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UniTO/anno2/YearI/SecondSem/BDM/progetto/ProgettoBDM.ipynb

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MCAD 2019
2018-11-22 13:09:11 +01:00
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"from scipy import stats\n",
"import numpy as np\n",
"from sklearn.feature_extraction.text import CountVectorizer\n",
"from sklearn.feature_extraction.text import TfidfTransformer\n",
"import glob\n",
"from functools import partial\n",
"from decimal import *\n",
"\n",
"\n",
"data='./3classdata/W/1.csv'\n",
"#data='./progetto/3classdata/Y/2.csv'\n",
"window=3\n",
"resolution=500\n",
"shift=3\n"
]
},
{
"cell_type": "raw",
"metadata": {},
"source": []
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"def round(n):\n",
" pst = '0.00001'\n",
" precision = Decimal(pst)\n",
" getcontext().prec = len(pst)\n",
" return Decimal(n).quantize(precision)\n",
"assert round(5.00000000000000001)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([-1. , -0.48715223, -0.40806948, -0.3564728 , -0.31673373,\n",
" -0.28370106, -0.25499594, -0.22931092, -0.20584419, -0.18406497,\n",
" -0.16360107, -0.14417942, -0.1255919 , -0.10767457, -0.09029443,\n",
" -0.07334053, -0.05671771, -0.04034218, -0.02413812, -0.00803494,\n",
" 0.00803494, 0.02413812, 0.04034218, 0.05671771, 0.07334053,\n",
" 0.09029443, 0.10767457, 0.1255919 , 0.14417942, 0.16360107,\n",
" 0.18406497, 0.20584419, 0.22931092, 0.25499594, 0.28370106,\n",
" 0.31673373, 0.3564728 , 0.40806948, 0.48715223, 1. ])"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"def gaussian_interval(resolution):\n",
" # use a gaussian distribution, mean 0, std deviation 0.25\n",
" distribution = stats.norm(loc=0, scale=0.25)\n",
" # bounds of range for inverse comulative distribution function\n",
" bounds = distribution.cdf([-1, 1])\n",
" # generate linear space of 2*resolution points using bounds\n",
" linsp = np.linspace(*bounds, num=2*resolution)\n",
" # obtain the array of 2*resolution points\n",
" return distribution.ppf(linsp)\n",
"gaussian_interval(20)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"df = pd.read_csv(data, dtype=float, header=None)\n",
"# rotate dataframe (each column is a temporal sequence)\n",
"df = df.T.reset_index().reindex(axis=1).drop(['index'], axis=1).infer_objects()\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
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" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
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" <td>-1.000000</td>\n",
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" <td>0.490809</td>\n",
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" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>-0.704494</td>\n",
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" <td>0.867532</td>\n",
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" <td>0.557023</td>\n",
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" <td>0.940591</td>\n",
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" <td>-0.722166</td>\n",
" <td>-0.990737</td>\n",
" <td>0.715152</td>\n",
" <td>0.664768</td>\n",
" <td>-0.700204</td>\n",
" <td>-0.977304</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>-0.702488</td>\n",
" <td>-0.727678</td>\n",
" <td>0.847612</td>\n",
" <td>-0.956749</td>\n",
" <td>0.222930</td>\n",
" <td>-0.078956</td>\n",
" <td>-0.759538</td>\n",
" <td>0.573242</td>\n",
" <td>0.914358</td>\n",
" <td>0.871396</td>\n",
" <td>-0.152875</td>\n",
" <td>-0.246231</td>\n",
" <td>0.766082</td>\n",
" <td>-0.839788</td>\n",
" <td>-0.739604</td>\n",
" <td>-0.937756</td>\n",
" <td>0.660606</td>\n",
" <td>0.243287</td>\n",
" <td>-0.358765</td>\n",
" <td>-0.947124</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>-0.653693</td>\n",
" <td>-0.474916</td>\n",
" <td>0.893637</td>\n",
" <td>-0.896301</td>\n",
" <td>-0.210191</td>\n",
" <td>-0.359162</td>\n",
" <td>-0.840516</td>\n",
" <td>-1.000000</td>\n",
" <td>0.993283</td>\n",
" <td>0.808842</td>\n",
" <td>-0.618419</td>\n",
" <td>-0.535811</td>\n",
" <td>0.812865</td>\n",
" <td>-0.818568</td>\n",
" <td>-0.519115</td>\n",
" <td>-0.823284</td>\n",
" <td>0.630303</td>\n",
" <td>0.222132</td>\n",
" <td>-0.169913</td>\n",
" <td>-0.810559</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
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"text/plain": [
" 0 1 2 3 4 5 6 \\\n",
"0 -0.794245 -1.000000 0.828071 -0.994168 0.944798 0.668407 -0.373019 \n",
"1 -0.773646 -0.982051 0.838096 -1.000000 0.702760 0.490809 -0.536255 \n",
"2 -0.704494 -0.941707 0.867532 -0.971583 0.515924 0.189991 -0.667524 \n",
"3 -0.702488 -0.727678 0.847612 -0.956749 0.222930 -0.078956 -0.759538 \n",
"4 -0.653693 -0.474916 0.893637 -0.896301 -0.210191 -0.359162 -0.840516 \n",
"\n",
" 7 8 9 10 11 12 13 \\\n",
"0 -0.150670 0.847187 0.993011 0.997649 0.424828 0.707602 -0.548011 \n",
"1 0.522335 0.949622 1.000000 1.000000 0.416761 0.719298 -0.696552 \n",
"2 0.557023 0.946264 0.940591 0.540661 -0.131239 0.754386 -0.875862 \n",
"3 0.573242 0.914358 0.871396 -0.152875 -0.246231 0.766082 -0.839788 \n",
"4 -1.000000 0.993283 0.808842 -0.618419 -0.535811 0.812865 -0.818568 \n",
"\n",
" 14 15 16 17 18 19 \n",
"0 -0.897720 -0.996191 0.733333 1.000000 -1.000000 -1.000000 \n",
"1 -0.840543 -1.000000 0.721212 0.707079 -0.989454 -0.998286 \n",
"2 -0.722166 -0.990737 0.715152 0.664768 -0.700204 -0.977304 \n",
"3 -0.739604 -0.937756 0.660606 0.243287 -0.358765 -0.947124 \n",
"4 -0.519115 -0.823284 0.630303 0.222132 -0.169913 -0.810559 "
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = ((df - df.min()) / (df.max() - df.min()))*2 - 1\n",
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"#df = df.apply(partial(\n",
" # discretize_series, gaussianInterval=gaussian_interval(resolution)))\n",
"#df.head()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"l = df.apply(lambda x : pd.cut(x, gaussian_interval(resolution), right=True).apply(lambda l : l.left))\n",
"r = df.apply(lambda x : pd.cut(x, gaussian_interval(resolution), right=True).apply(lambda l : l.right))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"df = l"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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" }\n",
"\n",
" .dataframe thead th {\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
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" <td>-1.0000</td>\n",
" <td>-1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>-1.0000</td>\n",
" <td>-1.0000</td>\n",
" <td>0.7702</td>\n",
" <td>-1.0</td>\n",
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" <td>-0.7182</td>\n",
" <td>-1.0000</td>\n",
" <td>-1.0</td>\n",
" <td>0.7182</td>\n",
" <td>0.6860</td>\n",
" <td>-1.0000</td>\n",
" <td>-1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>-0.7182</td>\n",
" <td>-1.0000</td>\n",
" <td>0.7702</td>\n",
" <td>-1.0</td>\n",
" <td>0.5132</td>\n",
" <td>0.18950</td>\n",
" <td>-0.6860</td>\n",
" <td>0.5562</td>\n",
" <td>0.7702</td>\n",
" <td>0.7702</td>\n",
" <td>0.5358</td>\n",
" <td>-0.1316</td>\n",
" <td>0.7182</td>\n",
" <td>-1.0000</td>\n",
" <td>-0.7702</td>\n",
" <td>-1.0</td>\n",
" <td>0.6860</td>\n",
" <td>0.6623</td>\n",
" <td>-0.7182</td>\n",
" <td>-1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>-0.7182</td>\n",
" <td>-0.7702</td>\n",
" <td>0.7702</td>\n",
" <td>-1.0</td>\n",
" <td>0.2221</td>\n",
" <td>-0.07941</td>\n",
" <td>-0.7702</td>\n",
" <td>0.5722</td>\n",
" <td>0.7702</td>\n",
" <td>0.7702</td>\n",
" <td>-0.1530</td>\n",
" <td>-0.2464</td>\n",
" <td>0.7182</td>\n",
" <td>-1.0000</td>\n",
" <td>-0.7702</td>\n",
" <td>-1.0</td>\n",
" <td>0.6433</td>\n",
" <td>0.2423</td>\n",
" <td>-0.3597</td>\n",
" <td>-1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>-0.6623</td>\n",
" <td>-0.4775</td>\n",
" <td>0.7702</td>\n",
" <td>-1.0</td>\n",
" <td>-0.2102</td>\n",
" <td>-0.35970</td>\n",
" <td>-1.0000</td>\n",
" <td>-1.0000</td>\n",
" <td>0.7702</td>\n",
" <td>0.7702</td>\n",
" <td>-0.6275</td>\n",
" <td>-0.5358</td>\n",
" <td>0.7702</td>\n",
" <td>-1.0000</td>\n",
" <td>-0.5240</td>\n",
" <td>-1.0</td>\n",
" <td>0.6275</td>\n",
" <td>0.2221</td>\n",
" <td>-0.1700</td>\n",
" <td>-1.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" 0 1 2 3 4 5 6 7 8 \\\n",
"0 -1.0000 -1.0000 0.7702 -1.0 0.7702 0.66230 -0.3744 -0.1507 0.7702 \n",
"1 -1.0000 -1.0000 0.7702 -1.0 0.6860 0.48980 -0.5422 0.5184 0.7702 \n",
"2 -0.7182 -1.0000 0.7702 -1.0 0.5132 0.18950 -0.6860 0.5562 0.7702 \n",
"3 -0.7182 -0.7702 0.7702 -1.0 0.2221 -0.07941 -0.7702 0.5722 0.7702 \n",
"4 -0.6623 -0.4775 0.7702 -1.0 -0.2102 -0.35970 -1.0000 -1.0000 0.7702 \n",
"\n",
" 9 10 11 12 13 14 15 16 17 \\\n",
"0 0.7702 0.7702 0.4237 0.6860 -0.5490 -1.0000 -1.0 0.7182 0.7702 \n",
"1 0.7702 0.7702 0.4159 0.7182 -0.7182 -1.0000 -1.0 0.7182 0.6860 \n",
"2 0.7702 0.5358 -0.1316 0.7182 -1.0000 -0.7702 -1.0 0.6860 0.6623 \n",
"3 0.7702 -0.1530 -0.2464 0.7182 -1.0000 -0.7702 -1.0 0.6433 0.2423 \n",
"4 0.7702 -0.6275 -0.5358 0.7702 -1.0000 -0.5240 -1.0 0.6275 0.2221 \n",
"\n",
" 18 19 \n",
"0 -1.0000 -1.0 \n",
"1 -1.0000 -1.0 \n",
"2 -0.7182 -1.0 \n",
"3 -0.3597 -1.0 \n",
"4 -0.1700 -1.0 "
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
" #df = df.round(5).astype(Decimal)\n",
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"def generate_words(col, w, s):\n",
" word = []\n",
" idx = 0\n",
" distance = abs(w-s)\n",
" while idx < len(col):\n",
" if len(word) == w:\n",
" yield tuple(word)\n",
" word = []\n",
" if w < s and idx == w:\n",
" idx += distance\n",
" if w > s:\n",
" idx -= distance \n",
" else:\n",
" word.append(round(col[idx]))\n",
" idx+=1"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"def rolling_window(df, w, s):\n",
" ret = list()\n",
" for _,col in df.iteritems():\n",
" ret.append(tuple(generate_words(col, w, s)))\n",
" return pd.DataFrame(ret).T.reset_index().reindex(axis=1).drop(['index'], axis=1)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" 0 \\\n",
"0 (-1.00000, -1.00000, -0.71820, -0.71820, -0.66... \n",
"1 (-0.71820, -0.66230, -0.28860, -0.12660, 0.16140) \n",
"2 (-0.12660, 0.16140, 0.49410, 0.50810, 0.60180) \n",
"3 (0.50810, 0.60180, 0.66230, 0.77020, 0.77020) \n",
"4 (0.77020, 0.77020, 0.77020, 0.77020, 0.77020) \n",
"5 (0.77020, 0.77020, 0.77020, 0.77020, 0.77020) \n",
"6 (0.77020, 0.77020, 0.77020, 0.77020, 0.77020) \n",
"7 (0.77020, 0.77020, 0.77020, 0.77020, 0.66230) \n",
"8 (0.77020, 0.66230, 0.26220, 0.24640, -0.22390) \n",
"9 (0.24640, -0.22390, -0.34940, -0.77020, -1.00000) \n",
"10 (-0.77020, -1.00000, -1.00000, -1.00000, -1.00... \n",
"11 (-1.00000, -1.00000, -1.00000, -1.00000, -1.00... \n",
"\n",
" 1 \\\n",
"0 (-1.00000, -1.00000, -1.00000, -0.77020, -0.47... \n",
"1 (-0.77020, -0.47750, -0.71820, -0.37440, -0.04... \n",
"2 (-0.37440, -0.04573, 0.24950, 0.54220, 0.44340) \n",
"3 (0.54220, 0.44340, 0.37830, 0.66230, 0.77020) \n",
"4 (0.66230, 0.77020, 0.77020, 0.77020, 0.77020) \n",
"5 (0.77020, 0.77020, 0.71820, 0.62750, 0.52400) \n",
"6 (0.62750, 0.52400, 0.44040, 0.57220, 0.64330) \n",
"7 (0.57220, 0.64330, 0.71820, 0.71820, 0.77020) \n",
"8 (0.71820, 0.77020, 0.77020, 0.77020, 0.66230) \n",
"9 (0.77020, 0.66230, 0.56390, 0.33660, 0.36150) \n",
"10 (0.33660, 0.36150, 0.20750, 0.08073, 0.09947) \n",
"11 (0.08073, 0.09947, -0.25360, -0.21200, -0.29360) \n",
"\n",
" 2 \\\n",
"0 (0.77020, 0.77020, 0.77020, 0.77020, 0.77020) \n",
"1 (0.77020, 0.77020, 0.77020, 0.77020, 0.66230) \n",
"2 (0.77020, 0.66230, 0.38640, 0.17960, 0.00157) \n",
"3 (0.17960, 0.00157, -0.19880, -0.40860, -0.29480) \n",
"4 (-0.40860, -0.29480, -0.22580, -0.61380, -1.00... \n",
"5 (-0.61380, -1.00000, -1.00000, -1.00000, -1.00... \n",
"6 (-1.00000, -1.00000, -1.00000, -1.00000, -1.00... \n",
"7 (-1.00000, -1.00000, -1.00000, -1.00000, -1.00... \n",
"8 (-1.00000, -1.00000, -1.00000, -1.00000, -1.00... \n",
"9 (-1.00000, -1.00000, -0.71820, -0.64330, -0.45... \n",
"10 (-0.64330, -0.45940, -0.38640, -0.17080, -0.00... \n",
"11 (-0.17080, -0.00721, 0.12020, 0.29360, 0.31740) \n",
"\n",
" 3 \\\n",
"0 (-1.00000, -1.00000, -1.00000, -1.00000, -1.00... \n",
"1 (-1.00000, -1.00000, -0.77020, -1.00000, -0.77... \n",
"2 (-1.00000, -0.77020, -0.62750, -0.27560, -0.27... \n",
"3 (-0.27560, -0.27910, -0.02671, 0.17800, 0.52970) \n",
"4 (0.17800, 0.52970, 0.77020, 0.77020, 0.77020) \n",
"5 (0.77020, 0.77020, 0.77020, 0.77020, 0.77020) \n",
"6 (0.77020, 0.77020, 0.77020, 0.77020, 0.77020) \n",
"7 (0.77020, 0.77020, 0.45940, 0.44640, 0.27790) \n",
"8 (0.44640, 0.27790, 0.12230, -0.09138, -0.14330) \n",
"9 (-0.09138, -0.14330, -0.26110, -0.29480, -0.31... \n",
"10 (-0.29480, -0.31880, -0.37060, -0.37640, -0.38... \n",
"11 (-0.37640, -0.38030, -0.38030, -0.38030, -0.39... \n",
"\n",
" 4 \\\n",
"0 (0.77020, 0.68600, 0.51320, 0.22210, -0.21020) \n",
"1 (0.22210, -0.21020, -0.01098, 0.18040, 0.30250) \n",
"2 (0.18040, 0.30250, -0.03619, -0.51320, -0.49410) \n",
"3 (-0.51320, -0.49410, -0.51840, -0.32600, 0.23540) \n",
"4 (-0.32600, 0.23540, 0.60180, 0.71820, 0.77020) \n",
"5 (0.71820, 0.77020, 0.77020, 0.77020, 0.35450) \n",
"6 (0.77020, 0.35450, 0.00157, -0.20230, -0.24030) \n",
"7 (-0.20230, -0.24030, -0.18120, 0.00157, 0.24740) \n",
"8 (0.00157, 0.24740, 0.37440, 0.48560, 0.41590) \n",
"9 (0.48560, 0.41590, 0.27790, -0.04892, -0.20230) \n",
"10 (-0.04892, -0.20230, -0.54220, -0.59100, -0.71... \n",
"11 (-0.59100, -0.71820, -1.00000, -1.00000, -1.00... \n",
"\n",
" 5 \\\n",
"0 (0.66230, 0.48980, 0.18950, -0.07941, -0.35970) \n",
"1 (-0.07941, -0.35970, -0.44960, -0.60180, -0.71... \n",
"2 (-0.60180, -0.71820, -0.77020, -1.00000, -1.00... \n",
"3 (-1.00000, -1.00000, -1.00000, -1.00000, -1.00... \n",
"4 (-1.00000, -1.00000, -1.00000, -1.00000, -1.00... \n",
"5 (-1.00000, -1.00000, -1.00000, -0.66230, -0.47... \n",
"6 (-0.66230, -0.47750, -0.24130, -0.08404, 0.21290) \n",
"7 (-0.08404, 0.21290, 0.31880, 0.48560, 0.61380) \n",
"8 (0.48560, 0.61380, 0.71820, 0.77020, 0.77020) \n",
"9 (0.77020, 0.77020, 0.77020, 0.77020, 0.77020) \n",
"10 (0.77020, 0.77020, 0.77020, 0.77020, 0.77020) \n",
"11 (0.77020, 0.77020, 0.77020, 0.77020, 0.77020) \n",
"\n",
" 6 \\\n",
"0 (-0.37440, -0.54220, -0.68600, -0.77020, -1.00... \n",
"1 (-0.77020, -1.00000, -1.00000, -1.00000, -1.00... \n",
"2 (-1.00000, -1.00000, -1.00000, -1.00000, -1.00... \n",
"3 (-1.00000, -1.00000, -1.00000, -1.00000, -1.00... \n",
"4 (-1.00000, -1.00000, -1.00000, -1.00000, -1.00... \n",
"5 (-1.00000, -1.00000, -1.00000, -1.00000, -1.00... \n",
"6 (-1.00000, -1.00000, -1.00000, -1.00000, -1.00... \n",
"7 (-1.00000, -1.00000, -1.00000, -0.34290, 0.19200) \n",
"8 (-0.34290, 0.19200, 0.47000, 0.71820, 0.77020) \n",
"9 (0.71820, 0.77020, 0.77020, 0.77020, 0.77020) \n",
"10 (0.77020, 0.77020, 0.77020, 0.55620, 0.05598) \n",
"11 (0.55620, 0.05598, -0.44340, -0.44960, -0.64330) \n",
"\n",
" 7 \\\n",
"0 (-0.15070, 0.51840, 0.55620, 0.57220, -1.00000) \n",
"1 (0.57220, -1.00000, 0.68600, 0.03936, -0.09406) \n",
"2 (0.03936, -0.09406, 0.11460, 0.45600, 0.71820) \n",
"3 (0.45600, 0.71820, 0.77020, 0.64330, 0.39710) \n",
"4 (0.64330, 0.39710, 0.30120, 0.27910, 0.39060) \n",
"5 (0.27910, 0.39060, 0.61380, 0.77020, 0.77020) \n",
"6 (0.77020, 0.77020, 0.77020, 0.77020, 0.71820) \n",
"7 (0.77020, 0.71820, 0.64330, 0.50330, 0.45280) \n",
"8 (0.50330, 0.45280, 0.43750, 0.41590, 0.37640) \n",
"9 (0.41590, 0.37640, 0.36880, 0.33350, 0.33500) \n",
"10 (0.33350, 0.33500, 0.33660, 0.30910, 0.27440) \n",
"11 (0.30910, 0.27440, 0.27330, 0.26430, 0.24740) \n",
"\n",
" 8 \\\n",
"0 (0.77020, 0.77020, 0.77020, 0.77020, 0.77020) \n",
"1 (0.77020, 0.77020, 0.77020, 0.77020, 0.77020) \n",
"2 (0.77020, 0.77020, 0.77020, 0.77020, 0.71820) \n",
"3 (0.77020, 0.71820, 0.56390, 0.07415, 0.27220) \n",
"4 (0.07415, 0.27220, -0.20750, -0.51840, -0.34130) \n",
"5 (-0.51840, -0.34130, -0.57220, -0.71820, -0.68... \n",
"6 (-0.71820, -0.68600, -0.66230, -0.71820, -0.77... \n",
"7 (-0.71820, -0.77020, -1.00000, -1.00000, -1.00... \n",
"8 (-1.00000, -1.00000, -1.00000, -1.00000, -1.00... \n",
"9 (-1.00000, -1.00000, -1.00000, -1.00000, -1.00... \n",
"10 (-1.00000, -1.00000, -1.00000, -1.00000, -1.00... \n",
"11 (-1.00000, -1.00000, -0.77020, -0.77020, -0.77... \n",
"\n",
" 9 \\\n",
"0 (0.77020, 0.77020, 0.77020, 0.77020, 0.77020) \n",
"1 (0.77020, 0.77020, 0.71820, 0.60180, 0.64330) \n",
"2 (0.60180, 0.64330, 0.66230, 0.64330, 0.52400) \n",
"3 (0.64330, 0.52400, 0.32600, -0.25260, -0.71820) \n",
"4 (-0.25260, -0.71820, -1.00000, -1.00000, -1.00... \n",
"5 (-1.00000, -1.00000, -0.71820, -0.36330, -0.39... \n",
"6 (-0.36330, -0.39710, -0.32020, -0.27790, -0.27... \n",
"7 (-0.27790, -0.27440, -0.25890, -0.26540, -0.27... \n",
"8 (-0.26540, -0.27220, -0.27910, -0.27790, -0.24... \n",
"9 (-0.27790, -0.24950, -0.27670, -0.28140, -0.25... \n",
"10 (-0.28140, -0.25570, -0.17480, -0.05662, 0.01915) \n",
"11 (-0.05662, 0.01915, 0.08404, 0.11600, 0.14620) \n",
"\n",
" 10 \\\n",
"0 (0.77020, 0.77020, 0.53580, -0.15300, -0.62750) \n",
"1 (-0.15300, -0.62750, -0.71820, -1.00000, -1.00... \n",
"2 (-1.00000, -1.00000, -0.62750, -0.10080, 0.11880) \n",
"3 (-0.10080, 0.11880, 0.39490, 0.21650, 0.02860) \n",
"4 (0.21650, 0.02860, 0.38440, 0.56390, 0.62750) \n",
"5 (0.56390, 0.62750, 0.71820, 0.77020, 0.77020) \n",
"6 (0.77020, 0.77020, 0.77020, 0.77020, 0.77020) \n",
"7 (0.77020, 0.77020, 0.77020, 0.77020, 0.77020) \n",
"8 (0.77020, 0.77020, 0.77020, 0.77020, 0.77020) \n",
"9 (0.77020, 0.77020, 0.44960, -0.15220, -0.47750) \n",
"10 (-0.15220, -0.47750, -0.15530, 0.18620, 0.39490) \n",
"11 (0.18620, 0.39490, 0.44960, 0.46640, 0.51840) \n",
"\n",
" 11 \\\n",
"0 (0.42370, 0.41590, -0.13160, -0.24640, -0.53580) \n",
"1 (-0.24640, -0.53580, -0.50330, -1.00000, -1.00... \n",
"2 (-1.00000, -1.00000, -1.00000, -1.00000, -1.00... \n",
"3 (-1.00000, -1.00000, -0.68600, -1.00000, -0.66... \n",
"4 (-1.00000, -0.66230, -0.57220, -0.49410, -0.39... \n",
"5 (-0.49410, -0.39940, -0.46280, -0.42370, -0.31... \n",
"6 (-0.42370, -0.31050, -0.39710, -0.41850, -0.44... \n",
"7 (-0.41850, -0.44040, -0.47000, -0.40860, 0.09541) \n",
"8 (-0.40860, 0.09541, 0.30120, 0.77020, 0.77020) \n",
"9 (0.77020, 0.77020, 0.77020, 0.77020, 0.71820) \n",
"10 (0.77020, 0.71820, 0.42630, 0.48560, 0.54220) \n",
"11 (0.48560, 0.54220, 0.50330, 0.46280, 0.45940) \n",
"\n",
" 12 \\\n",
"0 (0.68600, 0.71820, 0.71820, 0.71820, 0.77020) \n",
"1 (0.71820, 0.77020, 0.77020, 0.77020, 0.77020) \n",
"2 (0.77020, 0.77020, 0.77020, 0.77020, 0.77020) \n",
"3 (0.77020, 0.77020, 0.77020, 0.77020, 0.71820) \n",
"4 (0.77020, 0.71820, 0.56390, 0.21560, 0.15760) \n",
"5 (0.21560, 0.15760, 0.13450, -0.33350, -0.61380) \n",
"6 (-0.33350, -0.61380, -0.55620, -0.55620, -0.53... \n",
"7 (-0.55620, -0.53580, -0.46280, -0.44040, -0.41... \n",
"8 (-0.44040, -0.41590, -0.42900, -0.39280, -0.44... \n",
"9 (-0.39280, -0.44040, -0.51320, -0.57220, -0.71... \n",
"10 (-0.57220, -0.71820, -1.00000, -1.00000, -1.00... \n",
"11 (-1.00000, -1.00000, -1.00000, -1.00000, -1.00... \n",
"\n",
" 13 \\\n",
"0 (-0.54900, -0.71820, -1.00000, -1.00000, -1.00... \n",
"1 (-1.00000, -1.00000, -1.00000, -1.00000, -1.00... \n",
"2 (-1.00000, -1.00000, -1.00000, -1.00000, -1.00... \n",
"3 (-1.00000, -1.00000, -1.00000, -0.38230, -0.19... \n",
"4 (-0.38230, -0.19620, 0.06827, 0.47000, 0.77020) \n",
"5 (0.47000, 0.77020, 0.77020, 0.77020, 0.77020) \n",
"6 (0.77020, 0.77020, 0.77020, 0.77020, 0.51320) \n",
"7 (0.77020, 0.51320, 0.21560, 0.28140, 0.28860) \n",
"8 (0.28140, 0.28860, 0.27100, 0.25150, 0.21650) \n",
"9 (0.25150, 0.21650, 0.13590, 0.15910, -0.07284) \n",
"10 (0.15910, -0.07284, -0.02104, 0.00533, 0.04064) \n",
"11 (0.00533, 0.04064, 0.06502, 0.12730, -0.03239) \n",
"\n",
" 14 \\\n",
"0 (-1.00000, -1.00000, -0.77020, -0.77020, -0.52... \n",
"1 (-0.77020, -0.52400, -0.27670, 0.07677, 0.48980) \n",
"2 (0.07677, 0.48980, 0.77020, 0.77020, 0.77020) \n",
"3 (0.77020, 0.77020, 0.77020, 0.77020, 0.77020) \n",
"4 (0.77020, 0.77020, 0.77020, 0.77020, 0.71820) \n",
"5 (0.77020, 0.71820, 0.68600, 0.58120, 0.57220) \n",
"6 (0.58120, 0.57220, 0.51840, 0.52400, 0.51840) \n",
"7 (0.52400, 0.51840, 0.52970, 0.52970, 0.54900) \n",
"8 (0.52970, 0.54900, 0.55620, 0.57220, 0.56390) \n",
"9 (0.57220, 0.56390, 0.55620, 0.51320, 0.43750) \n",
"10 (0.51320, 0.43750, 0.30250, 0.29230, 0.07349) \n",
"11 (0.29230, 0.07349, -0.21740, -0.50810, -1.00000) \n",
"\n",
" 15 \\\n",
"0 (-1.00000, -1.00000, -1.00000, -1.00000, -1.00... \n",
"1 (-1.00000, -1.00000, -0.71820, -0.64330, -0.51... \n",
"2 (-0.64330, -0.51840, -0.41350, -0.35110, -0.26... \n",
"3 (-0.35110, -0.26110, -0.15070, 0.15530, 0.34130) \n",
"4 (0.15530, 0.34130, 0.77020, 0.51840, 0.71820) \n",
"5 (0.51840, 0.71820, 0.77020, 0.77020, 0.77020) \n",
"6 (0.77020, 0.77020, 0.77020, 0.77020, 0.77020) \n",
"7 (0.77020, 0.77020, 0.77020, 0.77020, 0.77020) \n",
"8 (0.77020, 0.77020, 0.77020, 0.77020, 0.77020) \n",
"9 (0.77020, 0.77020, 0.44040, 0.51840, 0.46640) \n",
"10 (0.51840, 0.46640, 0.39280, 0.30780, 0.25790) \n",
"11 (0.30780, 0.25790, 0.14180, 0.07809, 0.04701) \n",
"\n",
" 16 \\\n",
"0 (0.71820, 0.71820, 0.68600, 0.64330, 0.62750) \n",
"1 (0.64330, 0.62750, 0.62750, 0.04191, -0.30380) \n",
"2 (0.04191, -0.30380, -0.64330, -0.77020, -1.00000) \n",
"3 (-0.77020, -1.00000, -1.00000, -1.00000, -1.00... \n",
"4 (-1.00000, -1.00000, -1.00000, -1.00000, -1.00... \n",
"5 (-1.00000, -1.00000, -1.00000, -1.00000, -1.00... \n",
"6 (-1.00000, -1.00000, -1.00000, -1.00000, -0.77... \n",
"7 (-1.00000, -0.77020, -0.62750, -0.55620, -0.46... \n",
"8 (-0.55620, -0.46280, -0.38850, -0.29730, -0.07... \n",
"9 (-0.29730, -0.07284, -0.03683, -0.02482, 0.00596) \n",
"10 (-0.02482, 0.00596, 0.06049, 0.42900, 0.62750) \n",
"11 (0.42900, 0.62750, 0.77020, 0.77020, 0.77020) \n",
"\n",
" 17 \\\n",
"0 (0.77020, 0.68600, 0.66230, 0.24230, 0.22210) \n",
"1 (0.24230, 0.22210, 0.28620, -0.19030, -0.57220) \n",
"2 (-0.19030, -0.57220, -0.71820, -0.77020, -1.00... \n",
"3 (-0.77020, -1.00000, -1.00000, -1.00000, -1.00... \n",
"4 (-1.00000, -1.00000, -1.00000, -1.00000, -0.77... \n",
"5 (-1.00000, -0.77020, -0.77020, -0.77020, -1.00... \n",
"6 (-0.77020, -1.00000, -0.77020, -0.77020, -0.77... \n",
"7 (-0.77020, -0.77020, -0.62750, -0.44960, 0.12230) \n",
"8 (-0.44960, 0.12230, 0.19120, 0.08537, 0.29360) \n",
"9 (0.08537, 0.29360, 0.40160, 0.38440, 0.39280) \n",
"10 (0.38440, 0.39280, 0.44040, 0.46280, 0.64330) \n",
"11 (0.46280, 0.64330, 0.60180, 0.71820, 0.77020) \n",
"\n",
" 18 \\\n",
"0 (-1.00000, -1.00000, -0.71820, -0.35970, -0.17... \n",
"1 (-0.35970, -0.17000, -0.05148, 0.29480, 0.14400) \n",
"2 (0.29480, 0.14400, 0.47750, 0.61380, 0.66230) \n",
"3 (0.61380, 0.66230, 0.71820, 0.71820, 0.71820) \n",
"4 (0.71820, 0.71820, 0.71820, 0.77020, 0.71820) \n",
"5 (0.77020, 0.71820, 0.77020, 0.77020, 0.77020) \n",
"6 (0.77020, 0.77020, 0.77020, 0.77020, 0.77020) \n",
"7 (0.77020, 0.77020, 0.77020, 0.77020, 0.77020) \n",
"8 (0.77020, 0.77020, 0.71820, 0.71820, 0.57220) \n",
"9 (0.71820, 0.57220, 0.28860, 0.31320, -0.46280) \n",
"10 (0.31320, -0.46280, -0.77020, -0.42900, -0.71820) \n",
"11 (-0.42900, -0.71820, -0.64330, -0.57220, -0.77... \n",
"\n",
" 19 \n",
"0 (-1.00000, -1.00000, -1.00000, -1.00000, -1.00... \n",
"1 (-1.00000, -1.00000, -0.48980, -0.53580, -0.39... \n",
"2 (-0.53580, -0.39490, -0.16840, -0.01601, -0.05... \n",
"3 (-0.01601, -0.05212, -0.07809, 0.52400, 0.54900) \n",
"4 (0.52400, 0.54900, 0.71820, 0.77020, 0.77020) \n",
"5 (0.77020, 0.77020, 0.77020, 0.77020, 0.77020) \n",
"6 (0.77020, 0.77020, 0.77020, 0.77020, 0.77020) \n",
"7 (0.77020, 0.77020, 0.77020, 0.77020, 0.77020) \n",
"8 (0.77020, 0.77020, 0.77020, 0.77020, 0.77020) \n",
"9 (0.77020, 0.77020, 0.68600, 0.50330, 0.52970) \n",
"10 (0.50330, 0.52970, 0.57220, 0.62750, 0.66230) \n",
"11 (0.62750, 0.66230, 0.53580, 0.45280, 0.29860) \n",
"<class 'pandas.core.frame.DataFrame'>\n"
]
}
],
"source": [
"rol = rolling_window(df, 5, 3)\n",
"print(rol)\n",
"print(type(rol))"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{(Decimal('-1.00000'),\n",
" Decimal('-1.00000'),\n",
" Decimal('-1.00000'),\n",
" Decimal('-1.00000'),\n",
" Decimal('-1.00000')): 23,\n",
" (Decimal('-1.00000'),\n",
" Decimal('-1.00000'),\n",
" Decimal('-1.00000'),\n",
" Decimal('-1.00000'),\n",
" Decimal('-0.77020')): 2,\n",
" (Decimal('-1.00000'),\n",
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" Decimal('-0.46280'),\n",
" Decimal('-0.77020'),\n",
" Decimal('-0.42900'),\n",
" Decimal('-0.71820')): 1,\n",
" (Decimal('0.33350'),\n",
" Decimal('0.33500'),\n",
" Decimal('0.33660'),\n",
" Decimal('0.30910'),\n",
" Decimal('0.27440')): 1,\n",
" (Decimal('0.33660'),\n",
" Decimal('0.36150'),\n",
" Decimal('0.20750'),\n",
" Decimal('0.08073'),\n",
" Decimal('0.09947')): 1,\n",
" (Decimal('0.38440'),\n",
" Decimal('0.39280'),\n",
" Decimal('0.44040'),\n",
" Decimal('0.46280'),\n",
" Decimal('0.64330')): 1,\n",
" (Decimal('0.41590'),\n",
" Decimal('0.37640'),\n",
" Decimal('0.36880'),\n",
" Decimal('0.33350'),\n",
" Decimal('0.33500')): 1,\n",
" (Decimal('0.42370'),\n",
" Decimal('0.41590'),\n",
" Decimal('-0.13160'),\n",
" Decimal('-0.24640'),\n",
" Decimal('-0.53580')): 1,\n",
" (Decimal('0.42900'),\n",
" Decimal('0.62750'),\n",
" Decimal('0.77020'),\n",
" Decimal('0.77020'),\n",
" Decimal('0.77020')): 1,\n",
" (Decimal('0.44640'),\n",
" Decimal('0.27790'),\n",
" Decimal('0.12230'),\n",
" Decimal('-0.09138'),\n",
" Decimal('-0.14330')): 1,\n",
" (Decimal('0.45600'),\n",
" Decimal('0.71820'),\n",
" Decimal('0.77020'),\n",
" Decimal('0.64330'),\n",
" Decimal('0.39710')): 1,\n",
" (Decimal('0.46280'),\n",
" Decimal('0.64330'),\n",
" Decimal('0.60180'),\n",
" Decimal('0.71820'),\n",
" Decimal('0.77020')): 1,\n",
" (Decimal('0.47000'),\n",
" Decimal('0.77020'),\n",
" Decimal('0.77020'),\n",
" Decimal('0.77020'),\n",
" Decimal('0.77020')): 1,\n",
" (Decimal('0.48560'),\n",
" Decimal('0.41590'),\n",
" Decimal('0.27790'),\n",
" Decimal('-0.04892'),\n",
" Decimal('-0.20230')): 1,\n",
" (Decimal('0.48560'),\n",
" Decimal('0.54220'),\n",
" Decimal('0.50330'),\n",
" Decimal('0.46280'),\n",
" Decimal('0.45940')): 1,\n",
" (Decimal('0.48560'),\n",
" Decimal('0.61380'),\n",
" Decimal('0.71820'),\n",
" Decimal('0.77020'),\n",
" Decimal('0.77020')): 1,\n",
" (Decimal('0.50330'),\n",
" Decimal('0.45280'),\n",
" Decimal('0.43750'),\n",
" Decimal('0.41590'),\n",
" Decimal('0.37640')): 1,\n",
" (Decimal('0.50330'),\n",
" Decimal('0.52970'),\n",
" Decimal('0.57220'),\n",
" Decimal('0.62750'),\n",
" Decimal('0.66230')): 1,\n",
" (Decimal('0.50810'),\n",
" Decimal('0.60180'),\n",
" Decimal('0.66230'),\n",
" Decimal('0.77020'),\n",
" Decimal('0.77020')): 1,\n",
" (Decimal('0.51320'),\n",
" Decimal('0.43750'),\n",
" Decimal('0.30250'),\n",
" Decimal('0.29230'),\n",
" Decimal('0.07349')): 1,\n",
" (Decimal('0.51840'),\n",
" Decimal('0.46640'),\n",
" Decimal('0.39280'),\n",
" Decimal('0.30780'),\n",
" Decimal('0.25790')): 1,\n",
" (Decimal('0.51840'),\n",
" Decimal('0.71820'),\n",
" Decimal('0.77020'),\n",
" Decimal('0.77020'),\n",
" Decimal('0.77020')): 1,\n",
" (Decimal('0.52400'),\n",
" Decimal('0.51840'),\n",
" Decimal('0.52970'),\n",
" Decimal('0.52970'),\n",
" Decimal('0.54900')): 1,\n",
" (Decimal('0.52400'),\n",
" Decimal('0.54900'),\n",
" Decimal('0.71820'),\n",
" Decimal('0.77020'),\n",
" Decimal('0.77020')): 1,\n",
" (Decimal('0.52970'),\n",
" Decimal('0.54900'),\n",
" Decimal('0.55620'),\n",
" Decimal('0.57220'),\n",
" Decimal('0.56390')): 1,\n",
" (Decimal('0.54220'),\n",
" Decimal('0.44340'),\n",
" Decimal('0.37830'),\n",
" Decimal('0.66230'),\n",
" Decimal('0.77020')): 1,\n",
" (Decimal('0.55620'),\n",
" Decimal('0.05598'),\n",
" Decimal('-0.44340'),\n",
" Decimal('-0.44960'),\n",
" Decimal('-0.64330')): 1,\n",
" (Decimal('0.56390'),\n",
" Decimal('0.62750'),\n",
" Decimal('0.71820'),\n",
" Decimal('0.77020'),\n",
" Decimal('0.77020')): 1,\n",
" (Decimal('0.57220'),\n",
" Decimal('-1.00000'),\n",
" Decimal('0.68600'),\n",
" Decimal('0.03936'),\n",
" Decimal('-0.09406')): 1,\n",
" (Decimal('0.57220'),\n",
" Decimal('0.56390'),\n",
" Decimal('0.55620'),\n",
" Decimal('0.51320'),\n",
" Decimal('0.43750')): 1,\n",
" (Decimal('0.57220'),\n",
" Decimal('0.64330'),\n",
" Decimal('0.71820'),\n",
" Decimal('0.71820'),\n",
" Decimal('0.77020')): 1,\n",
" (Decimal('0.58120'),\n",
" Decimal('0.57220'),\n",
" Decimal('0.51840'),\n",
" Decimal('0.52400'),\n",
" Decimal('0.51840')): 1,\n",
" (Decimal('0.60180'),\n",
" Decimal('0.64330'),\n",
" Decimal('0.66230'),\n",
" Decimal('0.64330'),\n",
" Decimal('0.52400')): 1,\n",
" (Decimal('0.61380'),\n",
" Decimal('0.66230'),\n",
" Decimal('0.71820'),\n",
" Decimal('0.71820'),\n",
" Decimal('0.71820')): 1,\n",
" (Decimal('0.62750'),\n",
" Decimal('0.52400'),\n",
" Decimal('0.44040'),\n",
" Decimal('0.57220'),\n",
" Decimal('0.64330')): 1,\n",
" (Decimal('0.62750'),\n",
" Decimal('0.66230'),\n",
" Decimal('0.53580'),\n",
" Decimal('0.45280'),\n",
" Decimal('0.29860')): 1,\n",
" (Decimal('0.64330'),\n",
" Decimal('0.39710'),\n",
" Decimal('0.30120'),\n",
" Decimal('0.27910'),\n",
" Decimal('0.39060')): 1,\n",
" (Decimal('0.64330'),\n",
" Decimal('0.52400'),\n",
" Decimal('0.32600'),\n",
" Decimal('-0.25260'),\n",
" Decimal('-0.71820')): 1,\n",
" (Decimal('0.64330'),\n",
" Decimal('0.62750'),\n",
" Decimal('0.62750'),\n",
" Decimal('0.04191'),\n",
" Decimal('-0.30380')): 1,\n",
" (Decimal('0.66230'),\n",
" Decimal('0.48980'),\n",
" Decimal('0.18950'),\n",
" Decimal('-0.07941'),\n",
" Decimal('-0.35970')): 1,\n",
" (Decimal('0.66230'),\n",
" Decimal('0.77020'),\n",
" Decimal('0.77020'),\n",
" Decimal('0.77020'),\n",
" Decimal('0.77020')): 1,\n",
" (Decimal('0.68600'),\n",
" Decimal('0.71820'),\n",
" Decimal('0.71820'),\n",
" Decimal('0.71820'),\n",
" Decimal('0.77020')): 1,\n",
" (Decimal('0.71820'),\n",
" Decimal('0.57220'),\n",
" Decimal('0.28860'),\n",
" Decimal('0.31320'),\n",
" Decimal('-0.46280')): 1,\n",
" (Decimal('0.71820'),\n",
" Decimal('0.71820'),\n",
" Decimal('0.68600'),\n",
" Decimal('0.64330'),\n",
" Decimal('0.62750')): 1,\n",
" (Decimal('0.71820'),\n",
" Decimal('0.71820'),\n",
" Decimal('0.71820'),\n",
" Decimal('0.77020'),\n",
" Decimal('0.71820')): 1,\n",
" (Decimal('0.71820'),\n",
" Decimal('0.77020'),\n",
" Decimal('0.77020'),\n",
" Decimal('0.77020'),\n",
" Decimal('0.35450')): 1,\n",
" (Decimal('0.71820'),\n",
" Decimal('0.77020'),\n",
" Decimal('0.77020'),\n",
" Decimal('0.77020'),\n",
" Decimal('0.66230')): 1,\n",
" (Decimal('0.71820'),\n",
" Decimal('0.77020'),\n",
" Decimal('0.77020'),\n",
" Decimal('0.77020'),\n",
" Decimal('0.77020')): 2,\n",
" (Decimal('0.77020'),\n",
" Decimal('0.35450'),\n",
" Decimal('0.00157'),\n",
" Decimal('-0.20230'),\n",
" Decimal('-0.24030')): 1,\n",
" (Decimal('0.77020'),\n",
" Decimal('0.51320'),\n",
" Decimal('0.21560'),\n",
" Decimal('0.28140'),\n",
" Decimal('0.28860')): 1,\n",
" (Decimal('0.77020'),\n",
" Decimal('0.66230'),\n",
" Decimal('0.26220'),\n",
" Decimal('0.24640'),\n",
" Decimal('-0.22390')): 1,\n",
" (Decimal('0.77020'),\n",
" Decimal('0.66230'),\n",
" Decimal('0.38640'),\n",
" Decimal('0.17960'),\n",
" Decimal('0.00157')): 1,\n",
" (Decimal('0.77020'),\n",
" Decimal('0.66230'),\n",
" Decimal('0.56390'),\n",
" Decimal('0.33660'),\n",
" Decimal('0.36150')): 1,\n",
" (Decimal('0.77020'),\n",
" Decimal('0.68600'),\n",
" Decimal('0.51320'),\n",
" Decimal('0.22210'),\n",
" Decimal('-0.21020')): 1,\n",
" (Decimal('0.77020'),\n",
" Decimal('0.68600'),\n",
" Decimal('0.66230'),\n",
" Decimal('0.24230'),\n",
" Decimal('0.22210')): 1,\n",
" (Decimal('0.77020'),\n",
" Decimal('0.71820'),\n",
" Decimal('0.42630'),\n",
" Decimal('0.48560'),\n",
" Decimal('0.54220')): 1,\n",
" (Decimal('0.77020'),\n",
" Decimal('0.71820'),\n",
" Decimal('0.56390'),\n",
" Decimal('0.07415'),\n",
" Decimal('0.27220')): 1,\n",
" (Decimal('0.77020'),\n",
" Decimal('0.71820'),\n",
" Decimal('0.56390'),\n",
" Decimal('0.21560'),\n",
" Decimal('0.15760')): 1,\n",
" (Decimal('0.77020'),\n",
" Decimal('0.71820'),\n",
" Decimal('0.64330'),\n",
" Decimal('0.50330'),\n",
" Decimal('0.45280')): 1,\n",
" (Decimal('0.77020'),\n",
" Decimal('0.71820'),\n",
" Decimal('0.68600'),\n",
" Decimal('0.58120'),\n",
" Decimal('0.57220')): 1,\n",
" (Decimal('0.77020'),\n",
" Decimal('0.71820'),\n",
" Decimal('0.77020'),\n",
" Decimal('0.77020'),\n",
" Decimal('0.77020')): 1,\n",
" (Decimal('0.77020'),\n",
" Decimal('0.77020'),\n",
" Decimal('0.44040'),\n",
" Decimal('0.51840'),\n",
" Decimal('0.46640')): 1,\n",
" (Decimal('0.77020'),\n",
" Decimal('0.77020'),\n",
" Decimal('0.44960'),\n",
" Decimal('-0.15220'),\n",
" Decimal('-0.47750')): 1,\n",
" (Decimal('0.77020'),\n",
" Decimal('0.77020'),\n",
" Decimal('0.45940'),\n",
" Decimal('0.44640'),\n",
" Decimal('0.27790')): 1,\n",
" (Decimal('0.77020'),\n",
" Decimal('0.77020'),\n",
" Decimal('0.53580'),\n",
" Decimal('-0.15300'),\n",
" Decimal('-0.62750')): 1,\n",
" (Decimal('0.77020'),\n",
" Decimal('0.77020'),\n",
" Decimal('0.68600'),\n",
" Decimal('0.50330'),\n",
" Decimal('0.52970')): 1,\n",
" (Decimal('0.77020'),\n",
" Decimal('0.77020'),\n",
" Decimal('0.71820'),\n",
" Decimal('0.60180'),\n",
" Decimal('0.64330')): 1,\n",
" (Decimal('0.77020'),\n",
" Decimal('0.77020'),\n",
" Decimal('0.71820'),\n",
" Decimal('0.62750'),\n",
" Decimal('0.52400')): 1,\n",
" (Decimal('0.77020'),\n",
" Decimal('0.77020'),\n",
" Decimal('0.71820'),\n",
" Decimal('0.71820'),\n",
" Decimal('0.57220')): 1,\n",
" (Decimal('0.77020'),\n",
" Decimal('0.77020'),\n",
" Decimal('0.77020'),\n",
" Decimal('0.55620'),\n",
" Decimal('0.05598')): 1,\n",
" (Decimal('0.77020'),\n",
" Decimal('0.77020'),\n",
" Decimal('0.77020'),\n",
" Decimal('0.77020'),\n",
" Decimal('0.51320')): 1,\n",
" (Decimal('0.77020'),\n",
" Decimal('0.77020'),\n",
" Decimal('0.77020'),\n",
" Decimal('0.77020'),\n",
" Decimal('0.66230')): 2,\n",
" (Decimal('0.77020'),\n",
" Decimal('0.77020'),\n",
" Decimal('0.77020'),\n",
" Decimal('0.77020'),\n",
" Decimal('0.71820')): 5,\n",
" (Decimal('0.77020'),\n",
" Decimal('0.77020'),\n",
" Decimal('0.77020'),\n",
" Decimal('0.77020'),\n",
" Decimal('0.77020')): 26}"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"def text_freq(iterable):\n",
" d = dict()\n",
" for df in iterable:\n",
" assert type(df) is pd.DataFrame, 'Wrong type:' + str(type(df))\n",
" for _,col in df.iteritems():\n",
" for word, cnt in col.value_counts().iteritems():\n",
" hashable = word # hashable to be used as index\n",
" if hashable in d:\n",
" d[hashable] += cnt\n",
" else:\n",
" d[hashable] = cnt\n",
" return d\n",
"\n",
"text_freq((rol,))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"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": "3.5.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Reference in a new issue Copy permalink