Data_Jobs_Analysis_and_Visualization.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Import tools\n",
    "%matplotlib inline\n",
    "import pandas as pd; pd.set_option('display.max_columns', None)\n",
    "import seaborn as sns\n",
    "from matplotlib import pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Reading cleaned dataset\n",
    "data = pd.read_csv(\"output/data.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Removing unwanted data from specific columns and creating new datframes\n",
    "founded_df = data.loc[(data['Founded']!=0)]\n",
    "rating_df = data.loc[(data['Rating']!=0)]\n",
    "sector_df = data.loc[(data['Sector']!='0')]\n",
    "size_df = data.loc[(data['Size']!= '0')]\n",
    "industry_df = data.loc[(data['Industry']!='0')]\n",
    "ownership_df = data.loc[(data['Type of ownership']!='0')]\n",
    "competitors_df = data.loc[(data['Competitors']!='0')]\n",
    "revenue_df = data.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# engineer_df = data.loc[data['Job Title'] == 'Data Engineer']\n",
    "# scientist_df = data.loc[data['Job Title'] == 'Data Scientist']\n",
    "# analyst_df = data.loc[data['Job Title'] == 'Data Analyst']\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Job Title</th>\n",
       "      <th>Company Name</th>\n",
       "      <th>Rating</th>\n",
       "      <th>Salary Estimate Average</th>\n",
       "      <th>Salary Estimate Min</th>\n",
       "      <th>Salary Estimate Max</th>\n",
       "      <th>Location</th>\n",
       "      <th>State</th>\n",
       "      <th>Size</th>\n",
       "      <th>Founded</th>\n",
       "      <th>Type of ownership</th>\n",
       "      <th>Industry</th>\n",
       "      <th>Sector</th>\n",
       "      <th>Revenue (millions)</th>\n",
       "      <th>Easy Apply</th>\n",
       "      <th>Competitors</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Data Engineer</td>\n",
       "      <td>Sagence</td>\n",
       "      <td>4.5</td>\n",
       "      <td>115000.0</td>\n",
       "      <td>80000</td>\n",
       "      <td>150000.0</td>\n",
       "      <td>New York, NY</td>\n",
       "      <td>NY</td>\n",
       "      <td>VSB (&lt;50 Employees)</td>\n",
       "      <td>2009</td>\n",
       "      <td>Company - Private</td>\n",
       "      <td>Consulting</td>\n",
       "      <td>Business Services</td>\n",
       "      <td>2.5</td>\n",
       "      <td>0</td>\n",
       "      <td>WCI Consulting, PwC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Data Engineer</td>\n",
       "      <td>Enterprise Integration</td>\n",
       "      <td>3.4</td>\n",
       "      <td>115000.0</td>\n",
       "      <td>80000</td>\n",
       "      <td>150000.0</td>\n",
       "      <td>New York, NY</td>\n",
       "      <td>NY</td>\n",
       "      <td>SMB(51-500 Employees)</td>\n",
       "      <td>1998</td>\n",
       "      <td>Company - Private</td>\n",
       "      <td>IT Services</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Data Engineer</td>\n",
       "      <td>Maestro Technologies</td>\n",
       "      <td>5.0</td>\n",
       "      <td>115000.0</td>\n",
       "      <td>80000</td>\n",
       "      <td>150000.0</td>\n",
       "      <td>New York, NY</td>\n",
       "      <td>NY</td>\n",
       "      <td>SMB(51-500 Employees)</td>\n",
       "      <td>2003</td>\n",
       "      <td>Company - Private</td>\n",
       "      <td>IT Services</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Data Engineer</td>\n",
       "      <td>Jane Street</td>\n",
       "      <td>4.8</td>\n",
       "      <td>115000.0</td>\n",
       "      <td>80000</td>\n",
       "      <td>150000.0</td>\n",
       "      <td>New York, NY</td>\n",
       "      <td>NY</td>\n",
       "      <td>Mid-Market(501-5,000 Employees)</td>\n",
       "      <td>2000</td>\n",
       "      <td>Company - Private</td>\n",
       "      <td>Investment Banking &amp; Asset Management</td>\n",
       "      <td>Finance</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Data Engineer</td>\n",
       "      <td>GNY Insurance Companies</td>\n",
       "      <td>3.7</td>\n",
       "      <td>115000.0</td>\n",
       "      <td>80000</td>\n",
       "      <td>150000.0</td>\n",
       "      <td>New York, NY</td>\n",
       "      <td>NY</td>\n",
       "      <td>VSB (&lt;50 Employees)</td>\n",
       "      <td>1914</td>\n",
       "      <td>Company - Private</td>\n",
       "      <td>Insurance Carriers</td>\n",
       "      <td>Insurance</td>\n",
       "      <td>50.0</td>\n",
       "      <td>True</td>\n",
       "      <td>Travelers, Chubb, Crum &amp; Forster</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6591</th>\n",
       "      <td>Data Scientist</td>\n",
       "      <td>Nationwide Children's Hospital</td>\n",
       "      <td>3.7</td>\n",
       "      <td>83500.0</td>\n",
       "      <td>55000</td>\n",
       "      <td>112000.0</td>\n",
       "      <td>Columbus, OH</td>\n",
       "      <td>OH</td>\n",
       "      <td>Enterprise(5,000+ Employees)</td>\n",
       "      <td>1892</td>\n",
       "      <td>Nonprofit Organization</td>\n",
       "      <td>Health Care Services &amp; Hospitals</td>\n",
       "      <td>Health Care</td>\n",
       "      <td>200.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6592</th>\n",
       "      <td>Data Scientist</td>\n",
       "      <td>UCB</td>\n",
       "      <td>3.7</td>\n",
       "      <td>83500.0</td>\n",
       "      <td>55000</td>\n",
       "      <td>112000.0</td>\n",
       "      <td>Slough, OH</td>\n",
       "      <td>OH</td>\n",
       "      <td>Enterprise(5,000+ Employees)</td>\n",
       "      <td>0</td>\n",
       "      <td>Company - Public</td>\n",
       "      <td>Biotech &amp; Pharmaceuticals</td>\n",
       "      <td>Biotech &amp; Pharmaceuticals</td>\n",
       "      <td>500.0</td>\n",
       "      <td>0</td>\n",
       "      <td>AbbVie</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6593</th>\n",
       "      <td>Data Scientist</td>\n",
       "      <td>UCB</td>\n",
       "      <td>3.7</td>\n",
       "      <td>83500.0</td>\n",
       "      <td>55000</td>\n",
       "      <td>112000.0</td>\n",
       "      <td>Slough, OH</td>\n",
       "      <td>OH</td>\n",
       "      <td>Enterprise(5,000+ Employees)</td>\n",
       "      <td>0</td>\n",
       "      <td>Company - Public</td>\n",
       "      <td>Biotech &amp; Pharmaceuticals</td>\n",
       "      <td>Biotech &amp; Pharmaceuticals</td>\n",
       "      <td>500.0</td>\n",
       "      <td>0</td>\n",
       "      <td>AbbVie</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6594</th>\n",
       "      <td>Data Scientist</td>\n",
       "      <td>Varsity Tutors</td>\n",
       "      <td>4.2</td>\n",
       "      <td>83500.0</td>\n",
       "      <td>55000</td>\n",
       "      <td>112000.0</td>\n",
       "      <td>Columbus, OH</td>\n",
       "      <td>OH</td>\n",
       "      <td>VSB (&lt;50 Employees)</td>\n",
       "      <td>2007</td>\n",
       "      <td>Company - Private</td>\n",
       "      <td>Internet</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6595</th>\n",
       "      <td>Data Scientist</td>\n",
       "      <td>UCB</td>\n",
       "      <td>3.7</td>\n",
       "      <td>83500.0</td>\n",
       "      <td>55000</td>\n",
       "      <td>112000.0</td>\n",
       "      <td>Slough, OH</td>\n",
       "      <td>OH</td>\n",
       "      <td>Enterprise(5,000+ Employees)</td>\n",
       "      <td>0</td>\n",
       "      <td>Company - Public</td>\n",
       "      <td>Biotech &amp; Pharmaceuticals</td>\n",
       "      <td>Biotech &amp; Pharmaceuticals</td>\n",
       "      <td>500.0</td>\n",
       "      <td>0</td>\n",
       "      <td>AbbVie</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6596 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           Job Title                    Company Name  Rating  \\\n",
       "0      Data Engineer                         Sagence     4.5   \n",
       "1      Data Engineer          Enterprise Integration     3.4   \n",
       "2      Data Engineer            Maestro Technologies     5.0   \n",
       "3      Data Engineer                     Jane Street     4.8   \n",
       "4      Data Engineer         GNY Insurance Companies     3.7   \n",
       "...              ...                             ...     ...   \n",
       "6591  Data Scientist  Nationwide Children's Hospital     3.7   \n",
       "6592  Data Scientist                             UCB     3.7   \n",
       "6593  Data Scientist                             UCB     3.7   \n",
       "6594  Data Scientist                  Varsity Tutors     4.2   \n",
       "6595  Data Scientist                             UCB     3.7   \n",
       "\n",
       "      Salary Estimate Average  Salary Estimate Min  Salary Estimate Max  \\\n",
       "0                    115000.0                80000             150000.0   \n",
       "1                    115000.0                80000             150000.0   \n",
       "2                    115000.0                80000             150000.0   \n",
       "3                    115000.0                80000             150000.0   \n",
       "4                    115000.0                80000             150000.0   \n",
       "...                       ...                  ...                  ...   \n",
       "6591                  83500.0                55000             112000.0   \n",
       "6592                  83500.0                55000             112000.0   \n",
       "6593                  83500.0                55000             112000.0   \n",
       "6594                  83500.0                55000             112000.0   \n",
       "6595                  83500.0                55000             112000.0   \n",
       "\n",
       "          Location State                             Size  Founded  \\\n",
       "0     New York, NY    NY              VSB (<50 Employees)     2009   \n",
       "1     New York, NY    NY            SMB(51-500 Employees)     1998   \n",
       "2     New York, NY    NY            SMB(51-500 Employees)     2003   \n",
       "3     New York, NY    NY  Mid-Market(501-5,000 Employees)     2000   \n",
       "4     New York, NY    NY              VSB (<50 Employees)     1914   \n",
       "...            ...   ...                              ...      ...   \n",
       "6591  Columbus, OH    OH     Enterprise(5,000+ Employees)     1892   \n",
       "6592    Slough, OH    OH     Enterprise(5,000+ Employees)        0   \n",
       "6593    Slough, OH    OH     Enterprise(5,000+ Employees)        0   \n",
       "6594  Columbus, OH    OH              VSB (<50 Employees)     2007   \n",
       "6595    Slough, OH    OH     Enterprise(5,000+ Employees)        0   \n",
       "\n",
       "           Type of ownership                               Industry  \\\n",
       "0          Company - Private                             Consulting   \n",
       "1          Company - Private                            IT Services   \n",
       "2          Company - Private                            IT Services   \n",
       "3          Company - Private  Investment Banking & Asset Management   \n",
       "4          Company - Private                     Insurance Carriers   \n",
       "...                      ...                                    ...   \n",
       "6591  Nonprofit Organization       Health Care Services & Hospitals   \n",
       "6592        Company - Public              Biotech & Pharmaceuticals   \n",
       "6593        Company - Public              Biotech & Pharmaceuticals   \n",
       "6594       Company - Private                               Internet   \n",
       "6595        Company - Public              Biotech & Pharmaceuticals   \n",
       "\n",
       "                         Sector  Revenue (millions) Easy Apply  \\\n",
       "0             Business Services                 2.5          0   \n",
       "1        Information Technology                 5.0          0   \n",
       "2        Information Technology                 1.0          0   \n",
       "3                       Finance                 0.0          0   \n",
       "4                     Insurance                50.0       True   \n",
       "...                         ...                 ...        ...   \n",
       "6591                Health Care               200.0          0   \n",
       "6592  Biotech & Pharmaceuticals               500.0          0   \n",
       "6593  Biotech & Pharmaceuticals               500.0          0   \n",
       "6594     Information Technology                 0.0          0   \n",
       "6595  Biotech & Pharmaceuticals               500.0          0   \n",
       "\n",
       "                           Competitors  \n",
       "0                  WCI Consulting, PwC  \n",
       "1                                    0  \n",
       "2                                    0  \n",
       "3                                    0  \n",
       "4     Travelers, Chubb, Crum & Forster  \n",
       "...                                ...  \n",
       "6591                                 0  \n",
       "6592                            AbbVie  \n",
       "6593                            AbbVie  \n",
       "6594                                 0  \n",
       "6595                            AbbVie  \n",
       "\n",
       "[6596 rows x 16 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>Count</th>\n",
       "      <th>Rating</th>\n",
       "      <th>Salary Estimate Average</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Job Title</th>\n",
       "      <th></th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Data Analyst</th>\n",
       "      <td>2227</td>\n",
       "      <td>3.283026</td>\n",
       "      <td>72133.647799</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Data Engineer</th>\n",
       "      <td>2476</td>\n",
       "      <td>3.467124</td>\n",
       "      <td>100908.521809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Data Scientist</th>\n",
       "      <td>1893</td>\n",
       "      <td>3.378024</td>\n",
       "      <td>115027.469625</td>\n",
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      "text/plain": [
       "                Count    Rating  Salary Estimate Average\n",
       "Job Title                                               \n",
       "Data Analyst     2227  3.283026             72133.647799\n",
       "Data Engineer    2476  3.467124            100908.521809\n",
       "Data Scientist   1893  3.378024            115027.469625"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Grouping by Job title and selecting needed numerical values for the columns\n",
    "title_df = data.groupby([\"Job Title\"]).mean()\n",
    "\n",
    "#Add a count column for analysis\n",
    "title_df['Count'] = data.groupby([\"Job Title\"]).agg({'Job Title': ['count']})\n",
    "\n",
    "title_df = title_df[['Count', 'Rating', 'Salary Estimate Average']]\n",
    "title_df = title_df.sort_values(by='Salary Estimate Average', ascending=True).head(15)\n",
    "title_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>Company Name</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">Enterprise(5,000+ Employees)</th>\n",
       "      <th>Data Analyst</th>\n",
       "      <td>461</td>\n",
       "      <td>(Enterprise(5,000+ Employees), Data Analyst)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Data Engineer</th>\n",
       "      <td>666</td>\n",
       "      <td>(Enterprise(5,000+ Employees), Data Engineer)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Data Scientist</th>\n",
       "      <td>727</td>\n",
       "      <td>(Enterprise(5,000+ Employees), Data Scientist)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">Mid-Market(501-5,000 Employees)</th>\n",
       "      <th>Data Analyst</th>\n",
       "      <td>208</td>\n",
       "      <td>(Mid-Market(501-5,000 Employees), Data Analyst)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Data Engineer</th>\n",
       "      <td>242</td>\n",
       "      <td>(Mid-Market(501-5,000 Employees), Data Engineer)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Data Scientist</th>\n",
       "      <td>130</td>\n",
       "      <td>(Mid-Market(501-5,000 Employees), Data Scientist)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">SMB(51-500 Employees)</th>\n",
       "      <th>Data Analyst</th>\n",
       "      <td>419</td>\n",
       "      <td>(SMB(51-500 Employees), Data Analyst)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Data Engineer</th>\n",
       "      <td>382</td>\n",
       "      <td>(SMB(51-500 Employees), Data Engineer)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Data Scientist</th>\n",
       "      <td>226</td>\n",
       "      <td>(SMB(51-500 Employees), Data Scientist)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">Unknown</th>\n",
       "      <th>Data Analyst</th>\n",
       "      <td>201</td>\n",
       "      <td>(Unknown, Data Analyst)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Data Engineer</th>\n",
       "      <td>180</td>\n",
       "      <td>(Unknown, Data Engineer)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Data Scientist</th>\n",
       "      <td>147</td>\n",
       "      <td>(Unknown, Data Scientist)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">VSB (&lt;50 Employees)</th>\n",
       "      <th>Data Analyst</th>\n",
       "      <td>937</td>\n",
       "      <td>(VSB (&lt;50 Employees), Data Analyst)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Data Engineer</th>\n",
       "      <td>1005</td>\n",
       "      <td>(VSB (&lt;50 Employees), Data Engineer)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Data Scientist</th>\n",
       "      <td>663</td>\n",
       "      <td>(VSB (&lt;50 Employees), Data Scientist)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                Company Name  \\\n",
       "Size                            Job Title                      \n",
       "Enterprise(5,000+ Employees)    Data Analyst             461   \n",
       "                                Data Engineer            666   \n",
       "                                Data Scientist           727   \n",
       "Mid-Market(501-5,000 Employees) Data Analyst             208   \n",
       "                                Data Engineer            242   \n",
       "                                Data Scientist           130   \n",
       "SMB(51-500 Employees)           Data Analyst             419   \n",
       "                                Data Engineer            382   \n",
       "                                Data Scientist           226   \n",
       "Unknown                         Data Analyst             201   \n",
       "                                Data Engineer            180   \n",
       "                                Data Scientist           147   \n",
       "VSB (<50 Employees)             Data Analyst             937   \n",
       "                                Data Engineer           1005   \n",
       "                                Data Scientist           663   \n",
       "\n",
       "                                                                                             Size  \n",
       "Size                            Job Title                                                          \n",
       "Enterprise(5,000+ Employees)    Data Analyst         (Enterprise(5,000+ Employees), Data Analyst)  \n",
       "                                Data Engineer       (Enterprise(5,000+ Employees), Data Engineer)  \n",
       "                                Data Scientist     (Enterprise(5,000+ Employees), Data Scientist)  \n",
       "Mid-Market(501-5,000 Employees) Data Analyst      (Mid-Market(501-5,000 Employees), Data Analyst)  \n",
       "                                Data Engineer    (Mid-Market(501-5,000 Employees), Data Engineer)  \n",
       "                                Data Scientist  (Mid-Market(501-5,000 Employees), Data Scientist)  \n",
       "SMB(51-500 Employees)           Data Analyst                (SMB(51-500 Employees), Data Analyst)  \n",
       "                                Data Engineer              (SMB(51-500 Employees), Data Engineer)  \n",
       "                                Data Scientist            (SMB(51-500 Employees), Data Scientist)  \n",
       "Unknown                         Data Analyst                              (Unknown, Data Analyst)  \n",
       "                                Data Engineer                            (Unknown, Data Engineer)  \n",
       "                                Data Scientist                          (Unknown, Data Scientist)  \n",
       "VSB (<50 Employees)             Data Analyst                  (VSB (<50 Employees), Data Analyst)  \n",
       "                                Data Engineer                (VSB (<50 Employees), Data Engineer)  \n",
       "                                Data Scientist              (VSB (<50 Employees), Data Scientist)  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Grouping by size and reindexing\n",
    "data = data.drop(data.index[[0]])\n",
    "data['Size']=data['Size'].replace(to_replace='0',value='Unknown')\n",
    "market_df = data.groupby([\"Size\",'Job Title']).count()[['Company Name']]\n",
    "market_df\n",
    "market_df['Size'] = market_df.index\n",
    "market_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "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>Engineer Count</th>\n",
       "      <th>Analyst Count</th>\n",
       "      <th>Scientist Count</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Size</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Enterprise(5,000+ Employees)</th>\n",
       "      <td>1002</td>\n",
       "      <td>937</td>\n",
       "      <td>663</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mid-Market(501-5,000 Employees)</th>\n",
       "      <td>461</td>\n",
       "      <td>461</td>\n",
       "      <td>724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VSB (&lt;50 Employees)</th>\n",
       "      <td>378</td>\n",
       "      <td>419</td>\n",
       "      <td>226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SMB(51-500 Employees)</th>\n",
       "      <td>240</td>\n",
       "      <td>208</td>\n",
       "      <td>130</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 Engineer Count  Analyst Count  \\\n",
       "Size                                                             \n",
       "Enterprise(5,000+ Employees)               1002            937   \n",
       "Mid-Market(501-5,000 Employees)             461            461   \n",
       "VSB (<50 Employees)                         378            419   \n",
       "SMB(51-500 Employees)                       240            208   \n",
       "\n",
       "                                 Scientist Count  \n",
       "Size                                              \n",
       "Enterprise(5,000+ Employees)                 663  \n",
       "Mid-Market(501-5,000 Employees)              724  \n",
       "VSB (<50 Employees)                          226  \n",
       "SMB(51-500 Employees)                        130  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Use dual indexed data to create summary table\n",
    "company_size_df = size_df.groupby([\"Size\"]).mean()\n",
    "\n",
    "company_size_df['Count'] = size_df.groupby([\"Size\"]).agg({'Size': ['count']})\n",
    "company_size_df = company_size_df.drop(company_size_df.index[[3]])\n",
    "company_size_df\n",
    "company_size_df = company_size_df[[]]\n",
    "\n",
    "analyst_count = [937,461,208, 419]\n",
    "company_size_df['Analyst Count']= analyst_count\n",
    "\n",
    "scientist_count = [663,724,130, 226]\n",
    "company_size_df['Scientist Count']= scientist_count\n",
    "\n",
    "engineer_count = [1002,461,240, 378]\n",
    "company_size_df['Engineer Count']= engineer_count\n",
    "\n",
    "company_size_df = company_size_df.sort_values(by='Analyst Count', ascending=False)\n",
    "company_size_df = company_size_df[['Engineer Count','Analyst Count','Scientist Count']]\n",
    "company_size_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Charting frequency of jobs by market segment\n",
    "company_size_df.plot(kind=\"bar\", figsize=(10,7), width=.75)\n",
    "\n",
    "#set chart title\n",
    "plt.title(\"Frequency of Data Jobs in Different Company Sizes\", fontsize=16, fontweight=\"bold\")\n",
    "plt.xlabel(\" \")\n",
    "plt.ylabel(\"Number of Jobs\")\n",
    "\n",
    "#Show chart and set layout\n",
    "plt.show()\n",
    "plt.tight_layout()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "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></th>\n",
       "      <th>Company Name</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Type of ownership</th>\n",
       "      <th>Job Title</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">College / University</th>\n",
       "      <th>Data Analyst</th>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Data Engineer</th>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Data Scientist</th>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">Company - Private</th>\n",
       "      <th>Data Analyst</th>\n",
       "      <td>1264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Data Engineer</th>\n",
       "      <td>1367</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Data Scientist</th>\n",
       "      <td>735</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">Company - Public</th>\n",
       "      <th>Data Analyst</th>\n",
       "      <td>439</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Data Engineer</th>\n",
       "      <td>732</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Data Scientist</th>\n",
       "      <td>688</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">Contract</th>\n",
       "      <th>Data Analyst</th>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Data Engineer</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Data Scientist</th>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Franchise</th>\n",
       "      <th>Data Analyst</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">Government</th>\n",
       "      <th>Data Analyst</th>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Data Engineer</th>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Data Scientist</th>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">Hospital</th>\n",
       "      <th>Data Analyst</th>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Data Engineer</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Data Scientist</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">Nonprofit Organization</th>\n",
       "      <th>Data Analyst</th>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Data Engineer</th>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Data Scientist</th>\n",
       "      <td>128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">Other Organization</th>\n",
       "      <th>Data Analyst</th>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Data Engineer</th>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Data Scientist</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">Private Practice / Firm</th>\n",
       "      <th>Data Analyst</th>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Data Engineer</th>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Data Scientist</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">School / School District</th>\n",
       "      <th>Data Analyst</th>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Data Engineer</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">Self-employed</th>\n",
       "      <th>Data Analyst</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Data Engineer</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Data Scientist</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">Subsidiary or Business Segment</th>\n",
       "      <th>Data Analyst</th>\n",
       "      <td>89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Data Engineer</th>\n",
       "      <td>123</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Data Scientist</th>\n",
       "      <td>76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">Unknown</th>\n",
       "      <th>Data Analyst</th>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Data Engineer</th>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Data Scientist</th>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               Company Name\n",
       "Type of ownership              Job Title                   \n",
       "College / University           Data Analyst              33\n",
       "                               Data Engineer             13\n",
       "                               Data Scientist            60\n",
       "Company - Private              Data Analyst            1264\n",
       "                               Data Engineer           1367\n",
       "                               Data Scientist           735\n",
       "Company - Public               Data Analyst             439\n",
       "                               Data Engineer            732\n",
       "                               Data Scientist           688\n",
       "Contract                       Data Analyst              11\n",
       "                               Data Engineer             10\n",
       "                               Data Scientist             8\n",
       "Franchise                      Data Analyst               2\n",
       "Government                     Data Analyst              37\n",
       "                               Data Engineer             21\n",
       "                               Data Scientist            55\n",
       "Hospital                       Data Analyst              18\n",
       "                               Data Engineer              3\n",
       "                               Data Scientist            10\n",
       "Nonprofit Organization         Data Analyst             124\n",
       "                               Data Engineer             48\n",
       "                               Data Scientist           128\n",
       "Other Organization             Data Analyst              13\n",
       "                               Data Engineer              4\n",
       "                               Data Scientist             1\n",
       "Private Practice / Firm        Data Analyst               9\n",
       "                               Data Engineer              6\n",
       "                               Data Scientist             3\n",
       "School / School District       Data Analyst               9\n",
       "                               Data Engineer              1\n",
       "Self-employed                  Data Analyst               2\n",
       "                               Data Engineer              1\n",
       "                               Data Scientist             1\n",
       "Subsidiary or Business Segment Data Analyst              89\n",
       "                               Data Engineer            123\n",
       "                               Data Scientist            76\n",
       "Unknown                        Data Analyst              16\n",
       "                               Data Engineer             29\n",
       "                               Data Scientist            17"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Grouping by Type of ownership \n",
    "ownership_df = ownership_df.groupby([\"Type of ownership\",'Job Title']).count()[['Company Name']]\n",
    "ownership_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "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>Engineer Count</th>\n",
       "      <th>Analyst Count</th>\n",
       "      <th>Scientist Count</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Type of ownership</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>College / University</th>\n",
       "      <td>13</td>\n",
       "      <td>33</td>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Company - Private</th>\n",
       "      <td>1367</td>\n",
       "      <td>1264</td>\n",
       "      <td>735</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Company - Public</th>\n",
       "      <td>732</td>\n",
       "      <td>439</td>\n",
       "      <td>685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nonprofit Organization</th>\n",
       "      <td>48</td>\n",
       "      <td>124</td>\n",
       "      <td>128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Subsidiary or Business Segment</th>\n",
       "      <td>123</td>\n",
       "      <td>89</td>\n",
       "      <td>76</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                Engineer Count  Analyst Count  Scientist Count\n",
       "Type of ownership                                                             \n",
       "College / University                        13             33               60\n",
       "Company - Private                         1367           1264              735\n",
       "Company - Public                           732            439              685\n",
       "Nonprofit Organization                      48            124              128\n",
       "Subsidiary or Business Segment             123             89               76"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Use dual indexed data to select top five types of ownership to create summary table\n",
    "ownership_df = data.groupby([\"Type of ownership\"]).mean()\n",
    "ownership_df = ownership_df [[]]\n",
    "\n",
    "ownership_df = ownership_df.drop(ownership_df.index[[0,4,5,6,7,9,10,11,12,14]])\n",
    "analyst_count1 = [33 , 1264 , 439, 124, 89]\n",
    "\n",
    "ownership_df['Analyst Count']= analyst_count1\n",
    "\n",
    "scientist_count1 = [60,735,685,128,76]\n",
    "ownership_df['Scientist Count']= scientist_count1\n",
    "\n",
    "engineer_count1 = [13,1367,732,48,123]\n",
    "ownership_df['Engineer Count']= engineer_count1\n",
    "\n",
    "ownership_df = ownership_df[['Engineer Count','Analyst Count','Scientist Count']]\n",
    "ownership_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Charting frequency of jobs by Types fo Ownership\n",
    "ownership_df.plot(kind=\"bar\", figsize=(10,7), width=.75)\n",
    "\n",
    "#set chart title\n",
    "plt.title(\"Frequency of Data Jobs in Different Types of Ownership\", fontsize=16, fontweight=\"bold\")\n",
    "plt.xlabel(\" \")\n",
    "plt.ylabel(\"Number of Jobs\")\n",
    "\n",
    "#Show chart and set layout\n",
    "plt.show()\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "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>Count</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Company Name</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Amazon</th>\n",
       "      <td>63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Apple</th>\n",
       "      <td>61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Staffigo Technical Services, LLC</th>\n",
       "      <td>58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IBM</th>\n",
       "      <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Diverse Lynx</th>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Humana</th>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Facebook</th>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kforce</th>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Southwest Research Institute</th>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lorven Technologies Inc</th>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  Count\n",
       "Company Name                           \n",
       "Amazon                               63\n",
       "Apple                                61\n",
       "Staffigo Technical Services, LLC     58\n",
       "IBM                                  46\n",
       "Diverse Lynx                         40\n",
       "Humana                               33\n",
       "Facebook                             31\n",
       "Kforce                               28\n",
       "Southwest Research Institute         27\n",
       "Lorven Technologies Inc              27"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Grouped by Company Names\n",
    "Company_Name_df = data.groupby([\"Company Name\"]).mean()\n",
    "\n",
    "Company_Name_df['Count'] = data.groupby([\"Company Name\"]).agg({'Job Title': ['count']})\n",
    "Company_Name_df = Company_Name_df[['Count']]\n",
    "Company_Name_df = Company_Name_df.sort_values(by='Count', ascending=False).head(10)\n",
    "#Show top 5 companies\n",
    "Company_Name_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Charting frequency of jobs by Company name\n",
    "Company_Name_df.plot(kind=\"bar\", figsize=(10,7), width=.75)\n",
    "\n",
    "#set chart title\n",
    "plt.title(\"Data Jobs By Company Name\")\n",
    "plt.xlabel(\"States\")\n",
    "plt.ylabel(\"Frequency\")\n",
    "\n",
    "#Show chart and set layout\n",
    "plt.show()\n",
    "plt.tight_layout()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Grouped by state\n",
    "state_df = data.groupby([\"State\"]).mean()\n",
    "\n",
    "state_df['Count'] = data.groupby([\"State\"]).agg({'Job Title': ['count']})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Charting frequency of jobs by state\n",
    "state_df_count = state_df[['Count']]\n",
    "state_df_count = state_df_count.sort_values(by='Count', ascending=False)\n",
    "state_df_count.plot(kind=\"bar\", figsize=(10,7), width=.75)\n",
    "\n",
    "#set chart title\n",
    "plt.title(\"Data Jobs By State\")\n",
    "plt.xlabel(\"States\")\n",
    "plt.ylabel(\"Frequency\")\n",
    "\n",
    "#Show chart and set layout\n",
    "plt.show()\n",
    "plt.tight_layout()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Charted again but with min max and average salary\n",
    "state_df1 = state_df[['Salary Estimate Max','Salary Estimate Average', 'Salary Estimate Min']]\n",
    "state_df1.plot(kind=\"bar\", figsize=(10,7), width=.75)\n",
    "\n",
    "#set chart title\n",
    "plt.title(\"Regimen Frequency Chart\")\n",
    "plt.xlabel(\"Drug Regimen\")\n",
    "plt.ylabel(\"Data Frequency\")\n",
    "\n",
    "#Show chart and set layout\n",
    "plt.show()\n",
    "plt.tight_layout()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1d9aca3ea60>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 611.625x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Used Seaborn to create scatterplot to show correlation between rating and salary average\n",
    "sns.lmplot(data=rating_df, x='Rating', y='Salary Estimate Average', hue='Job Title', height=7)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "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>Count</th>\n",
       "      <th>Rating</th>\n",
       "      <th>Salary Estimate Average</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Industry</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>IT Services</th>\n",
       "      <td>818</td>\n",
       "      <td>3.849022</td>\n",
       "      <td>90571.515892</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Staffing &amp; Outsourcing</th>\n",
       "      <td>604</td>\n",
       "      <td>3.772848</td>\n",
       "      <td>86325.870647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Computer Hardware &amp; Software</th>\n",
       "      <td>480</td>\n",
       "      <td>3.877500</td>\n",
       "      <td>108784.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Internet</th>\n",
       "      <td>357</td>\n",
       "      <td>3.948179</td>\n",
       "      <td>116778.711485</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Biotech &amp; Pharmaceuticals</th>\n",
       "      <td>330</td>\n",
       "      <td>3.551818</td>\n",
       "      <td>107187.878788</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Health Care Services &amp; Hospitals</th>\n",
       "      <td>311</td>\n",
       "      <td>3.590032</td>\n",
       "      <td>88844.051447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Enterprise Software &amp; Network Solutions</th>\n",
       "      <td>271</td>\n",
       "      <td>3.865683</td>\n",
       "      <td>99348.708487</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Consulting</th>\n",
       "      <td>264</td>\n",
       "      <td>3.702652</td>\n",
       "      <td>88229.166667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Investment Banking &amp; Asset Management</th>\n",
       "      <td>191</td>\n",
       "      <td>3.734555</td>\n",
       "      <td>85455.497382</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Advertising &amp; Marketing</th>\n",
       "      <td>155</td>\n",
       "      <td>3.266452</td>\n",
       "      <td>101519.354839</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                         Count    Rating  \\\n",
       "Industry                                                   \n",
       "IT Services                                818  3.849022   \n",
       "Staffing & Outsourcing                     604  3.772848   \n",
       "Computer Hardware & Software               480  3.877500   \n",
       "Internet                                   357  3.948179   \n",
       "Biotech & Pharmaceuticals                  330  3.551818   \n",
       "Health Care Services & Hospitals           311  3.590032   \n",
       "Enterprise Software & Network Solutions    271  3.865683   \n",
       "Consulting                                 264  3.702652   \n",
       "Investment Banking & Asset Management      191  3.734555   \n",
       "Advertising & Marketing                    155  3.266452   \n",
       "\n",
       "                                         Salary Estimate Average  \n",
       "Industry                                                          \n",
       "IT Services                                         90571.515892  \n",
       "Staffing & Outsourcing                              86325.870647  \n",
       "Computer Hardware & Software                       108784.375000  \n",
       "Internet                                           116778.711485  \n",
       "Biotech & Pharmaceuticals                          107187.878788  \n",
       "Health Care Services & Hospitals                    88844.051447  \n",
       "Enterprise Software & Network Solutions             99348.708487  \n",
       "Consulting                                          88229.166667  \n",
       "Investment Banking & Asset Management               85455.497382  \n",
       "Advertising & Marketing                            101519.354839  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Getting a count of jobs by Industry\n",
    "industry_df1 = industry_df.groupby([\"Industry\"]).mean()\n",
    "industry_df1['Count'] = industry_df.groupby([\"Industry\"]).agg({'Industry': ['count']})\n",
    "industry_df1\n",
    "industry_df1 = industry_df1[['Count', 'Rating', 'Salary Estimate Average']]\n",
    "industry_df1 = industry_df1.sort_values(by='Count', ascending=False).head(10)\n",
    "industry_df1\n",
    "                                      "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Reindexing\n",
    "title_df['Job Title'] = ['Data Analyst', 'Data Engineer','Data Scientist']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "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>Count</th>\n",
       "      <th>Rating</th>\n",
       "      <th>Salary Estimate Average</th>\n",
       "      <th>Job Title</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Job Title</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Data Analyst</th>\n",
       "      <td>2227</td>\n",
       "      <td>3.283026</td>\n",
       "      <td>72133.647799</td>\n",
       "      <td>Data Analyst</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Data Engineer</th>\n",
       "      <td>2476</td>\n",
       "      <td>3.467124</td>\n",
       "      <td>100908.521809</td>\n",
       "      <td>Data Engineer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Data Scientist</th>\n",
       "      <td>1893</td>\n",
       "      <td>3.378024</td>\n",
       "      <td>115027.469625</td>\n",
       "      <td>Data Scientist</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                Count    Rating  Salary Estimate Average       Job Title\n",
       "Job Title                                                               \n",
       "Data Analyst     2227  3.283026             72133.647799    Data Analyst\n",
       "Data Engineer    2476  3.467124            100908.521809   Data Engineer\n",
       "Data Scientist   1893  3.378024            115027.469625  Data Scientist"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "title_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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HthCaB1ZESoO78+ebb7Lwzruw1FTSmjQhe81qtvzgA1IbNIg6PElC69ceiDoEqeTmnzigzM+heWBFRKRUZC1dytz+F7HgxoHU2WEHOr37Dm3uvZfsJUtZ/ODgqMMTEamUlMCKiJSRzM8+Y/pRvVk9ZgwtrrmazZ95mhqtW1Ony3Y0Pukklr/8MmunTIk6TBGRSkcJrIhIKctZs4b5A29i7gUXktasGR3efIOmZ5yBpfz9K7f5gEtJbdKEBYNuxrOzI4xWRKTyUQIrIlKK1k6axPSjj+bPN96gydln0eGN16m99db/qpfasCEtr76KdZMn8+cbb0YQqYhI5aUEVkSkFHhWFosfepiZJ5+Cb9jI5s89R8srrySlZs0Cj2l4xBHU3WMPFt13H1lLl5ZjtCIilZsSWBGRTbRh5kxmnnwKSx55hIa9etLpneHU22P3Io8zM1oNvJGctWtZdM//yiFSEZGqQQmsiEgJuTvLX32N6Ucfw4ZZs2h7/320/e9/SW3YMOk2am25JU3PPJMVw4ez5vvvyzBaEZGqQwmsiEgJZC1ZwtwLLmTBoEHU3XknOr37Dg0PP7xEbTW74HxqtGnD/JtvxjduLOVIRUSqHiWwIiLFlPnpp8H0WN98Q8vrrqX9U09Ro2XLEreXUqcOLW+4gQ3TfmfZCy+UYqQiIlWTElgRkSTlrF7N/BtvZO6F/Ulr2ZKOb71Jk9NP/8f0WCXVoPuB1O/encUPP8LGefNKIVoRkapLCayISBLW/Pgj048+hj/ffIum5/yHjq+9Sq3OnUv1HK2uvw7cWXjnnaXarohIVaMEVkSkEL5xI4sHD2bWKadCVhZbvPA8La64AitkeqySqtG2Lc0uvJDM0R+T+fnnpd6+iEhVoQRWRKQA66fPCKbHevQxGh15JB3fGU7d3XYr03M2PaMfNbfckoW33kbO2rVlei4RkcpKCayISB7uzvJXXmHGMcewcfZs2j7wAG3uvovUBg3K/NxWsyatBg5k4x9/sOSJJ8r8fCIilZESWBGRBFmLFzPnvPNYcPMt1O3alY7vvkvDHoeVawz19tidhkcdydKnn2H99Bnlem4RkcpACayISGjl6NFMP/Io1owdR8sbbqD9k0Oo0bJFJLG0vOoqUmrXZsGtt+DukcQgIlJRKYEVkWove9Vq5l13PX9cfAlpbVrTcdhbNDn1FMwsspjSmjWj+WUDWPPtd6wc8UFkcYiIVERKYEWkWlszYQIz+vRhxfDhND3vPDq++iq1ttwy6rAAaHziidTu0oWFd99FdmZm1OGIiFQYSmBFpFryDRtYdP8DzDr1NAC2GPoiLS4bUCbTY5WUpabS6qabyF6ylMUPDo46HBGRCkMJrIhUO+t//52ZfU9i6RNP0KhPHzoOf5u6u+wSdVj5qrN9FxqfdBLLX36ZtVOmRB2OiEiFoARWRKoNd2fZ0JeYccyxbJw3j7aDH6TNHbeTWr9+1KEVqvmAS0lt3JgFN9+C5+REHY6ISOSUwIpItbBx4SLmnHMuC2+7jbp77E7Hd9+h4aGHRh1WUlIbNqTl1Vex7qef+PP1N6IOR0QkckpgRaTKW/nhR8w46ijWjB9Py4E30v6JJ6jRIprpsUqq4ZFHUnf33Vl0//1kLV0adTgiIpFSAisiVVb2qlXMu+Za/rj0Umq0b0/HYcNocvLJkU6PVVJmRqubBpKzZg2L7vlf1OGIiERKCayIVElrxo9nRu8+rHj3XZpecD4dXnmZWp06Rh3WJqm15ZY0PfNMVgwfzprvv486HBGRyCiBFZEqxTdsYNG99zHrtNMhJYUthg6lxaWXYjVqRB1aqWh2wfnUaNOGBbfcgm/cGHU4IiKRUAIrIlXG+qlTmXFiX5Y++SSbHXcsHd9+m7q77Bx1WKUqpU4dWt5wA+unTmPZCy9EHY6ISCSUwIpIpec5OSx74QVmHHscWQsW0O6Rh2l9662k1q8XdWhlokH3A6nfvTuLH36EjfPnRx2OiEi5UwIrIpXaxoULmfOfc1h4x53U69aNTu+9S4ODDoo6rDLX8rrrwJ2Fd9wRdSgiIuVOCayIVForR45k+lG9WfPjj7QaNIh2jz9GWrNmUYdVLmq2a0uzCy8kc/THZH7+edThiIiUKyWwIlLpZGdm8sdVV/HHZZdTc4st6DjsLRr3PbFSTo+1KZqe0Y+aW27JwttuJ2ft2qjDEREpN0pgRaRSWT1uHNN792bliA9o1r8/HV4aSq2OlXt6rJKymjVpNXAgG+fOZcmQIVGHIyJSbpTAikilkLNhAwvvuYfZ/c7AatSgw8sv0fzii6rM9FglVW+P3Wl41JEse+pp1k+fEXU4IiLlQgmsiFR46377jZknnMiyp59hs+OPp9OwYdTZcceow6owWl51FVa7NgtuvQV3jzocEZEypwRWRCosz8lh6XPPMfO448lavJh2jz5K61tuJqVe1Zweq6TSmjWj+WUDWPPtd6z84IOowxGRCsrM2pvZZ2YWN7MpZnZpnv3/Z2ZuZs0Syq41s2lm9quZHZZQvquZTQ73DbZyvglBCayIVEgb589n9llns+iuu6m39950evcdGnQ/MOqwKqzGJ55I7S5dWHjXXWRnZkYdjohUTFnAFe4eA/YE+pvZthAkt8AhwOzcyuG+vsB2QA/gUTNLDXc/BpwLdA63HuX1JqCcE1gze8bMFpnZzwllTcxstJlNDR8bJ+wrVtZvZrXM7LWwfKyZdUg4pl94jqlm1q+c3rKIlMCKESOY3rsPa3/6iVa33Ey7Rx8hrWnTqMOq0Cw1lVY33UT2kqUsHvxQ1OGISAXk7vPdfUL4PBOIA23D3fcDVwGJ45B6A6+6+3p3nwFMA3Y3s9ZAQ3f/1oNxSy8AfcrpbQCQVp4nA54DHiZ4o7muAT5x97vM7Jrw9dV5sv42wMdmtrW7Z/N31v8d8AFB1j8SOBtY7u5bmVlf4G7gRDNrAtwEdCX4xvxgZu+6+/Iyf8ci1VDra18t0XH1Nqzj0kkfcPDcyfzSuC137HEM837MgR9fK+UIq65LOuzKkS8O5YS5dZi6Weuowymx+Xf2jToEkUqncWpqWjw9Nj6haEgsI57vFCVhJ9/OwFgzOwr4w90n5RkJ0JYg18o1NyzbGD7PW15uyjWBdfcvE3tFQ72BA8LnzwOfA1eTkPUDM8wsN+ufSZj1A5hZbtY/MjxmUNjWm8DDYe/sYcBod18WHjOaIOl9pbTfo4iUzE6LZ3D1D8Npti6TZ2IH8PLW+5KTolFOxfX0tgex37w4AyaO4KL9z8ar2dy4ItXZ8uzsrFhGvGtR9cysPvAWMIBgWMH1wKH5Vc2nzAspLzcV4a9DS3efD0HXNtAiLG8LzEmol5vdt6XgrP+vY9w9C1gBNC2kLRGJWI3sLM6f/BH/G/MCG1JrcNH+ZzM0fX8lryW0umZtHu9yKLHlf9Bz5oSowxGRCsbMahAkry+5+zBgS6AjMCnsJGwHTDCzVgT5UvuEw9sB88LydvmUl5uK/BeiJFn/Jv+nYGbnmtl4MxuflZWVVKAiUjKdVizk0c+f5IRp3/Jex66cd+C5/NpY/1tuqo/bb8+PzTpwzpSP2Wz96qjDEZEKIrwq/TQQd/f7ANx9sru3cPcO7t6BIDndxd0XAO8CfcN7jDoS3Kw1LuxwzDSzPcM2TwfeKc/3UhES2IXhYGDCx0VheUmy/r+OMbM0oBGwrJC2/sXdh7h7V3fvmpZW3kOERaoHc+eEqd/w6OdP0nj9aq7tdjIP7tSLdWk1ow6tajDjwR17UjdrA+f+/HHU0YhIxbE3cBrQ3cwmhlvPgiq7+xTgdeAXYBTQP7wXCeAC4CmCG7t+JxjKWW4qQob2LtAPuCt8fCeh/GUzu4/gJq7crD/bzDLNbE9gLEHW/1Cetr4FjgM+dXc3sw+BOxJmODgUuLbs35qI5NVizQqu/mE4Oy+ZyZjW23DvzkeyopbmdS1tsxs25/XO3Tj5t68ZucVOTG62RdQhiUjE3H0M+V+VTqzTIc/r24Hb86k3HuhSmvEVR7kmsGb2CsENW83MbC7BzAB3Aa+b2dkEc48dD0HWb2a5WX8W/876nwPqEGT8uVn/08CL4Q1fywhmMcDdl5nZrcD3Yb1bcm/oEpFy4s5Bcydz6aQPSHHnvzsfxagtdgLdZFRmXtxmf7rP/ZkBE0dwbvfzyE5JLfogEZFKoLxnITipgF0HFVC/WFm/u68jTIDz2fcM8EzSwYpIqam/YS0DJo6g+x9T+LlJe+7sejTz6zUu+kDZJOvTavDwDodz23evcuzvY3m9815RhyQiUioqwhACEanCdl40nWt+GE7j9at5etsDeaXzPpphoBx903obvmm1Nf3in/NZ2+1YXLdR1CGJiGwy/RURkTJRIzuLC38axb1fv8jatJpctP/ZvLTNfkpeI/DQDodjOP0nfxh1KCIipUI9sCJS6rb8cwHXjR9Gx8zFDO+0G09sdwjr02pEHVa1tbDeZry4zX6c88un7LFgKmNbdY46JBGRTaKuEBEpNZ6dzdKnnuLRz5+k4Ya1XL3XKQzesaeS1wrgjc57Mat+My6e9AE1szdGHY6IyCZRAisipWLjH38wu98ZLPrfvXzbehvOPugCvm+5VdRhSSgrJZUHd+pJmzV/csqvX0UdjojIJkk6gTWznc1smJktMbMsM9slLL/DzHqUXYgiUpG5OyveeYfpvfuwLh6n9R13MGj341lZq27UoUkeE5t3ZHT7HThx6je0z1wSdTgiIiWWVAJrZvsQLA6QDryc57gc4PzSD01EKrrsP//kj8suZ97V11Brm23o+M5wNjvmaM3tWoE93uUQNqSmcfGkkeD5rqgtIlLhJdsDexfwIbAdcHmefROAXUozKBGp+FZ9/TXTj+pN5ief0Pzyy9niheep2a5d0QdKpJbXrs/T23an6+LpHPjHlKjDEREpkWQT2F2Ax9zdgbz/si8BmpdqVCJSYeWsW8eC225nztn/IaVBAzq+9irNzj0HS9UqT5XFex278utmrbnwpw+pt3Fd1OGIiBRbsgnsOqCgAW2tgRWlE46IVGRrp0xhxrHHsXzoUBqfdhod33qT2ttuG3VYUkw5lsL9Ox1B4/WrOCP+WdThiIgUW7IJ7BhggJkldrHk9sSeDXxaqlGJSIXi2dkseWIIM/ueRE5mJu2feopW119HSu3aUYcmJfRb4za827ErfX7/nq3+nB91OCIixZJsAnsjwTCCSeFzB/qZ2WfAnsDNZROeiERtw9y5zDq9H4vvv58GBx1Ep3ffof4+e0cdlpSCp7c9iBW16jJg4ghMN3SJSCWSVALr7pOA/YCFwPWAAReFu/d391/LJjwRiYq78+ewt5nRuw/rf/2VNnffRdv77yN1s82iDk1KyeqatXm8y6Fsu/wPes6cEHU4IiJJS3opWXefABxkZrWBJsCf7r6mzCITkchkLV/OgoE3kTl6NHW7dqXN3XdRo23bqMOSMvBx++3pOWsC50z5mDFt0llRq17UIYmIFKnYK3G5+zp3n6fkVaRqWvXVV0w/6igyP/+cFv93BZs//5yS16rMjAd37EXdrA2c9/PHUUcjIpKUpHpgzWxgIbtzCGYhmODuX5dKVCJS7nLWrmXRPf9j+csvU6vzVmw+ZAi1Y7Gow5JyMKthc17v3I2Tf/uakVvsxORmW0QdkohIoZIdQjCI4Mat/JbXyS13M/sW6OXumlZLpBJZ+/MU5l15JRtmzKBJv9NpfvnlpNSqFXVYUo6GbrMf3ef+zKWTPuC8A88lO0Xz+opIxZXsEIIYMA24AtgCqB0+XhmW7wX0DevdUfphikhZ8Kwsljz+ODP79iVnzRo2f+ZpWl57rZLXamhdWk0e3uFwOq1cxLG/j406HBGRQiXbA/sI8JS7359QNge4N5wb9nZ3P8jMOgIXA/1LOU4RKWUb5sxh3lVXs/bHH2nY83BaDRyoGQaquW9ab8M3rbamX/xzPmu7HYvrNoo6JBGRfCXbA9sNKGiOlQkEc8ECjAdabGpQIlJ23J0/33ormB5r2jTa3HMPbe69V8mrAPDQDodjOP0nfxh1KCIiBUo2gV0BHFTAvoP5eynZ2sDKTQ1KRMpG1rJlzL34YuZffwO1u3Sh0zvDaXTkEZjlN7xdqqOF9TbjxW32Y795cfZYMDXqcERE8pXsEIJngGvNrAHwJrCIoKf1eOB84M6w3h7Az6UdpIhsulVffMG8628gZ8UKWlx1FU3O6IelFHsmPakG3ui8F4fO/omLfxrJj807sCG1RtQhiYj8Q7J/vQYSJKlnAJ8SJKmfAf3C8txptkag8a8iFUrOmjXMHzSIOeedT1rjxnR48w2annWmklcpUFZKKg/u1JM2q5dz8q9jog5HRORfkuqBdfcc4AYz+x+wPdAamA9Mdvc/E+qNK4sgRaRk1k6ezLwrr2LDrFk0OfNMmg+4VDMMSFImNu/I6Pbb03fq13zcfgfmNmgadUgiIn8pVheMu//p7l+5++vh459lFJeIbALPymLxI48ws+9J5Kxfz+bPPkvLq69S8irF8niXQ9mQmsYlkz4A96jDERH5S7JjYAEws8ZAZ4Kbtf7B3b8sraBEpOQ2zJoVTI81aRINjziCVgNvJLVhw6jDkkpoee36PL1tdy6dNJID/pjC5+26RB2SiAiQ/FKytQlu5DqB/FfjAtCyLSIRcnf+fOMNFt51N5aWRpt7/0ejXr2iDksqufc6dqXHrIlcOPlDxrXszJoa6sUXkeglO4TgRuAAgpu2DLgI+A8wBvgdOKIsghOR5GQtXcrc/hexYOBN1Nlhh2B6LCWvUgpyLIUHdupFk3WrODP+WdThiIgAySewxwK3AK+Gr8e6+7Puvj8wCehRFsGJSNEyP/2M6Uf1ZvWYMbS45mo2f+ZparRuHXVYUoX82rgt73XsSp/fx7HVn/OjDkdEJOkEdnNgirtnAxuBegn7ngFOLO3ARKRwOatXM3/gTcy98ELSmjULpsc64wxNjyVl4ultu7OiVl0GTByB6YYuEYlYsn/plgL1w+dzgB0T9jUD6pRmUCJSuLWTJjH9mGP48403aHL2WXR443Vqb7111GFJFbaqZh2e6HII2y7/g54zC1pZXESkfCQ7C8F3wM7ASOAt4NZwVa4s4AqCsbAiUsZ840aWPP4ESx5/nLSWLdj8+eeot/vuUYcl1cTo9jtw+KwfOWfKx4xpk86KWvWKPkhEpAwk2wN7N5ARPr+NYDWuW8Ly6cAFpR+aiCRaP2MGM085lSWPPEKjI3rR6Z13lLxK+TLjwR17UTdrA+f+/HHU0YhINZbsSlzjgfHh80zgWDOrBdRy95VlGJ9Itefu/Pnaayy8+79YzZq0feB+GvbQfZMSjVkNm/PGVt04aerXjNxiZ35utnnUIYlINVRkD6yZ1TSzCWZ2aGK5u69X8ipStrKWLGHu+RewYNDN1N15Zzq9+46SV4nci+n7sbBOIwZMGkFqTnbU4YhINVRkAuvuG4COBONdRaScZH7yCdOPPIrV335Ly+uuo/1TT1KjZcuowxJhXVpNHtqhB51WLuKY38dGHY6IVEPJjoEdDRxaZC0R2WQ5q1cz74YbmNv/ItJataLjsLdocvppmh5LKpRv2qTzTautOSP+Oc3XrIg6HBGpZpL9i/gQcJKZ/c/M9jGzLc2sU+JWlkGKVBdrfvyR6X2OZsVbw2h6zjl0fO1Vam21VdRhieTr4R16YDgXTv4w6lBEpJpJdhqtL8LHy4HLCqiTuunhiFRPvnEjix99lKVPDKFGq1Zs8eIL1O3aNeqwRAq1oF5jhm6zH//55VN2XzCVca06Rx2SiFQTySawZ5ZpFCLV2PrpM5h31VWs+/lnGvXpQ8sbrie1fv2iDxSpAF7vvBeHzP6JS34ayVnNO7AhtUbUIYlINZDsNFrPl3UgItWNu7P8lVdY9N97SKlVi7YPPkjDwzTUXCqXrJRUBu/Uk3vHvMDJv47huW0PjDokESmAmbUHXgBaATnAEHd/0MxuBXqHZYuAM9x9XnjMtcDZQDZwibt/GJbvCjxHsBrrB8Cl7uW3znSx7goxsxQz62Jm+5uZlmARKaGNixYx57zzWHjLrdTt2pWO776r5FUqrR+bd2R0++3pO/Vr2mUujTocESlYFnCFu8eAPYH+ZrYtcI+77+DuOwHvAwMBwn19ge2AHsCjZpY7ZPQx4Fygc7iV6xyPSSewZtYfWAD8RLAS1zZh+XAzu6RswhOpelaOHs2Mo3qzZuw4Wt5wA+2fHEKNli2iDktkkzze5VA2pKZxyaQPoPw6YUSkGNx9vrtPCJ9nAnGgbZ55/esBuT/EvYFXw7n/ZwDTgN3NrDXQ0N2/DXtdXwD6FHbueHqsWTw9tnmesvPi6bGH4umxI4r7XpJKYM3sHOBBYDhwAmAJu78Cji3uiUWqm+xVq5l33fX8cfEl1GjTJpge69RTMLOiDxap4JbXrs/T23an6+LpHPDHlKjDEamWGqempsXTY+MTtnMLqmtmHYCdgbHh69vNbA5wCmEPLNAWmJNw2NywrG34PG95YZ4Brsl9EU+P3UjQi3sy8E48PXZi0e/wb8n2wF4O3Ovu5wJv59mXQdgbKyL5WzNhAjP69GHF8OE0Pf88Orz6CrW23DLqsERK1Xsdu/LbZq25cPKH1N24PupwRKqd5dnZWbGMeNeEbUh+9cysPvAWMCC399Xdr3f39sBLwEW5VfM53AspL0xX4JOE1+cDd8Qy4k2BRwhyzaQlm8B2BAqa6G81sFlxTpofM7vMzKaY2c9m9oqZ1TazJmY22symho+NE+pfa2bTzOxXMzssoXxXM5sc7htsYfeWmdUys9fC8rHhfx4iZco3bGDR/Q8w69TTANhi6Iu0GDAAq1kz4shESl+OpXD/Tr1osm4VZ8Y/izocEcmHmdUgSF5fcvdh+VR5mb+vrM8F2ifsawfMC8vb5VNemCbAQoB4eqwLwY1kuZMEDKeYnaHJJrBLgA4F7NsG+KM4J83LzNoClwBd3b0LwZyyfQm6mj9x984EWfs1Yf2SDCo+G1ju7lsB9wN3b0rMIkVZ//vvzOx7EkufeIJGR/eh4/Dh1N1ll6jDEilTvzZuy3sdu9Ln93Fs+eeCqMMRkQRhp97TQNzd70soT5zE+SiCq+sA7wJ9w07AjgR51Th3nw9kmtmeYZunA+8Ucfql/J30dgfmxTLiU8PXNSjmxALJVn4PGJhnxS03s2YECxsML85JC5AG1DGzNKAuQSbfm7+z8+f5e4BwSQYVJ7b1JnBQbu+sSGlyd5a9OJQZxxzLxnnzaPvQYNrcfjup9TVxh1QPT2/bnRW16jJg4ghMN3SJVCR7A6cB3c1sYrj1BO4Kr4D/BBwKXArg7lOA14FfgFFAf3fPDtu6AHiKIAf7HRhZxLk/BgbF02MXAVfwz9wxHZhVnDeS7EIGNxBkyz8TDPZ1YHB4wkXALcU5aV7u/oeZ/Q+YDawFPnL3j8ysZZjl4+7zzSz3Vu22wHcJTeQOHt5IwYOK/xqI7O5ZZrYCaErQuyxSKjYuXMT8665j9ddfU2+/fWlz++2kNW8edVgi5WpVzTo80eUQrv1hOD1nTmBEx12jDklEAHcfQ/7jVz8o5JjbgdvzKR8PdCnG6a8ChgJ3At8DNyfsOwUYU4y2kl7IYKmZdQUGAIcRZNppwMPA/XmmXyi2cGxrb4Kxtn8Cb5jZqYUdkl+YhZQXdkzeWM4lGIJATY1TlGJYOepDFtx0Eznr19PqpoFs1revZhiQamt0+x3oOfNHzpnyMWPapLOilq5AiFRnsYz4QuCQAnYfDKwrTntJjzdw90x3v9Xd93H3rd29m7vfvKnJa+hgYIa7L3b3jcAwYC9gYTgsgPBxUVi/JIOK/zomHKbQCFiWz/sc4u5d3b1rWlqyHdRSnWVnZjLv6mv4Y8AAarRvT8dhw2h80klKXqV6M+PBnXpSN2sD5/78cdTRiEgFEk+PtYmnx3aLp8faAMQy4itjGfENxWkj2Xlg7zOznUoQY7JmA3uaWd1wXOpBBJPrvgv0C+v04+8BwiUZVJzY1nHAp+W55JlUTWvGj2dG7z6seO89ml14AR1eeZlanTpGHZZIhTCzYQve2Kobh8+eSJcls6MOR0QiFk+PnR5Pj80gGNL5HTAnnh6bEU+PFXbVPV/J9sCeCfwQDvC9Mpw1oNS4+1iCG6smAJPDuIYAdwGHmNlUgm7nu8L6JRlU/DTQ1MymEcw19tdkuiLF5Rs2sOjee5l12umQlsYWLw2l+SWXYDVqRB2aSIXyYvp+LKzTiAGTRpCak130ASJSJYU3bz0HTAXOIZjt4ByCfO35eHqsf3Has2Q6Ic2sJnAkwZ1rPQjGv35OcFf/MHdfXZyTVhb16tXz1aur5FuTTbB+6lT+uOpq1sfjbHb8cbS85hpS6ml8X6LW174adQhSgew1L4Pbxr7GY10O4Y3OeyV1zPw7+5ZxVMXT+rUHog5BKrn5Jw4o83OY2Rp3r5B/kMKe189iGfGz8tn3HLB/LCOe9CXMpHpg3X2Du7/l7n2A1gRzttYhSGAXmtmLyZ5QpLLynByWvfACM449jqyFC2n36CO0vvVWJa8iRfim9TZ822przoh/TrO1pXHbhIhUQq2Agno3XgZaFqexYk0aC+Duy939UXffGzgQWE6wjq1IlbVx4ULm/Oc/LLzjTup160and9+hQffuUYclUjmY8dAOPTCc/j+NijoaEYnGZKCgNdQ7E0zVmrRi32ZvZvUIboI6FTgAyCJYkkykSlo5ciTzB92Mb9hAq0GD2OzEEzTDgEgxLajXmKHb7Md/fvmU3RdMZVyrzkUfJCJVyaXAq/H02BJgWCwjnh1Pj6USLFt7JcEKq0lLKoE1sxSClRlOI5ivtQ7wNXAh8Lq7ryjOSUUqg+zMTBbceisr332P2jvsQJu776JWR80wIFJSb2zVjUNnT+KSn0ZyVvMObEjVTY8iVVk8PTaHf86534hgGEF2PD22HGgMpAKrgNeALZJtO9ke2HlAc4I7xe4GXnT3mcmeRKSyWT1uHPOuuYashYtodtFFNDv/PEzzAotsko2paTy4Uy/uHfMCJ/02hudjB0YdkoiUrU/IZ9Go0pDsX+S3gBfC6a7+xcz2c/cvSy8skWjkbNjA4gceZNmzz1Jj8/Z0ePkl6uy4Y9RhiVQZPzbvyMfttuek377m4/Y78Ef9plGHJCJlJJYRP6Os2k52FoL+eZNXM+tkZoPMbDrwWZlEJ1KO1v36GzOPP4FlzzzDZiecQKe331byKlIGHtv+UDakpHHppA9A68mISAkU65qomTUETiBY0WovwICxwB2lH5pI+fCcHJY9/wKL77uPlIYNaffYozQ4UJc2RcrK8tr1eWbb7lzy00j2/+MXvmi3XdQhiUg5iKfHtgduAvYnGP+6jGBdgVtjGfHJxWmryAQ2XJL1MIKktTdQC1gS7j7R3d8ozglFKpKN8+cz79rrWPPdd9Tv3p3Wt95CWlNd0hQpa+926kqP2RPpP3kU37fcijU1akUdkoiUoXh6bDfgC2At8C6wgGBu2COBXvH02H6xjPgPybZX4BACM9vezO4B/gA+IEhehwM9gW0Jel8XluxtiERvxfsjmN67D2t/+olWt95Cu0ceVvIqUk5yLIUHduxFk3WrOCOuUWgi1cCdBHO9dohlxM+MZcSvjWXEzwQ6huV3FqexwsbATgIuB2YSrFXb0t1PdvcPCeZ+FamUsles4I8r/o95//d/1OrYkU5vD6Px8cdrbleRcpbRpC3vd9yVo38fx5Z/Log6HBEpW3sCd8Yy4pmJheHru4FuxWmssAQ2k6CXtTOwI7BN8eIUqXhWf/cd03v3YeWoUTS75GK2eGkoNbdIeto5ESllT217ECtr1mHAxBGYbugSqcqK+gEv1i+AwhLYlgSrbU0gWLBgrJn9YmbXAO2LcxKRqOWsX8/Cu+5m9hlnklK7Nh1efYXmF16ouV1FIraqZh0e3/5Qtls+l8Nn/Rh1OCJSdsYC18XTYw0SC+PpsXrA1cB3xWmswL/e7r4OeBl42czaAKcTrMR1B3A7Qaa8v5mNd/c1xXoLIuVo3a+/Mu//rmT91KlsdlJfWl55JSl160YdloiERrffgZ4zf+Scnz9mTOt0VtbSz6dIFXQdwYwDs+LpsfeB+QQ3cfUiWOH1gOI0luw8sPPc/S53345gDMPjwHLgZmC+mQ0pzklFyoPn5LD06WeYedzxZC1fTvsnHqf1TTcpeRWpaMx4cKee1Mtaz7lTRkcdjYiUgVhGfBxBDvkpwexWlwM9wtd7xjLi3xenvWJfP3X3ccA4MxsAHEUwvVY/4NzitiVSVjbOm8e8a65lzbhx1D/4IFrfcgtpTZpEHZaIFGBmwxa8sdWenDT1G0ZusXPU4YhIGYhlxH8CjiuNtko8ANDdNxIsMfuWmTUrjWCqq/ZHjok6hKrDne6ZY7lo8cukeA6PtjiDj2buBf1+iTqyMjXnvX2iDkFkk72Yvj/d5/7MZRNH4Bsvw2rUiDokEamgSuUOFndfUnQtkbLVIHs1Fy96iQNWfc/Ptbfiv63OYkGN5lGHJSJJWpdWk4d3OJxbx77GsqEv0fTMM6IOSUQ2QTw9dkuSVR1YTzB166hYRnxZUQfoFmypEnZe8wv/t/BZGmdl8kzTPrze+HByLKkh3iJSgXzdehu+bbU1ez/0EA0P70GNVq2iDklESu6GEhyTGU+PHRTLiI8vrJISWKnUauZs4Kylwzjmz0+YXaMVg9pfxNTamtdVpNIy46EderDXl0NYeOddtHvwgagjEpESimXEk+5JiqfHagNbAw8B9wH7FVZfXVRSaXVaP5uH59zGMX9+wvBGB9J/8xuUvIpUAQvqNabZ+eeT+eGHrPrqq6jDEZFyEMuIrwtv8roT2Kmo+kpgpdJJ8RxOWDaSh2bfQYPsNVzb5lIebXEy61NqRR2aiJSSJmedSc2OHVlwy63krFsXdTgiUn7GAxcXVSnpBNYCR5nZ/8zsWTPbIizfP1zoQKTMtdy4hHvm/o//LB3Gd/V35NwtBvFDvS5RhyUipSylZk1a3TSQjXPmsHTIk1GHIyLlJJYRXxLLiD9fVL2kxsCaWWPgA2APYCXQgGCMwizgHGAZcEmJoxUpijsHZ35L/8WvAHBPyzMZ3aAbmEUcmIiUlXp77knDI45g6ZNP0uioI6nZoUPUIYlIBZFsD+w9QHtgb6AZkJg1fAwcVMpxifylQfYqbljwBFctfJbpNdtxweYDGd1wLyWvItVAy6uvwmrVYsGtt+HuUYcjIhVEsglsb+B6d/+WYK6uRLMJkluRUrfzml8YMmsQ3VZN5Ommx3Bluys1t6tINZLWvDnNBwxg9ddfkzlqVNThiEgxxNNjw+Lpsa3C56fH02NNS6vtZBPY+sAfBeyrzT97ZEVKTZOslaxKrcsl7a/jtSaa21WkOmp8Ul9qb7stC++4k+xVq6IOR0SS1xvIXcf9WWDL0mo42WzgV+DQAvbtD0wunXBE/umTBntwweYD+b325lGHIiIRsdRUWg26iawlS1jy0ENRhyMiyVsIdAufG/++il9iyS5k8AjwiJmtAF4OyzYzszOBi4BzSysgkX8wI0vrbYhUe3V22IHNTjyBZS8OpVGfPtSOxaIOSUSK9jpwfzw9dh9B8vpdPL3An12PZcST/oOfVEV3f9LMtgRuBnLXtR0N5AD/dfeXkj2hiIhISbS47DIyPxrNgptvYYuXX8JSNKRIpIK7DPga2Ba4CXiOgoekFkvSma67X2NmjwGHAC2ApcBod59eGoGIiIgUJrVRI1pcdSXzr7mWP996i8bHHx91SCJSiFhG3IE3AOLpsTOAB2MZ8Uml0Xay88DuB0xw91nAU3n21Qd2cfcvSyMgERGRgjTq3ZsVb77F4v/dS4ODDyatceOoQxKRJMQy4h1Ls71ke2A/IxiEOy6ffduE+1NLKygREZH8mBmtbhrI9KOPYdH//keb22+POiQRSVI8PdYauIJgAoAmBFfzPwfui2XEFxSnrWQHEBU2TVYtILs4JxURESmpWp070/SMfqx4axhrJkyIOhwRSUI8PbY1MIlg5dZVBJ2iq4FLgYnx9Fjn4rRXYA+smXUAOiUUdQ2HCySqA5xFsJiBiIhIuWh2wQWsGPEBCwbdTMe33sRq1Ig6JBEp3N3ACmD3WEZ8Zm5hPD22BfBRuP+YZBsrrAe2H8EysaMJpj54KHz9cUL5e8CR4UlFRETKRUq9erS6/jrW//Yby4ZqIhyRSuBA4MbE5BUglhGfBQwK9yetsAT2ubCxgwiGEFwUvs7dugN7Aa3c/cninFRERGRT1T/oIOrvvz9LHnqIjQuKNXxOpFoys/Zm9pmZxc1sipldGpbfY2YZZvaTmb1tZpslHHOtmU0zs1/N7LCE8l3NbHK4b7CZFbUqa00gs4B9meH+pBWYwLr7LHf/wt0/J0hYXwxfJ27fufuy4pxQRESkNJgZLW+8Ac/OZuGdd0UdjkhlkAVc4e4xYE+gv5ltS3BVvYu77wD8BlwLEO7rC2wH9AAeNbPcm/YfI1jIqnO49Sji3BOBi+PpsX/knvH0mAEXhvuTluxCBl8Up1EREZHyULNdO5pdcD6LH3iQVV99Rf199406JJEKy93nA/PD55lmFgfauvtHCdW+A44Ln/cGXnX39cAMM5sG7G5mM4GG7v4tgJm9APQBRhZy+luA94F4PD32WhhHK+B4ggS4V3HeS9LLmJjZYWG38i9mNj3P9ntxTioiIlJampx1FjU7dmTBrbeRs25d1OGIVArhzfo7A2Pz7DqLvxPRtsCchH1zw7K24fO85QWKZcRHAUcQDBe4HngEuIFgRoIjYhnxjwo5/F+SSmDNrCfwAVAXSAcyCGYeaE+wnKwWMRARkUik1KxJq4E3snH2bJY++VTRB4hUUY1TU9Pi6bHxCdu5+dULZ5V6Cxjg7isTyq8nGGaQe2dkfuNavZDyQsUy4qNiGfGuQAOCHLJBLCO+eywj/mFRx+aV7EIGNxJkypcBG4Eb3H2CmW0NfEjhXcYiIiJlql63bjTs1YulTz5JoyOPoGaHDlGHJFLulmdnZ4UJYoHMrAZB8vqSuw9LKO9H0EN6kLvnJqNzCRLNXO2AeWF5u3zKkxLLiK8B1iRbPz/JDiFIJ5gyK4cgw04DcPffCKY+uHFTghAREdlULa6+CqtZkwW33sbff39FJFc4U8DTQNzd70so7wFcDRzl7omJ5btAXzOrZWYdCcaqjgvH0maa2Z5hm6cD75TbGyH5BDYHyAoz8sXA5gn75gFblnZgIiIixVGjRQuaX3opq7/+mswPi31FUqQ62Bs4DehuZhPDrSfwMMFl/dFh2eMA7j4FeB34BRgF9Hf33NVXLwCeAqYBv1POV+OTHULwK9AhfD4eGGBmXxNOxwDMLPXIREREiqnxySfx59vDWHjHndTbZx9S6+ddQFKk+nL3MeQ/fvWDQo65Hbg9n/LxQJfSi654ku2BfQmIhc9vIpgPbC6wgGBBg4GbGoiZbWZmb4YT6cbNrJuZNTGz0WY2NXxsnFC/WBPrht3fr4XlY8O770REpAqx1FRa33QTWYsXs+Shh6MOR0TKSFIJrLs/4u5Xhc9/ALYHzie4qWsnd3+zFGJ5EBjl7unAjkAcuAb4xN07A5+Er0s6se7ZwHJ33wq4Hy1/KyJSJdXZcUc2O+EElg0dyrqMjKjDEan24umxmvH02IR4euzQ0moz6XlgE7n7XHd/0t0Hu/svmxqEmTUE9iMYWIy7b3D3Pwkm0H0+rPY8wSS5kDCxrrvPIBh/sbuZtSacWDccr/tCnmNy23oTOCiJZc9ERKQSanH5ZaQ2asSCQTfjOTlRhyNSrcUy4huAjgRDT0tFsRJYC7Qxs055t02MoxPBzWHPmtmPZvaUmdUDWoZ3uuWuHtEirF+SiXX/Osbds4AVQNNNjFtERCqg1EaNaHHllaydOJEVw4YVfYCIlLXRQKn1wCZ1E5eZNSWYB/boQo5JLaA82Th2AS5297Fm9iDhcIGCQsqnrKiJdZOadNfMziUYgkDNmjULi1lERCqwRn168+dbb7Lonv9R/6CDSGvcuOiDRKSsPAQMjafH0oDhBEvJ/iMPi2XEpyfbWLKzEDwNHEgwzUIGsCHZEyRpLjDX3XOXM3uTIIFdaGat3X1+ODxgUUL94k6sm3vMXDNLAxoBy/IG4u5DgCEA9erV00SCIiKVlJnR+qabmH70MSy6917a3HZb1CGJVGdfhI+XE9xDlZ+kO0OTTWAPBC519+eSbbg43H2Bmc0xs23c/VfgIII5x34B+gF3hY+5k+S+C7xsZvcBbfh7Yt1sM8s0sz0J1vY9nSDjzz2mH/AtcBzwacJKEyIiUgXV6tyZpmf0Y+lTT7PZMcdQd5ddog5JpLo6szQbSzaBXQYsLM0T5+Ni4CUzqwlMJ3ijKcDrZnY2MBs4HoKJdc0sd2LdLP49se5zQB2CSXVzJ9Z9GnjRzKaF76dvGb8fERGpAJpdcAErRnzAgkE303HYW1hasn/6RKS0xDLizxddK3nJ/hQ/BJxvZqPKqtfS3ScC+a3fe1AB9Ys1sa67ryNMgEVEpPpIqVePltddyx8XX8KyoUNpesYZUYckUm3F02MpwLYEN9KPj2XEV5eknaQSWHe/z8zaAL+Y2cfA8n9X8ZtKEoCIiEhZa3DwwdTff3+WDH6Ihj16UKNVq6hDEql24umx/gQLYjUjuIFrN2BCPD02HPg0lhEfnGxbSU2jFa6T2x/YJny8IZ9NRESkQjIzWt5wPZ6dzcK7tI6NSHmLp8fOIVi0ajhwAv+cHeor4NjitJfsPLD3Ad8TrJBVy91T8mybMoWWiIhImavZvj3NLjifzFGjWPXVmKjDEaluLgfujWXEzwXezrMvg6CTNGnJJrCbA7e5+2R331icE4iIiFQUTc46i5odO7Lg1lvJWb8+6nBEqpOOwIcF7FsNbFacxpJNYH8kmK5KRESk0kqpWZNWA29k4+zZLB3yZNThiFQnS4AOBezbBvijOI0lm8BeAvyfme1dnMZFREQqmnrdutGwVy+WPvkkG2bOjDockeriPWBgPD3WKaHM4+mxZgQLGwwvTmPJJrDDCVax+tLMVprZ7DzbrOKcVEREJEotrr4Kq1mTBbfdjta0ESkXNwDrgZ+BjwlmIRgMxIFs4JbiNJbsPLCfkGe9WhERkcqqRosWNL/0UhbefjuZH35Iwx49og5JpEqLZcSXxtNjXYEBwGHA7wR56MPA/bGM+MritJfsPLBnFC9MERGRiq3xSX358+1hLLzjTurtsy+p9etFHZJIlRbLiGcCt4bbJkl2CIGIiEiVYmlptL7pJrIWL2bJQw9FHY5ItRBPjzWMp8f2iqfHjo+nx7rF02MNS9JOgT2wZnY6MMLdl4bPC+XuL5QkABERkajU2XFHNjvhBJYNHUqjo/tQOz096pBEqqx4emwgcAVQn78XMsiMp8fuiWXEbytOW4UNIXgO2BNYGj4vjANKYEVEpNJpcdkAMkePZsHNt7DFS0OxFF2cFClt8fTYzcCNwFPAq8BCoCVwEnBzPD2WFsuID0q2vcIS2I7A/ITnIiIiVU7qZpvR4sormX/ttawYNozNjjsu6pBEqqJzCFbiujKhbArwaTw9tgI4FxiUbGMF/pvp7rPcfUPC80K3kr0XERGR6DXq05s6XXdl0T3/I2v58qjDEamKGlHwSlyjwv1JS+o6iZllm9nuBezb1cyyi3NSERGRisTMaDVwINmrV7Po3nujDkekKhoL7FbAvt3C/UlLdh5YK2RfKpojVkREKrnaW29Nk36ns+zpZ9jsmGOpu8vOUYckUqnF02OJHaWXAG/H02NZwBv8PQb2BOAsoHdx2i60B9bMUswsNbdu+DpxqwccTrC+rYiISKXW/MILSWvdmgU334xnZUUdjkhllwVsDLdJwJbAXQSLGKwKH+8My38qTsOFTaN1EzAwfOnA14W082hxTioiIlIRpdSrR8vrruWPiy9h2dChND3jjKhDEqnMbqGMrtIXNoTg8/DRCBLZp4G5eeqsB34B3i/1yERERCLQ4OCDqbf/fiwZ/BANDz+cGi1bRh2SSKVUnGmxiqvABNbdvwC+ADAzB55y9z/KKhAREZGKwMxodcMNTD/iSBbeeRftHrg/6pBEJI+kbuJy95vzlpnZtkAM+Nbd55V2YCIiIlGp2b49zc4/j8UPDmbVV8dGHY5IlRBPj8WA44D2QO08uz2WEe+XbFtJJbBm9jCQ5u7nh6+PAV4jmIFgpZkd4u7fJ3tSERGRiq7J2Wez4p13WXDbrdQ47RA21kh24h4RySueHjsdeIZgTOwiYEOeKsUaK5vsT+PhQGIv7M0E414HAvcCNwFHFOfEIiIiFVlKzZq0umkgs888i5PGTOSFA7tGHZJIZXYj8A5wdiwj/uemNpbsgs+tgJkAZtYO2A64090nA4MpeGJaERGRSqtet2407NWLk8dMpM3SFVGHI1KZtQIeLY3kFZJPYNcC9cPn+wMrgfHh61VAg9IIRkREpKJpcfVVbExN4ZIPxoBr3R6REvqa4N6pUpHsEIIJQH8zmw30B0a7e064ryMwv7QCEhERqUhqtGjBM9134+KR37DfLzP4crtOUYckUhldBAyLp8eWAh8By/NWiGXEc/51VAGS7YG9HtiTYBWFbYBbE/b1AcYle0IREZHK5p3dtmNq62b0H/UNddbnvfdERJIwF/gRGEpwE9fGPFuxfrCSnUbrezPbHEgHprr7yoTdQ4CpxTmpiIhIZZKTmsL9R+zDw08Np99nP/B4j25RhyRS2TwJnAgMBzIoZsKaV9Jzgrj7auCHfMpHbEoAIiIilUFGu5a8v2uMY8dO5qOdtmZ6q6ZRhyRSmfQGroxlxB8sjcYKHEJgZsPMbKs8ZZebWfM8Zdub2U+lEYyIiEhF9vRBu5NZuxYD3v8Ky9ENXSLFsBr4pbQaK2wMbB+gSe4LM0sF7iFYPSFRXYJptURERKq0zLq1eeLQPekyZyGHTfw16nBEKpNngZNLq7HiLitipXViERGRyujDnbbm8B8zOG/0WL5J78DKunlXxBSRfMwCToqnx0YDo8h/FoJnkm0s2VkIREREBMCMB3rtS711Gzhn9NiooxGpLB4DtgAOIrii/1Se7cniNKYEVkREpJhmtmzCm922p9eEDLabvSDqcESSYmbtzewzM4ub2RQzuzQsPz58nWNmXfMcc62ZTTOzX83ssITyXc1scrhvsJkVdZW+YxFbsSZYLmoIQX4j1DVqXUREqr0X9t+VA3/+nQHvf8V55x1LTqr6hKTCywKucPcJZtYA+MHMRgM/A8cATyRWNrNtgb4E9zq1AT42s63dPZugR/Vc4DvgA6AHMLKgE8cy4rNK840U9dP2npnNDlfgmhGWfZBbFpa/U5oBiYiIVAbratXgkcP3YsuFyzh63M9RhyNSJHef7+4TwueZQBxo6+5xd8/vrsTewKvuvt7dZwDTgN3NrDXQ0N2/dXcHXiC4+b/cFNYD+3y5RSEiIlIJjUnvwHedN+fMT8fzxXZbsqRhvahDEkmKmXUAdgYKG8jdlqCHNdfcsGxj+DxveYHi6bEZFHEVP5YRT3oYQYEJrLufmWwjIiIi1ZIZD/Xcm2ceeZ0LRn3DrSccEnVEUo01Tk1Ni6fHxicUDYllxIfkrWdm9YG3gAF5Vlf9V9V8yryQ8sJ8kU+dpsBewCrg0yKO/4fiTqMlIiIiCeY3achL++3CWZ9+z8hpcxi/Vd7p0kXKx/Ls7KxYRrxrYXXMrAZB8vqSuw8rosm5/HP+/3bAvLC8XT7lBYplxM/IrzyeHtuMYFqtj4uI5R804lxERGQTvbb3jsxp2ohLRoyhxsasqMMRyVc4U8DTQNzd70vikHeBvmZWy8w6Ap2Bce4+H8g0sz3DNk+nhPdExTLifxJMqzWwOMcpgRUREdlEG9NSebDXPrRbtpKTxkyMOhyRguwNnAZ0N7OJ4dbTzI42s7lAN2CEmX0I4O5TgNcJloAdBfQPZyAAuIBg/tZpwO8UMgNBEtbxzx7dImkIgYiISCmYsGU7Pu2yJSePmcjHO3RmXtNGUYck8g/uPoaCV1V9u4Bjbgduz6d8PNBlU+KJp8fSwjYGAVOKc6wSWBERkVLy2GHd2GPqbC75YAzXnNoTipzbXaR6iKfHcij4Rq+VQK/itJdUAmtmFs7zJSIiIgVY2rAez3TfjYtHfsN+v8zgy+2KtbiQSFV2C/9OYNcBs4CRsYz4iuI0lmwP7CwzexJ42t0LvctMRESkOntnt+3o8eOv9B/1Dd9v1Y61tWpGHZJI5GIZ8UGl2V6yN3F9ClwDzDSzYWZ2aGkGkcvMUs3sRzN7P3zdxMxGm9nU8LFxQt1irc0b3kH3Wlg+NpzAV0REpFTlpKZw/5H70jRzNf0++yHqcESqpKR6YN39DDO7FOhHsO7tKDObAQwBnnX3RaUUz6UEy5o1DF9fA3zi7neZ2TXh66tLuDbv2cByd9/KzPoCdwMnllLcIiIif8lo15IRu8Q4duxkPtppa6a3ahp1SCLlLp4eK9bUWLGM+C3J1k36Ji53XwEMBgab2b4ESeIg4GYzGw487u6fFyfQRGbWjmAA7+3A5WFxb+CA8PnzwOfA1SSszQvMMLPctXlnEq7NG7aZuzbvyPCYQWFbbwIPa2yviIiUlacO3p194zMY8P5XXHpWbzxFN3RJtTMoiTqJeVjSCWxJ54H9mmC6hYlATeAI4BMzG2dmsRK2+QBwFZCTUNYynCyX8LFFWN4WmJNQL3cN3rYUvDbvX8e4exawgmAJMxERkVKXWbc2Txy6J13mLOSwib9GHY5IFGoUse0GfEQwtde04jRcrATWzNqb2S0EieDrwJ8EPZsNCS7V1yHoKS0WMzsCWOTuyQ4WKsnavEmt22tm55rZeDMbn5Wl1VRERKTkPtpxa37avBXnjR5LwzXrog5HpFzFMuLZ+W1AJ2AoMBbYluCq/rbFaTupBNbMjgxvrJoOXAi8DGzt7oe7+3vunuPuowku/e9UnABCewNHhUMAXiVYIWIosNDMWocxtAZyx9qWZG3ev44xszSgEbAsbyDuPsTdu7p717Q0TZMrIiIl5ynGA0fsS/116zln9NiowxGJVDw91j6eHnuKYNGC7sD/AZ1jGfGnwsQ2acn2wL4DNAf+A7R19yvdfXo+9X4HXipOAADufq27t3P3DgQ3Z33q7qcSrMHbL6zWj7/X2S3J2ryJbR0XnkPjX0VEpEzNbNmEN/fcnl4TMth2zoKowxEpd/H0WIt4euxB4DfgWIKxrp1iGfEHYhnxDSVpM9kuxq7AL+5e6PWPMKk9sySBFOAu4HUzOxuYDRwfnmeKmeWuzZvFv9fmfY5gOMNI/l6b92ngxfCGr2UEibKIiEiZe/6Arhz48+8MeH8M5597DDmpJb0FRaTyiKfHGhHcfH8xwVDOB4G7Yxnx5ZvadpEJbHi5fRxwNPDepp6wKOFMBp+Hz5cCBxVQr1hr84bJ9/GlGKqIiEhS1tWqwSOH78XNr43m6HE/81a3HaIOSaQ8zCAYsvkRcBswH2gcT481zq9yLCOe39X9fBWZwLp7lpktBIo1NkFERET+9lWsI9913pwzPx3PF9ttyZKG9aIOSaSsbRY+HgYkswhWarINJzuEYCjB+NcPkm1YREREEpjxUM+9eeaR17lg1DfcesIhUUckUtZKc1jpPySbwM4ETjaz7wluippPnimo3P2Z0g1NRESkapnfpCEv7bszZ302npHT5jB+q/ZFHyRSScUy4sWeWjVZySawj4SPbYFd89nvgBJYERGRIry2z04c8tNULhkxhrMvPJ6NNTRlo0hxJXsbZMcitk5lEp2IiEgVszEtlQd77UO7ZSvp+/WkqMMRqZSS+rfP3WeVdSAiIiLVxYQt2/Fply055asf+WSHrZjXpFHUIYlUKpqITkREJAKPHdaNjakpXDzia9C6OiLFknQCa2aHmdnbZvaLmU3Pu5VlkCIiIlXN0ob1ePbA3dhj2hz2jc+IOhyRSiWpBNbMehJMoVUXSAcyCFbGag/kAF+UVYAiIiJV1fDdt2Nqq6ZcNPIb6qwv0YqaItVSsj2wNxLMRNAzfH2Dux8AbEcw6ezIAo4TERGRAuSkpvDAEfvSNHM1/T7/IepwRCqNZBPYdIJlZHMIpsxKA3D334BBBAmuiIiIFFO8fUtG7BLj2O8m02nB0qjDEakUkk1gc4Asd3dgMbB5wr55wJalHZiIiEh18dTBu5NZuxYD3v8Ky9ENXSJFSTaB/RXoED4fDwwws9Zm1hy4gmClLhERESmBzLq1eeLQPekyZyGHTfo16nBEKrxkE9iXgFj4/CaCsa9zgQVAd2Bg6YcmIiJSfXy049b8tHkrzvtoLA3XrIs6HJEKLakE1t0fcferwuc/ANsD5wGXATu5+5tlF6KIiEjV5ynGg0fsQ/116/nPx2OjDkekQivRQgbuPtfdn3L3we7+S2kHJSIiUh3NaNmUN/fcniN+yGDbOQuiDkekwtJKXCIiIhXI8wd0ZVHDegx4fwwp2TlRhyNSIRWYwJpZjpllJ7lllWfQIiIiVdW6WjV45PC92GrBUvqMmxJ1OCIVUloh+24hmPNVREREytFXsY6M7dyeMz/7ni+268TShvWiDkmkQikwgXX3QeUYh4iIiOQy46Gee/P0I29wwYffctvxB0cdkUiFojGwIiIiFdC8Jo14ad+d6f7z7+z6+9yowxGpUAobQvAPZlYTOBzYBqidZ7e7+62lGZiIiEh199o+O3HIT1O59P2vOPvC49lYI+k/2yJVWlI/CWbWBhhDsBqXAxbuShwjqwRWRESkFG1MS2Vwr32454UR9P16Ei8esGvUIYlUCMkOIbgHWAxsTpC87gF0Am4HpoXPRUREpJT9sGU7Pu2yJad89SNtlq2IOhyRCiHZBHZf4F5gXvg6x91nuvtA4E1gcFkEJyIiIvDYYd3YmJrCxSO+BtcEQSLJJrBNgXnungOsBhon7PsUOKCU4xIREZHQ0ob1ePbA3dhj2hz2jc+IOhyRyCWbwM4FmoXPfwcOTdi3O7CuNIMSERGRfxq++3ZMbdWUi0Z+Q531G6IORyRSySawnwH7h8+fAP7PzD4ysxEEN2+9WRbBiYiISCAnNYUHjtiX5itX0+/zH6IORyRSySawNwCPAbj7Y8ClQF2gNfBf4IoyiU5ERET+Em/fkvd3TefY7ybTceHSqMMRiUxSCay7L3H33xJeP+Tu+7j7Lu5+nbtrCIGIiEg5eOrgPcisXYsB74/BcnRDl1RPJVqJy8wamVlXM2tX2gGJiIhIwVbWrc2QQ/dg+9kLOGzSr1GHI5WImbU3s8/MLG5mU8zs0rC8iZmNNrOp4WPjhGOuNbNpZvarmR2WUL6rmU0O9w02M8vvnGWlwATWzA4zs7vyKb8OWASMBWaZ2ctmpqVBREREysmHO27DT5u34ryPxtJwjS6CStKygCvcPQbsCfQ3s22Ba4BP3L0z8En4mnBfX2A7oAfwqJmlhm09BpwLdA63HuX5RgrrgT0f2DqxwMwOAW4DMoABBDd0nUgwJlZERETKgacYDx6xD/XXrec/H4+NOhypJNx9vrtPCJ9nAnGgLdAbeD6s9jzQJ3zeG3jV3de7+wyCxat2N7PWQEN3/9bdHXgh4ZhyUVgCuzMwIk/ZmQRTZh0WjoO9kCCJPbmM4hMREZF8zGjZlLf23J4jfsggNmdh1OFIJWNmHQhyvbFAS3efD0GSC7QIq7UF5iQcNjcsaxs+z1tebgpLYFsQzPma6BBgjLsvSCgbQZ6eWhERESl7zx3QlcUN63HZ+1+Rkp0TdTgSscapqWnx9Nj4hO3c/OqZWX3gLWCAu68spMn8xrV6IeXlprCxq5lAvdwXZtaZYEWu7/LUWwmkIiIiIuVqXa0aPHz4Xtz82mj6jJvCsG7bRx2SRGh5dnZWLCPetbA6ZlaDIHl9yd2HhcULzay1u88PhwcsCsvnAu0TDm8HzAvL2+VTXm4K64HNIBj7kKs3QXb9UZ56HQFduxAREYnAV7GOjO3cnjM/+56mK1dHHY5UYOFMAU8DcXe/L2HXu0C/8Hk/4J2E8r5mVsvMOhLcrDUuHGaQaWZ7hm2ennBMuSgsgb0f+I+ZvWlmjwA3A5OBr/PUOxqYVEbxiYiISGHMeKjn3tTIzuGCD7+NOhqp2PYGTgO6m9nEcOsJ3AUcYmZTCYaL3gXg7lOA14FfgFFAf3fPDtu6AHiK4Mau34GR5flGChxC4O7DzWwAwSpbTQiGDpwf3m0GQDgP7IHAVWUcp4iIiBRgXpNGvLTvzpz52XhG7pLOD1tqmnb5N3cfQ/7jVwEOKuCY24Hb8ykfD3QpveiKp9CFDNx9sLtv4e4N3P0gd5+aZ/9cd9/M3YeUbZgiIiJSmFf33pE5TRtxyYgx1NiYFXU4ImWqRCtxiYiISMWysUYag3vtQ/ulKzjxa43sk6pNCayIiEgV8cOW7fi0y5ac+tWPtFm2IupwRMqMElgREZEq5LHDurExNYWLR3wNXq5Tc4qUGyWwIiIiVcjShvV49sDd2GPaHPaNz4g6HJEyoQRWRESkihm++3ZMa9WU/iO/ofb6jVGHI1LqKkQCa2btzewzM4ub2RQzuzQsb2Jmo81savjYOOGYa81smpn9amaHJZTvamaTw32Dwwl2CSfhfS0sHxuuASwiIlLl5KSm8MAR+9Bi5Wr6fT4+6nBESl2FSGCBLOAKd48BewL9zWxb4BrgE3fvDHwSvibc1xfYDugBPGpmucvZPgacS7BaROdwP8DZwHJ334pgkYa7y+ONiYiIROGX9q14f9d0jvtuMh0XLo06HJFSVSESWHef7+4TwueZQBxoS7B87fNhteeBPuHz3sCr7r7e3WcQrAKxe7h+b0N3/zZccOGFPMfktvUmcFBu76yIiEhV9NTBe5BZuxYD3h+D5eiGLqk6KkQCmyi8tL8zMBZoGa63S/jYIqzWFpiTcNjcsKxt+Dxv+T+OcfcsYAXQtEzehIiISAWwsm5thhy6B9vPXsChk36LOhyRUlOhElgzqw+8BQxw95WFVc2nzAspL+yYvDGca2bjzWx8VpZWMhERkcrtwx23YfLmrTjvo+9ouGZd1OGIlIoKk8CaWQ2C5PUldx8WFi8MhwUQPi4Ky+cC7RMObwfMC8vb5VP+j2PMLA1oBCzLG4e7D3H3ru7eNS0trTTemoiISGQ8xXjgiH1osG49Z388LupwREpFhUhgw7GoTwNxd78vYde7QL/weT/gnYTyvuHMAh0JbtYaFw4zyDSzPcM2T89zTG5bxwGfhuNkRUREqrQZLZvy1p7bc+QPcWJzFkYdjsgmqxAJLLA3cBrQ3cwmhltP4C7gEDObChwSvsbdpwCvA78Ao4D+7p4dtnUB8BTBjV2/AyPD8qeBpmY2DbiccEYDERGR6uD5A3ZlccN6DHj/K1Kyc6IOR2STVIhr5O4+hvzHqAIcVMAxtwO351M+HuiST/k64PhNCFNERKTSWlurJg8fvhc3vzaaPuOmMKzb9lGHJFJiFaUHVkRERMrYV7GOjN2qPWd+9j1NV66OOhyRElMCKyIiUl2Y8VCvvamRncMFH34bdTQiJaYEVkREpBqZ16QRL+27M91//p1df59b9AEiFZASWBERkWrm1b13ZG6ThlwyYgw1srKLPkCkglECKyIiUs1srJHG4F770H7pCk4cMzHqcESKTQmsiIhINTR+q/Z8tl0nTv3qR9osWxF1OCLFogRWRESkmnq0x15sTE3hog++Aa3tI5WIElgREZFqamnDejx3YFf2nDqbfeMzog5HJGlKYEVERKqxt3fvwrRWTek/8htqr98YdTgiSVECKyIiUo3lpKbwwBH70GLlavp9Pj7qcESSogRWRESkmvulfStG7JLOcd9NpsPCZVGHI1IkJbAiIiLCk4fswaratRjw/ldYjm7okopNCayIiIiwsm5tnjhkD3aYvYBDJ/0WdTgihVICKyIiIgB8uNM2TN68Fed99B0N1qyLOhyRAimBFREREQA8xXiw1z40WLee/3w8LupwRAqkBFZERET+Mr1VU97aY3t6TYgTm7Mw6nBE8qUEVkRERP7h+QN3ZWmDegx4/ytSsnOiDkfkX5TAioiIyD+srVWTR3rsRecFS+n9/ZSowxH5FyWwIiIi8i9fbtuRsVu156xPv6dJ5uqowxH5ByWwIiIi8m9mPNRzb2pk53DhqG+jjkbkH5TAioiISL7mNW3ES/vuTPeff2eX3+dGHY7IX5TAioiISIFe3XtH5jZpyKUjxlAjKzvqcEQAJbAiIiJSiI010hjcax/aL13BiV9PijocEUAJrIiIiBRh/Fbt+Wy7Tpzy5QRaL1sZdTgiSmBFRESkaI/12IvslBQu/uBrcI86HKnmlMCKiIhIkZY0rMez3buy59TZ7JMxM+pwpJpTAisiIiJJeXv3Lkxr1ZSLPvia2us3Rh2OVGNKYEVERCQpOakpPHDEPrRYuZrTv/gh6nCkBMzsGTNbZGY/J5TtaGbfmtlkM3vPzBom7LvWzKaZ2a9mdlhC+a5h/WlmNtjMrDzfhxJYERERSdov7VsxYpd0jvt2Mh0WLos6HCm+54AeecqeAq5x9+2Bt4ErAcxsW6AvsF14zKNmlhoe8xhwLtA53PK2WaaUwIqIiEixPHnIHqyuXZMB73+lG7oqGXf/Esj7n8c2wJfh89HAseHz3sCr7r7e3WcA04Ddzaw10NDdv3V3B14A+pR58AmUwIqIiEixrKxbmycO2YMdZi/g0Em/RR2OhBqnpqbF02PjE7Zzkzz0Z+Co8PnxQPvweVtgTkK9uWFZ2/B53vJyk1aeJxMREZGq4cOdtqHnhAzO//A7vt16CzLr1o46pGpveXZ2Viwj3rUEh54FDDazgcC7wIawPL9xrV5IeblRD6yIiIgUm6cYDxyxLw3WrefsT8ZFHY5sAnfPcPdD3X1X4BXg93DXXP7ujQVoB8wLy9vlU15ulMCKiIhIiUxv1ZS39tieI36Ikz53YdThSAmZWYvwMQW4AXg83PUu0NfMaplZR4Kbtca5+3wg08z2DGcfOB14pzxj1hACERERKbHnD9yV7eYupM6GrKhDkSSY2SvAAUAzM5sL3ATUN7P+YZVhwLMA7j7FzF4HfgGygP7unh3Wu4BgRoM6wMhwKzdKYEVERKTE1taqycVn94bynQZUSsjdTypg14MF1L8duD2f8vFAl1IMrVg0hEBEREQ2jZJXKWdKYEVERESkUlECKyIiIiKVihJYEREREalUlMCKiIiISKWiBFZEREREKhUlsCIiIiJSqSiBFREREZFKRQmsiIiIiFQq1S6BNbMeZvarmU0zs2uijkdEREREiqdaJbBmlgo8AhwObAucZGbbRhuViIiIiBRHtUpggd2Bae4+3d03AK8CvSOOSURERESKobolsG2BOQmv54ZlIiIiIlJJpEUdQDmzfMr8HxXMzgXOzd1nZmvLPCopShqQFXUQFZnl98mWikyf6SLYXSdFHYIUnz7XhbC+l5XHaeqUx0kqguqWwM4F2ie8bgfMS6zg7kOAIeUZlBTOzMa7e9eo4xApLfpMS1Wkz7WUp+o2hOB7oLOZdTSzmkBf4N2IYxIRERGRYqhWPbDunmVmFwEfAqnAM+4+JeKwRERERKQYqlUCC+DuHwAfRB2HFIuGdEhVo8+0VEX6XEu5MXcvupaIiIiISAVR3cbAioiIiEglpwRWkmJm2WY20cymmNkkM7vczAr9/JhZBzM7uYTnO9rM3MzSSxbxX+08Z2bHleC4M8yszaacWyqe8vwcJ5wrdyvx0tVm9k1Jj5Wqr5w/19eH5/kpPOcehdTtamaDi3uOhOOvy/O60J+DvPWlalMCK8la6+47uft2wCFAT+CmIo7pAJQogQVOAsYQzBQRhTMAJbBVT3l+jnPPlbvdVYI2AHD3vUp6bDLMrNrdD1HFlMvn2sy6AUcAu7j7DsDB/HNxoH9w9/HufklxzpHHPxLSJH4OlMBWI0pgpdjcfRHBYg8XWaCDmX1lZhPCLfeXzF3AvuF/6ZcVUu8fzKw+sDdwNgkJrJkdYGafm9mbZpZhZi+ZBVP4m9lAM/vezH42syG55QnHHmRmbye8PsTMhplZathL+7OZTQ7jPA7oCrwUxl5tJoauTsr6c1wQM5tpZjeHx07OvcpgZs3NbHRY/oSZzTKzZuG+VeFjYT8Du5rZF2b2g5l9aGatw/ItzWxUWP5VwvmeM7P7zOwz4O5S+JJKBVDGn+vWwBJ3Xx+ea4m7zwMws93M7BsLeoDHmVmD8PP6fri/npk9E/6e/tHMeoflZ4S/i0eZ2VQz+29YfhdQJ4zvpbAs9+egtZl9Ge772cz2za++VHHurk1bkRuwKp+y5UBLoC5QOyzrDIwPnx8AvJ9QP996+bR7KvB0+Pwbgv/2c9tbQbAARQrwLbBPuK9JwvEvAkeGz58DjiNYhS0DaB6WvwwcCewKjE44drPw8XOga9Rfd22V+nOcDUxM2E4My2cCF4fPLwSeCp8/DFwbPu9BsEpgs8S4C/oZAGqEPyu5n+8TCaYJBPgE6Bw+3wP4NHz+HPA+kBr190Vb5fhcA/XDz/JvwKPA/mF5TWA6sFv4uiHBLEd/nQO4Azg1fL5Z2EY9gqtd04FGQG1gFtA+v/eV8HNwBXB9+DwVaFDQ10Fb1d102Ug2RW4vZw3gYTPbieCP9tYF1E+23knAA+HzV8PXE8LX49x9LoCZTSS4DDYGONDMriL4JdwEmAK8l9ugu7uZvQicambPAt2A04EGQCczewgYAXyU1DuXqqSsPsdr3X2nAvYNCx9/AI4Jn+8DHA3g7qPMbHkBx+b3M/An0AUYHXbIpgLzLbiasRfwRsJFiVoJbb3h7tkFnEcqt1L/XLv7KjPbFdgXOBB4zYKx3T8A8939+7DeSgD754WwQ4GjzOz/wte1gc3D55+4+4rwmF+ALShkaALBokTPmFkNYLi7TyykrlRRSmClRMysE8EvuUUEY60WAjsS9AqtK+Cwy4qqZ2ZNge5AFzNzgj/EHianAOsTqmcDaWZWm6A3oKu7zzGzQQS/HPN6liCpXUfwhzsLWG5mOwKHAf2BE4CzkvkaSOVXVp/jJOR+jrP5+/ewFVC3oGMTjzdgirt3S6xoZg2BPwtJpFcneU6pRMrycx3+w/M58LmZTQb6EXQwFDUnpwHHuvuveWLdg/w/0wVy9y/NbD+gF/Cimd3j7i8UcX6pYjQGVorNzJoDjwMPu7sTXPqZ7+45wGkESSdAJkEPZ66C6iU6DnjB3bdw9w7u3h6YQdA7VZDcZHVJ2OOU76wDHozVmgfcQHD5lHCMYYq7vwXcCOxSQOxSxZTx57gkxhD8A4WZHQo0LsaxvwLNLbjJBjOrYWbbhT1hM8zs+LDcwn/YpIoqy8+1mW1jZp0TinYiuOSfAbQxs93Ceg3s3zcGfghcnDBme+ck3s7GsJc1bxxbAIvc/Ungaf7+vZ1vfama1AMryaoTXq6sAWQRjDO9L9z3KPBW+EfyM/7u1fkJyDKzSQQJY0H1Ep1EcHNBorcI7pZ9Lb/A3P1PM3sSmEwwvvD7Qt7HSwTjBH8JX7cFnrW/p5y5Nnx8DnjczNYC3dx9bSFtSuVRXp/jxHPlGuXuhU2ldTPwipmdCHwBzCdIMork7hssuPlwsJk1Ivjd/gDBUJpTgMfM7Ibwfb8KTEqmXak0yutzXR94yMw2C88zDTg3/PydGO6rA6wlmKEg0a0En8mfwiR2JsGMBoUZEtaf4O6nJJQfAFxpZhuBVQTDwQqrL1WQVuKSasXMHgZ+dPeno45FJJGZ1QKy3T0r7El9rJBL/yIi1Zp6YKXaMLMfCHoVrog6FpF8bA68Hl4N2ACcE3E8IiIVlnpgRURERKRS0U1cIiIiIlKpKIEVERERkUpFCayIiIiIVCpKYEWkWjKzQWbm+cxXWdgxHcJj/lPMcx0QHlfU9pwFa8O7mXXIE2v3fNp9zsxmFicWEZGqQLMQiIiUvQkEyxfnak2wnOydwLsJ5YuBlWHd+QnlNwG3A5+WbZgiIpWDElgRkTIWroj1Xe7rhN7V6e7+XT6HLC6PuEREKisNIRAR4a/lV28zs5lmtiF8vK2ApSlrmtl9ZrbIzNaY2fuJl/w3MY5/DCEws9y5Dq9PGGowqJDj65rZ3WY2I3wfM8zs+oTV5kREKj31wIqIBJ4HTgDuAMYQXMa/AehEsJRxomuBicCZQIvwmI/MbDt331jKcXUDviVY7vOJsGxufhXD8bwfAtsSLN05GdgTuBFoghbxEJEqQgmsiFR7ZtYFOAm42d0HhcUfmVk2cKuZ3eXuPyUckgn0dvec8PjfCJLe04FSXabY3b8Llo7njwKGGyQ6CdgH2N/dvwzLPgmPv8nM7nb3RaUZn4hIFHRJSUQE9gsfh+Ypz329f57yN3OTVwB3/5qgV7Qb0eoBzAK+MbO03A34CKhB0BsrIlLpqQdWRCS4vA7/vPMfYEGe/bkW5tPGQqBtaQZVAi2ALYCChjE0LcdYRETKjBJYERFYFj62An5PKG8VPi7NU79lPm20JBgXG6WlwAyCsbz5mVl+oYiIlB0NIRARgS/Cx755yk8JH7/MU35c4l39ZrY30I7gZquysAGok0S9UUB7YJW7j89nW1JG8YmIlCv1wIpIdefuPsXMXgEGhWNGvyEYz3oj8EqeG7gAGgDDzewJoDnBggRTgRfKKMZfgF5mNgpYDsxz93n51HuJYGaET8zsXmASUBPYEjgK6OPua8ooRhGRcqMEVkSqqzpAtrtnh6/7AdOBswimz5oH3A3cnM+xdwJbEUxtVQ/4DLioDKbQynURMBh4D6gVxjQobyV332hmhwHXAOcCHYHVBMMiRhD05IqIVHrm7kXXEhGpYsxsGLCDu28VdSwiIlI86oEVkWrFzLoC+wK9gPsiDkdEREpAPbAiUq2Y2XSCG1hfB25wd11WFxGpZJTAioiIiEilomm0RERERKRSUQIrIiIiIpWKElgRERERqVSUwIqIiIhIpaIEVkREREQqFSWwIiIiIlKp/D9SCC0jZlXAcwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Creating a dual axis chart with Salary and number of jobs\n",
    "fig, ax1 = plt.subplots(figsize=(10,6))\n",
    "color = 'tab:blue'\n",
    "ax1.set_title('Salary Vs. Number of Jobs', fontsize=16)\n",
    "ax1.set_xlabel('Job Title', fontsize=16)\n",
    "ax1.set_ylabel('Salary Estimate Average' , fontsize=16)\n",
    "ax2 = sns.barplot(x='Job Title', y='Salary Estimate Average', data = title_df, palette='winter')\n",
    "ax1.tick_params(axis='y')\n",
    "ax2 = ax1.twinx()\n",
    "color = 'tab:red'\n",
    "ax2.set_ylabel('Number of Jobs', fontsize=16, color=color)\n",
    "ax2 = sns.lineplot(x='Job Title', y='Count', data = title_df, sort=False, color=color)\n",
    "ax2.tick_params(axis='y',color=color)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Creating a dual axis chart with Rating and number of jobs\n",
    "fig, ax1 = plt.subplots(figsize=(10,6))\n",
    "color = 'tab:blue'\n",
    "ax1.set_title('Rating Vs. Number of Jobs', fontsize=16)\n",
    "ax1.set_xlabel('Job Title', fontsize=16)\n",
    "ax1.set_ylabel('Rating' , fontsize=16)\n",
    "ax2 = sns.barplot(x='Job Title', y='Rating', data = title_df, palette='winter')\n",
    "ax1.tick_params(axis='y')\n",
    "ax2 = ax1.twinx()\n",
    "color = 'tab:red'\n",
    "ax2.set_ylabel('Number of Jobs', fontsize=16, color=color)\n",
    "ax2 = sns.lineplot(x='Job Title', y='Count', data = title_df, sort=False, color=color)\n",
    "ax2.tick_params(axis='y', color=color)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Data Engineer     2475\n",
       "Data Analyst      2227\n",
       "Data Scientist    1893\n",
       "Name: Job Title, dtype: int64"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['Job Title'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create box plots for Max Salary and find outliers for the 3 job titles\n",
    "job_titles = [\"Data Analyst\", \"Data Engineer\",\"Data Scientist\"]\n",
    "\n",
    "max_salary_data = []\n",
    "for job_title in job_titles: \n",
    "    # Locate the rows which jobs for each job title and get the min salary\n",
    "    max_salary = data.loc[data[\"Job Title\"] == job_title, \"Salary Estimate Min\"]\n",
    "    max_salary\n",
    "    # add subset \n",
    "    max_salary_data.append(max_salary)\n",
    "    # Determine outliers using upper and lower bounds\n",
    "    quartiles = max_salary.quantile([0.25, 0.50, 0.75])\n",
    "    lower_quartile = quartiles[0.25]\n",
    "    upper_quartile = quartiles[0.75]\n",
    "    IQR = upper_quartile - lower_quartile\n",
    "    lower_bound  = lower_quartile - (1.5*IQR)\n",
    "    upper_bound  = upper_quartile + (1.5*IQR)\n",
    "    outliers = max_salary.loc[(max_salary < lower_bound) | (max_salary > upper_bound)]\n",
    "#     print(f\"The outlier for {job_title} is {outliers}\")\n",
    "# Generate a box plot for Maximum salary across the 3 job titles\n",
    "final_output = dict(markerfacecolor = \"blue\", markersize = 5)\n",
    "plt.boxplot(max_salary_data, labels = job_titles, flierprops=final_output)\n",
    "plt.ylabel(\"Maximum Salary ($)\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "from wordcloud import WordCloud, STOPWORDS, ImageColorGenerator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Word cloud for Data Scientist skills\n",
    "ds_skills=pd.read_csv(\"./output/data_scientist_skills.csv\")\n",
    "ds_skills_df = pd.DataFrame(ds_skills)\n",
    "ds_skills_data = dict(zip(ds_skills_df[\"Keyword\"].tolist(), ds_skills_df[\"Count\"].tolist()))\n",
    "ds_skills_wc = WordCloud(width=800, height=400, max_words=200, background_color=\"white\").generate_from_frequencies(ds_skills_data)\n",
    "plt.figure(figsize=(10, 10))\n",
    "plt.imshow(ds_skills_wc, interpolation='bilinear')\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Word cloud for Softwares/Technology for Data Jobs\n",
    "ds_software=pd.read_csv(\"./output/data_scientist_software.csv\")\n",
    "ds_software_df = pd.DataFrame(ds_software)\n",
    "ds_software_data = dict(zip(ds_software_df[\"Keyword\"].tolist(), ds_software_df[\"Count\"].tolist()))\n",
    "ds_software_data\n",
    "ds_software_wc = WordCloud(width=800, height=400, max_words=200, background_color=\"white\").generate_from_frequencies(ds_software_data)\n",
    "plt.figure(figsize=(10, 10))\n",
    "plt.imshow(ds_software_wc, interpolation='bilinear')\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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