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Created August 17, 2014 21:42
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Ravening Lamprey Notebook on excess compensation in BPD
{
"metadata": {
"name": "Ravening Lamprey - Overcompensation in BPD"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": "Analyzing public salary information for East Bay area cities: Does Berkeley overspend?"
},
{
"cell_type": "code",
"collapsed": false,
"input": "import pandas as pd\nimport matplotlib.cm\nimport matplotlib.pyplot as plt\nimport numpy as np\nfrom string import upper",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 91
},
{
"cell_type": "markdown",
"metadata": {},
"source": "First some code that reads the data format supplied by Transparent California. These files have salary + benefits for every public employee in every city in California.\n\nWe filter this down to employees whose job title contains a department keyword -- here \"police\" -- and then bin their total compensation package to the nearest $10,000.\n\nWe group employees according to these bins so that we can count the number of employees who are paid in a certain range"
},
{
"cell_type": "code",
"collapsed": false,
"input": "def bin_pay(city, department, compensation):\n df = pd.DataFrame.from_csv('%s-2012.csv' % city)\n df['job_title'] = df['job_title'].apply(upper)\n dept = df[df['job_title'].str.contains(department.upper())]\n dept['binned_pay'] = dept[compensation].map(lambda x: (int(x) / 10000) * 10000)\n dept = dept[dept['binned_pay'] > 0]\n gb=dept.groupby(by=['binned_pay',])\n mean_pay = dept[compensation].mean()\n\n print \"Average for %(city)s %(department)s $%(mean_pay)2.02f\" % locals()\n return gb['binned_pay'].count().apply(lambda n: (100 * ((n*1.0) / len(dept))))",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 259
},
{
"cell_type": "markdown",
"metadata": {},
"source": "Next, we enabling plotting a barchart with the distribution of pay in each city presented in a bar chart. We'll also print the average compensation by city. Note that the distributions in the chart are expressed in terms of a percentage of the employees who earn in a certain salary range. This enables us to compare larger departments (Oakland) with smaller ones (Albany)."
},
{
"cell_type": "code",
"collapsed": false,
"input": "def plot_compare(cities, department, compensation='total_pay_benefits'):\n d = dict((city, bin_pay(city.lower().replace(' ', '-'), department, compensation)) for city in cities)\n df = pd.DataFrame(data=d)\n \n df.plot(kind='bar', colormap='winter', figsize=(18,12), subplots=True)\n return df",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 252
},
{
"cell_type": "markdown",
"metadata": {},
"source": "Finally, we run the chart and also compute average compensation figures for each municipality. \n\nWe can see that Berkeley's pay is, on average, $40,000 greater than the average of another area city.\n\nThe charts reveal that this isn't only true of the average: the entire distribution is shifted out to the right (overall higher compensation) in Berkeley."
},
{
"cell_type": "code",
"collapsed": false,
"input": "df = plot_compare(('Berkeley', 'Albany', 'El Cerrito', 'Richmond', 'Piedmont', 'Oakland', 'Emeryville'), 'police')",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "Average for berkeley police $226967.38\nAverage for albany police $150451.74\nAverage for el-cerrito police $148323.92\nAverage for richmond police $178934.00\nAverage for piedmont police $158073.18\nAverage for oakland police $138423.22"
},
{
"output_type": "stream",
"stream": "stdout",
"text": "\nAverage for emeryville police $173393.48\n"
},
{
"metadata": {},
"output_type": "display_data",
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8+OOPeOmll3Djxg3MnTsXp0+fxv3791FZWYknT55g0aJFmDlzJoCnwxA2btwIlUqlr6d3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\nZmYqdWiZz9Lt0aJlBEu3R4uWESzdHi1aRrB0ezqsFt1YoPtDzPDhw+Wxx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Vu24KOPPoLN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\nY4wxxhhjjDGPuLGAMcYYY4wxxhhjHv1/wTlUjD/VVsMAAAAASUVORK5CYII=\n",
"text": "<matplotlib.figure.Figure at 0x110190890>"
}
],
"prompt_number": 260
},
{
"cell_type": "markdown",
"metadata": {},
"source": "Average base compensation is higher too and the bell curve is once again further to the right than any other city."
},
{
"cell_type": "code",
"collapsed": false,
"input": "df = plot_compare(('Berkeley', 'Albany', 'El Cerrito', 'Richmond', 'Piedmont', 'Oakland', 'Emeryville'), \n 'police',\n compensation='base_pay')",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "Average for berkeley police $112893.68\nAverage for albany police $94725.92\nAverage for el-cerrito police $85002.56\nAverage for richmond police $94255.76\nAverage for piedmont police $88705.79\nAverage for oakland police $78706.06\nAverage for emeryville police $97243.20"
},
{
"output_type": "stream",
"stream": "stdout",
"text": "\n"
},
{
"metadata": {},
"output_type": "display_data",
"png": 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bQd2+COiAQVVVFZs2beLZZ5+lbdu2DBo0iNGjR7N27dpg9XnBaeG2gsm8bqfT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\nHDAgIiIiIiIioio4YEBEREREREREVfw/FRWQxVQ3t4EAAAAASUVORK5CYII=\n",
"text": "<matplotlib.figure.Figure at 0x1101ca090>"
}
],
"prompt_number": 261
},
{
"cell_type": "markdown",
"metadata": {},
"source": "Total benefits are also higher in Berkeley, both at the mean and for the bell curve as a whole."
},
{
"cell_type": "code",
"collapsed": false,
"input": "df = plot_compare(('Berkeley', 'Albany', 'El Cerrito', 'Richmond', 'Piedmont', 'Oakland', 'Emeryville'), \n 'police',\n compensation='total_benefits')",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "Average for berkeley police $86600.50\nAverage for albany police $43868.83\nAverage for el-cerrito police $53698.88\nAverage for richmond police $48248.46\nAverage for piedmont police $58259.04\nAverage for oakland police $42775.73\nAverage for emeryville police $53930.69"
},
{
"output_type": "stream",
"stream": "stdout",
"text": "\n"
},
{
"metadata": {},
"output_type": "display_data",
"png": 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MR4z5WMZsxJiPGPMRc5Z8rK5hsHbtWqxdu7bJ51588UWcP3/e3j0RERERERER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\nYII=\n",
"text": "<matplotlib.figure.Figure at 0x10e637f50>"
}
],
"prompt_number": 262
},
{
"cell_type": "markdown",
"metadata": {},
"source": "**Conclusion**\n\nBerkeley pays more in salary and benefits than any other area city for its police department payroll. The phenomenon isn't limited to a few highly compensated employees; instead, wages are higher across the board.\n\nThe evidence suggests that Berkeley is paying its police force considerably more than the market requires. Police in Piedmont, Albany, El Cerrito, and so on are not dramatically less competent than in Berkeley, and yet are willing to be employed by those cities for far less money."
}
],
"metadata": {}
}
]
}
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