{
"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": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Jahr | \n",
" Quartal | \n",
" Steuereinnahmen (netto) | \n",
" Steuereinnahmen (brutto) | \n",
" Grundsteuer A und B | \n",
" Gewerbesteuer (brutto) | \n",
" Sonstige Gemeindesteuern | \n",
" Spielautomatensteuer | \n",
" Hundesteuer | \n",
" Zweitwohnungssteuer | \n",
" Beherbergungssteuer | \n",
" Gemeindeanteil an der Einkommenssteuer | \n",
" Gewerbesteuerumlage | \n",
" Gemeindeanteil Umsatzsteuer | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 1991 | \n",
" 1. Quartal | \n",
" 4122 | \n",
" 934 | \n",
" 934 | \n",
" 0 | \n",
" 60 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 3188 | \n",
" 0 | \n",
" 0 | \n",
"
\n",
" \n",
" 1 | \n",
" 1991 | \n",
" 2. Quartal | \n",
" 8377 | \n",
" 4666 | \n",
" 4636 | \n",
" 30 | \n",
" 47 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 3711 | \n",
" 0 | \n",
" 0 | \n",
"
\n",
" \n",
" 2 | \n",
" 1991 | \n",
" 3. Quartal | \n",
" 4962 | \n",
" 4962 | \n",
" 824 | \n",
" 4138 | \n",
" 60 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
"
\n",
" \n",
" 3 | \n",
" 1991 | \n",
" 4. Quartal | \n",
" 33760 | \n",
" 16842 | \n",
" 1052 | \n",
" 15790 | \n",
" 35 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 16918 | \n",
" 0 | \n",
" 0 | \n",
"
\n",
" \n",
" 4 | \n",
" 1992 | \n",
" 1. Quartal | \n",
" 12473 | \n",
" 12473 | \n",
" 2615 | \n",
" 9858 | \n",
" 138 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"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": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Jahr | \n",
" Quartal | \n",
" Steuereinnahmen (netto) | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 1991 | \n",
" 1. Quartal | \n",
" 4122 | \n",
"
\n",
" \n",
" 1 | \n",
" 1991 | \n",
" 2. Quartal | \n",
" 8377 | \n",
"
\n",
" \n",
" 2 | \n",
" 1991 | \n",
" 3. Quartal | \n",
" 4962 | \n",
"
\n",
" \n",
" 3 | \n",
" 1991 | \n",
" 4. Quartal | \n",
" 33760 | \n",
"
\n",
" \n",
" 4 | \n",
" 1992 | \n",
" 1. Quartal | \n",
" 12473 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"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": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Steuereinnahmen (netto) | \n",
"
\n",
" \n",
" Jahr | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" 2014 | \n",
" 444032 | \n",
"
\n",
" \n",
" 2015 | \n",
" 462857 | \n",
"
\n",
" \n",
" 2016 | \n",
" 526787 | \n",
"
\n",
" \n",
" 2017 | \n",
" 637082 | \n",
"
\n",
" \n",
" 2018 | \n",
" 619476 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"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": [
{
"data": {
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\n",
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