tvarkauvilniu.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib as mpl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "mpl.rc('font', family='Ubuntu', size=14)\n",
    "mpl.rc('figure', figsize=(16, 10))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "source = 'https://github.com/vilnius/problemos/blob/master/data/problemos.csv?raw=true'\n",
    "d = pd.read_csv(source, sep=';', parse_dates=['date'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>ID</th>\n",
       "      <td>23</td>\n",
       "      <td>24</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>address</th>\n",
       "      <td>Musninkų g. 1</td>\n",
       "      <td>Šeškinės g. 4</td>\n",
       "      <td>P. Lukšio g. 23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>coordsX</th>\n",
       "      <td>580110</td>\n",
       "      <td>580602.552112438</td>\n",
       "      <td>583595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>coordsY</th>\n",
       "      <td>6065220</td>\n",
       "      <td>6064771.81864364</td>\n",
       "      <td>6064715</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>problem_type</th>\n",
       "      <td>Gatvių priežiūra ir tvarkymas</td>\n",
       "      <td>Gatvių priežiūra ir tvarkymas</td>\n",
       "      <td>Eismo organizavimas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>description</th>\n",
       "      <td>Prie įvažiavimo į namo kiemą nesutvarkytos duo...</td>\n",
       "      <td>Itin duobėtas kelias, kylant į kalną ties Šešk...</td>\n",
       "      <td>Kubiliaus ir Luksio gatviu sankryzoje gyvybisk...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>user_id</th>\n",
       "      <td>1f88bfeec408b868d0f238d8d1e3a43b</td>\n",
       "      <td>2132c0c5651f2d70db3542577a55ab52</td>\n",
       "      <td>4695e10690bbc140ca89e857076060e8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <td>2012-01-31 07:45:12</td>\n",
       "      <td>2012-01-31 10:35:08</td>\n",
       "      <td>2012-02-01 14:50:12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>executorOrg</th>\n",
       "      <td>Susisiekimo komunikacijų skyrius</td>\n",
       "      <td>Statinių skyrius</td>\n",
       "      <td>Eismo organizavimo skyrius</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>status</th>\n",
       "      <td>Atidėta</td>\n",
       "      <td>Atlikta</td>\n",
       "      <td>Atlikta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>answer</th>\n",
       "      <td>Žiemos sezono metu šaltu asfaltu užtaisomos ti...</td>\n",
       "      <td>Pranešame, kad esant paros vidutinei temperatū...</td>\n",
       "      <td>Informuojame, kad Vilniaus miesto savivaldybės...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>avilys_number</th>\n",
       "      <td>10544317</td>\n",
       "      <td>10547123</td>\n",
       "      <td>10559274</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                               0  \\\n",
       "ID                                                            23   \n",
       "address                                            Musninkų g. 1   \n",
       "coordsX                                                   580110   \n",
       "coordsY                                                  6065220   \n",
       "problem_type                       Gatvių priežiūra ir tvarkymas   \n",
       "description    Prie įvažiavimo į namo kiemą nesutvarkytos duo...   \n",
       "user_id                         1f88bfeec408b868d0f238d8d1e3a43b   \n",
       "date                                         2012-01-31 07:45:12   \n",
       "executorOrg                     Susisiekimo komunikacijų skyrius   \n",
       "status                                                   Atidėta   \n",
       "answer         Žiemos sezono metu šaltu asfaltu užtaisomos ti...   \n",
       "avilys_number                                           10544317   \n",
       "\n",
       "                                                               1  \\\n",
       "ID                                                            24   \n",
       "address                                            Šeškinės g. 4   \n",
       "coordsX                                         580602.552112438   \n",
       "coordsY                                         6064771.81864364   \n",
       "problem_type                       Gatvių priežiūra ir tvarkymas   \n",
       "description    Itin duobėtas kelias, kylant į kalną ties Šešk...   \n",
       "user_id                         2132c0c5651f2d70db3542577a55ab52   \n",
       "date                                         2012-01-31 10:35:08   \n",
       "executorOrg                                     Statinių skyrius   \n",
       "status                                                   Atlikta   \n",
       "answer         Pranešame, kad esant paros vidutinei temperatū...   \n",
       "avilys_number                                           10547123   \n",
       "\n",
       "                                                               2  \n",
       "ID                                                            25  \n",
       "address                                          P. Lukšio g. 23  \n",
       "coordsX                                                   583595  \n",
       "coordsY                                                  6064715  \n",
       "problem_type                                 Eismo organizavimas  \n",
       "description    Kubiliaus ir Luksio gatviu sankryzoje gyvybisk...  \n",
       "user_id                         4695e10690bbc140ca89e857076060e8  \n",
       "date                                         2012-02-01 14:50:12  \n",
       "executorOrg                           Eismo organizavimo skyrius  \n",
       "status                                                   Atlikta  \n",
       "answer         Informuojame, kad Vilniaus miesto savivaldybės...  \n",
       "avilys_number                                           10559274  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d.head(3).T"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Pranešimų skaičius ketvirčiais"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fe2ce143fd0>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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YltIKAADAsJRWAAAAhqW0AgAAMCylFQAAgGEprQAAAAxLaQUAAGBYSisAAADDUloBAAAY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\nYSmtAAAADEtpBQAAYFhKKwAAAMP6X6eJK8JMq+V1AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fe2ce6bcc50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "d.groupby([d.date.dt.to_period('Q')]).agg({'ID': 'count'}).plot.bar()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Pranešimų skaičius pagal pranešimo būseną"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fe2ce22cf28>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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QUFoAszRDI5x2siUphKFUYfv370dRUREeeughjB49ut55g8GAw4cPY+fOnRg3bhxWr16N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\nEPyGiFJBEARBEARBEATBb/x/FjY+pbMnwRYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fe2ce417240>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "d.groupby([d.date, d.status]).agg({'ID': 'count'}).unstack().reset_index().groupby([d.date.dt.to_period('M')]).count()['ID'].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.4.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}