{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Lineaarinen regressio: tehtävä"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Olet töissä ison yrityksen markkinointiosastolla myynnin tukena ja osastosi suunnittelee markkinointikampanjoita, jotka on tarkoitus ohjata eri kanavien kautta. Sinulla on tietoa myynnistä ja eri markkinointikampanjoista. Tehtäväsi on kehittää myynnin ennustamismalli. Mallin on tarkoitus toimia myynnin suunnittelu tukena ja antaa tietoa siitä, kuinka paljon myyntiä voidaan odottaa, jos markkinointiin käytettään tietty määrä rahaa kunkin kanavan kautta."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# tuodaan datankäsittelyyn vaadittava kirjasto\n",
"import pandas as pd"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# datan lataaminen vaatii nettiyhteyden\n",
"df = pd.read_csv('http://www-bcf.usc.edu/~gareth/ISL/Advertising.csv', index_col = 0)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
TV
\n",
"
radio
\n",
"
newspaper
\n",
"
sales
\n",
"
\n",
" \n",
" \n",
"
\n",
"
1
\n",
"
230.1
\n",
"
37.8
\n",
"
69.2
\n",
"
22.1
\n",
"
\n",
"
\n",
"
2
\n",
"
44.5
\n",
"
39.3
\n",
"
45.1
\n",
"
10.4
\n",
"
\n",
"
\n",
"
3
\n",
"
17.2
\n",
"
45.9
\n",
"
69.3
\n",
"
9.3
\n",
"
\n",
"
\n",
"
4
\n",
"
151.5
\n",
"
41.3
\n",
"
58.5
\n",
"
18.5
\n",
"
\n",
"
\n",
"
5
\n",
"
180.8
\n",
"
10.8
\n",
"
58.4
\n",
"
12.9
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" TV radio newspaper sales\n",
"1 230.1 37.8 69.2 22.1\n",
"2 44.5 39.3 45.1 10.4\n",
"3 17.2 45.9 69.3 9.3\n",
"4 151.5 41.3 58.5 18.5\n",
"5 180.8 10.8 58.4 12.9"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# tutkiskellaan dataa tulostamalla vaikka ensimmäiset tai viimeiset rivit datakehyksestä\n",
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(200, 4)"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# katsotaan datakehyksen muoto\n",
"df.shape"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Int64Index: 200 entries, 1 to 200\n",
"Data columns (total 4 columns):\n",
"TV 200 non-null float64\n",
"radio 200 non-null float64\n",
"newspaper 200 non-null float64\n",
"sales 200 non-null float64\n",
"dtypes: float64(4)\n",
"memory usage: 7.8 KB\n"
]
}
],
"source": [
"# tulostetaan vielä datakehyksen tiedot\n",
"df.info()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Ennen kuin alotat mallin kehittämisen, haluat saada käsityksen datasta. Valitset tätä varten sopivat kirjastot ja piirrät pari kuvaa. (Enemmänkin saa piirtää - tämä on jopa suositeltavaa.)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"\n",
"sns.set()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# piirrä muuttujista parittaiset kuvat. pohdi jo tässä vaiheessä, mitä odotat mallilta\n",
"sns.pairplot(df)\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/anaconda3/lib/python3.6/site-packages/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
" return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# piirrä parikuvat muuttujista myyntiä vasten. lisää kuviin regressiosuora. \n",
"# selventääkö tämä odotuksiasi mallin suhteen?\n",
"sns.pairplot(df, x_vars = ['TV', 'radio', 'newspaper'], y_vars = 'sales', \n",
" height = 5, aspect = 0.7, \n",
" kind = 'reg')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Seuraavaksi varmistat, että selittävien muuttujien välillä ei ole liian suurta korrelaatiota."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"