\n",
    "print(len(top_geo)) # 36\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 209,
   "id": "7e88ee6d",
   "metadata": {},
   "outputs": [],
   "source": [
    "merged_df.to_csv('election_workers_w_pop.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 207,
   "id": "b1095f37",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>date</th>\n",
       "      <th>description</th>\n",
       "      <th>link</th>\n",
       "      <th>job_title</th>\n",
       "      <th>employer</th>\n",
       "      <th>state_x</th>\n",
       "      <th>salary_low_end</th>\n",
       "      <th>salary_high_end</th>\n",
       "      <th>salary_mean</th>\n",
       "      <th>pay_basis</th>\n",
       "      <th>classification_experimental</th>\n",
       "      <th>upper_county</th>\n",
       "      <th>upper_state</th>\n",
       "      <th>jurisdiction</th>\n",
       "      <th>state_y</th>\n",
       "      <th>total_reg</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>2023</td>\n",
       "      <td>10-19</td>\n",
       "      <td>Assistant Registrar of Voters, Kern County, Ca...</td>\n",
       "      <td>https://www.kerncounty.com/Home/Components/New...</td>\n",
       "      <td>Assistant Registrar of Voters</td>\n",
       "      <td>Kern County</td>\n",
       "      <td>California</td>\n",
       "      <td>120886.0</td>\n",
       "      <td>144461.0</td>\n",
       "      <td>132673.5</td>\n",
       "      <td>yearly</td>\n",
       "      <td>election_official</td>\n",
       "      <td>KERN COUNTY</td>\n",
       "      <td>CALIFORNIA</td>\n",
       "      <td>KERN COUNTY</td>\n",
       "      <td>CALIFORNIA</td>\n",
       "      <td>477886.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>2023</td>\n",
       "      <td>06-22</td>\n",
       "      <td>Director of Elections/General Registrar, Fairf...</td>\n",
       "      <td>https://www.governmentjobs.com/careers/fairfax...</td>\n",
       "      <td>Director of Elections/General Registrar</td>\n",
       "      <td>Fairfax City</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>148293.0</td>\n",
       "      <td>182392.0</td>\n",
       "      <td>165342.5</td>\n",
       "      <td>yearly</td>\n",
       "      <td>top_election_official</td>\n",
       "      <td>FAIRFAX CITY</td>\n",
       "      <td>VIRGINIA</td>\n",
       "      <td>FAIRFAX CITY</td>\n",
       "      <td>VIRGINIA</td>\n",
       "      <td>17372.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>2023</td>\n",
       "      <td>04-20</td>\n",
       "      <td>Assistant County Clerk, Santa Cruz County, Cal...</td>\n",
       "      <td>https://www.co.santa-cruz.ca.us/LinkClick.aspx...</td>\n",
       "      <td>Assistant County Clerk</td>\n",
       "      <td>Santa Cruz County</td>\n",
       "      <td>California</td>\n",
       "      <td>114588.0</td>\n",
       "      <td>153564.0</td>\n",
       "      <td>134076.0</td>\n",
       "      <td>monthly</td>\n",
       "      <td>election_official</td>\n",
       "      <td>SANTA CRUZ COUNTY</td>\n",
       "      <td>CALIFORNIA</td>\n",
       "      <td>SANTA CRUZ COUNTY</td>\n",
       "      <td>CALIFORNIA</td>\n",
       "      <td>210731.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>490</th>\n",
       "      <td>2021</td>\n",
       "      <td>09-23</td>\n",
       "      <td>Registrar of Voters, San Joaquin County, Calif...</td>\n",
       "      <td>https://www.jobapscloud.com/SJQ/sup/bulpreview...</td>\n",
       "      <td>Registrar of Voters</td>\n",
       "      <td>San Joaquin County</td>\n",
       "      <td>California</td>\n",
       "      <td>124215.0</td>\n",
       "      <td>150984.0</td>\n",
       "      <td>137599.5</td>\n",
       "      <td>yearly</td>\n",
       "      <td>top_election_official</td>\n",
       "      <td>SAN JOAQUIN COUNTY</td>\n",
       "      <td>CALIFORNIA</td>\n",
       "      <td>SAN JOAQUIN COUNTY</td>\n",
       "      <td>CALIFORNIA</td>\n",
       "      <td>416153.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>881</th>\n",
       "      <td>2017</td>\n",
       "      <td>09-14</td>\n",
       "      <td>Chief Deputy Registrar, Sonoma County, Califor...</td>\n",
       "      <td>https://www.governmentjobs.com/careers/sonoma</td>\n",
       "      <td>Chief Deputy Registrar</td>\n",
       "      <td>Sonoma County</td>\n",
       "      <td>California</td>\n",
       "      <td>113560.0</td>\n",
       "      <td>138042.0</td>\n",
       "      <td>125801.0</td>\n",
       "      <td>yearly</td>\n",
       "      <td>top_election_official</td>\n",
       "      <td>SONOMA COUNTY</td>\n",
       "      <td>CALIFORNIA</td>\n",
       "      <td>SONOMA COUNTY</td>\n",
       "      <td>CALIFORNIA</td>\n",
       "      <td>300586.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     year   date                                        description  \\\n",
       "139  2023  10-19  Assistant Registrar of Voters, Kern County, Ca...   \n",
       "209  2023  06-22  Director of Elections/General Registrar, Fairf...   \n",
       "223  2023  04-20  Assistant County Clerk, Santa Cruz County, Cal...   \n",
       "490  2021  09-23  Registrar of Voters, San Joaquin County, Calif...   \n",
       "881  2017  09-14  Chief Deputy Registrar, Sonoma County, Califor...   \n",
       "\n",
       "                                                  link  \\\n",
       "139  https://www.kerncounty.com/Home/Components/New...   \n",
       "209  https://www.governmentjobs.com/careers/fairfax...   \n",
       "223  https://www.co.santa-cruz.ca.us/LinkClick.aspx...   \n",
       "490  https://www.jobapscloud.com/SJQ/sup/bulpreview...   \n",
       "881      https://www.governmentjobs.com/careers/sonoma   \n",
       "\n",
       "                                   job_title            employer     state_x  \\\n",
       "139            Assistant Registrar of Voters         Kern County  California   \n",
       "209  Director of Elections/General Registrar        Fairfax City    Virginia   \n",
       "223                   Assistant County Clerk   Santa Cruz County  California   \n",
       "490                      Registrar of Voters  San Joaquin County  California   \n",
       "881                   Chief Deputy Registrar       Sonoma County  California   \n",
       "\n",
       "     salary_low_end  salary_high_end  salary_mean pay_basis  \\\n",
       "139        120886.0         144461.0     132673.5    yearly   \n",
       "209        148293.0         182392.0     165342.5    yearly   \n",
       "223        114588.0         153564.0     134076.0   monthly   \n",
       "490        124215.0         150984.0     137599.5    yearly   \n",
       "881        113560.0         138042.0     125801.0    yearly   \n",
       "\n",
       "    classification_experimental        upper_county upper_state  \\\n",
       "139           election_official         KERN COUNTY  CALIFORNIA   \n",
       "209       top_election_official        FAIRFAX CITY    VIRGINIA   \n",
       "223           election_official   SANTA CRUZ COUNTY  CALIFORNIA   \n",
       "490       top_election_official  SAN JOAQUIN COUNTY  CALIFORNIA   \n",
       "881       top_election_official       SONOMA COUNTY  CALIFORNIA   \n",
       "\n",
       "           jurisdiction     state_y  total_reg  \n",
       "139         KERN COUNTY  CALIFORNIA   477886.0  \n",
       "209        FAIRFAX CITY    VIRGINIA    17372.0  \n",
       "223   SANTA CRUZ COUNTY  CALIFORNIA   210731.0  \n",
       "490  SAN JOAQUIN COUNTY  CALIFORNIA   416153.0  \n",
       "881       SONOMA COUNTY  CALIFORNIA   300586.0  "
      ]
     },
     "execution_count": 207,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged_df[(merged_df['salary_mean'] > 125000) & (merged_df['total_reg'] < 500000)]"
   ]
  },
  {
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      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
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   "source": [
    "plt.figure(figsize=(8,5))\n",
    "\n",
    "sns.lmplot(salreg, x='total_reg', y='salary_mean', hue='classification_experimental', legend=False, height=6, palette=[red, blue])\n",
    "plt.xscale('linear')\n",
    "plt.title('Election staff in larger jurisdictions are higher paid.', fontname='StyreneABlack')\n",
    "plt.ylabel('Salary', fontname='StyreneAMedium')\n",
    "plt.xlabel('# of registered voters', fontname='StyreneAMedium')\n",
    "plt.ylim([0, 200000])\n",
    "plt.xlim([0, 3000000])\n",
    "plt.grid(False, axis='x')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.gca().yaxis.set_major_formatter(FuncFormatter(currency_formatter))\n",
    "\n",
    "# Define a custom y-axis tick formatter\n",
    "def voter_formatter(x, pos):\n",
    "    return \"{:,.0f}\".format(x)\n",
    "\n",
    "plt.gca().xaxis.set_major_formatter(FuncFormatter(voter_formatter))\n",
    "\n",
    "plt.yticks(size=10, fontname='StyreneARegular')\n",
    "plt.xticks(size=10, fontname='StyreneARegular')\n",
    "plt.annotate('Chief officials', (2e6, 163000), weight=800, size=13, color=blue, font='StyreneAMedium')\n",
    "plt.annotate('Staff', (2e6, 78000), weight=800, size=13, color=red, font='StyreneAMedium')\n",
    "\n",
    "\n",
    "plt.gcf().set_size_inches(8, 5)\n",
    "sns.despine()\n",
    "plt.savefig('fig2.svg')\n",
    "plt.savefig('fig2.png', dpi=300)\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "id": "6b4784d0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "North Carolina: 129\n",
      "Colorado: 107\n",
      "California: 94\n",
      "Washington: 86\n",
      "Virginia: 84\n",
      "Oregon: 52\n",
      "Arizona: 50\n",
      "Florida: 50\n",
      "Texas: 46\n",
      "Michigan: 43\n",
      "Ohio: 35\n",
      "Illinois: 33\n",
      "Maryland: 33\n",
      "Georgia: 28\n",
      "Minnesota: 21\n",
      "South Carolina: 16\n",
      "United States: 15\n",
      "New York: 14\n",
      "Pennsylvania: 12\n",
      "District of Columbia: 11\n",
      "Nevada: 11\n",
      "Idaho: 9\n",
      "Washington, D.C.: 8\n",
      "Massachusetts: 7\n",
      "Wisconsin: 7\n",
      "Utah: 7\n",
      "Rhode Island: 6\n",
      "New Mexico: 6\n",
      "North Dakota: 6\n",
      "Not provided: 6\n",
      "Kansas: 5\n",
      "Iowa: 4\n",
      "Washington, DC: 4\n",
      "Connecticut: 3\n",
      "Vermont: 3\n",
      "Kentucky: 2\n",
      "Alabama: 2\n",
      "West Virginia: 2\n",
      "Tennessee: 2\n",
      "Iraq: 2\n",
      "Montana: 2\n",
      "Missouri: 2\n",
      "Maine: 1\n",
      "Michigan and Arizona: 1\n",
      "Indiana: 1\n",
      "State of California: 1\n",
      "Alaska: 1\n",
      "Nebraska: 1\n",
      "Nunavut, Canada: 1\n"
     ]
    }
   ],
   "source": [
    "v = dict(job_df.state.value_counts())\n",
    "\n",
    "for k in dict(v):\n",
    "    print(f'{k}: {v[k]}')"
   ]
  },
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   "id": "146b13f3-47cc-4efd-b9fe-35f73803b9d3",
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   "outputs": [
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   "source": [
    "top_official = 'top official'\n",
    "titles = ['chief', 'director', 'manager', 'administrator', 'clerk', 'registrar', 'supervisor', 'analyst', 'specialist']\n",
    "for title in titles[::-1]: # reverse to prioritize catching the higher level jobs:\n",
    "    job_df.loc[job_df['job_title'].str.lower().str.contains(title, na=False), 'seniority'] = title\n",
    "job_df.loc[job_df['classification_experimental']=='top_election_official', 'seniority'] = top_official\n",
    "titles = [top_official] + titles\n",
    "\n",
    "    \n",
    "\n",
    "category_order = pd.CategoricalDtype(categories=titles, ordered=True)\n",
    "job_df['seniority'] = job_df['seniority'].astype(category_order)\n",
    "\n",
    "# Group the data by 'Category' and calculate the mean and standard deviation of salaries\n",
    "grouped_data = job_df.groupby('seniority', observed=True)['salary_mean'].agg(['mean', 'size', 'std']).reset_index()\n",
    "\n",
    "grouped_data['ci'] = grouped_data.apply(lambda row: sps.t.interval(0.95, row['size'] - 1, loc=row['mean'], scale=row['std'] / (row['size'] ** 0.5)), axis=1)\n",
    "\n",
    "# Extract lower and upper CI bounds\n",
    "grouped_data['ci_lower'] = grouped_data['ci'].apply(lambda x: x[0])\n",
    "grouped_data['ci_upper'] = grouped_data['ci'].apply(lambda x: x[1])\n",
    "\n",
    "\n",
    "# Create the bar chart with 95% CI error bars and \"n\" labels\n",
    "plt.figure(figsize=(10, 6))\n",
    "bars = plt.bar(grouped_data['seniority'], grouped_data['mean'], yerr=[grouped_data['mean'] - grouped_data['ci_lower'], grouped_data['ci_upper'] - grouped_data['mean']], capsize=5)\n",
    "\n",
    "# Add \"n\" labels on top of each bar\n",
    "for bar, n in zip(bars, grouped_data['size']):\n",
    "    plt.text(bar.get_x() + bar.get_width() / 2, 5000, f'n={n}', ha='center', va='bottom', fontsize=14, color='w')\n",
    "\n",
    "plt.xlabel('Job Category')\n",
    "plt.ylabel('Salary Mean')\n",
    "plt.title('Salary Variation by Job Category with 95% CI and \"n\" Labels')\n",
    "plt.tight_layout()\n",
    "plt.gca().yaxis.set_major_formatter(FuncFormatter(currency_formatter))\n",
    "\n",
    "plt.show()\n"
   ]
  }
 ],
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