{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Päivitetty 2023-12-15 / Aki Taanila\n"
]
}
],
"source": [
"from datetime import datetime\n",
"print(f'Päivitetty {datetime.now().date()} / Aki Taanila')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Aikasarjojen kuvailua ja analysointia\n",
"\n",
"Seuraavassa tarvitaan **yfinance** -kirjastoa, joka ei kuulu Anacondan vakioasennukseen. Voit asentaa sen komentoriviltä (Windows: Anaconda Prompt, macOS: Terminal/Pääte) komennolla `conda install -c conda-forge yfinance`"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"\n",
"# Tätä tarvitaan datan noutamiseen Yahoo Finance -palvelusta\n",
"import yfinance as yf\n",
"\n",
"# Tyyli vaikuttaa grafiikan ulkoasuun\n",
"sns.set_style('darkgrid')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Datojen nouto\n",
"\n",
"Yahoo Finance -palvelu https://finance.yahoo.com/ sisältää tietoa osakkeista, valuutoista, raaka-aineista jne. Jos esimerkiksi haen palvelun hakutoiminnolla **elisa**, niin minulle selviää, että Elisan tunnus on **ELISA.HE**. Vastaavasti Telian tunnukseksi löydän **TELIA1.HE**. Seuraavassa haen Elisan ja Telian osakkeiden historiatietoja tähän päivään saakka.\n",
"\n",
"Joka kerta kun suoritan koodin, saan mukaan myös tuoreimmat tiedot."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[*********************100%%**********************] 1 of 1 completed\n",
"[*********************100%%**********************] 1 of 1 completed\n"
]
}
],
"source": [
"elisa = yf.download('ELISA.HE', start='2018-1-1')\n",
"telia = yf.download('TELIA1.HE', start='2018-1-1')"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
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" High | \n",
" Low | \n",
" Close | \n",
" Adj Close | \n",
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\n",
" \n",
" Date | \n",
" | \n",
" | \n",
" | \n",
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\n",
" \n",
" \n",
" \n",
" 2018-01-02 | \n",
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\n",
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\n",
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\n",
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\n",
" \n",
" 2018-01-08 | \n",
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\n",
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\n",
" \n",
" 2023-12-11 | \n",
" 41.970001 | \n",
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" 41.459999 | \n",
" 41.459999 | \n",
" 41.459999 | \n",
" 378711 | \n",
"
\n",
" \n",
" 2023-12-12 | \n",
" 41.400002 | \n",
" 41.840000 | \n",
" 41.290001 | \n",
" 41.540001 | \n",
" 41.540001 | \n",
" 171456 | \n",
"
\n",
" \n",
" 2023-12-13 | \n",
" 41.500000 | \n",
" 41.500000 | \n",
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" 40.849998 | \n",
" 241663 | \n",
"
\n",
" \n",
" 2023-12-14 | \n",
" 41.020000 | \n",
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" 40.799999 | \n",
" 40.799999 | \n",
" 40.799999 | \n",
" 431885 | \n",
"
\n",
" \n",
" 2023-12-15 | \n",
" 40.930000 | \n",
" 41.209999 | \n",
" 40.759998 | \n",
" 40.790001 | \n",
" 40.790001 | \n",
" 90321 | \n",
"
\n",
" \n",
"
\n",
"
1500 rows × 6 columns
\n",
"
"
],
"text/plain": [
" Open High Low Close Adj Close Volume\n",
"Date \n",
"2018-01-02 32.970001 33.070000 32.689999 32.860001 25.996548 357134\n",
"2018-01-03 32.840000 33.070000 32.599998 32.689999 25.862055 348571\n",
"2018-01-04 32.770000 32.820000 32.660000 32.750000 25.909523 430650\n",
"2018-01-05 32.750000 32.970001 32.680000 32.910000 26.036100 443343\n",
"2018-01-08 32.930000 33.320000 32.930000 33.060001 26.154774 383662\n",
"... ... ... ... ... ... ...\n",
"2023-12-11 41.970001 41.970001 41.459999 41.459999 41.459999 378711\n",
"2023-12-12 41.400002 41.840000 41.290001 41.540001 41.540001 171456\n",
"2023-12-13 41.500000 41.500000 40.840000 40.849998 40.849998 241663\n",
"2023-12-14 41.020000 41.639999 40.799999 40.799999 40.799999 431885\n",
"2023-12-15 40.930000 41.209999 40.759998 40.790001 40.790001 90321\n",
"\n",
"[1500 rows x 6 columns]"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Datan alku- ja loppuosa\n",
"elisa"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Open | \n",
" High | \n",
" Low | \n",
" Close | \n",
" Adj Close | \n",
" Volume | \n",
"
\n",
" \n",
" Date | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
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\n",
" \n",
" \n",
" \n",
" 2018-01-02 | \n",
" 3.750 | \n",
" 3.752 | \n",
" 3.718 | \n",
" 3.729 | \n",
" 0.044918 | \n",
" 1717521 | \n",
"
\n",
" \n",
" 2018-01-03 | \n",
" 3.758 | \n",
" 3.758 | \n",
" 3.730 | \n",
" 3.755 | \n",
" 0.045232 | \n",
" 1823437 | \n",
"
\n",
" \n",
" 2018-01-04 | \n",
" 3.760 | \n",
" 3.786 | \n",
" 3.756 | \n",
" 3.780 | \n",
" 0.045533 | \n",
" 1540541 | \n",
"
\n",
" \n",
" 2018-01-05 | \n",
" 3.780 | \n",
" 3.850 | \n",
" 3.777 | \n",
" 3.850 | \n",
" 0.046376 | \n",
" 1306020 | \n",
"
\n",
" \n",
" 2018-01-08 | \n",
" 3.850 | \n",
" 3.860 | \n",
" 3.824 | \n",
" 3.845 | \n",
" 0.046316 | \n",
" 2151101 | \n",
"
\n",
" \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
"
\n",
" \n",
" 2023-12-11 | \n",
" 2.322 | \n",
" 2.328 | \n",
" 2.305 | \n",
" 2.320 | \n",
" 2.320000 | \n",
" 732361 | \n",
"
\n",
" \n",
" 2023-12-12 | \n",
" 2.320 | \n",
" 2.332 | \n",
" 2.306 | \n",
" 2.306 | \n",
" 2.306000 | \n",
" 934143 | \n",
"
\n",
" \n",
" 2023-12-13 | \n",
" 2.306 | \n",
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" 2.284000 | \n",
" 965178 | \n",
"
\n",
" \n",
" 2023-12-14 | \n",
" 2.292 | \n",
" 2.368 | \n",
" 2.292 | \n",
" 2.332 | \n",
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" 1346397 | \n",
"
\n",
" \n",
" 2023-12-15 | \n",
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" 2.338 | \n",
" 2.305 | \n",
" 2.308 | \n",
" 2.308000 | \n",
" 517207 | \n",
"
\n",
" \n",
"
\n",
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1500 rows × 6 columns
\n",
"
"
],
"text/plain": [
" Open High Low Close Adj Close Volume\n",
"Date \n",
"2018-01-02 3.750 3.752 3.718 3.729 0.044918 1717521\n",
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"2018-01-04 3.760 3.786 3.756 3.780 0.045533 1540541\n",
"2018-01-05 3.780 3.850 3.777 3.850 0.046376 1306020\n",
"2018-01-08 3.850 3.860 3.824 3.845 0.046316 2151101\n",
"... ... ... ... ... ... ...\n",
"2023-12-11 2.322 2.328 2.305 2.320 2.320000 732361\n",
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"2023-12-15 2.332 2.338 2.305 2.308 2.308000 517207\n",
"\n",
"[1500 rows x 6 columns]"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Datan alku- ja loppuosa\n",
"telia"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Viivakaavioita"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Kehitys koko aikavälillä\n",
"fig, axs = plt.subplots(nrows=1, ncols=2, figsize=(10, 3))\n",
"elisa['Close'].plot(ax=axs[0])\n",
"telia['Close'].plot(ax=axs[1])"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Kehitys kuluvana vuonna\n",
"fig, axs = plt.subplots(nrows=1, ncols=2, figsize=(10, 3))\n",
"elisa['Close']['2023':].plot(ax=axs[0])\n",
"telia['Close']['2023':].plot(ax=axs[1])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Aggregointi\n",
"\n",
"**resample**-funktio aggregoi aikasarjan esimerkiksi päivätasolta kuukausitasolle.\n",
"\n",
"resample-funktion parametrina käytettäviä arvoja:\n",
"\n",
"https://pandas.pydata.org/pandas-docs/stable/user_guide/timeseries.html#offset-aliases"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Päivän päätöshintojen aggregointi kuukausitasolle keskiarvoja käyttäen\n",
"fig, axs = plt.subplots(nrows=1, ncols=2, figsize=(10, 3))\n",
"elisa['Close'].resample('M').mean().plot(ax=axs[0])\n",
"telia['Close'].resample('M').mean().plot(ax=axs[1])"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Päivän päätöshintojen aggregointi vuosineljännestasolle keskiarvoja käyttäen\n",
"fig, axs = plt.subplots(nrows=1, ncols=2, figsize=(10, 3))\n",
"elisa['Close'].resample('Q').mean().plot(ax=axs[0])\n",
"telia['Close'].resample('Q').mean().plot(ax=axs[1])"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'Miljoonaa kpl')"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Osakkeiden vaihdon määrät (kpl) vuosineljänneksittäin (aggregointi summaa käyttäen)\n",
"# Viimeisen vuosineljänneksen kohdalla voi olla äkillinen pudotus, jos vuosineljännes on vasta aluillaan\n",
"fig, axs = plt.subplots(nrows=1, ncols=2, figsize=(10, 3))\n",
"(elisa['Volume']/1000000).resample('Q').sum().plot(ax=axs[0])\n",
"(telia['Volume']/1000000).resample('Q').sum().plot(ax=axs[1])\n",
"axs[0].set_ylabel('Miljoonaa kpl')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Liukuvia keskiarvoja\n",
"\n",
"Liukuvilla keskiarvoilla tasoitetaan satunnaisia piikkejä. Liukuvien tunnuslukujen laskenta onnistuu **rolling**-funktiolla.\n",
"\n",
"Teknisessä analyysissä aikasarjan ja liukuvien keskiarvojen leikkauskohtia käytetään osto- ja myyntisignaaleina.\n",
"Lisätietoa https://www.investopedia.com/articles/active-trading/052014/how-use-moving-average-buy-stocks.asp"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Elisan päätöshinnat\n",
"elisa['Close'].plot(figsize=(10, 6))\n",
"\n",
"# Elisan päätöshintojen 50 päivän liukuvat keskiarvot\n",
"elisa['Close'].rolling(50).mean().plot()\n",
"\n",
"# Elisan päätöshintojen 200 päivän liukuvat keskiarvot\n",
"elisa['Close'].rolling(200).mean().plot()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Elisan päätöshinnat\n",
"telia['Close'].plot(figsize=(10, 6))\n",
"\n",
"# Elisan päätöshintojen 50 päivän liukuvat keskiarvot\n",
"telia['Close'].rolling(50).mean().plot()\n",
"\n",
"# Elisan päätöshintojen 200 päivän liukuvat keskiarvot\n",
"telia['Close'].rolling(200).mean().plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Muutosprosentit\n",
"\n",
"Muutosprosentit lasketaan **pct_change**-funktiolla. Tulos on desimaalimuodossa; tarvittaessa saan prosenttiluvut kertomalla luvulla 100."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Open | \n",
" High | \n",
" Low | \n",
" Close | \n",
" Adj Close | \n",
" Volume | \n",
" Elisa% | \n",
"
\n",
" \n",
" Date | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" 2018-01-02 | \n",
" 32.970001 | \n",
" 33.070000 | \n",
" 32.689999 | \n",
" 32.860001 | \n",
" 25.996548 | \n",
" 357134 | \n",
" NaN | \n",
"
\n",
" \n",
" 2018-01-03 | \n",
" 32.840000 | \n",
" 33.070000 | \n",
" 32.599998 | \n",
" 32.689999 | \n",
" 25.862055 | \n",
" 348571 | \n",
" -0.005174 | \n",
"
\n",
" \n",
" 2018-01-04 | \n",
" 32.770000 | \n",
" 32.820000 | \n",
" 32.660000 | \n",
" 32.750000 | \n",
" 25.909523 | \n",
" 430650 | \n",
" 0.001835 | \n",
"
\n",
" \n",
" 2018-01-05 | \n",
" 32.750000 | \n",
" 32.970001 | \n",
" 32.680000 | \n",
" 32.910000 | \n",
" 26.036100 | \n",
" 443343 | \n",
" 0.004885 | \n",
"
\n",
" \n",
" 2018-01-08 | \n",
" 32.930000 | \n",
" 33.320000 | \n",
" 32.930000 | \n",
" 33.060001 | \n",
" 26.154774 | \n",
" 383662 | \n",
" 0.004558 | \n",
"
\n",
" \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
"
\n",
" \n",
" 2023-12-11 | \n",
" 41.970001 | \n",
" 41.970001 | \n",
" 41.459999 | \n",
" 41.459999 | \n",
" 41.459999 | \n",
" 378711 | \n",
" -0.012152 | \n",
"
\n",
" \n",
" 2023-12-12 | \n",
" 41.400002 | \n",
" 41.840000 | \n",
" 41.290001 | \n",
" 41.540001 | \n",
" 41.540001 | \n",
" 171456 | \n",
" 0.001930 | \n",
"
\n",
" \n",
" 2023-12-13 | \n",
" 41.500000 | \n",
" 41.500000 | \n",
" 40.840000 | \n",
" 40.849998 | \n",
" 40.849998 | \n",
" 241663 | \n",
" -0.016611 | \n",
"
\n",
" \n",
" 2023-12-14 | \n",
" 41.020000 | \n",
" 41.639999 | \n",
" 40.799999 | \n",
" 40.799999 | \n",
" 40.799999 | \n",
" 431885 | \n",
" -0.001224 | \n",
"
\n",
" \n",
" 2023-12-15 | \n",
" 40.930000 | \n",
" 41.209999 | \n",
" 40.759998 | \n",
" 40.790001 | \n",
" 40.790001 | \n",
" 90321 | \n",
" -0.000245 | \n",
"
\n",
" \n",
"
\n",
"
1500 rows × 7 columns
\n",
"
"
],
"text/plain": [
" Open High Low Close Adj Close Volume \\\n",
"Date \n",
"2018-01-02 32.970001 33.070000 32.689999 32.860001 25.996548 357134 \n",
"2018-01-03 32.840000 33.070000 32.599998 32.689999 25.862055 348571 \n",
"2018-01-04 32.770000 32.820000 32.660000 32.750000 25.909523 430650 \n",
"2018-01-05 32.750000 32.970001 32.680000 32.910000 26.036100 443343 \n",
"2018-01-08 32.930000 33.320000 32.930000 33.060001 26.154774 383662 \n",
"... ... ... ... ... ... ... \n",
"2023-12-11 41.970001 41.970001 41.459999 41.459999 41.459999 378711 \n",
"2023-12-12 41.400002 41.840000 41.290001 41.540001 41.540001 171456 \n",
"2023-12-13 41.500000 41.500000 40.840000 40.849998 40.849998 241663 \n",
"2023-12-14 41.020000 41.639999 40.799999 40.799999 40.799999 431885 \n",
"2023-12-15 40.930000 41.209999 40.759998 40.790001 40.790001 90321 \n",
"\n",
" Elisa% \n",
"Date \n",
"2018-01-02 NaN \n",
"2018-01-03 -0.005174 \n",
"2018-01-04 0.001835 \n",
"2018-01-05 0.004885 \n",
"2018-01-08 0.004558 \n",
"... ... \n",
"2023-12-11 -0.012152 \n",
"2023-12-12 0.001930 \n",
"2023-12-13 -0.016611 \n",
"2023-12-14 -0.001224 \n",
"2023-12-15 -0.000245 \n",
"\n",
"[1500 rows x 7 columns]"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Hinnan muutokset prosentteina edellisestä päivästä\n",
"elisa['Elisa%'] = elisa['Close'].pct_change()\n",
"telia['Telia%'] = telia['Close'].pct_change()\n",
"\n",
"# Tarkistetaan laskennan onnistuminen\n",
"elisa"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Elisa% | \n",
" Telia% | \n",
"
\n",
" \n",
" Date | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" 2018-01-02 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
"
\n",
" \n",
" 2018-01-03 | \n",
" -0.005174 | \n",
" 0.006972 | \n",
"
\n",
" \n",
" 2018-01-04 | \n",
" 0.001835 | \n",
" 0.006658 | \n",
"
\n",
" \n",
" 2018-01-05 | \n",
" 0.004885 | \n",
" 0.018519 | \n",
"
\n",
" \n",
" 2018-01-08 | \n",
" 0.004558 | \n",
" -0.001299 | \n",
"
\n",
" \n",
" ... | \n",
" ... | \n",
" ... | \n",
"
\n",
" \n",
" 2023-12-11 | \n",
" -0.012152 | \n",
" 0.001295 | \n",
"
\n",
" \n",
" 2023-12-12 | \n",
" 0.001930 | \n",
" -0.006034 | \n",
"
\n",
" \n",
" 2023-12-13 | \n",
" -0.016611 | \n",
" -0.009540 | \n",
"
\n",
" \n",
" 2023-12-14 | \n",
" -0.001224 | \n",
" 0.021016 | \n",
"
\n",
" \n",
" 2023-12-15 | \n",
" -0.000245 | \n",
" -0.010292 | \n",
"
\n",
" \n",
"
\n",
"
1500 rows × 2 columns
\n",
"
"
],
"text/plain": [
" Elisa% Telia%\n",
"Date \n",
"2018-01-02 0.000000 0.000000\n",
"2018-01-03 -0.005174 0.006972\n",
"2018-01-04 0.001835 0.006658\n",
"2018-01-05 0.004885 0.018519\n",
"2018-01-08 0.004558 -0.001299\n",
"... ... ...\n",
"2023-12-11 -0.012152 0.001295\n",
"2023-12-12 0.001930 -0.006034\n",
"2023-12-13 -0.016611 -0.009540\n",
"2023-12-14 -0.001224 0.021016\n",
"2023-12-15 -0.000245 -0.010292\n",
"\n",
"[1500 rows x 2 columns]"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Muodostan Elisan ja Telian muutosprosenteista uuden datan\n",
"muutokset = pd.concat([elisa['Elisa%'], telia['Telia%']], axis=1)\n",
"\n",
"# Jos päätöshinnoissa on puuttuvia arvoja (kauppaa ei ole käyty), niin muutosprosenteissakin on puuttuvia arvoja\n",
"# Ne kannattaa korvata muutosprosentilla 0 käyttäen fillna-toimintoa\n",
"muutokset = muutokset.fillna(0)\n",
"\n",
"# Tarkistetaan lopputulos\n",
"muutokset"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Elisan ja Telian päivittäiset muutosprosentit kuluvana vuonna\n",
"(muutokset['2023':]*100).plot(figsize=(10, 6))\n",
"\n",
"plt.ylabel('Muutosprosentti')\n",
"\n",
"# Vaakaviiva nollan kohdalle; muutosprosentit vaihtelevat nollan molemmin puolin\n",
"plt.axhline()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Elisa% | \n",
" Telia% | \n",
"
\n",
" \n",
" \n",
" \n",
" count | \n",
" 1500.00 | \n",
" 1500.00 | \n",
"
\n",
" \n",
" mean | \n",
" 0.02 | \n",
" -0.02 | \n",
"
\n",
" \n",
" std | \n",
" 1.35 | \n",
" 1.46 | \n",
"
\n",
" \n",
" min | \n",
" -9.22 | \n",
" -13.45 | \n",
"
\n",
" \n",
" 25% | \n",
" -0.60 | \n",
" -0.71 | \n",
"
\n",
" \n",
" 50% | \n",
" 0.06 | \n",
" 0.03 | \n",
"
\n",
" \n",
" 75% | \n",
" 0.71 | \n",
" 0.73 | \n",
"
\n",
" \n",
" max | \n",
" 16.40 | \n",
" 11.00 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Elisa% Telia%\n",
"count 1500.00 1500.00\n",
"mean 0.02 -0.02\n",
"std 1.35 1.46\n",
"min -9.22 -13.45\n",
"25% -0.60 -0.71\n",
"50% 0.06 0.03\n",
"75% 0.71 0.73\n",
"max 16.40 11.00"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Tilastollisia tunnuslukuja muutosprosenteille\n",
"(muutokset*100).describe().round(2)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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m6d57H1BoaJhLHQCTNPdzy+e7LSPAwEgWi0WSVF5epmXLFrusxLts2WKVl5e51AEwR9++AyRJb775RpNbhWzY8AeXOrRNjIGBkXr1StTmze/Lag1RYeF+LVhwn/NadHSMrNYQVVdXqVevRA+2EsD30adPP4WFhSk3N0dLljyusWNvVHx8vAoLC7Vx45vKzc1RWFhH9enTz9NNhQcRYGCkyMhoSVJ1dZUCAgJ03XW/UExMrA4f/laffPI3VVdXudQBMIe/v79uv32Gli1brF27vtT27duc1wIDgyRJt98+nRlIbRwBBkZq2I26YR2Yd9/9s/OaxeKnmJhYORwOdqMGDJWaernGjEnTpk0bXc7X1dVqzJg01oCB+wPM0aNH9dBDDykrK0v+/v4aM2aM5s+fr3btGv+oLVu2aNmyZSoqKlKXLl00b948jRw5UtKp+5yDBw+Ww+FwGcfwz3/+UyEhIe5uNgzTsBt1w0q8MTFdVFdXq4CAQB0+fMi5Ei/f0AAzZWZu1aZNG5WcnKLk5MHOBex27NiuTZs2KjGxNyGmjXP7SrwTJ05UTEyMHnvsMZWUlOiuu+7SL37xC02bNs2lbv/+/RozZoyeeuop/fSnP9WHH36oBx54QB9++KFiYmK0Z88epaWlKTs7W4GB339jPlbi9W3sRg34noaVtuPjEzRv3oMuU6ntdruWLElXUdEBVtr2UR5ZiffAgQPKysrSJ598IqvVqri4OE2fPl1Lly5tFGA2btyolJQUXXXVVZKkn//858rIyNCf/vQnzZo1S7t27VLv3r1/UHiB70tNvVwpKals9gb4kIaVtufMuU8Oh0O7d+9y+XyPHTtBCxbcx0rbbZxbA8zevXsVHh6umJgY57kePXro4MGDKisrU1hYmPN8fn6+EhNdZ4j07NlTubm5kqRdu3bp5MmTGjdunL755hv16NFDc+fO1aBBg1rUJmbR+r527fzVrx+/xABfcfx4qSTp8OFv9cwzS3XkyNk9rNG66aZbnHX8jvc9zf1v6tYAU1lZKavV6nKu4biqqsolwDRVGxwcrKqqKufjAQMGaPbs2erYsaPWr1+vqVOn6p133lFcXFyz29S58/m7oWA2m82mf/3rXyotLVWnTp00YMAAemAAg3Xr1lWStHLlUxo2bJgWLlyo7t276+uvv9b69eu1cuVyZ11zbjXAN7k1wISEhDiXcG/QcNy+fXuX81arVTU1NS7nampqnHX333+/y7WpU6cqIyNDW7Zs0S233NLsNh09yhgYX/b551v16qsvNfqGNmnSVA0dyhgYwESxsfHy8/NTaGiYZsy4R3v37tHevR8rPLyTZsy4R7t3T1N5ebliY+NVUlLu6ebCzSyW5nU+uDXA9OrVS8ePH1dJSYkiIyMlSQUFBYqNjVVoqGtjEhMTtXv3bpdz+fn56tfv1MJEy5cv1zXXXKM+fc5Mg62trVVQUFCL2uRwiADjozIzt+rJJ5/QoEFDNHv2fc7dajMyNujJJ5/Q3Ln3M5AXMFBeXp7sdrtOnDiuX//6ZtXW1jqvNcxGaqhjDEzb5datBBISEjR48GAtWrRIFRUVKioq0urVqzV+/PhGtWPGjFFWVpbef/991dfX6/3331dWVpZuuOEGSdKePXuUnp6u4uJi1dbWatWqVaqoqNDVV1/tzibDUDabTa+88pIGDRqiefMedNkLad68BzVo0BC9+urvZbPZPN1UAC107Fip8/F3J8qefXh2Hdoet++FtGLFCtXX12vUqFG68cYbNXz4cE2fPl2SlJycrHfeeUfSqcG9zz77rNasWaMhQ4Zo9erVWrlypbp37y5JWrx4seLj43XDDTcoNTVVWVlZevnllxUeHu7uJsNADbMU0tImNLlb7dixE3TkyGHl5uZ4qIUAvq+wsI6SpIsuurjR7/zw8I666KKuLnVom9y+kF1kZKRWrFjR5LUdO3a4HA8fPlzDhw9vsjY8PFyLFy92d/PgIxq+ecXFdZPNZms0jTo+Pt6lDoA5GhYvPXjwP40WQT127Jjq6+td6tA2sZUAjBQR0UmS9MEH7+qjjz5wWcguKipaV131M5c6AOY4+4vHd28Dn33MF5S2ze23kIALISmpj8LCwvTGG6/qxInjLtdOnDiuP/zhVYWFdWQvJMBAZ3+mAwICXK6dffzdzz7aFgIMjNXQjRwcbNUdd/yvXnjhFd1xx/8qONh6+nqdJ5sH4HsqKyuTJAUFBalDB9cZrB06hDpnozbUoW3iFhKMtHv3LlVVValr14t18uRJrVmzynktKipaXbt21TfffKPdu3dpwICBnmsogBYrLS2RJJ08eVK1ta5fRI4dOyaHw+5Sh7aJAAMj5eR8JUmaOvVOJSVdqs2b/6rDhw8pJqaLrrlmtP797xw99thDysn5igADGKZTp0jnY39/P9XX28869ncen12HtocAA0OdWgzi3//erdWrn1FJSbHzynvv/UUjR45yqQNgjg4dOjgfN9wqPnNc12Qd2h7GwMBIffsOkCRt2PCHJgfxbtjwR5c6AOaoqqpwax18EwEGRkpKutT5uPE3tIZji0sdADPY7eevaUkdfBMBBkbKzf2383HjpcYbjh0udQDMUFFxpmclMDDQ5drZx2fXoe0hwMBIX3210611ALzH8eNnFqg7dw+rax3aHgbxwkjFxWcG7SYnD1aXLheptrZWgYGBOnTooHbs2N6oDoAZTp48s/u0/Tv3ic4+PrsObQ8BBkay20/dJmrXrp0KCw84A4skde4cqXbt2qm+vt5ZB8Acl1xyiXbt2tmsOrRdBBgYyc/v1CZu9fX1qq2t1dChP1ZwcLBqamq0e/cuZzdzQx0Ac4SEtHdrHXwTAQZG6tw5yvm4vLxMn3/+z/PWATDDrl1fNrsuLe3GVm4NvBWDeGGk0NAwt9YB8B5HjzZvi4Dm1sE3EWBgpOauwMlKnYB5AgLOTJWOjHTtRY2Kim6yDm0Pt5BgpH378ptdd+WVV7dyawC4U01NjfPxxRfHacyYcQoKCtTJk7XKzs5ScfGRRnVoewgwMNLZa0F06tRZpaVHncedO0c6u5a/u4YE0NYcPvytKivNWvCttvak8/HOndnauTP7nHXN/TLjLdq376CYmFhPN8MnEGBgpP/8p8j5OCHhEv3iFxOc39B27tzuDDBn1wFtTVnZCc2ceYccDt9cc//48WOaP/9uTzejRfz8/LR27asKC+vo6aYYjwADI7+hNfSsBAYGqqBgr7KztzmvhYeHKzAwULW1taqvr+cbGtqssLCOWrlyjXGf75qaGi1c+IAkyd+/nWy2Mz2pZx8/8shiBQcHe6SN31f79h0IL25icXx3IxkfU1JSLt9+hz9MWdkJTZs2yWe/oZmIb2iAdP/996igYO85r/fo0UtPPPHUBWwRLhSLRYqMDD1/HQEGJvbA1NbW6qGH5stisUiyuAQwi8VPkkMOh0OPPfa7RpvBeTt6YIBTzhViCC++rbkBhltIMPaPZUpKqr74IlP+/n5KSOipgoJ89ejRU/v3fy2bza6UlFQlJfXxdDMBfE9PPPGUqqsrtXjx4/r3v7/SpZf20wMPLJDVygq8YB0YGGz+/AVKSUmVzWZTQcGpcS4FBfmy2WxKSUnV/PkLPNxCAD+U1dpet946VZJ0661TCS9wogcGRps/f4FOnqzWqlXP6PPP/6mhQ3+s//3f2QoKsnq6aQCAVkQPDIwXFGTV2LHjJUljx44nvABAG0CAAQAAxiHAAAAA4xBgAACAcQgwAADAOAQYAABgHAIMAAAwDgEGAAAYhwADAACMQ4ABAADGIcAAAADjEGAAAIBxCDAAAMA4BBgAAGAcAgwAADAOAQYAABinnacbYLri4iMqLy/zdDPavG++KXL5NzwrNDRMUVHRnm7GD8bn2zvw+fYu3vL5tjgcDoenG9GaSkrK1VrvsLj4iGbPuUt1tbWt8wMAQwUEBuqZp5/zil9y31dx8RHdPedOnayt83RTAK8SFBig5U8/32qfb4tFiowMPW8dPTA/QHl5mepqa1V9yU9kD+7o6eYAXsGv5oS0b4vKy8uMDjDl5WU6WVunO/uU66L2Nk83B/AKByv99XxOqFd8vgkwbmAP7ih7+0hPNwNAK7iovU0JoQQYwNswiBcAABjH7QHm6NGjmj59ulJSUpSamqr09HTV19c3WbtlyxZdf/31GjhwoEaPHq2//e1vLtfXrl2rESNGaODAgZo4caL27dvn7uYCAAADuT3AzJkzRyEhIfr000/11ltv6bPPPtO6desa1e3fv18zZ87U7Nmz9cUXX2jmzJmaM2eODh8+LEnauHGjXnvtNb300kvKzMxU3759NWvWLPn4mGMAANAMbh0Dc+DAAWVlZemTTz6R1WpVXFycpk+frqVLl2ratGkutRs3blRKSoquuuoqSdLPf/5zZWRk6E9/+pNmzZqlN998UzfffLN69eolSZo7d67efPNNZWZmaujQoe5s9g/mV33c000AvAafBwAXglsDzN69exUeHq6YmBjnuR49eujgwYMqKytTWFiY83x+fr4SExNdnt+zZ0/l5uY6r992223OawEBAUpISFBubm6LAozF8n3fTfNf2/r1J633QwBDWSyt+/lrbQ1tP1jp79mGAF6k4fPQmp/v5r6uWwNMZWWlrFary7mG46qqKpcA01RtcHCwqqqqmnW9uTp3Pv9c8u+rtLS9JKm6+wjZreGt9nMAk/hVH5f1608UHt6+WWs5eKuGz/fzOea+B6C1eMPn260BJiQkRNXV1S7nGo7bt2/vct5qtaqmpsblXE1NjbPufNeb6+jR1lvI7vjxSkmS3RrONGrgO44fr1RJSbmnm/G9NXy+WQcGOKNhHZjW/HxbLM3rfHBrgOnVq5eOHz+ukpISRUae+oNeUFCg2NhYhYa6NiYxMVG7d+92OZefn69+/fo5X2vv3r0aOXKkJKmurk779+9vdNvpfBwOtVqAYTwxcG6t+dm7EBrazjowQGPe8Pl26yykhIQEDR48WIsWLVJFRYWKioq0evVqjR8/vlHtmDFjlJWVpffff1/19fV6//33lZWVpRtuuEGSNG7cOL3++uvKzc3VyZMn9eSTTyoyMlIpKSnubDIAADCQ26dRr1ixQvX19Ro1apRuvPFGDR8+XNOnT5ckJScn65133pF0anDvs88+qzVr1mjIkCFavXq1Vq5cqe7du0uSxo8fr1tvvVUzZszQ0KFDlZOTozVr1iggIMDdTQYAAIZx+1YCkZGRWrFiRZPXduzY4XI8fPhwDR8+vMlai8WiKVOmaMqUKe5uIgAAMBx7IbmBX80JTzcB8Bp8HgBcCASYHyA0NEwBgYHSvi2ebgrgVQICAxUaGnb+QgOwDgxwhjd9HggwP0BUVLSeefo5lZeXebopbd433xRpxYqnNGvWPeraNc7TzWnzQkPDFBUV7elm/CChoWEKCgxgHRjgO4ICA7ziCwoB5geKioo2/he1L+naNU6XXNLT082AD4iKitbyp5/nC4oX4AuKd/GWLygEGAA4B76geBe+oOBsbp9GDQAA0NoIMAAAwDgEGAAAYBwCDAAAMA4BBgAAGIcAAwAAjEOAAQAAxiHAAAAA4xBgAACAcQgwAADAOAQYAABgHAIMAAAwDgEGAAAYhwADAACMQ4CB8Ww2mwoK8iVJBQX5stlsHm4RAKC1tfN0A4AfIjNzq37/+xdUWnpUkvTCC8/qrbf+qClTbldq6uUebh0AoLXQAwNjZWZu1bJli53hpUFp6VEtW7ZYmZlbPdQyAEBrowcGOnz4W1VWVni6GS1it9v19NPL/mvNM88s06OPPiE/P7Nyevv2HRQTE+vpZgBe4bu3iLt16y5/f38PtwrewOJwOByebkRrKikpl2+/wx+mrOyEpk2bJIfD7umm4DQ/Pz+tXfuqwsI6eropgEdlZm7VunUvqqSk2HkuMjJKt946jVvEPsxikSIjQ89fR4CBiT0wzz23Uvv37ztvXULCJbrrrpkXoEXuQw8McOYW8bnce+8DhBgf1dwAwy0kGPnH8uDB/zS77pJLerZyawDvZeIXFLvdrpUrl//XmlWrlqtz50huEbdhBBgYqa6uzq11gC8qKzuhmTPv8MlbxDU1NXrggbmebkaLcYvYfQgwMJLFYlFz7n5aLJYL0BrAO4WFddTKlWuM64F5/fV12rXry/PW9e9/mW655dbWb5AbtW/fgfDiJgQYGCkwMFA1NTXNqgPaMhNvV+zbl+98HBAQ4NKTevbxvn353CJuw8y6eQicZrVa3VoHwHtUV1c7H3+3o/Xs47Pr0PYQYGAkf/8At9YB8B5+fmfWeamvdx3Hdvbx2XVoewgwMFJ0dIxb6wB4jy5dLnJrHXwTAQZGSkzs7dY6AN4jLi7OrXXwTQQYGGnAgIFurQPgPZo7e5BZhm0bAQZGSkq69Ly/vCwWPyUlXXqBWgTAXY4dO+bWOvgmAgyMtGdP3nnXgXE47NqzJ+8CtQiAu3zzTfNW2m5uHXwTAQZGKi4+4tY6AN7Dbm/eysHNrYNvIsDASHl5uW6tA+A9goKatwBlc+vgmwgwMFJh4X7n4++OhTn7+Ow6AGZgmQQ0B1sJwEhVVZXOxx06hKpfvwEKCgrSyZMn9dVX/1J5eVmjOgBmqK+3ubUOvokAAyO1a3fmf93y8jJ99tk/zlsHwAwdOoS6tQ6+id/uMFJgYJDLcf/+A9WvX3999dUu7dq185x1ALxf+/bt3VoH30SAgZGioqK1Z8+ZAbq7du10CS5n1wEwS3x8N7fWwTcxiBdGslpD3FoHwHtUVjZv7Fpz6+CbCDAwkr9/8/7XbW4dAO9RUlLs1jr4Jn67w0ixsc3bhba5dQC8yalVtgMDA9W5c6TLlc6doxQQEOBSh7bJrQGmqqpKDzzwgFJTUzV48GDNmzfvv3bxffnll5owYYKSk5N15ZVXasOGDS7XR48ercsuu0zJycnOfwoKCtzZZBjqmmtGy8/PTyEhIYqMjHK5FhkZpZCQEPn5+euaa0Z7qIUAvr9TaznV1tYqPr6bUlOHqW/f/kpNHab4+HjV1dW51KFtcusg3scee0yHDh3S5s2bZbPZNGfOHC1btkwLFy5sVHvixAndfvvtmjVrln75y19q27ZtmjFjhnr37q0BAwaooqJCX3/9tf7v//5PXbt2dWcz4QMCAgJ13XW/0DvvZMjfv52GDv2xgoODVVNTo927d6mqqkpjxqQpIICVOgHTREef+VKyY8f2ZtWh7XFbD0x1dbU2bdqkWbNmKTw8XJ07d9a9996rjIwMVVdXN6r/8MMPFR4erl/96ldq166dhg0bpuuvv17r16+XJH311VcKDw8nvOCcJk78tVJSUlVeXqbPP/+n/v73/9Pnn/9T5eVlSklJ1cSJv/Z0EwF8D/36DXRrHXxTi3pgampqdPjw4SavVVdXq66uTomJic5zPXr0UE1Njfbv369LL73UpX7v3r0utZLUs2dPvfXWW5KkXbt2yWq16pZbbtHevXvVtWtXzZw5UyNHjmxJk2Whh9Fnff75Vm3fnqVBg1IUG3uRamtPKjAwSN9+e1Dbt2cpM3Orhg693NPNBNBCvXuf+dvQrl071dfXN3ncu3civ+N9UHP/m7YowHz55ZeaNGlSk9dmz54tSQoJOTNt1Wq1Smp6qltlZaXzeoPg4GBVVVVJOrWfTf/+/XXPPffooosu0gcffKCZM2fq9ddf18CBA5vd5s6dWanRF9lsNr3++ssaNmyYHn/8cfn5nelMtNvtWrBggdavX6fRo6+Sv7+/B1sKoKU2bPjA+fjs8PLd461bt2jChAkXrF3wLi0KMKmpqcrLy2vyWk5Ojp555hlVV1c7V0dsuHXUoUOHRvVWq1Xl5eUu52pqapzPnTZtmsu1MWPG6N1339XmzZtbFGCOHi2Xg4HqPuerr3bp22+/1axZc1Va2jggX3vtWD344H369NNM9evX3wMtBPB9FRTsdz4ODAxUbW1tk8cFBftVUlL+3afDcBZL8zof3DaIt3v37goICFB+fr4uu+wySVJBQYECAgKUkJDQqD4xMVH//Oc/Xc7l5+erV69ekqSXXnpJffr00bBhw5zXa2trFRTUsqXhHQ4RYHzQsWOlkqSLL+7W5H/fuLh4Zx3//QGzREWd2mW6W7cELV78lPbsydWxY6WKiOikxMQk3X//PSos3K+oqBg+322Y2wbxWq1WjR49WsuWLVNpaalKS0u1bNkyXXfddQoODm5Uf/XVV6ukpETr1q1TXV2dPv/8c23atEnjxo2TJB06dEiPPPKIioqKVF9fr7feeks7duzQ2LFj3dVkGCwiopMkqajoQJPXCwsLXeoAmKNbt1NbBJSUlMhisahv3/664oqfqG/f/rJYLDp6tMSlDm2TW9eBWbhwoRISEnT99dfrZz/7mS6++GI9/PDDzuvXXnutnn/+eUlSRESEfv/73+uDDz5QamqqFixYoAULFmjo0KGSpHnz5mnEiBG6+eablZKSoj/+8Y964YUX+B8WkqSkpD6KiopWRsYG2e12l2t2u10bN25QdHSMkpL6eKiFAL6vhuEFlZUVuvPOX+ujjz5QaelRffTRB7rzzl+rsrLCpQ5tk8Xh8O0OuJISxsD4qszMrXryySc0aNAQjR07QfHx8SosLNTGjRuUnb1Nc+fer9RUZiEBptm9e5d++9vf6IorfqqtWz9x+ZLi5+evyy+/Qv/4xxb99reL1LcvY9x8jcUiRUaefwwMAQZGy8zcqldeeUnFxUec56KjYzRp0hTCC2Aom82mmTNvV3x8gu6++z599NFmHT58SDExXXT11ddo+fKlKio6oBUr1jDL0AcRYE4jwPg+m82m3Nwc5yC/pKQ+/FIDDEcPa9tFgDmNAOP7CDCAb6KHtW0iwJxGgPFtTf2Ci4qK1uTJU/kFB/iAurpabd78V+ctpGuuGc0eZz6OAHMaAcZ3neliTtHAgYOdC1zt3Lld2dlf0MUMGI4vKG0TAeY0AoxvahjkFxYWphMnTqikpNh5LTIySh07dlR5eTmD/ABDZWZu1bJli8+5Eu+99z5AiPFRzQ0wbluJF7iQcnNzVFx8RMXFRzR48I90993zFBfXTUVFB5SRsUHbt2c565hmCZjFZrPphRdWS5L69h2gQYNSnMElO/sL7djxhdaufU4pKal8QWnDCDAwUsNKnAMHDta8eQ86N3NMTEzSvHkPavHiR7Vz53ZnHQBz7N69S2VlJ3TRRRfrP/8p1I4dXzivRUVF66KLuurgwW+0e/cuDRgw0HMNhUcRYGCksrIySVJq6jCXnaglyc/PTz/60VDt3LndWQfAHDk5X0mSDh78jwYNGqIxY9KcPTA7dmxXdvY2Zx0Bpu0iwMBIYWFhkqSsrM/0059eqby8M5u99e6dpG3bPnepA2COhpV3u3S5SEVFB5yBRTrVA9Oly0U6dOhgo21E0LYQYGCkzp0jJUk7dmzX5Mk3NTnI7+w6AObo0OHUAM5Dhw5q8OAhmjPnvrPGuL2p7du3udShbXLrZo7AhZKU1Oe8vSthYR3ZzBEw0NmfbYfDcXom6al/nz1xlh7Wto0eGBjMIunULIXk5BQFBQXq5Mla7dhxapaCxWLxcPsAfB8VFRXOx1999S9lZ58ZxBsYGNRkHdoeAgyMlJubo7KyE7r55kn66KMPXGYpREfH6OabJ+qNN15jGjVgoIaele7dL1FZWZnLbMKwsDCFhobq66/30QPTxhFgYKRjx0olST/72XUaMyat0V5ItbUn9cYbrznrAJijYeza11/v0+DBQ/SLX4x3WWm7YQwMY9zaNgIMjBQR0UmSVFR0QImJSY16WQoLC13qAJgjKamPoqKiFRYWpgMH9jsDi3RqFlKPHj1VXl7OGLc2jkG8MFLDL7iMjA2NplLa7XZt3LhB0dEx/IIDDOTv76/Jk6dq374CdeuWoKlT79Rdd83S1Kl3Kj6+m/btK9CkSVNYhbeNYy8kGIvNHAHf1tRmjtHRMZo0aQqfbR/GZo6nEWB822uvvax33/2zSy+Mn5+frrvuF5o48dcebBkAd7DZbI3GuNHz4tvYzBE+LzNzqzZt2qiBAwerS5cuqq2tVWBgoA4dOqRNmzYqMbE339IAw/n7+zOTEE2iBwZGstlsmjnzdoWGhqm8vMylizkqKlqhoWGqqCjXihVr+LYGAAahBwY+LTc3R8XFR1RSUqxBg7671PgGZWdvk8PhYB0YAPBRzEKCkRoWtho4cJDmzXtQiYlJslqtSkxM0rx5D2rgwEEudQAA30KAgZHKysokST/60TD5+bn+b+zn56chQ4a61AEAfAsBBkZqWEI8M/OzJteBycr63KUOAOBbCDAwUsMS4jt3bteSJenKy8tVdXWV8vJytWRJunbu3O5SBwDwLQzihZFclxr/WgsW3Oe8xlLjAOD7CDAwUsNS4w0r8d5ww7gmV+JlCjUA+CbWgYHRWGocAHxLc9eBYQwMjPfdDP7dQb0AAN9DDwyMdWYzxyFKS5vQaCE7NnMEAPOwmeNpBBjf1LCVQHx8gubNe9BlLRi73a4lS9JVVHSArQQAwDDcQoJPa9hKIC1tQpML2Y0dO0FHjhxWbm6Oh1oIAGhNBBgY6dixUklSXFy3Jq/Hx8e71AEAfAsBBkaKiOgkSSoqOtDk9cLCQpc6AIBvIcDASA0L2WVkbGhyK4GNGzcoOjqGhewAwEcRYGCkhoXssrO3NbmVQHb2Nk2aNIUBvADgo5iFBKOxkB0A+BZmIaHNYCE7AGh76IGBsVjIDgB8DwvZnUaA8U0sZAcAvolbSPBpLGQHAG0bAQZGYiE7AGjbCDAwEgvZAUDbRoCBkVjIDgDaNgIMjMRCdgDQtrl1FlJVVZUee+wxffzxx6qvr9eoUaO0cOFCtW/f/r8+b8eOHZo0aZJ27drlcn7jxo1avXq1iouLdckll+ihhx5ScnJyi9rELCTfxkJ2AOBbPDKN+oEHHtChQ4f09NNPy2azac6cOerZs6cWLlzYZL3D4dDbb7+t9PR0VVVVKS8vz3ktMzNTd911l9auXasBAwZo/fr1ev755/W3v/1NVqu12W0iwPg+m82m3NwcHTtWqoiITkpK6kPPCwAY6oJPo66urtamTZs0a9YshYeHq3Pnzrr33nuVkZGh6urqJp/zm9/8Rhs2bNCsWbMaXduwYYOuvfZaDR48WAEBAbr11lsVERGh999/311Nho/w9/dX3779dcUVP1Hfvv0JLwDQBrRrSXFNTY0OHz7c5LXq6mrV1dUpMTHRea5Hjx6qqanR/v37demllzZ6zuzZsxUbG6vMzMxG1/Lz8zVu3DiXcz179lRubm5LmgwAAHxQiwLMl19+qUmTJjV5bfbs2ZKkkJAQ57mGWz2VlZVNPic2NvacP6uysrLRraLg4GBVVVW1pMmyWFpUDgAAPKi5f7dbFGBSU1NdxqmcLScnR88884yqq6udg3Ybbh116NChJT9G0qnwU1NT43KupqZGERERLXqdzp3Pfx8NAACYpUUB5r/p3r27AgIClJ+fr8suu0ySVFBQoICAACUkJLT49Xr16qW9e/e6nMvPz9eIESNa9DpHjzKIFwAAU1gszet8cFuAsVqtGj16tJYtW6ZnnnlGkrRs2TJdd911Cg4ObvHrjR8/XjNmzNDo0aM1ePBgrV+/XkePHtXVV1/dotdxOESAAQDAx7h1IbuFCxcqISFB119/vX72s5/p4osv1sMPP+y8fu211+r5559v1msNGzZMCxcu1G9/+1v96Ec/0nvvvae1a9cqPDzcnU0GAAAGcus6MN6IdWAAADDHBV8HBgAA4EIhwAAAAOMQYAAAgHEIMAAAwDgEGAAAYBwCDAAAMA4BBgAAGIcAAwAAjEOAAQAAxiHAAAAA4xBgAACAcQgwAADAOAQYAABgHAIMAAAwDgEGAAAYhwADAACMQ4ABAADGIcAAAADjEGAAAIBxCDAAAMA4BBgAAGAcAgwAADBOO083AACAc7HZbMrNzdGxY6WKiOikpKQ+8vf393Sz4AUIMAAAr5SZuVWvvPKSiouPOM9FRUVr8uSpSk293IMtgzewOBwOh6cb0ZpKSsrl2+8QAHxPZuZWPfnkExo0aIjS0iYoLq6biooOKCNjg7Kzt2nu3PsJMT7KYpEiI0PPX0eAAQB4E5vNppkzb1d8fILmzXtQfn5nhmva7XYtWZKuoqIDWrFiDbeTfFBzAwyDeAEAXiU3N0fFxUeUljbBJbxIkp+fn8aOnaAjRw4rNzfHQy2ENyDAAAC8yrFjpZKkuLhuTV6Pj493qUPbxCBeAIBXiYjoJEkqKjqgHj16NZqFVFhY6FKHtokAAwDwKklJfRQVFa3f/36NTpw4oZKSYue1yMgodezYUdHRMUpK6uPBVsLTuIUEAPAq/v7+GjbsChUU5Kuurk533DFDa9a8ojvumKG6ujoVFORr6NAfM4C3jWMWEgDAqzTMQgoNDVN5eZnLOjDR0THq0CFUFRXlzELyUc2dhcQtJACAV2mYhTRnzn1NjoHJz9+rBQvuU25ujvr27e/p5sJDCDAAAK9y9iwkf3//RiGFWUiQGAMDAPAyZ89CagqzkCARYAAAXqZhFlJGxgbZ7XaXa3a7XRs3bmAWEggwAADv4u/vr8mTpyo7e5uWLElXXl6uqqurlJeXqyVL0pWdvU2TJk1hAG8bxywkAIBXamo36ujoGE2aNIWNHH0YmzmeRoABAHPZbLZGs5DoefFtBJjTCDAAAJiD3agBAIDPIsAAAADjEGAAAIBxCDAAAMA4BBgAAGAcAgwAADAOAQYAABiHAAMAAIxDgAEAAMZp5+kGtDaLxdMtAAAAzdXcv9s+v5UAAADwPdxCAgAAxiHAAAAA4xBgAACAcQgwAADAOAQYAABgHAIMAAAwDgEGAAAYhwADAACMQ4ABAADGIcDAY6688kr1799fycnJjf754osvdOWVVyojI0OSNG3aND3//PM/+Ge++uqrSk1N1Y9//GP94Q9/cJ6vq6vT2LFjtW/fvh/8MwBIDz/8sPPz3L9/fyUlJTX6jDclIyNDV155pSTpiy++UHJycrN+XmVlpW677TYlJycrLS1NBQUFzmvZ2dmaOHHiD39T8Co+vxcSvNsjjzyitLS089a9+OKLP/hnVVRU6IknntDGjRvlcDiUlpamG264QSEhIXrllVc0YsQIXXLJJT/45wCQHn30UT366KOSToWSVatW6eOPP27Ra6SkpGjHjh3Nqv3zn/+siooK/eMf/9CqVau0atUqLV++XDabTenp6frd737X4vcA70YPDIwwceJErVy5UpK0d+9e/epXv9KQIUM0cuRIzZ8/XxUVFZKkw4cPa86cObryyit12WWXadSoUXrrrbckSf7+/pKkhu2/LBaLLBaLvv32W/3lL3/RXXfd5YF3BrQ9hYWFuvPOO5WamqqRI0dq+fLlqq2tbVSXmZmp3r17O48//vhj3XTTTRo2bJguu+wy3XLLLdq/f78kqV27U9/HGz7ffn6n/ry99tprGjp0qHr27NnK7woXGgEGxnnkkUc0bNgwZWVl6e2331ZOTo42bNggSVqwYIECAgL03nvvKTs7W7fccosee+wxVVZWymq16uGHH9Ydd9yhu+66S48//risVqsWLVqku+++W8HBwR5+Z4Dvq6qq0q233qpevXrpk08+0RtvvKGtW7c6v6Ccy7fffqvZs2fr9ttv12effaa///3vcjgcevbZZyVJY8aMUWRkpEaNGqWdO3dq9uzZOnLkiN5++23NmDHjQrw1XGDcQoJHPfLII1q0aJHLuS5dumjTpk3nfE5QUJA+/fRT9ejRQ8OGDdNf/vIX57etxx9/XO3bt1dAQIAOHjyo9u3bq6amRidOnFD79u1100036aabbnK+1j/+8Q/V19dr8ODBmjVrlg4cOKBBgwbpN7/5jQICAlrnTQNt2N///nfV1tbqnnvukcViUZcuXTR79mzNmjVLc+fOPefzOnXqpPfee0/x8fGqqKjQt99+q4iICB0+fFiSZLVaG4WguXPnatasWfryyy/11FNPyW63684779TVV1/dqu8RFwYBBh61cOHCZo2BOdvTTz+tlStXavny5brnnns0aNAg/fa3v1WvXr1UVFSkJUuWaP/+/UpISFC3bt0kSXa7vdHr1NbWaunSpVq9erWef/55hYeH65lnntG0adP01ltv6X/+53/c8h4BnPHNN9+otLRUQ4YMcZ5zOByqq6vT0aNHz/m8gIAAvfvuu/rjH/8oi8WixMREVVRUOG8dfdfnn3+u8vJyjRo1SsOHD9eqVasUHR2tMWPGaMiQIQoPD3f3W8MFxi0kGMVutysnJ0czZ87Uhx9+qI8//lidO3fW/fffr7q6Ot1xxx264YYblJmZqTfffFOTJ08+52u9+OKL+vnPf66uXbtq79696tu3rywWi/r27as9e/ZcwHcFtB2xsbGKj4/XF1984fxny5Ytevfdd9WpU6dzPu+vf/2rXn/9db322mvasmWL1q5dqz59+jRZW1dXpyVLluihhx5SaWmpSkpK1LdvX3Xt2lVWq1WFhYWt9fZwARFgYBQ/Pz89/vjjevrpp3Xy5El16tRJQUFBioiIUF1dnWpqahQcHCyLxaKDBw9q6dKlkk79Qjvbf/7zH3300Uf69a9/LUlKSEjQzp07VVdXp3/961/OnhsA7jVy5EhVVlbqxRdfVG1trcrKyjR//nzdfffdslgs53xeeXm5/Pz8FBwcLIfDoU8++UR//vOfG322Jenll1/WqFGjFBcXp06dOiksLEw7duzQgQMHVF5erq5du7bmW8QFQoCBRy1cuLDJdWDWrl17zuc8/fTTKigo0BVXXKHLL79c5eXleuyxxxQSEqJFixbp2WefVXJysiZNmqQf//jHioyMbNSj8vjjj2vevHkKDAyUJN1+++0qLCzU0KFDFRoa6jJOBoD7dOjQQevWrVNmZqZGjBihq666Sn5+fnruuef+6/PGjh2ryy+/XNdee62GDh2q5557TpMnT9bXX3/tMoPp0KFDev/993XbbbdJOvWlJz09Xffdd59+9atf6cEHH1Tnzp1b9T3iwrA4GuacAQAAGIIeGAAAYBwCDAAAMA4BBgAAGIcAAwAAjEOAAQAAxiHAAAAA4xBgAACAcQgwAADAOAQYAABgHAIMAAAwDgEGAAAYhwADAACM8/9zjJ8NM/ieLwAAAABJRU5ErkJggg==",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Tunnuslukujen vertailua graafisesti\n",
"sns.boxplot(data=muutokset)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Elisa% | \n",
" Telia% | \n",
"
\n",
" \n",
" Date | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" 2018-04-20 | \n",
" -0.001125 | \n",
" 0.083107 | \n",
"
\n",
" \n",
" 2018-07-13 | \n",
" -0.092226 | \n",
" -0.009455 | \n",
"
\n",
" \n",
" 2018-10-18 | \n",
" -0.074751 | \n",
" -0.000496 | \n",
"
\n",
" \n",
" 2019-04-04 | \n",
" -0.063350 | \n",
" -0.007843 | \n",
"
\n",
" \n",
" 2019-10-17 | \n",
" 0.068757 | \n",
" -0.062849 | \n",
"
\n",
" \n",
" 2020-03-09 | \n",
" -0.040785 | \n",
" -0.064356 | \n",
"
\n",
" \n",
" 2020-03-12 | \n",
" -0.084077 | \n",
" -0.134499 | \n",
"
\n",
" \n",
" 2020-03-17 | \n",
" 0.164016 | \n",
" 0.109976 | \n",
"
\n",
" \n",
" 2020-03-18 | \n",
" 0.055873 | \n",
" -0.061963 | \n",
"
\n",
" \n",
" 2020-04-03 | \n",
" -0.076739 | \n",
" -0.066333 | \n",
"
\n",
" \n",
" 2020-10-16 | \n",
" -0.061020 | \n",
" 0.005671 | \n",
"
\n",
" \n",
" 2022-10-21 | \n",
" -0.018935 | \n",
" -0.128406 | \n",
"
\n",
" \n",
" 2023-10-19 | \n",
" -0.067709 | \n",
" 0.082260 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Elisa% Telia%\n",
"Date \n",
"2018-04-20 -0.001125 0.083107\n",
"2018-07-13 -0.092226 -0.009455\n",
"2018-10-18 -0.074751 -0.000496\n",
"2019-04-04 -0.063350 -0.007843\n",
"2019-10-17 0.068757 -0.062849\n",
"2020-03-09 -0.040785 -0.064356\n",
"2020-03-12 -0.084077 -0.134499\n",
"2020-03-17 0.164016 0.109976\n",
"2020-03-18 0.055873 -0.061963\n",
"2020-04-03 -0.076739 -0.066333\n",
"2020-10-16 -0.061020 0.005671\n",
"2022-10-21 -0.018935 -0.128406\n",
"2023-10-19 -0.067709 0.082260"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Päivät, jolloin muutosprosentti on jommallakummalla osakkeella ollut suurempi kuin 6 %\n",
"muutokset[(abs(muutokset['Elisa%'])>0.06) | (abs(muutokset['Telia%'])>0.06)]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Muutosprosenttien välinen korrelaatio"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Elisa% | \n",
" Telia% | \n",
"
\n",
" \n",
" \n",
" \n",
" Elisa% | \n",
" 1.000000 | \n",
" 0.435786 | \n",
"
\n",
" \n",
" Telia% | \n",
" 0.435786 | \n",
" 1.000000 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Elisa% Telia%\n",
"Elisa% 1.000000 0.435786\n",
"Telia% 0.435786 1.000000"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Elisan ja Telian muutosprosentit korreloivat positiivisesti\n",
"muutokset.corr()"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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pm9VXFunHfzzo97yoaPJOaxmFj4K8DL37Ue/dWAV5GZKkn7560PA1zJ4/FWiaTqLWDZBsmIoC4qTB3abFm0s157Hduv35dzX70bd67VrqzqhmS3dhlJiJSKDdR5W1LX5DjSS9+1GTdlTUqex4s+FzR2MBsNl+A2APBBsghowOgwzlCzeUmi2rtpbpzYM10XkDJlTVuv2+v3eCHMZ59x+Mg8V5QwdGPGVErRsg+TAVBcRAsOkP7xduT4HWlpip2ZLvcqqytkXbQ9zpFKkH/nRID/zpUMjTOzUn/Y9Med05fXTEbTPbbwDsgxEbIAKBRmSCjcYE+8L92+ETPs8brGbL4zur9N4/G/XygdiuqzHSc7Tp4iBVkQPxVlUeNyw74jZR6wZIPozYAGEwGpGpa2kLOhoT7Av353863Ot5c9JT1dDa7vf+ez9s1E2b9ob3ZqLE7E6mYLpv166sbdE7RxvkcEgXnx36AZrUugGSD8EGCIPRiMwNF48wfGx1vVtTRuWpaGimyo4H33a9s6JOtz27P2CoMSPFIV0wPFsHP2lW8+mOsJ/HjL8dPqGCvAyVfWy8MLi7lV8eoyEDB3TtDGtwt+nW3+3rVcH40pE5+unV40LazeSvQjK1bgD7ItgAIQq2PmZekGCT60zT4s2lpkKN1Lmt2ux9A+nwdI7q9IXuo02meeSz3X3VtjK/xzLsrm4I+eTuUGrdALA+gg0QomDrY85IhtMfG96sCLvqr12tfqVcUme/3TKlwPCoh3Cnu4xq3QCwDxYPAyEysyA1UKl/75e2UVXgZLarsk73vWJctE/i5G4AgTFiA4TI7IJUf9Mfbx4JfCgkOqfMDgQp2iexmwlAYIzYAGEwe/hizwMig/0f7qdXfVYXjoh8m7PVFQ0dGPC2iYXsZgIQGCM2QBiMFqT6O/vJ3/bw7ryjPdPGDtG0sUP0hfV/08kY715KZD+YPkbr/3LY766oSHYzcRAmYH8EGyAC3RekGtW28bc9vDvvaE+Du013/P69pA41kvTwmxX66dXjVO9u1zvV9VKYdWy84n0QJoEK6DsOj6evj8xLDDU1TQEPC3Q4pMGDswzvg/DZtX8Xby71u+6meHi29hlstV4/u1gTC12qrG3Rqq1lOnC8WTbqlrB4R7CMtnWHEhYCfTbBXsOfUH5+4x2orMiuvx8ShZX719v2YBixAaLAqLaNUaiRpKbWzlO+jbY4JxujKsahhoVQz+WKJqNCjqEGKgDmsHgYlmd0gnZfCVbbxsgze49R1yaAA8ebel0L5VR0ydxBmLEQ7GTxf/yzbwomAsmGERtYViIN8werbZM1oJ+aTp3xueaQdOGI7D6rCGxFz+w5punnDe36dzijL/E6CDNYoFrzykH99/yLY/LaQDJjxAaWFepf7t1Fe5THW9smxeF7PcUh5aSn6uTpM70ek52equvHGx+/kOz2fdjo8xmFM/pi9NnEcut4sEB14HhzXEcZAbsi2MCSgg3zB/rCaHB3rmeZ89hu3f78u5r96FtavLlUja1tEbdp+RXnKmuA7yBoZv9+amht91tpuKG1XVn9+0X8unbXPayEO/pitu5QNBXkZRjW45GooAzEAlNRsCQzf7n7+0s81MWcoey8+elrh9R0yvcEbn8jNd191HRKRUMH6oNPmjlmIYD+3YZazFZ97ileB2Gu+NJo3fQ/ewPeTgVlIPoINrCkcP5yN7s+o7K2RQc+adaze475rH8xWr/z3keNAZ/byJp/Hf7YU1b/fmoKEoqSxYot7+u1707u+vfqmUVaudV3bZXZ0Ze+Pgjzc5/J1sRCl3ZW1Pls4Q8WxACEj2ADSwrnL/dgozxlx5u09vWDAbddG43s3Peq8cGNDimk2jSEmk81nmrXjoo6TSzsnEqK1+hLuCIJYgBCR7CBZYX6hRFslOfZPce0/1jgHUr+RnaONrSqn4If3HjBCOMifcnEmZoid3tolZX/dvhEV7Dx6uvRl3BZLYgBVkewgWWF+oXhHeXxNy1QPNz8tutgIzs9FQ0dqI03XNTVzk+aT2n1y/6noJJBikPK6N9PLSGMSuVlWL9Kr1WCGGB17IpCUIlQAM9IzxO0A2lwt6n9TEevKaGLz87R3PHDTb/es3tCK6j3g+ljVFnborer61VZ26Kn3/7Q9GPt6GRbh+74wrkhPeZL3WrZAIARRmwQUCIVwIuGVdvK9M5R39OiUxxSar8UjR1ivC3Xe99QRnYk6bNnDdS9L3+g8k9OhtxeO/u4+ZRy0lPV0Noe9L4XjchmpAOAaYzYIKBICuAlmmB1bxwOh98ibt1NKHCFNLIjSe9/3Eyo8eOsgf1NhZqJhS7df+3n+qBFAOyCERv4Fc+DA2Mh2I6oP5Yd161TCiTJ531fOCJbc8cP13lDs5Tvcmr7kdqYtjMZZKSlaNDAAYb3WTi5QDOKhsblZyyU2kUAEg/BBn6FWwAvUQXbEfXI3yv1yN8rNbHQpSfmjVedu83ni81bsZgTuCN3xxfPDfp5hBJqohVE7Db1CiQrgg38itfBgbESqO5NT96pt561avxNyyE8F52dq3yXM6wKwt1FO4iEWpUaQGJijQ38itfBgbHk77ygnvydNRVofY7X+tnFQdfnoPNn56IR2aqud6uqzh3x+U3RXAMW7tljABIPIzYIyG4VU7vXvflj2XE98vfKgPftPtUWbFqu8VTnNnLOejKWkdZPez9s1O3Pvyvp09GVend7yIXror0GzG5Tr0Ays2SwOXHihO666y7t2rVL/fr109VXX63ly5crNdWSbydh2bViar7LqS+fN8Qw2Jxq+7R4XKQVi9Gp54Gg3ad5Qv25inYQsdvUK5DMLDkVdfvttysjI0N//etf9dxzz2n79u16/PHH492suIl1AT2zBfBiLZrv0zvVFsjyLe9r8eZSNba2qSAvQznp/kPzwP6doxCM1gTXs4simeaJdhCx49QrkKwsN8RRWVmpXbt26S9/+YucTqdGjhypRYsWae3atbr55pvj3bw+lSy7OCJ9n4F2zdwyucBwl5N3RGHpF88NWHOlmcMqg0pxGJ9yXl3vlsfjCWlnUziHoAZjt6lXIFmFHWwaGxtVVVWl4cOHKy8vL5ptMlReXq7c3FydddZZXdfOPfdcHTt2TI2NjcrOzjb1PA6DhZ7e24zukwjuCrB4ctXWMq2fk7i7OELt33DfZ4O7Tau2lml7ty+qSYUurb6yMxAFKxDnHVHY82GD4f1g7IIg1Zof31nlc3v3z8jImiuLtPIl38+3pKDzseH8fzfHmab/mvOvqdc6t0YGONvJKr8frIr+jS0r96/ZNocVbF599VWtWLFCTqdTzc3NWrlypebMmRPOU4Xs5MmTcjp9f9l4/93S0mI62AwalBWV+8TL4U+afX6he3V4pO0VdWpSikYNzoxDy8wz07+RvM//+M0u7aqs97m2q7JeP/7jQT357Qkq9pj7f4k7yDRTqAc6JpOnvj1B/zZmiG78zS69ebBGZzyfdmY/h0OZA/r1Wp/U/TMyMljSb2+ZrCM1J1Vx4qQKB2VG5Wd+8OAsXWzifon8+8EO6N/YsnP/hhVsfvWrX+l///d/NXz4cFVWVuob3/hGnwWbjIwMud2+c/Lef2dmmv+lduJEkzwBvrAcjs4P3eg+8VYapALu/sM1ylJHH7UmNKH0b7D3+dr+D3XtBZ/pdb2ytkV/Kf+k1/UzHo/+Uv6J3ik/rnyXU5MKXdrR47TvnpxB8g+hJrBMeVRT06QfzxitlW3tPiHVmZaiRj+jZj0/o2CyJBUPckrqUE1NUxRb758Vfj9YGf0bW1buX2/bgzG1eHjBggU6fPhwtyd3qKamRu3t7Tp+/LhSUvpuDfKYMWNUX1+vmpqarmuHDh3SsGHDlJVlPoF6PMb/mblPPP8bEWTx5Nm5zri3MZL+rTjRouf3faT3Pzb+orr35XJ997lSNbjbfB5fXW+8a6aqzi2PR7p3ZpFKAiwi9i4cHT8ix/C5EJi3n7MGpGnd7GJt/tZlevC683XRiOxeu6QCPTYR/5Pi3wY7/0f/0r9GbQ/GVCL5f//v/+n73/++7r//frW2tuo//uM/tGjRIhUXF+u73/2u7rrrLnOvFgWFhYW65JJLtGbNGjU3N6u6ulq//OUv+2zEKFHYdRdHg7tNt/5un+Y8tltrXinXhjcDb8n28leULdiumbKPm/Vi6Ueqd7dr/exiPTFvvM4ZlOFzH+/CUaO+vnCEuanPZNVzd5LH49HxplPa+2Gj4SiZv8cCgBkOj8dcBuro6NCTTz6p559/XkuWLNEVV1yh2tpa5eXlydHHq5Bqamr0k5/8RDt37lRKSoquvfZaLV26VP369QvhOYynogYPzjK8TyJobG3rtYvDCruijPo3kvOYNn/rMp9At3hzadAjFKTOaripKQ7trv50kfCFI7L1wLWf6+pHo75eubXM1Oskm5z0VL1622RJ/ne2BeJQZ///+oaLYtvAMEXj9wMHbQZmld+/VmXl/vW2Pej9zAYbr+PHj+unP/2pTp48qbvuuksjRowIu5HxZIdg42W1AnqB+reytkVzHtsd9vM+eN35mjLq0x16/sKIWd5tw93PCKqsbdGeow2SQ7r4X+cdRfo6ducNm2ZDZneJGtIj+f2QLCUaImG1379WY+X+NRtsTE1FHTlyRHfccYeWLVumU6dO6f7779dNN92kxYsX6+GHH1ZbW1vEDUb4EqWAXqSCVZMNpufUhbdy8uZvXaY7p48J6bm6F4/znuw957HdWv1KuVa/XK61rx9UY2tb1+vc+9UiOdMsWe8ypqrr3UHP2gok3HOfElk0z7cC4J+p38RLly7V0KFDNXjwYK1YsUKSNHHiRP3ud79Tv379NHfu3Jg2En0r1pWMAwm2LkbqnDYKdV1RvsupoVkDwmpTdb3b8MuosrZFL+z/SDdtekfutsTchRZPI3OdYQdWux1AyUGbQN8wtd37yJEj2rRpk86cOaNp06Z9+uDUVC1cuFBXX311zBqIvhPLYfLuawoK8vwHEO8i3UBTOt3XtIRaHdZMaPKnn2R42GIkU2fJIljfzx0/XM/sORbwdrscQMlBm0DfMBVsLrnkEn3729+WJJWUlPS6fdiwYdFtlQXZYTGg0chE97UmofAXliYVurThxsv83n/1zCIt/99/+CzklaRLR+Z0BSyjgzkDfQ7BQlNP3jU2VKiJTHW9W1NG5Rkef/C1i4yDjV12R3HQJtA3TAWbX/ziF3rxxReVmprK6EwPdlkM6B0m76n7MHk4gc1fWNpZWafFv92jB675bK/7Z6en6eHrL1RVnVvvVNf3Wqjrld+j3L2ZzyFQaDr/M1mqqnWr8dSnxeKyBqRqxRWjVe9m/VgkvF/WRiNt2elpUT/3KRHF4nwrAL2FvCvKn/b2dqWmWus8zWjtivK328PfjppE9+aRWt3+/LsBb++548iMYLucnv/2ZVH7KzWUz6FnaFr7+sGAj5X8T0XBmFHf+xtps1Lpgkh2lVjpfcaLlXftWIGV+9fsrqiQ0khVVZUeeughffzxx+ro6Fwo2dbWpiNHjmjHjh3htdTCYjXKEQ+xGCYPuqagzh2VYBPq59B9tCfYY+HLIWnggH5qPnXGsMBe1oBUv+ueeo60eQWbYjQr0aeEo/U+AQQWUrBZuXKlPB6PXC6XTpw4oXHjxunFF1/UTTfdFKPmJTY7LQaMxTB50LAUpb6J5HOIdIt5sjlv6EAtvrxQ6/5SoQPHmwPer6G1XfXu9pBHIQIFn2CsNiUc7vsEEFxIhTfeffddPfTQQ1q0aJGysrK0atUqPfDAA9q+fXus2pfQ7LYYcPXMoq7pFy8zO44CMTqK4PIxQ6L2iz2SzyHc3VLJKj0tRbc9965hqPHy1rDpi9IB1IcB4BXSiI3T6VROTo5SU1P1wQcfSJIuv/xyLV++PCaNS3R2WwwYi2Fyf4tGSwpcWv/18WpriXy0xDv1cOGIbJUeawz5cwj2GUriuIRu9n7YaPq+j++s8rl/rEZQ7DQlDCByIQWb/Px8/fnPf9bnP/95dXR0qLq6Wv3791d7e3vwB9tUuHVVElk0h8n9haWCPKdyMtJUE0Gw8Tf1kJOeqobWT38WzX4OwT5DjksITYqjc43N/mO+ISjS0gGB2GlKGEDkQgo2Cxcu1JIlS/TSSy9p7ty5uuGGG9SvXz9dccUVsWpfwmMxoDnRXlPgb+qh6VS7LhqRrZtK8kP6HIJ9ht7b/lh2XI/8Pfhp48mueHi29vkZ2YnVCIrdpoQBRCakYDNt2jS9/PLLysvL06JFi1RYWKjm5mZde+21MWqedbAYsO8YTT3s/bAx7HBp9BnmpKf2ClLwtXBygWYUDVV1vduwdECgEZRwdzTZbUoYQGRCLj5z1llndf3vr371q1FtDGBGPKYeVm0r6zW1Al8zioYq3+VUsNJYPUdQorGjyY5TwgDCYyrYXHzxxXrnnXdUVFQkh8Ph9z7vv/9+VBsGBNLXUw+BRojQqefISKgjKNE4yoMpYQBepoLNI488Ikl64oknAgYboK/09dRDMtW68fbhsmmjdeB4k57Zc8zvepnu/I2MmB1BifaOJqaEAZgKNpdeeqkk/wdgAvEQrakHM+s6kqnWzdghA3XrlMKugDD9vKH696f3an+PrfQOSWOHDtSaKz8bUSVhdjQBiDZTwWbatGlBR2pee+21qDQIMCPSqQejdR11LW0+YSfQCJFD0nlDM1V2/GQU31l8lR1v1oJNe3z6wl/tGo9kqkhfsBEUdjQBiDZTwWbx4sWxbgcQlnCnHgKt67juN2/51MLxfsH7GyHySLYKNd1517jccPEIw/tFOqLCjiYA0WYq2MyaNavXtdraWuXlhXbaMxCuaB5uaLSuo3uokXwXsa6fXex3WsaOvGtc5l1ytuH9ojGiwo4mANEU0nbv9vZ2rV+/Xv/93/+tM2fOaMuWLbr99tu1YcMGDRkyJFZtRBKLxeGGoSwG7r6I1ePxhHSkgB2c8Xj8jqhInbV9cp0hV4zohR1NAKIppEMw169frx07dugXv/iF0tLSNGjQIA0bNkz33ntvrNqHJBeLww3DWQxcXe9Oqt1RXiNznVo9s0hZA3oHmMbW9qgeMpnvcmrKqDxCDYCIhBRstmzZonXr1mnq1KlyOBzKyMjQfffdpx07dsSqfUhi3imjniMF3UdRwhHo1HEjI3Odttsddd7QgTLTBXUtbb2m6KTONUaRfA4AEAshBZuWlpaudTXe6qLp6elKSQnpaQBTzGwFDtctUwpU4Mowdd+c9FTlpKfqZ28cCvv1+tqgzODTdHdOH62xQwca3uft6nq9fOATw/tE8jkAQLSZSiRvv/22JOmiiy7Sf/3Xf0lS1/bvp556SsXF0T2tF5BisxW4wd2mxZtLddOmvTpS22LuMa3tuuP372mnhaoP33BZvuHtRUMHatyw7KALdNe8Uh704E+2ZANIJKaCzb//+79Lku68805t2bJFl19+uU6ePKmvfvWrevLJJ7VixYqYNhLJKdCUUYqjcwFxtLZ5m7Hvw0ZZZSNUZv8UnTzde+qoux9MHyMpvGk5r0g+BwCIFVNbGrzTTvn5+dq6daveeOMNHTt2TMOGDdMXvvAFDRxoPJwNhCuaW4HjfebTwP4puvfKcVr358M6fCL4aNGoQU4dORH6NM/J0x16PMAoi0NSSaFL44ZldV3z18dmsCUbQCIyFWy6Vx12Op2c6o0+E82twOHsanJIQUdqVv5r9GP1K+WG92s+3aGRuU7lZaTp8Ingr32mQ1r6xXP0szcOm2priqSOIPcpKewdRnr28SdNpwzfy8LJBV0neQNAojEVbNxut6644grD+3CkAmIpGocbBluz8x9fOEevldf4HPo4duhAw6MDzhs6UNde8BlVmlyv80rZce2ubjB136o6t+lQIxmHmlunFOhL5xmHEW8fB3svhBoAicxUsElLS9N3v/vdWLcFiKlg5fu/fsnZ+volZ/uMDnk8Hs15bHfA57xz+mif595ZUWc4wlPnbovSuwnNGY9MhxGOOQBgZaaCTWpqqt9jFQCrMbNmp+fokNGX/Lhh2T7Pfc2vd6n59JmArz91VJ6e2XMsSu/GvOLPZAe/UzcccwDAqkJaPAxYXThrdsx+yde1tBmGmrFDMjVxVJ6Khg5UmYmTsUOVmiK1+5mPyklP1cRCV0jPFayfonl2FwBEk6lgc/XVV8e6HUCf6j4qE+xL2mwYCrY4+YNPTmrx5lItvrxQtz33bnTeyL9cOjJHt3/+HN32XKlPleCc9FQ9MW+84WON3n/P0atYnN0FANHk8CTpcExNTZMCvXOHQxo8OMvwPghfovSvvy/p84YO1J3TR/tMMZlVWdtiuB5H+nQKS1LQ9TjBnmd4TrqmjMrT1HMG+YzI7Kys0+5jjXI6ZLhgOJyQsnhzacBpufWzY1uoM1FGiRLl59eu6N/YsnL/etseTORH8wIW5a9Y34HjzVqwaW9YoxAFeRm6cES2z66qnrznXD0x7yJJMl07JmtAPzWdOtPt36k6Wt+qZ/Yc0zN7jnW11+ORNu0+qu3/et6H36zUxEKXbplcoPrWdp9QYHTAqL+QEqgOUPezu2IROBglAhAKgg2SUrBifUZf8Ebmjh9uGGy86tztPtNb/RwOfdTYqk27j6rSz6GS5w0dqB9MH6vqerce21ml0mO+r9H9xPOeYWVHRV2vUHDL5IKQQ4qZs7tiEWxCDWAAkhvBBkkp2Jd0uKMQY4eYq8LtPV8p3+VUTnpqrxGJnry1b87OSfcbnLztNWNXZZ3qW4y3nfsLKbE4uyuYeI0SAbAujuVGUgr2Je0V6snVwc5e6n6+UmVti948Uqs7fv+eqfOrquvdYVVP7qnDo6C7svyFlFic3RVMLE94B2BPBBskpYK8DF06Mifo/cIZhVg9s6hrgXBPEwpcWn7FuVq8uVRzHtut259/V/s+bPRZjGvUFrOBzIzzhg4MOaT4e2+xrG8Tj1EiANbGVBTgRyRVdntuD+/ncOiMx9NVyfgHW8r0wSfm69j0bItRwUBJvW4L5M7po/Xwm5UhFeGL5tldZlAFGUCoCDZISpW1LYZnNl0wPDuiUYjtR2r17j+bVPyZbE0sdPnd2WNWz7ARrGDgqq1lXbui/OleNTnckBKNs7vMogoygFAQbJAUetZACbZ246aS/LC2ElfXteib/7O3V5G84Tnphodp9uRQ5wGca678bK8AEWzUZP2cYjUpRfsP1yjXmaoH/nTYZ8FxsCMkEk1fjxIBsDaCDWwtUA2UWyYXGD4u3LUbPUONJDW0tquhNbQjFEpM1GkxCiSjBmeqw31KK7eW+YSai0ZkW7b+S6IHMACJgcXDsLVANVA2/L0y6jt8th+p7RVq4mnV1t7vff+xxq56NwBgRwQbWIp3i3SVnyJ2/u67o6L3QlpvDZRbpxSEvcPHXzve/WeTuTdhgrcAXSjvt7vDnzRru8F7D/X5AMAqmIqCJYRTVj/YOpqe1X/NrN0wasf5w4KfYdKdQ9KoQU4dPtE7ZHgDSPezp0I5RqCytsXw9lhVCQaAeGPEBpZgVFY/ELM1UPJdnfVhquvdvUYyeo6YGLVj0qg85aSb/1vhwhHZunlSoen7B3u/3RXkZRjeTv0XAHbFiA0SXrhl9c3UQAk0ArN82mj99PWDPtcDHXDZvR1PzBuvBZv2GK61cUi6YES2fn3DRUFHVkJ5v92dM2SgJhW6tJP6LwCSDCM2SHiRlNUPVik30AjMTf+zp/fC2yCHW1bXuzUi16lXb5us9bOLtXBygX561Wc1sdD39S8Yka2544erqs4d9AiGQK9jxuor+7ZKMAAkAkZskPAiKatvVAPFaCTI34hLsGK+3dsxsdDVFWimjR2iqjq3yo436dk9x7T3w8aukZ+JhS6tuGK0/vO1g6aL95mdRqL+C4BkRLBBwotGWX1/NVDCPVAyxaGQ25Hvcmrt6we1/5jvqM/Oijr96A8HtPGGi3wCyNrXD0btGAHqvwBIJkxFwRJicfhiuAdKXjA8O+R2BNp67pG078NG/fvTe5XrTNWUUXnKdzmj9n7D3S4OAFbFiA0sIRbTKkYjQVkDUtV0qt3viEk47Qg2OuQtnLd+drEkc++35zER3dW3nNbi50p9zowKZbs4AFgVwQaWEu1plUAHLPpb99J9xCTUdgQbHQq048nf65ip6bPkt3u1M8C2dG94AgA7ItggqRmNjERzhMg7OrSzos5wEbKZwnlGtXTWzy5WZW2L/lL+Sa/HhbJdHACsimADKPAITDRHiG6ZXKDjjad02KB2TbAdT2Zq+hytD749nmADwK4INkCM+Zs6CpeZmj4jc8PfHg8AVseuKCDG/E0dBRKs+J6Zmj4FeRm6fMyQqJ5cDgBWQbABYijQNu9Ago2mBKpU3DO0rP/6eJVQdRhAErLcVNS+ffs0d+5cOZ2ffgGMGzdOmzZtimOrAP/MFgEMpfheoJ1c3UNLTkaa1s8pVmUtVYcBJBfLBZvS0lJddtlleuqpp+LdFMSZUR2XRGG2CGD3YBLsfYVS04eqwwCSjSWDzfnnnx/vZiCOzNRxSRRGRQCLh2frmyX5XcGkwd2mxZtLTb8vQgsA9JZwwaa1tVUff/yx39uGDBmi0tJSDR48WF/+8pfV3NysCRMmaMWKFRo2bFhIr+MwOE3Ze5vRfRC+SPv3rgB1XFZtLdP6OYlXfG7NlUVa+VKZTxXgkgKXVl/pG1ii9b74+Y0t+je26N/YsnL/mm2zw+PxmFzW2Dd27typG2+80e9t69at029/+1tNnjxZX//619XW1qZ77rlHhw4d0gsvvKB+/fr1cWvR1w5/0qxp9/854O1vLP2CRg3O7MMWmXek5qQqTpxU4aDMXm2M9vs6/EmzKmtb/L4WANhZwo3YlJSU6MCBAwFvnzFjhs+/77rrLk2aNEmHDh3S2LFjTb/OiRNNChTpHA5p0KAsw/sgfJH0b+mRWsPb9x+uUZY6Imhd7GRJKh7klNShmpomn9ui9b4a3G1atdV3dGhSYe/RIYSP3w+xRf/GlpX719v2YBIu2Bj56KOP9Pjjj2vJkiXKzOz8K/T06dOSpPT00E5q9ngU9EM1cx+EL5z+HRFkMe7ZuU5LfmbRel8rt/aeztpZWac7X+KMqGjj90Ns0b+xZef+tVQdG5fLpa1bt+rnP/+5Tp06pdraWt19992aNGmS8vPz49089AGzdVysJhrvK1DNnO7HLQCA3Vkq2KSnp2vjxo06dOiQpk6dqhkzZmjgwIF68MEH49009KHVM4s0wYbF5yJ9X2aOWwAAu7PUVJQkFRUV6bHHHot3MxBHodRxsZJI35eZ4xYAwO4sF2wAL7vWcQn3fRnVzDFb1RgArM5SU1EAjK2eWcQZUQCSGiM2gI1kp3eeEdWkFO0/XKOzbTJNBwBmEWwAGxo1OFNZ6rDtdk4ACISpKAAAYBsEGwAAYBtMRQFADFTWtuhoQ6ttyhEAVkGwAYAoanC3adW2Mu3odl7XxMLOnWnROq+L0AQERrABgChata33eV27Kuu0cmvk53X1RWgCrI41NgAQJbE+r8soNAHoRLCB5VTWtujNI7Uc6oiEE8vzujjkFDCHqShYBsPwSHSxPK/LTGhivQ3AiI1lJeOoBcPwSHTe87pSHL7XUxydITyS4MEhp4A5jNhYTLKOWniH4XvqPgzPX6tIBKtnFmnlVt//j0bjvC4OOQXMIdhYTCx3XCQyhuFhFdnpaVo/u1hVdW5V17ujuiU7VqEJsBOCjYUk86gFw/CwmnxX9GvMxDI0AXbBGhsLieWOi0QXy7ULgNXku5yaMiqPn3vAD4KNhST7qMXqmUWaUODyucYwPACgO6aiLCTZFw8yDA8ACIYRG4th1IJheABAYIzYWAyjFgAABEawsahY7LgAAMDqmIoCAAC2QbABAAC2QbABAAC2QbABAAC2QbABAAC2QbABAAC2QbABAAC2QbABAAC2QbABAAC2QbABAAC2QbABAAC2QbABAAC2QbABAAC2QbABAAC2QbABAAC2QbABAAC2QbABAAC2QbABAAC2QbABAAC2QbABAAC2QbABAAC2QbABAAC2QbABAAC2QbABAAC2QbABAAC2QbABAAC2QbABAAC2QbABAAC2QbABAAC2QbABAAC2QbABAAC2QbABAAC2QbABAAC2QbABAAC2QbABAAC2QbABAAC2QbABAAC2kbDBxu12a+7cuXr++ed9rh85ckQLFizQ+PHjNXXqVG3YsCFOLQQAAIkmIYNNeXm55s2bp7179/pcb2tr0y233KLi4mLt3LlTjzzyiDZt2qT/+7//i09DAQBAQkm4YLN9+3YtWLBAs2bN0vDhw31ue+utt3T8+HEtWbJE/fv317hx4zR//nxt2rQpTq0FAACJJLWvX7C1tVUff/yx39uGDBmioqIivfHGGxowYIAee+wxn9vLy8s1atQo9e/fv+va6NGj9cgjj4TcDocj+G1G90H46N/Yon9ji/6NLfo3tqzcv2bb3OfBZt++fbrxxhv93vbQQw/pS1/6UsDHnjx5Uk6n0+ea0+lUS0tLyO0YNCgrKvdB+Ojf2KJ/Y4v+jS36N7bs3L99HmxKSkp04MCBsB6bkZEht9vtc83tdiszMzPk5zpxokkej//bHI7OD93oPggf/Rtb9G9s0b+xRf/GlpX719v2YPo82ERizJgxqqioUHt7u1JTO5t+8OBBjRkzJuTn8ngU9EM1cx+Ej/6NLfo3tujf2KJ/Y8vO/Ztwi4eNlJSUyOVy6f7779epU6dUVlamp556SnPmzIl30wAAQAKw1IhNamqqHn30Uf3kJz/RlClTlJGRofnz5+u6666Ld9MAAEACSOhg8/rrr/e6VlBQoN/85jdxaA0AAEh0lpqKAgAAMEKwAQAAtkGwAQAAtkGwAQAAtkGwAQAAtkGwAQAAtkGwAQAAtkGwAQAAtkGwAQAAtkGwAQAAtkGwAQAAtkGwAQAAtkGwAQAAtkGwAQAAtkGwAQAAtkGwAQAAtkGwAQAAtkGwAQAAtkGwAQAAtkGwAQAAtkGwAQAAtkGwAQAAtkGwAQAAtkGwAQAAtkGwAQAAtkGwAQAAtkGwAQAAtkGwAQAAtkGwAQAAtpEa7wYAdlFZ26KjDa0ametUvssZ7+YAQFIi2AARanC3adW2Mu2oqOu6NrHQpdUzi5SdnhbHlgFA8mEqCojQqm1l2lVZ53NtV2WdVm4ti1OLACB5EWyACFTWtmhHRZ06PL7XOzzSjoo6VdW549MwAEhSBBsgAkcbWg1vr64n2ABAXyLYABE4Oyfd8PaRuSwiBoC+RLABIlCQl6GJhS6lOHyvpzg6FxCzOwoA+hbBBojQ6plFmlDg8rk2oaBzVxQAoG+x3TsBUP/E2rLT07R+drGq6tyqrnfzOQJAHBFs4oj6J/aS7yLQAEC8MRUVR9Q/AQAgugg2cUL9EwAAoo9gEyfUPwEAIPoINnFC/RMAAKKPYBMn1D8BACD6CDZxRP0TAACii+3ecUT9EwAAootgkwCofwIAQHQwFQUAAGyDYAMAAGyDYAMAAGyDYAMAAGyDYAMAAGyDYAMAAGyDYAMAAGyDYAMAAGyDYAMAAGyDYAMAAGwjaY9UcDiC32Z0H4SP/o0t+je26N/Yon9jy8r9a7bNDo/H44ltUwAAAPoGU1EAAMA2CDYAAMA2CDYAAMA2CDYAAMA2CDYAAMA2CDYAAMA2CDYAAMA2CDYAAMA2CDYAAMA2CDZ+uN1uzZ07V88//7zP9SNHjmjBggUaP368pk6dqg0bNsSphfawb98+FRUVafz48V3/zZs3L97NsqwTJ05o0aJFuvTSS1VSUqLVq1ervb093s2yjW3btmncuHE+P6/Lli2Ld7Nsoba2VtOnT9fOnTu7ru3bt09f+9rXNH78eE2bNk3PPvtsHFtobf7690c/+pHOP/98n5/nZ555Jo6tjJ6kPSsqkPLyci1fvlzvvfee5s6d23W9ra1Nt9xyi6ZPn65f//rXOnjwoL7zne+ooKBAX/nKV+LYYusqLS3VZZddpqeeeireTbGF22+/XWeddZb++te/qqamRrfeeqsef/xx3XzzzfFumi2Ulpbqmmuu0X333RfvptjK22+/rRUrVqiqqqrrWkNDgxYuXKglS5Zo7ty5euutt3TbbbfpvPPO0wUXXBDH1lqPv/6VOn+e77nnHs2aNStOLYsdRmy62b59uxYsWKBZs2Zp+PDhPre99dZbOn78uJYsWaL+/ftr3Lhxmj9/vjZt2hSn1lpfaWmpzj///Hg3wxYqKyu1a9cuLVu2TE6nUyNHjtSiRYv4+Ywifl6j74UXXtDSpUv1ve99z+f6yy+/rNzcXM2bN0+pqamaNGmSrrrqKn6eQxSof0+fPq0PPvjAtj/PSTVi09raqo8//tjvbUOGDFFRUZHeeOMNDRgwQI899pjP7eXl5Ro1apT69+/fdW306NF65JFHYtpmKwvW36WlpRo8eLC+/OUvq7m5WRMmTNCKFSs0bNiwPm6p9ZWXlys3N1dnnXVW17Vzzz1Xx44dU2Njo7Kzs+PYOuvr6OjQe++9J6fTqY0bN+rMmTP6/Oc/r6VLlyonJyfezbOsqVOn6qqrrlJqaqrPl295ebnGjh3rc9/Ro0frueee6+smWlqg/i0rK1N7e7vWrVunt99+W1lZWZo9e7ZuvvlmpaRYf7wjqYLNvn37dOONN/q97aGHHtKXvvSlgI89efKknE6nzzWn06mWlpaottFOjPp73bp1Gjp0qCZPnqyvf/3ramtr0z333KOFCxfqhRdeUL9+/fq4tdYW6OdTklpaWgg2EaqtrdW4ceM0Y8YMrVu3TnV1dVq+fLmWLVvGHzcRGDJkiN/r/n6e09PT+X0bokD929TUpAkTJmj+/Pl64IEH9P777+u2225TSkqKLaaukyrYlJSU6MCBA2E9NiMjQ2632+ea2+1WZmZmNJpmS8H6e8aMGT7/vuuuuzRp0iQdOnSo119rMBbo51MSP6NRMHjwYJ9pEKfTqWXLlun6669Xc3OzBg4cGMfW2Y/T6VRTU5PPtdbWVn6Wo2TKlCmaMmVK178vuOACLViwQNu2bbNFsLH+mFMfGTNmjCoqKnx2mRw8eFBjxoyJY6us66OPPtJ9992nkydPdl07ffq0pM6/zBCaMWPGqL6+XjU1NV3XDh06pGHDhikrKyuOLbOHsrIy/exnP5PH4+m6dvr0aaWkpPhMTyM6xo4dq/Lycp9r/L6NnldffVVPP/20z7XTp0/b5ncvwcakkpISuVwu3X///Tp16pTKysr01FNPac6cOfFumiW5XC5t3bpVP//5z3Xq1CnV1tbq7rvv1qRJk5Sfnx/v5llOYWGhLrnkEq1Zs0bNzc2qrq7WL3/5S34+oyQ3N1ebNm3Sxo0b1d7ermPHjmnt2rWaNWsWwSYGpk+frpqaGj3++ONqa2vTjh07tGXLFs2ePTveTbMFj8ej++67T9u3b5fH49GePXv05JNP+uwEtjKCjUmpqal69NFH9cEHH2jKlClauHCh5s+fr+uuuy7eTbOk9PR0bdy4UYcOHdLUqVM1Y8YMDRw4UA8++GC8m2ZZ69atU3t7u6644gpdf/31+rd/+zctWrQo3s2yhWHDhulXv/qVXnvtNU2YMEGzZ89WcXGxfvjDH8a7abbkcrn06KOP6g9/+INKSkq0atUqrVq1ShMnTox302xh+vTp+sEPfqAf//jHXfWYFi9erGuuuSbeTYsKh6f72CoAAICFMWIDAABsg2ADAABsg2ADAABsg2ADAABsg2ADAABsg2ADAABsg2ADAABsg2ADAABsg2ADIK6mTZum4uJijR8/vtd/u3fv1rRp0/T8889Lkm6++WZt2LAh4td88sknVVJSoilTpui3v/1t1/W2tjbNmjVLhw8fjvg1AMRHUp3uDSAx3X333aaOJ9m4cWPEr9Xc3Kz//M//1AsvvCCPx6PrrrtO11xzjTIyMvTEE0/o8ssv1znnnBPx6wCID0ZsAFjG/PnztX79eklSeXm55s2bp8suu0xf/OIXtXz5cjU3N0uSPv74Y91+++2aNm2aLrzwQl1xxRV67rnnJEn9+vWTpK6Tuh0OhxwOh/75z3/q97//vW699dY4vDMA0UKwAWBJ3tPgd+3apc2bN+sf//iHnn32WUnSqlWrlJaWpq1bt+qdd97RN77xDd1zzz06efKknE6nfvjDH+o73/mObr31Vt17771yOp1as2aNvve97yk9PT3O7wxAJJiKAhB3d999t9asWeNz7TOf+Yy2bNkS8DEDBgzQX//6V5177rmaNGmSfv/73yslpfNvtXvvvVeZmZlKS0vTsWPHlJmZqdbWVjU0NCgzM1M33HCDbrjhhq7n+tvf/qb29nZdcsklWrJkiSorK3XxxRfrzjvvVFpaWmzeNICYYMQGQNz96Ec/0u7du33+Mwo1kvTggw/qwgsv1M9//nNNmjRJ8+fPV3l5uSSpurpa3/rWtzR58mTdcccdeuuttyRJHR0dvZ7n9OnTWrt2rVauXKkNGzYoNzdXL774oqqqqrqmrwBYB8EGgOV0dHToH//4hxYvXqyXX35Zr7/+ugYNGqQVK1aora1N3/nOd3TNNddo586d+t3vfqcFCxYEfK6NGzfqq1/9qkaMGKHy8nJ97nOfk8Ph0Oc+9zl98MEHffiuAEQDwQaA5aSkpOjee+/Vgw8+qFOnTikvL08DBgyQy+VSW1ubWltblZ6eLofDoWPHjmnt2rWSOrdzd3f06FG98sor+uY3vylJKiws1N69e9XW1qb9+/eroKCgz98bgMgQbADE3Y9+9CO/dWx+/etfB3zMgw8+qEOHDmnq1KmaPHmympqadM899ygjI0Nr1qzRQw89pPHjx+vGG2/UlClTNHjw4F4jMPfee6++//3vq3///pKkhQsXqqqqShMnTlRWVpbPOhwA1uDwePc8AgAAWBwjNgAAwDYINgAAwDYINgAAwDYINgAAwDYINgAAwDYINgAAwDYINgAAwDYINgAAwDYINgAAwDYINgAAwDYINgAAwDb+PxNvFERKoABoAAAAAElFTkSuQmCC",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Muutosprosenttien välinen positiivinen korrelaatio näkyy myös hajontakaaviossa\n",
"(muutokset*100).plot(kind='scatter', x='Elisa%', y='Telia%')"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Liukuva korrelaatio kertoo miten muutosprosentit korreloivat eri aikoina\n",
"muutokset['Elisa%'].rolling(100).corr(muutokset['Telia%']).plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Liukuva volatiliteetti\n",
"\n",
"Volatiliteetti kuvaa osakkeeseen liittyvää riskiä.\n",
"\n",
"Volatiliteetti voidaan laska päivittäisten muutosprosenttien keskihajontana ( std-funktiolla ) ja se skaaltaaan vuositasolle kertomalla vuoden kaupantekopäivien lukumäärän neliöjuurella (sama kuin korotus potenssiin 0.5). Vuoteen sisältyvien kaupantekopäivien lukumäärä vaihtelee vuodesta toiseen. Tässä käytetty lukumäärää 252.\n",
"\n",
"Liukuva volatiliteetti kuvaa, miten volatiliteetti (riski) on muuttunut ajan kuluessa."
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# 200 päivän liukuva volatiliteetti\n",
"plt.figure(figsize = (10, 6))\n",
"(muutokset['Elisa%'].rolling(252).std() * (252**0.5)).plot(label='Elisa', legend=True)\n",
"(muutokset['Telia%'].rolling(252).std() * (252**0.5)).plot(label='Telia', legend=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Kahden arvoakselin viivakaavio
\n",
"\n",
"Elisan ja Telian päätöshinnat ovat eri suuruusluokkaa. Jos haluan kuvata ne päällekkäin samaan kaavioon, niin voin käyttää kahden arvoakselin kaaviota.\n",
"\n",
"Värejä https://matplotlib.org/stable/gallery/color/named_colors.html"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Elisan ja Telian osakkeiden hinnan kehitys')"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Kuvion koko\n",
"plt.figure(figsize=(10, 6))\n",
"\n",
"# Viivakaavio Elisan päätöshinnoista\n",
"eli = elisa['Close'].plot(color='dodgerblue')\n",
"\n",
"# Elisan nimi, väri ja fonttikoko\n",
"plt.ylabel('Elisa', color='dodgerblue', fontsize=14)\n",
"\n",
"# Elisan arvoakselin skaalaus (luvut valitaan läheltä pienintä ja suurinta päätöshintaa)\n",
"plt.ylim(30, 60)\n",
"\n",
"# Luon Telialle kaavion (tel), jolla on yhteinen x-akseli Elisan kaavion kanssa\n",
"tel = eli.twinx()\n",
"\n",
"# Viivakaavio Telian päätöshinnoista\n",
"telia['Close'].plot(ax=tel, color='darkviolet')\n",
"\n",
"# Telian nimi, väri ja fonttikoko\n",
"plt.ylabel('Telia', color='darkviolet', fontsize=14)\n",
"\n",
"# Telian arvoakselin skaalaus\n",
"plt.ylim(2.3, 4.4)\n",
"\n",
"plt.title('Elisan ja Telian osakkeiden hinnan kehitys')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Onko viikonpäivällä yhteyttä tuottoprosenttiin?
"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" count | \n",
" mean | \n",
" std | \n",
" min | \n",
" 25% | \n",
" 50% | \n",
" 75% | \n",
" max | \n",
"
\n",
" \n",
" \n",
" \n",
" ma | \n",
" 298.0 | \n",
" 0.159200 | \n",
" 1.154716 | \n",
" -4.078550 | \n",
" -0.517451 | \n",
" 0.180600 | \n",
" 0.810661 | \n",
" 5.780507 | \n",
"
\n",
" \n",
" ti | \n",
" 305.0 | \n",
" 0.051092 | \n",
" 1.479570 | \n",
" -3.897637 | \n",
" -0.619272 | \n",
" 0.036698 | \n",
" 0.664944 | \n",
" 16.401613 | \n",
"
\n",
" \n",
" ke | \n",
" 305.0 | \n",
" 0.096927 | \n",
" 1.188471 | \n",
" -3.867992 | \n",
" -0.517352 | \n",
" 0.038242 | \n",
" 0.707665 | \n",
" 5.965581 | \n",
"
\n",
" \n",
" to | \n",
" 300.0 | \n",
" -0.141318 | \n",
" 1.503481 | \n",
" -8.407721 | \n",
" -0.769202 | \n",
" -0.037183 | \n",
" 0.630856 | \n",
" 6.875676 | \n",
"
\n",
" \n",
" pe | \n",
" 292.0 | \n",
" -0.050880 | \n",
" 1.395204 | \n",
" -9.222597 | \n",
" -0.530880 | \n",
" 0.084000 | \n",
" 0.707627 | \n",
" 3.601623 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" count mean std min 25% 50% 75% \\\n",
"ma 298.0 0.159200 1.154716 -4.078550 -0.517451 0.180600 0.810661 \n",
"ti 305.0 0.051092 1.479570 -3.897637 -0.619272 0.036698 0.664944 \n",
"ke 305.0 0.096927 1.188471 -3.867992 -0.517352 0.038242 0.707665 \n",
"to 300.0 -0.141318 1.503481 -8.407721 -0.769202 -0.037183 0.630856 \n",
"pe 292.0 -0.050880 1.395204 -9.222597 -0.530880 0.084000 0.707627 \n",
"\n",
" max \n",
"ma 5.780507 \n",
"ti 16.401613 \n",
"ke 5.965581 \n",
"to 6.875676 \n",
"pe 3.601623 "
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"viikonpaivat = ['ma', 'ti', 'ke', 'to', 'pe']\n",
"\n",
"muutokset['Weekday'] = muutokset.index.weekday\n",
"\n",
"df1 = (muutokset*100).groupby('Weekday')['Elisa%'].describe()\n",
"df1.index = viikonpaivat\n",
"df1"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"TtestResult(statistic=2.742283641638676, pvalue=0.006296353277847222, df=560.5476082167892)"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Testataan onko maanantain ja torstain välillä merkitsevää eroa\n",
"\n",
"# Vertailtavien ryhmien muodostaminen\n",
"ma = muutokset['Elisa%'][muutokset['Weekday']==0]\n",
"to = muutokset['Elisa%'][muutokset['Weekday']==3]\n",
"\n",
"# Kahden riippumattoman (ind) otoksen t-testi\n",
"from scipy.stats import ttest_ind\n",
"ttest_ind(ma, to, equal_var=False, nan_policy='omit')"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" count | \n",
" mean | \n",
" std | \n",
" min | \n",
" 25% | \n",
" 50% | \n",
" 75% | \n",
" max | \n",
"
\n",
" \n",
" \n",
" \n",
" ma | \n",
" 298.0 | \n",
" 0.052127 | \n",
" 1.344098 | \n",
" -6.435643 | \n",
" -0.651818 | \n",
" 0.081946 | \n",
" 0.829898 | \n",
" 4.142419 | \n",
"
\n",
" \n",
" ti | \n",
" 305.0 | \n",
" 0.063761 | \n",
" 1.409849 | \n",
" -4.492134 | \n",
" -0.609016 | \n",
" 0.025587 | \n",
" 0.731316 | \n",
" 10.997615 | \n",
"
\n",
" \n",
" ke | \n",
" 305.0 | \n",
" -0.011633 | \n",
" 1.380628 | \n",
" -6.196316 | \n",
" -0.743195 | \n",
" -0.098121 | \n",
" 0.740223 | \n",
" 5.843288 | \n",
"
\n",
" \n",
" to | \n",
" 300.0 | \n",
" -0.145500 | \n",
" 1.604992 | \n",
" -13.449943 | \n",
" -0.771205 | \n",
" 0.000000 | \n",
" 0.592920 | \n",
" 8.225973 | \n",
"
\n",
" \n",
" pe | \n",
" 292.0 | \n",
" -0.066919 | \n",
" 1.566218 | \n",
" -12.840602 | \n",
" -0.710870 | \n",
" 0.058161 | \n",
" 0.714696 | \n",
" 8.310701 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" count mean std min 25% 50% 75% \\\n",
"ma 298.0 0.052127 1.344098 -6.435643 -0.651818 0.081946 0.829898 \n",
"ti 305.0 0.063761 1.409849 -4.492134 -0.609016 0.025587 0.731316 \n",
"ke 305.0 -0.011633 1.380628 -6.196316 -0.743195 -0.098121 0.740223 \n",
"to 300.0 -0.145500 1.604992 -13.449943 -0.771205 0.000000 0.592920 \n",
"pe 292.0 -0.066919 1.566218 -12.840602 -0.710870 0.058161 0.714696 \n",
"\n",
" max \n",
"ma 4.142419 \n",
"ti 10.997615 \n",
"ke 5.843288 \n",
"to 8.225973 \n",
"pe 8.310701 "
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df2 = (muutokset*100).groupby('Weekday')['Telia%'].describe()\n",
"df2.index = viikonpaivat\n",
"df2"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"TtestResult(statistic=1.7027391806687329, pvalue=0.08914311406346705, df=590.5275985926206)"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Testataan onko tiistain ja torstain välillä merkitsevää eroa\n",
"\n",
"# Vertailtavien ryhmien muodostaminen\n",
"ma = muutokset['Telia%'][muutokset['Weekday']==1]\n",
"to = muutokset['Telia%'][muutokset['Weekday']==3]\n",
"\n",
"# Kahden riippumattoman (ind) otoksen t-testi\n",
"from scipy.stats import ttest_ind\n",
"ttest_ind(ma, to, equal_var=False, nan_policy='omit')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Lisätietoa\n",
"\n",
"Data-analytiikka Pythonilla: https://tilastoapu.wordpress.com/python/"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.11.4"
}
},
"nbformat": 4,
"nbformat_minor": 4
}