opendata-dresden-jupyter-no.../Dresden Steuerstatistik 199...

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{
"cells": [
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"/home/rob/data/OpenDataPortalDresden/csv\n"
]
}
],
"source": [
"%cd /home/rob/data/OpenDataPortalDresden/csv/"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"steuerstatistik_dresden_quartale_md1.csv\r\n"
]
}
],
"source": [
"%ls steuerstatistik_dresden_quartale_md1.csv"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"source": [
"%pylab inline\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Import Data"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"df = pd.read_csv('./steuerstatistik_dresden_quartale_md1.csv',sep=';')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Einzelne Spalten anzeigen"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [],
"source": [
"years = df['Jahr']\n",
"tax = df['Grundsteuer A und B']\n",
"#tax oder years ausgeben .."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Ganze Tabelle anzeigen"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
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"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Jahr</th>\n",
" <th>Quartal</th>\n",
" <th>Steuereinnahmen (netto)</th>\n",
" <th>Steuereinnahmen (brutto)</th>\n",
" <th>Grundsteuer A und B</th>\n",
" <th>Gewerbesteuer (brutto)</th>\n",
" <th>Sonstige Gemeindesteuern</th>\n",
" <th>Spielautomatensteuer</th>\n",
" <th>Hundesteuer</th>\n",
" <th>Zweitwohnungssteuer</th>\n",
" <th>Beherbergungssteuer</th>\n",
" <th>Gemeindeanteil an der Einkommenssteuer</th>\n",
" <th>Gewerbesteuerumlage</th>\n",
" <th>Gemeindeanteil Umsatzsteuer</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1991</td>\n",
" <td>1. Quartal</td>\n",
" <td>4122</td>\n",
" <td>934</td>\n",
" <td>934</td>\n",
" <td>0</td>\n",
" <td>60</td>\n",
" <td>0</td>\n",
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" <td>3188</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
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" <th>1</th>\n",
" <td>1991</td>\n",
" <td>2. Quartal</td>\n",
" <td>8377</td>\n",
" <td>4666</td>\n",
" <td>4636</td>\n",
" <td>30</td>\n",
" <td>47</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>3711</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1991</td>\n",
" <td>3. Quartal</td>\n",
" <td>4962</td>\n",
" <td>4962</td>\n",
" <td>824</td>\n",
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" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1991</td>\n",
" <td>4. Quartal</td>\n",
" <td>33760</td>\n",
" <td>16842</td>\n",
" <td>1052</td>\n",
" <td>15790</td>\n",
" <td>35</td>\n",
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" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>1992</td>\n",
" <td>1. Quartal</td>\n",
" <td>12473</td>\n",
" <td>12473</td>\n",
" <td>2615</td>\n",
" <td>9858</td>\n",
" <td>138</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
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" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Jahr Quartal Steuereinnahmen (netto) Steuereinnahmen (brutto) \\\n",
"0 1991 1. Quartal 4122 934 \n",
"1 1991 2. Quartal 8377 4666 \n",
"2 1991 3. Quartal 4962 4962 \n",
"3 1991 4. Quartal 33760 16842 \n",
"4 1992 1. Quartal 12473 12473 \n",
"\n",
" Grundsteuer A und B Gewerbesteuer (brutto) Sonstige Gemeindesteuern \\\n",
"0 934 0 60 \n",
"1 4636 30 47 \n",
"2 824 4138 60 \n",
"3 1052 15790 35 \n",
"4 2615 9858 138 \n",
"\n",
" Spielautomatensteuer Hundesteuer Zweitwohnungssteuer \\\n",
"0 0 0 0 \n",
"1 0 0 0 \n",
"2 0 0 0 \n",
"3 0 0 0 \n",
"4 0 0 0 \n",
"\n",
" Beherbergungssteuer Gemeindeanteil an der Einkommenssteuer \\\n",
"0 0 3188 \n",
"1 0 3711 \n",
"2 0 0 \n",
"3 0 16918 \n",
"4 0 0 \n",
"\n",
" Gewerbesteuerumlage Gemeindeanteil Umsatzsteuer \n",
"0 0 0 \n",
"1 0 0 \n",
"2 0 0 \n",
"3 0 0 \n",
"4 0 0 "
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# To sum up, get a less columns"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [
{
"data": {
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"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Jahr</th>\n",
" <th>Quartal</th>\n",
" <th>Steuereinnahmen (netto)</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1991</td>\n",
" <td>1. Quartal</td>\n",
" <td>4122</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1991</td>\n",
" <td>2. Quartal</td>\n",
" <td>8377</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1991</td>\n",
" <td>3. Quartal</td>\n",
" <td>4962</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1991</td>\n",
" <td>4. Quartal</td>\n",
" <td>33760</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>1992</td>\n",
" <td>1. Quartal</td>\n",
" <td>12473</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Jahr Quartal Steuereinnahmen (netto)\n",
"0 1991 1. Quartal 4122\n",
"1 1991 2. Quartal 8377\n",
"2 1991 3. Quartal 4962\n",
"3 1991 4. Quartal 33760\n",
"4 1992 1. Quartal 12473"
]
},
"execution_count": 48,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.loc[:,['Jahr','Quartal','Steuereinnahmen (netto)']].head(5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Sum up each group"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [
{
"data": {
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" .dataframe tbody tr th:only-of-type {\n",
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" <th>Steuereinnahmen (netto)</th>\n",
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" <tr>\n",
" <th>Jahr</th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2014</th>\n",
" <td>444032</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015</th>\n",
" <td>462857</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016</th>\n",
" <td>526787</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017</th>\n",
" <td>637082</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018</th>\n",
" <td>619476</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Steuereinnahmen (netto)\n",
"Jahr \n",
"2014 444032\n",
"2015 462857\n",
"2016 526787\n",
"2017 637082\n",
"2018 619476"
]
},
"execution_count": 54,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.loc[:,['Jahr','Steuereinnahmen (netto)']].groupby(['Jahr']).sum().tail(5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Print graph with all values"
]
},
{
"cell_type": "code",
"execution_count": 88,
"metadata": {},
"outputs": [
{
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\n",
"text/plain": [
"<Figure size 1462.62x648 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#select columns und sum the number-column \n",
"tax_net = df.loc[:,['Jahr','Steuereinnahmen (netto)']].groupby(['Jahr']).sum()\n",
"tax_gross = df.loc[:,['Jahr','Steuereinnahmen (brutto)']].groupby(['Jahr']).sum()\n",
"\n",
"# merge together both data sets\n",
"tax = tax_net\n",
"tax['Steuereinnahmen (brutto)'] = tax_gross['Steuereinnahmen (brutto)']\n",
"\n",
"# spit it out\n",
"ax = sns.relplot(data=tax, height=9, aspect=2, kind=\"line\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# add one more data column"
]
},
{
"cell_type": "code",
"execution_count": 92,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1546.25x648 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"tax_municipality = df.loc[:,['Jahr','Gemeindeanteil an der Einkommenssteuer']].groupby(['Jahr']).sum()\n",
"tax['Gemeindeanteil an der Einkommenssteuer'] = tax_municipality\n",
"\n",
"# spit it out\n",
"ax = sns.relplot(data=tax, height=9, aspect=2, kind=\"line\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# add even two more interesting columns"
]
},
{
"cell_type": "code",
"execution_count": 94,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1546.25x648 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"tax_property = df.loc[:,['Jahr','Grundsteuer A und B']].groupby(['Jahr']).sum()\n",
"tax_trade_gross = df.loc[:,['Jahr','Gewerbesteuer (brutto)']].groupby(['Jahr']).sum()\n",
"\n",
"#even merge these two in our tax data set\n",
"tax['Grundsteuer A und B'] = tax_property\n",
"tax['Gewerbesteuer (brutto)'] = tax_trade_gross\n",
"\n",
"# spit it out\n",
"ax = sns.relplot(data=tax, height=9, aspect=2, kind=\"line\")\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"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": "3.7.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}