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December 15, 2015 16:14
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Caliair, process air quality data from Ayto. Madrid.
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| from typing import Any, Callable, Iterable, Generator, List, Optional, Tuple, Dict | |
| import datetime | |
| from itertools import count | |
| def identity(value: Any) -> Any: | |
| """ | |
| Identity function, takes something, returns something. | |
| """ | |
| return value | |
| def bool_test(something: Any) -> bool: | |
| """ | |
| Test something with bool. | |
| """ | |
| return bool(something) | |
| def remove_commas(line_gen: Iterable[str]) -> Generator[str, Any, Any]: | |
| """ | |
| Remove commas from a string returned by a generator | |
| :param line_gen: iterator that yields a string | |
| :return: a generator from a generator | |
| """ | |
| for l in line_gen: | |
| line = l.replace(',', '') | |
| yield line | |
| def slice_str(start: int, stop: Optional[int]) -> Callable[[str], str]: | |
| def f(s): | |
| return s[start: stop:] | |
| def g(s): | |
| return s[start:] | |
| return f if stop is not None else g | |
| def strip(string: str, size: int) -> Tuple[int, str]: | |
| for index in count(): | |
| start = index * size | |
| stop = start + size | |
| if stop > len(string): | |
| raise StopIteration | |
| yield index, string[start: stop] | |
| # los datos horarios en tiempo real tienen el año en cuatro cifras, los históricos en dos | |
| def str_yymmdd_to_date(s): | |
| result = datetime.datetime.strptime(s, "%y%m%d").date() | |
| return result | |
| def str_yyyymmdd_to_date(s): | |
| result = datetime.datetime.strptime(s, "%Y%m%d").date() | |
| return result | |
| ################################################################################ | |
| # ---------- Classes for fields and registers | |
| class Field: | |
| def __init__(self, name: str, | |
| extract: Callable[[str], str], | |
| validate: Callable[[str], bool]=bool_test, | |
| transform: Callable[[str], Any]=identity) -> 'Field': | |
| """ | |
| Field object | |
| :param name: name of the field | |
| :param extract: extract the field from the original string | |
| :param validate: validates the value of the field, can be used for logging | |
| :param transform: transforms the string extracted to the correct type | |
| :return: | |
| """ | |
| self.name = name | |
| self.extract = extract | |
| self.validate = validate | |
| self.transform = transform | |
| def to_key_value(self, record: str) -> [str, Any]: | |
| field = self.extract(record) | |
| if self.validate(field): | |
| return self.name, self.transform(field) | |
| class RepeatableField: | |
| def __init__(self, | |
| extract: Callable[[str], str], | |
| size: int, | |
| fields: List[Field], | |
| index_label: str, | |
| index_transform: Callable[[int], str]=lambda x: str(x)) -> 'RepeatableField': | |
| """ | |
| Repeatable field oject, have some Fields repeated withing a record | |
| :param extract: funtion to extract the RepeatableField from a record (string) | |
| :param size: the size of the repeated part | |
| :param fields: list of field that forms the repeated part | |
| :param index_label: label to the index of the repeated portion | |
| :param index_transform: function to adapt the index of the repeated part | |
| :return: RepeatabeField object | |
| """ | |
| self.extract = extract | |
| self.size = size | |
| self.fields = fields | |
| self.index_label = index_label | |
| self.index_transform = index_transform | |
| def to_key_value(self, record: str) -> Generator[Dict[str, Any], Any, Any]: | |
| repeatable_field = self.extract(record) | |
| for index, rep_record in strip(repeatable_field, self.size): | |
| result = dict((field.to_key_value(rep_record) for field in self.fields)) | |
| if self.index_label: | |
| result[self.index_label] = self.index_transform(index) | |
| yield result | |
| class RepeatableRegister: | |
| def __init__(self, fixed_fields: List[Field], repeatable_field: RepeatableField) -> 'RepeatableRegister': | |
| self.fixed_fields = fixed_fields | |
| self.repeatable_field = repeatable_field | |
| def str_to_dict_gen(self, gen: Iterable) -> Generator[Dict[str, Any], Any, Any]: | |
| for record in gen: | |
| fixed = dict(field.to_key_value(record) for field in self.fixed_fields) | |
| for repeated in self.repeatable_field.to_key_value(record): | |
| repeated.update(fixed) | |
| yield repeated | |
| def filter_by(field_gen: Iterable[Dict[str, Any]], **kwargs) -> Generator[Dict[str, Any], Any, Any]: | |
| """ | |
| Filter some Iterable of dicts, comparing function keywords and values | |
| :param field_gen: Iterable of dicts | |
| :param kwargs: key=value to filter | |
| :return: a generator to the filtered values | |
| """ | |
| for record in field_gen: | |
| if all(arg in record and (record[arg] == value) for arg, value in kwargs.items()): | |
| yield record | |
| ################################################################################ | |
| # ---------- Definición de los campos de contaminación del aire. | |
| fixed_fields = [Field('codigo_estacion', slice_str(0, 8)), | |
| Field('magnitud_medida', slice_str(8, 10)), | |
| Field('tecnica_analitica', slice_str(10, 12)), | |
| Field('periodo', slice_str(12, 14)), | |
| Field('fecha', slice_str(14, 22), transform=str_yyyymmdd_to_date), | |
| ] | |
| repeated_fields = [Field('valor', slice_str(0, 5)), | |
| Field('validez', slice_str(5, 6))] | |
| repeatable_field = RepeatableField(extract=slice_str(22, None), | |
| size=6, | |
| fields=repeated_fields, | |
| index_label='intervalo', | |
| index_transform=lambda x: str(x+1)) | |
| tiempo_real = RepeatableRegister(fixed_fields, repeatable_field) |
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| magnitud_medida = { | |
| "01": "Dióxido de Azufre", | |
| "06": "Monóxido de Carbono", | |
| "07": "Monóxido de Nitrógeno", | |
| "08": "Dióxido de Nitrógeno", | |
| "09": "Partículas < 2.5 μm", | |
| "10": "Partículas < 10 μm", | |
| "12": "Óxidos de Nitrógeno", | |
| "14": "Ozono", | |
| "20": "Tolueno", | |
| "30": "Benceno", | |
| "35": "Etilbenceno", | |
| "37": "Metaxileno", | |
| "38": "Paraxileno", | |
| "39": "Ortoxileno", | |
| "42": "Hidrocarburos totales (hexano)", | |
| "43": "Hidrocarburos (metano)", | |
| "44": "Hidrocarburos no metánicos (hexano)", | |
| "80": "Radiación ultravioleta", | |
| "81": "Velocidad del viento", | |
| "82": "Dirección del viento", | |
| "83": "Temperatura", | |
| "86": "Humedad relativa", | |
| "87": "Presión", | |
| "88": "Radiación solar", | |
| "89": "Precipitación", | |
| "92": "Lluvia ácida", | |
| } | |
| tecnica_analitica = { | |
| "38": "Fluorescencia ultravioleta", | |
| "48": "Absorción infrarroja", | |
| "08": "Quimioluminiscencia", | |
| "47": "Microbalanza", | |
| "06": "Absorción ultravioleta", | |
| "59": "Cromatografía de gases", | |
| "02": "Ionización de llama", | |
| "98": "Sensores meteorológicos", | |
| } |
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "\n", | |
| "## Calidad del aire: Datos en tiempo real\n", | |
| "\n", | |
| "Página correspondiente al portal de datos abiertos del Ayuntamietno de Madrid:\n", | |
| "\n", | |
| "http://datos.madrid.es/portal/site/egob/menuitem.c05c1f754a33a9fbe4b2e4b284f1a5a0/?vgnextoid=41e01e007c9db410VgnVCM2000000c205a0aRCRD&vgnextchannel=374512b9ace9f310VgnVCM100000171f5a0aRCRD\n", | |
| "\n", | |
| "Fichero que proporcionado mostrando la estructura de los datos:\n", | |
| "\n", | |
| "http://datos.madrid.es/FWProjects/egob/contenidos/datasets/ficheros/MedioAmbiente_CalidadAire/INTPHORA-DIA_V2.2.pdf\n", | |
| "\n", | |
| "url del fichero con los datos horarios:\n", | |
| "\n", | |
| "http://www.mambiente.munimadrid.es/opendata/horario.txt\n", | |
| "\n", | |
| "\n", | |
| "## Calidad del aire: Estaciones de control\n", | |
| "\n", | |
| "http://datos.madrid.es/portal/site/egob/menuitem.c05c1f754a33a9fbe4b2e4b284f1a5a0/?vgnextoid=9e42c176313eb410VgnVCM1000000b205a0aRCRD&vgnextchannel=374512b9ace9f310VgnVCM100000171f5a0aRCRD" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "metadata": { | |
| "collapsed": false, | |
| "scrolled": false | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "from caliair import *" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "import requests\n", | |
| "url = \"http://www.mambiente.munimadrid.es/opendata/horario.txt\"\n", | |
| "\n", | |
| "response = requests.get(url)\n", | |
| "raw_data = response.text" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 4, | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "record_gen = remove_commas(line for line in raw_data.splitlines())" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 5, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "'280790990138022015121400010V00009V00008V00007V00007V00007V00007V00007V00009V00009V00010V00009V00009V00008V00008V00008V00008V00008V00008V00009V00008V00008V00007V00000N'" | |
| ] | |
| }, | |
| "execution_count": 5, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "next(record_gen)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 6, | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "data_gen = tiempo_real.str_to_dict_gen(record_gen)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 7, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "{'codigo_estacion': '28079099',\n", | |
| " 'fecha': datetime.date(2015, 12, 14),\n", | |
| " 'intervalo': '1',\n", | |
| " 'magnitud_medida': '06',\n", | |
| " 'periodo': '02',\n", | |
| " 'tecnica_analitica': '48',\n", | |
| " 'validez': 'V',\n", | |
| " 'valor': '000.7'}" | |
| ] | |
| }, | |
| "execution_count": 7, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "next(data_gen)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 8, | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "import pandas as pd" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 9, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<div>\n", | |
| "<table border=\"1\" class=\"dataframe\">\n", | |
| " <thead>\n", | |
| " <tr style=\"text-align: right;\">\n", | |
| " <th></th>\n", | |
| " <th>codigo_estacion</th>\n", | |
| " <th>fecha</th>\n", | |
| " <th>intervalo</th>\n", | |
| " <th>magnitud_medida</th>\n", | |
| " <th>periodo</th>\n", | |
| " <th>tecnica_analitica</th>\n", | |
| " <th>validez</th>\n", | |
| " <th>valor</th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <th>0</th>\n", | |
| " <td>28079099</td>\n", | |
| " <td>2015-12-14</td>\n", | |
| " <td>2</td>\n", | |
| " <td>06</td>\n", | |
| " <td>02</td>\n", | |
| " <td>48</td>\n", | |
| " <td>V</td>\n", | |
| " <td>000.6</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>1</th>\n", | |
| " <td>28079099</td>\n", | |
| " <td>2015-12-14</td>\n", | |
| " <td>3</td>\n", | |
| " <td>06</td>\n", | |
| " <td>02</td>\n", | |
| " <td>48</td>\n", | |
| " <td>V</td>\n", | |
| " <td>000.4</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>2</th>\n", | |
| " <td>28079099</td>\n", | |
| " <td>2015-12-14</td>\n", | |
| " <td>4</td>\n", | |
| " <td>06</td>\n", | |
| " <td>02</td>\n", | |
| " <td>48</td>\n", | |
| " <td>V</td>\n", | |
| " <td>000.4</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>3</th>\n", | |
| " <td>28079099</td>\n", | |
| " <td>2015-12-14</td>\n", | |
| " <td>5</td>\n", | |
| " <td>06</td>\n", | |
| " <td>02</td>\n", | |
| " <td>48</td>\n", | |
| " <td>V</td>\n", | |
| " <td>000.3</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4</th>\n", | |
| " <td>28079099</td>\n", | |
| " <td>2015-12-14</td>\n", | |
| " <td>6</td>\n", | |
| " <td>06</td>\n", | |
| " <td>02</td>\n", | |
| " <td>48</td>\n", | |
| " <td>V</td>\n", | |
| " <td>000.3</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5</th>\n", | |
| " <td>28079099</td>\n", | |
| " <td>2015-12-14</td>\n", | |
| " <td>7</td>\n", | |
| " <td>06</td>\n", | |
| " <td>02</td>\n", | |
| " <td>48</td>\n", | |
| " <td>V</td>\n", | |
| " <td>000.3</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>6</th>\n", | |
| " <td>28079099</td>\n", | |
| " <td>2015-12-14</td>\n", | |
| " <td>8</td>\n", | |
| " <td>06</td>\n", | |
| " <td>02</td>\n", | |
| " <td>48</td>\n", | |
| " <td>V</td>\n", | |
| " <td>000.4</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>7</th>\n", | |
| " <td>28079099</td>\n", | |
| " <td>2015-12-14</td>\n", | |
| " <td>9</td>\n", | |
| " <td>06</td>\n", | |
| " <td>02</td>\n", | |
| " <td>48</td>\n", | |
| " <td>V</td>\n", | |
| " <td>000.6</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>8</th>\n", | |
| " <td>28079099</td>\n", | |
| " <td>2015-12-14</td>\n", | |
| " <td>10</td>\n", | |
| " <td>06</td>\n", | |
| " <td>02</td>\n", | |
| " <td>48</td>\n", | |
| " <td>V</td>\n", | |
| " <td>000.6</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>9</th>\n", | |
| " <td>28079099</td>\n", | |
| " <td>2015-12-14</td>\n", | |
| " <td>11</td>\n", | |
| " <td>06</td>\n", | |
| " <td>02</td>\n", | |
| " <td>48</td>\n", | |
| " <td>V</td>\n", | |
| " <td>000.5</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>10</th>\n", | |
| " <td>28079099</td>\n", | |
| " <td>2015-12-14</td>\n", | |
| " <td>12</td>\n", | |
| " <td>06</td>\n", | |
| " <td>02</td>\n", | |
| " <td>48</td>\n", | |
| " <td>V</td>\n", | |
| " <td>000.5</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>11</th>\n", | |
| " <td>28079099</td>\n", | |
| " <td>2015-12-14</td>\n", | |
| " <td>13</td>\n", | |
| " <td>06</td>\n", | |
| " <td>02</td>\n", | |
| " <td>48</td>\n", | |
| " <td>V</td>\n", | |
| " <td>000.4</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>12</th>\n", | |
| " <td>28079099</td>\n", | |
| " <td>2015-12-14</td>\n", | |
| " <td>14</td>\n", | |
| " <td>06</td>\n", | |
| " <td>02</td>\n", | |
| " <td>48</td>\n", | |
| " <td>V</td>\n", | |
| " <td>000.3</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>13</th>\n", | |
| " <td>28079099</td>\n", | |
| " <td>2015-12-14</td>\n", | |
| " <td>15</td>\n", | |
| " <td>06</td>\n", | |
| " <td>02</td>\n", | |
| " <td>48</td>\n", | |
| " <td>V</td>\n", | |
| " <td>000.3</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>14</th>\n", | |
| " <td>28079099</td>\n", | |
| " <td>2015-12-14</td>\n", | |
| " <td>16</td>\n", | |
| " <td>06</td>\n", | |
| " <td>02</td>\n", | |
| " <td>48</td>\n", | |
| " <td>V</td>\n", | |
| " <td>000.3</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>15</th>\n", | |
| " <td>28079099</td>\n", | |
| " <td>2015-12-14</td>\n", | |
| " <td>17</td>\n", | |
| " <td>06</td>\n", | |
| " <td>02</td>\n", | |
| " <td>48</td>\n", | |
| " <td>V</td>\n", | |
| " <td>000.3</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>16</th>\n", | |
| " <td>28079099</td>\n", | |
| " <td>2015-12-14</td>\n", | |
| " <td>18</td>\n", | |
| " <td>06</td>\n", | |
| " <td>02</td>\n", | |
| " <td>48</td>\n", | |
| " <td>V</td>\n", | |
| " <td>000.5</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>17</th>\n", | |
| " <td>28079099</td>\n", | |
| " <td>2015-12-14</td>\n", | |
| " <td>19</td>\n", | |
| " <td>06</td>\n", | |
| " <td>02</td>\n", | |
| " <td>48</td>\n", | |
| " <td>V</td>\n", | |
| " <td>000.5</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>18</th>\n", | |
| " <td>28079099</td>\n", | |
| " <td>2015-12-14</td>\n", | |
| " <td>20</td>\n", | |
| " <td>06</td>\n", | |
| " <td>02</td>\n", | |
| " <td>48</td>\n", | |
| " <td>V</td>\n", | |
| " <td>000.5</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>19</th>\n", | |
| " <td>28079099</td>\n", | |
| " <td>2015-12-14</td>\n", | |
| " <td>21</td>\n", | |
| " <td>06</td>\n", | |
| " <td>02</td>\n", | |
| " <td>48</td>\n", | |
| " <td>V</td>\n", | |
| " <td>000.5</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>20</th>\n", | |
| " <td>28079099</td>\n", | |
| " <td>2015-12-14</td>\n", | |
| " <td>22</td>\n", | |
| " <td>06</td>\n", | |
| " <td>02</td>\n", | |
| " <td>48</td>\n", | |
| " <td>V</td>\n", | |
| " <td>000.4</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>21</th>\n", | |
| " <td>28079099</td>\n", | |
| " <td>2015-12-14</td>\n", | |
| " <td>23</td>\n", | |
| " <td>06</td>\n", | |
| " <td>02</td>\n", | |
| " <td>48</td>\n", | |
| " <td>V</td>\n", | |
| " <td>000.4</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>22</th>\n", | |
| " <td>28079099</td>\n", | |
| " <td>2015-12-14</td>\n", | |
| " <td>24</td>\n", | |
| " <td>06</td>\n", | |
| " <td>02</td>\n", | |
| " <td>48</td>\n", | |
| " <td>N</td>\n", | |
| " <td>00000</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>23</th>\n", | |
| " <td>28079099</td>\n", | |
| " <td>2015-12-14</td>\n", | |
| " <td>1</td>\n", | |
| " <td>07</td>\n", | |
| " <td>02</td>\n", | |
| " <td>08</td>\n", | |
| " <td>V</td>\n", | |
| " <td>00074</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>24</th>\n", | |
| " <td>28079099</td>\n", | |
| " <td>2015-12-14</td>\n", | |
| " <td>2</td>\n", | |
| " <td>07</td>\n", | |
| " <td>02</td>\n", | |
| " <td>08</td>\n", | |
| " <td>V</td>\n", | |
| " <td>00053</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>25</th>\n", | |
| " <td>28079099</td>\n", | |
| " <td>2015-12-14</td>\n", | |
| " <td>3</td>\n", | |
| " <td>07</td>\n", | |
| " <td>02</td>\n", | |
| " <td>08</td>\n", | |
| " <td>V</td>\n", | |
| " <td>00030</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>26</th>\n", | |
| " <td>28079099</td>\n", | |
| " <td>2015-12-14</td>\n", | |
| " <td>4</td>\n", | |
| " <td>07</td>\n", | |
| " <td>02</td>\n", | |
| " <td>08</td>\n", | |
| " <td>V</td>\n", | |
| " <td>00022</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>27</th>\n", | |
| " <td>28079099</td>\n", | |
| " <td>2015-12-14</td>\n", | |
| " <td>5</td>\n", | |
| " <td>07</td>\n", | |
| " <td>02</td>\n", | |
| " <td>08</td>\n", | |
| " <td>V</td>\n", | |
| " <td>00016</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>28</th>\n", | |
| " <td>28079099</td>\n", | |
| " <td>2015-12-14</td>\n", | |
| " <td>6</td>\n", | |
| " <td>07</td>\n", | |
| " <td>02</td>\n", | |
| " <td>08</td>\n", | |
| " <td>V</td>\n", | |
| " <td>00017</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>29</th>\n", | |
| " <td>28079099</td>\n", | |
| " <td>2015-12-14</td>\n", | |
| " <td>7</td>\n", | |
| " <td>07</td>\n", | |
| " <td>02</td>\n", | |
| " <td>08</td>\n", | |
| " <td>V</td>\n", | |
| " <td>00024</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>...</th>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5129</th>\n", | |
| " <td>28079060</td>\n", | |
| " <td>2015-12-14</td>\n", | |
| " <td>19</td>\n", | |
| " <td>87</td>\n", | |
| " <td>02</td>\n", | |
| " <td>98</td>\n", | |
| " <td>V</td>\n", | |
| " <td>00927</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5130</th>\n", | |
| " <td>28079060</td>\n", | |
| " <td>2015-12-14</td>\n", | |
| " <td>20</td>\n", | |
| " <td>87</td>\n", | |
| " <td>02</td>\n", | |
| " <td>98</td>\n", | |
| " <td>V</td>\n", | |
| " <td>00928</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5131</th>\n", | |
| " <td>28079060</td>\n", | |
| " <td>2015-12-14</td>\n", | |
| " <td>21</td>\n", | |
| " <td>87</td>\n", | |
| " <td>02</td>\n", | |
| " <td>98</td>\n", | |
| " <td>V</td>\n", | |
| " <td>00928</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5132</th>\n", | |
| " <td>28079060</td>\n", | |
| " <td>2015-12-14</td>\n", | |
| " <td>22</td>\n", | |
| " <td>87</td>\n", | |
| " <td>02</td>\n", | |
| " <td>98</td>\n", | |
| " <td>V</td>\n", | |
| " <td>00929</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5133</th>\n", | |
| " <td>28079060</td>\n", | |
| " <td>2015-12-14</td>\n", | |
| " <td>23</td>\n", | |
| " <td>87</td>\n", | |
| " <td>02</td>\n", | |
| " <td>98</td>\n", | |
| " <td>V</td>\n", | |
| " <td>00929</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5134</th>\n", | |
| " <td>28079060</td>\n", | |
| " <td>2015-12-14</td>\n", | |
| " <td>24</td>\n", | |
| " <td>87</td>\n", | |
| " <td>02</td>\n", | |
| " <td>98</td>\n", | |
| " <td>N</td>\n", | |
| " <td>00000</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5135</th>\n", | |
| " <td>28079060</td>\n", | |
| " <td>2015-12-14</td>\n", | |
| " <td>1</td>\n", | |
| " <td>89</td>\n", | |
| " <td>02</td>\n", | |
| " <td>98</td>\n", | |
| " <td>V</td>\n", | |
| " <td>00.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5136</th>\n", | |
| " <td>28079060</td>\n", | |
| " <td>2015-12-14</td>\n", | |
| " <td>2</td>\n", | |
| " <td>89</td>\n", | |
| " <td>02</td>\n", | |
| " <td>98</td>\n", | |
| " <td>V</td>\n", | |
| " <td>00.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5137</th>\n", | |
| " <td>28079060</td>\n", | |
| " <td>2015-12-14</td>\n", | |
| " <td>3</td>\n", | |
| " <td>89</td>\n", | |
| " <td>02</td>\n", | |
| " <td>98</td>\n", | |
| " <td>V</td>\n", | |
| " <td>00.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5138</th>\n", | |
| " <td>28079060</td>\n", | |
| " <td>2015-12-14</td>\n", | |
| " <td>4</td>\n", | |
| " <td>89</td>\n", | |
| " <td>02</td>\n", | |
| " <td>98</td>\n", | |
| " <td>V</td>\n", | |
| " <td>00.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5139</th>\n", | |
| " <td>28079060</td>\n", | |
| " <td>2015-12-14</td>\n", | |
| " <td>5</td>\n", | |
| " <td>89</td>\n", | |
| " <td>02</td>\n", | |
| " <td>98</td>\n", | |
| " <td>V</td>\n", | |
| " <td>00.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5140</th>\n", | |
| " <td>28079060</td>\n", | |
| " <td>2015-12-14</td>\n", | |
| " <td>6</td>\n", | |
| " <td>89</td>\n", | |
| " <td>02</td>\n", | |
| " <td>98</td>\n", | |
| " <td>V</td>\n", | |
| " <td>00.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5141</th>\n", | |
| " <td>28079060</td>\n", | |
| " <td>2015-12-14</td>\n", | |
| " <td>7</td>\n", | |
| " <td>89</td>\n", | |
| " <td>02</td>\n", | |
| " <td>98</td>\n", | |
| " <td>V</td>\n", | |
| " <td>00.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5142</th>\n", | |
| " <td>28079060</td>\n", | |
| " <td>2015-12-14</td>\n", | |
| " <td>8</td>\n", | |
| " <td>89</td>\n", | |
| " <td>02</td>\n", | |
| " <td>98</td>\n", | |
| " <td>V</td>\n", | |
| " <td>00.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5143</th>\n", | |
| " <td>28079060</td>\n", | |
| " <td>2015-12-14</td>\n", | |
| " <td>9</td>\n", | |
| " <td>89</td>\n", | |
| " <td>02</td>\n", | |
| " <td>98</td>\n", | |
| " <td>V</td>\n", | |
| " <td>00.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5144</th>\n", | |
| " <td>28079060</td>\n", | |
| " <td>2015-12-14</td>\n", | |
| " <td>10</td>\n", | |
| " <td>89</td>\n", | |
| " <td>02</td>\n", | |
| " <td>98</td>\n", | |
| " <td>V</td>\n", | |
| " <td>00.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5145</th>\n", | |
| " <td>28079060</td>\n", | |
| " <td>2015-12-14</td>\n", | |
| " <td>11</td>\n", | |
| " <td>89</td>\n", | |
| " <td>02</td>\n", | |
| " <td>98</td>\n", | |
| " <td>V</td>\n", | |
| " <td>00.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5146</th>\n", | |
| " <td>28079060</td>\n", | |
| " <td>2015-12-14</td>\n", | |
| " <td>12</td>\n", | |
| " <td>89</td>\n", | |
| " <td>02</td>\n", | |
| " <td>98</td>\n", | |
| " <td>V</td>\n", | |
| " <td>00.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5147</th>\n", | |
| " <td>28079060</td>\n", | |
| " <td>2015-12-14</td>\n", | |
| " <td>13</td>\n", | |
| " <td>89</td>\n", | |
| " <td>02</td>\n", | |
| " <td>98</td>\n", | |
| " <td>V</td>\n", | |
| " <td>00.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5148</th>\n", | |
| " <td>28079060</td>\n", | |
| " <td>2015-12-14</td>\n", | |
| " <td>14</td>\n", | |
| " <td>89</td>\n", | |
| " <td>02</td>\n", | |
| " <td>98</td>\n", | |
| " <td>V</td>\n", | |
| " <td>00.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5149</th>\n", | |
| " <td>28079060</td>\n", | |
| " <td>2015-12-14</td>\n", | |
| " <td>15</td>\n", | |
| " <td>89</td>\n", | |
| " <td>02</td>\n", | |
| " <td>98</td>\n", | |
| " <td>V</td>\n", | |
| " <td>00.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5150</th>\n", | |
| " <td>28079060</td>\n", | |
| " <td>2015-12-14</td>\n", | |
| " <td>16</td>\n", | |
| " <td>89</td>\n", | |
| " <td>02</td>\n", | |
| " <td>98</td>\n", | |
| " <td>V</td>\n", | |
| " <td>00.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5151</th>\n", | |
| " <td>28079060</td>\n", | |
| " <td>2015-12-14</td>\n", | |
| " <td>17</td>\n", | |
| " <td>89</td>\n", | |
| " <td>02</td>\n", | |
| " <td>98</td>\n", | |
| " <td>V</td>\n", | |
| " <td>00.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5152</th>\n", | |
| " <td>28079060</td>\n", | |
| " <td>2015-12-14</td>\n", | |
| " <td>18</td>\n", | |
| " <td>89</td>\n", | |
| " <td>02</td>\n", | |
| " <td>98</td>\n", | |
| " <td>V</td>\n", | |
| " <td>00.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5153</th>\n", | |
| " <td>28079060</td>\n", | |
| " <td>2015-12-14</td>\n", | |
| " <td>19</td>\n", | |
| " <td>89</td>\n", | |
| " <td>02</td>\n", | |
| " <td>98</td>\n", | |
| " <td>V</td>\n", | |
| " <td>00.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5154</th>\n", | |
| " <td>28079060</td>\n", | |
| " <td>2015-12-14</td>\n", | |
| " <td>20</td>\n", | |
| " <td>89</td>\n", | |
| " <td>02</td>\n", | |
| " <td>98</td>\n", | |
| " <td>V</td>\n", | |
| " <td>00.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5155</th>\n", | |
| " <td>28079060</td>\n", | |
| " <td>2015-12-14</td>\n", | |
| " <td>21</td>\n", | |
| " <td>89</td>\n", | |
| " <td>02</td>\n", | |
| " <td>98</td>\n", | |
| " <td>V</td>\n", | |
| " <td>00.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5156</th>\n", | |
| " <td>28079060</td>\n", | |
| " <td>2015-12-14</td>\n", | |
| " <td>22</td>\n", | |
| " <td>89</td>\n", | |
| " <td>02</td>\n", | |
| " <td>98</td>\n", | |
| " <td>V</td>\n", | |
| " <td>00.50</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5157</th>\n", | |
| " <td>28079060</td>\n", | |
| " <td>2015-12-14</td>\n", | |
| " <td>23</td>\n", | |
| " <td>89</td>\n", | |
| " <td>02</td>\n", | |
| " <td>98</td>\n", | |
| " <td>V</td>\n", | |
| " <td>00.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5158</th>\n", | |
| " <td>28079060</td>\n", | |
| " <td>2015-12-14</td>\n", | |
| " <td>24</td>\n", | |
| " <td>89</td>\n", | |
| " <td>02</td>\n", | |
| " <td>98</td>\n", | |
| " <td>N</td>\n", | |
| " <td>00000</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table>\n", | |
| "<p>5159 rows × 8 columns</p>\n", | |
| "</div>" | |
| ], | |
| "text/plain": [ | |
| " codigo_estacion fecha intervalo magnitud_medida periodo \\\n", | |
| "0 28079099 2015-12-14 2 06 02 \n", | |
| "1 28079099 2015-12-14 3 06 02 \n", | |
| "2 28079099 2015-12-14 4 06 02 \n", | |
| "3 28079099 2015-12-14 5 06 02 \n", | |
| "4 28079099 2015-12-14 6 06 02 \n", | |
| "5 28079099 2015-12-14 7 06 02 \n", | |
| "6 28079099 2015-12-14 8 06 02 \n", | |
| "7 28079099 2015-12-14 9 06 02 \n", | |
| "8 28079099 2015-12-14 10 06 02 \n", | |
| "9 28079099 2015-12-14 11 06 02 \n", | |
| "10 28079099 2015-12-14 12 06 02 \n", | |
| "11 28079099 2015-12-14 13 06 02 \n", | |
| "12 28079099 2015-12-14 14 06 02 \n", | |
| "13 28079099 2015-12-14 15 06 02 \n", | |
| "14 28079099 2015-12-14 16 06 02 \n", | |
| "15 28079099 2015-12-14 17 06 02 \n", | |
| "16 28079099 2015-12-14 18 06 02 \n", | |
| "17 28079099 2015-12-14 19 06 02 \n", | |
| "18 28079099 2015-12-14 20 06 02 \n", | |
| "19 28079099 2015-12-14 21 06 02 \n", | |
| "20 28079099 2015-12-14 22 06 02 \n", | |
| "21 28079099 2015-12-14 23 06 02 \n", | |
| "22 28079099 2015-12-14 24 06 02 \n", | |
| "23 28079099 2015-12-14 1 07 02 \n", | |
| "24 28079099 2015-12-14 2 07 02 \n", | |
| "25 28079099 2015-12-14 3 07 02 \n", | |
| "26 28079099 2015-12-14 4 07 02 \n", | |
| "27 28079099 2015-12-14 5 07 02 \n", | |
| "28 28079099 2015-12-14 6 07 02 \n", | |
| "29 28079099 2015-12-14 7 07 02 \n", | |
| "... ... ... ... ... ... \n", | |
| "5129 28079060 2015-12-14 19 87 02 \n", | |
| "5130 28079060 2015-12-14 20 87 02 \n", | |
| "5131 28079060 2015-12-14 21 87 02 \n", | |
| "5132 28079060 2015-12-14 22 87 02 \n", | |
| "5133 28079060 2015-12-14 23 87 02 \n", | |
| "5134 28079060 2015-12-14 24 87 02 \n", | |
| "5135 28079060 2015-12-14 1 89 02 \n", | |
| "5136 28079060 2015-12-14 2 89 02 \n", | |
| "5137 28079060 2015-12-14 3 89 02 \n", | |
| "5138 28079060 2015-12-14 4 89 02 \n", | |
| "5139 28079060 2015-12-14 5 89 02 \n", | |
| "5140 28079060 2015-12-14 6 89 02 \n", | |
| "5141 28079060 2015-12-14 7 89 02 \n", | |
| "5142 28079060 2015-12-14 8 89 02 \n", | |
| "5143 28079060 2015-12-14 9 89 02 \n", | |
| "5144 28079060 2015-12-14 10 89 02 \n", | |
| "5145 28079060 2015-12-14 11 89 02 \n", | |
| "5146 28079060 2015-12-14 12 89 02 \n", | |
| "5147 28079060 2015-12-14 13 89 02 \n", | |
| "5148 28079060 2015-12-14 14 89 02 \n", | |
| "5149 28079060 2015-12-14 15 89 02 \n", | |
| "5150 28079060 2015-12-14 16 89 02 \n", | |
| "5151 28079060 2015-12-14 17 89 02 \n", | |
| "5152 28079060 2015-12-14 18 89 02 \n", | |
| "5153 28079060 2015-12-14 19 89 02 \n", | |
| "5154 28079060 2015-12-14 20 89 02 \n", | |
| "5155 28079060 2015-12-14 21 89 02 \n", | |
| "5156 28079060 2015-12-14 22 89 02 \n", | |
| "5157 28079060 2015-12-14 23 89 02 \n", | |
| "5158 28079060 2015-12-14 24 89 02 \n", | |
| "\n", | |
| " tecnica_analitica validez valor \n", | |
| "0 48 V 000.6 \n", | |
| "1 48 V 000.4 \n", | |
| "2 48 V 000.4 \n", | |
| "3 48 V 000.3 \n", | |
| "4 48 V 000.3 \n", | |
| "5 48 V 000.3 \n", | |
| "6 48 V 000.4 \n", | |
| "7 48 V 000.6 \n", | |
| "8 48 V 000.6 \n", | |
| "9 48 V 000.5 \n", | |
| "10 48 V 000.5 \n", | |
| "11 48 V 000.4 \n", | |
| "12 48 V 000.3 \n", | |
| "13 48 V 000.3 \n", | |
| "14 48 V 000.3 \n", | |
| "15 48 V 000.3 \n", | |
| "16 48 V 000.5 \n", | |
| "17 48 V 000.5 \n", | |
| "18 48 V 000.5 \n", | |
| "19 48 V 000.5 \n", | |
| "20 48 V 000.4 \n", | |
| "21 48 V 000.4 \n", | |
| "22 48 N 00000 \n", | |
| "23 08 V 00074 \n", | |
| "24 08 V 00053 \n", | |
| "25 08 V 00030 \n", | |
| "26 08 V 00022 \n", | |
| "27 08 V 00016 \n", | |
| "28 08 V 00017 \n", | |
| "29 08 V 00024 \n", | |
| "... ... ... ... \n", | |
| "5129 98 V 00927 \n", | |
| "5130 98 V 00928 \n", | |
| "5131 98 V 00928 \n", | |
| "5132 98 V 00929 \n", | |
| "5133 98 V 00929 \n", | |
| "5134 98 N 00000 \n", | |
| "5135 98 V 00.00 \n", | |
| "5136 98 V 00.00 \n", | |
| "5137 98 V 00.00 \n", | |
| "5138 98 V 00.00 \n", | |
| "5139 98 V 00.00 \n", | |
| "5140 98 V 00.00 \n", | |
| "5141 98 V 00.00 \n", | |
| "5142 98 V 00.00 \n", | |
| "5143 98 V 00.00 \n", | |
| "5144 98 V 00.00 \n", | |
| "5145 98 V 00.00 \n", | |
| "5146 98 V 00.00 \n", | |
| "5147 98 V 00.00 \n", | |
| "5148 98 V 00.00 \n", | |
| "5149 98 V 00.00 \n", | |
| "5150 98 V 00.00 \n", | |
| "5151 98 V 00.00 \n", | |
| "5152 98 V 00.00 \n", | |
| "5153 98 V 00.00 \n", | |
| "5154 98 V 00.00 \n", | |
| "5155 98 V 00.00 \n", | |
| "5156 98 V 00.50 \n", | |
| "5157 98 V 00.00 \n", | |
| "5158 98 N 00000 \n", | |
| "\n", | |
| "[5159 rows x 8 columns]" | |
| ] | |
| }, | |
| "execution_count": 9, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "df = pd.DataFrame.from_records(data_gen)\n", | |
| "df" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 10, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<div>\n", | |
| "<table border=\"1\" class=\"dataframe\">\n", | |
| " <thead>\n", | |
| " <tr style=\"text-align: right;\">\n", | |
| " <th></th>\n", | |
| " <th>codigo_estacion</th>\n", | |
| " <th>fecha</th>\n", | |
| " <th>intervalo</th>\n", | |
| " <th>magnitud_medida</th>\n", | |
| " <th>periodo</th>\n", | |
| " <th>tecnica_analitica</th>\n", | |
| " <th>validez</th>\n", | |
| " <th>valor</th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <th>count</th>\n", | |
| " <td>5159</td>\n", | |
| " <td>5159</td>\n", | |
| " <td>5159</td>\n", | |
| " <td>5159</td>\n", | |
| " <td>5159</td>\n", | |
| " <td>5159</td>\n", | |
| " <td>5159</td>\n", | |
| " <td>5159</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>unique</th>\n", | |
| " <td>25</td>\n", | |
| " <td>1</td>\n", | |
| " <td>24</td>\n", | |
| " <td>22</td>\n", | |
| " <td>1</td>\n", | |
| " <td>8</td>\n", | |
| " <td>2</td>\n", | |
| " <td>623</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>top</th>\n", | |
| " <td>28079024</td>\n", | |
| " <td>2015-12-14</td>\n", | |
| " <td>13</td>\n", | |
| " <td>12</td>\n", | |
| " <td>02</td>\n", | |
| " <td>08</td>\n", | |
| " <td>V</td>\n", | |
| " <td>00.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>freq</th>\n", | |
| " <td>528</td>\n", | |
| " <td>5159</td>\n", | |
| " <td>215</td>\n", | |
| " <td>600</td>\n", | |
| " <td>5159</td>\n", | |
| " <td>1800</td>\n", | |
| " <td>4934</td>\n", | |
| " <td>320</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table>\n", | |
| "</div>" | |
| ], | |
| "text/plain": [ | |
| " codigo_estacion fecha intervalo magnitud_medida periodo \\\n", | |
| "count 5159 5159 5159 5159 5159 \n", | |
| "unique 25 1 24 22 1 \n", | |
| "top 28079024 2015-12-14 13 12 02 \n", | |
| "freq 528 5159 215 600 5159 \n", | |
| "\n", | |
| " tecnica_analitica validez valor \n", | |
| "count 5159 5159 5159 \n", | |
| "unique 8 2 623 \n", | |
| "top 08 V 00.00 \n", | |
| "freq 1800 4934 320 " | |
| ] | |
| }, | |
| "execution_count": 10, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "df.describe()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "outputs": [], | |
| "source": [] | |
| } | |
| ], | |
| "metadata": { | |
| "kernelspec": { | |
| "display_name": "Python 3", | |
| "language": "python", | |
| "name": "python3" | |
| }, | |
| "language_info": { | |
| "codemirror_mode": { | |
| "name": "ipython", | |
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| "file_extension": ".py", | |
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| "name": "python", | |
| "nbconvert_exporter": "python", | |
| "pygments_lexer": "ipython3", | |
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| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 0 | |
| } |
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