From 1fa4d3fbe7e78eb339601748aec07556207058e5 Mon Sep 17 00:00:00 2001 From: Stephen Dodson Date: Fri, 12 Jul 2019 15:24:32 +0000 Subject: [PATCH] Partial implementation of hist - does not work Backup push --- eland/__init__.py | 1 + eland/dataframe.py | 117 +- eland/index.py | 1 - eland/mappings.py | 2 +- eland/ndframe.py | 22 +- eland/operations.py | 91 +- eland/plotting.py | 51 + eland/query.py | 13 + eland/query_compiler.py | 14 + eland/tests/Eland Demo Notebook.ipynb | 17734 ++++++++++++++++ eland/tests/anonreviews.csv.gz | Bin 0 -> 3641701 bytes eland/tests/dataframe/test_describe_pytest.py | 3 + eland/tests/dataframe/test_get_pytest.py | 23 + .../tests/dataframe/test_head_tail_pytest.py | 7 + eland/tests/dataframe/test_nunique_pytest.py | 25 + eland/tests/dataframe/test_reviews_pytest.py | 17 + eland/tests/dataframe/test_shape_pytest.py | 26 + eland/tests/dataframe/test_utils_pytest.py | 44 + eland/tests/pivot_review_data_pandas.ipynb | 557 + .../plotting/test_dataframe_hist_pytest.ipynb | 170 + .../plotting/test_dataframe_hist_pytest.py | 46 + eland/utils.py | 4 +- 22 files changed, 18947 insertions(+), 21 deletions(-) create mode 100644 eland/plotting.py create mode 100644 eland/tests/Eland Demo Notebook.ipynb create mode 100644 eland/tests/anonreviews.csv.gz create mode 100644 eland/tests/dataframe/test_get_pytest.py create mode 100644 eland/tests/dataframe/test_nunique_pytest.py create mode 100644 eland/tests/dataframe/test_reviews_pytest.py create mode 100644 eland/tests/dataframe/test_shape_pytest.py create mode 100644 eland/tests/dataframe/test_utils_pytest.py create mode 100644 eland/tests/pivot_review_data_pandas.ipynb create mode 100644 eland/tests/plotting/test_dataframe_hist_pytest.ipynb create mode 100644 eland/tests/plotting/test_dataframe_hist_pytest.py diff --git a/eland/__init__.py b/eland/__init__.py index b87a5eb..2d88be5 100644 --- a/eland/__init__.py +++ b/eland/__init__.py @@ -10,6 +10,7 @@ from .mappings import * from .query import * from .operations import * from .query_compiler import * +from .plotting import * from .ndframe import * from .series import * from .dataframe import * diff --git a/eland/dataframe.py b/eland/dataframe.py index ddf3e28..e1f2ff3 100644 --- a/eland/dataframe.py +++ b/eland/dataframe.py @@ -1,9 +1,9 @@ -import warnings import sys +import warnings -import pandas as pd import numpy as np - +import pandas as pd +from distutils.version import LooseVersion from pandas.compat import StringIO from pandas.core.common import apply_if_callable, is_bool_indexer from pandas.io.common import _expand_user, _stringify_path @@ -13,7 +13,7 @@ from pandas.io.formats.printing import pprint_thing from eland import NDFrame from eland import Series - +from eland import hist_frame class DataFrame(NDFrame): # This is effectively 2 constructors @@ -74,6 +74,46 @@ class DataFrame(NDFrame): return buf.getvalue() + def _info_repr(self): + """ + True if the repr should show the info view. + """ + info_repr_option = (pd.get_option("display.large_repr") == "info") + return info_repr_option and not (self._repr_fits_horizontal_() and + self._repr_fits_vertical_()) + + def _repr_html_(self): + """ + From pandas + """ + try: + import IPython + except ImportError: + pass + else: + if LooseVersion(IPython.__version__) < LooseVersion('3.0'): + if console.in_qtconsole(): + # 'HTML output is disabled in QtConsole' + return None + + if self._info_repr(): + buf = StringIO(u("")) + self.info(buf=buf) + # need to escape the , should be the first line. + val = buf.getvalue().replace('<', r'<', 1) + val = val.replace('>', r'>', 1) + return '
' + val + '
' + + if pd.get_option("display.notebook_repr_html"): + max_rows = pd.get_option("display.max_rows") + max_cols = pd.get_option("display.max_columns") + show_dimensions = pd.get_option("display.show_dimensions") + + return self.to_html(max_rows=max_rows, max_cols=max_cols, + show_dimensions=show_dimensions, notebook=True) + else: + return None + def count(self): """ Count non-NA cells for each column (TODO row) @@ -89,7 +129,6 @@ class DataFrame(NDFrame): """ return self._query_compiler.count() - def info_es(self): buf = StringIO() @@ -222,6 +261,45 @@ class DataFrame(NDFrame): fmt.buffer_put_lines(buf, lines) + def to_html(self, buf=None, columns=None, col_space=None, header=True, + index=True, na_rep='NaN', formatters=None, float_format=None, + sparsify=None, index_names=True, justify=None, max_rows=None, + max_cols=None, show_dimensions=False, decimal='.', + bold_rows=True, classes=None, escape=True, notebook=False, + border=None, table_id=None, render_links=False): + """ + From pandas - except we set max_rows default to avoid careless extraction of entire index + """ + if max_rows is None: + warnings.warn("DataFrame.to_string called without max_rows set " + "- this will return entire index results. " + "Setting max_rows=60, overwrite if different behaviour is required.") + max_rows = 60 + + # Create a slightly bigger dataframe than display + df = self._build_repr_df(max_rows + 1, max_cols) + + if buf is not None: + _buf = _expand_user(_stringify_path(buf)) + else: + _buf = StringIO() + + df.to_html(buf=_buf, columns=columns, col_space=col_space, header=header, + index=index, na_rep=na_rep, formatters=formatters, float_format=float_format, + sparsify=sparsify, index_names=index_names, justify=justify, max_rows=max_rows, + max_cols=max_cols, show_dimensions=False, decimal=decimal, + bold_rows=bold_rows, classes=classes, escape=escape, notebook=notebook, + border=border, table_id=table_id, render_links=render_links) + + # Our fake dataframe has incorrect number of rows (max_rows*2+1) - write out + # the correct number of rows + if show_dimensions: + _buf.write("\n

{nrows} rows x {ncols} columns

" + .format(nrows=len(self.index), ncols=len(self.columns))) + + if buf is None: + result = _buf.getvalue() + return result def to_string(self, buf=None, columns=None, col_space=None, header=True, index=True, na_rep='NaN', formatters=None, float_format=None, @@ -238,7 +316,7 @@ class DataFrame(NDFrame): max_rows = 60 # Create a slightly bigger dataframe than display - df = self._build_repr_df(max_rows+1, max_cols) + df = self._build_repr_df(max_rows + 1, max_cols) if buf is not None: _buf = _expand_user(_stringify_path(buf)) @@ -295,7 +373,6 @@ class DataFrame(NDFrame): if key not in self.columns: raise KeyError("Requested column is not in the DataFrame {}".format(key)) s = self._reduce_dimension(self._query_compiler.getitem_column_array([key])) - s._parent = self return s def _getitem_array(self, key): @@ -345,7 +422,7 @@ class DataFrame(NDFrame): if not inplace: return DataFrame(query_compiler=new_query_compiler) else: - self._query_compiler=new_query_compiler + self._query_compiler = new_query_compiler def _reduce_dimension(self, query_compiler): return Series(query_compiler=query_compiler) @@ -353,7 +430,31 @@ class DataFrame(NDFrame): def _to_pandas(self): return self._query_compiler.to_pandas() + def _empty_pd_df(self): + return self._query_compiler._empty_pd_ef() + def squeeze(self, axis=None): return DataFrame( query_compiler=self._query_compiler.squeeze(axis) ) + + @property + def shape(self): + """ + Return a tuple representing the dimensionality of the DataFrame. + + Returns + ------- + shape: tuple + 0 - number of rows + 1 - number of columns + """ + num_rows = len(self) + num_columns = len(self.columns) + + return num_rows, num_columns + + def keys(self): + return self.columns + + hist = hist_frame diff --git a/eland/index.py b/eland/index.py index 3b3b243..c175916 100644 --- a/eland/index.py +++ b/eland/index.py @@ -53,7 +53,6 @@ class Index: # Make iterable def __next__(self): # TODO resolve this hack to make this 'iterable' - print("In Index.__next__") raise StopIteration() def __iter__(self): diff --git a/eland/mappings.py b/eland/mappings.py index 6f17dfb..d76aa1b 100644 --- a/eland/mappings.py +++ b/eland/mappings.py @@ -403,7 +403,7 @@ class Mappings: return is_source_field - def numeric_source_fields(self, columns): + def numeric_source_fields(self, columns, include_bool=True): """ Returns ------- diff --git a/eland/ndframe.py b/eland/ndframe.py index a72aebf..8e5e411 100644 --- a/eland/ndframe.py +++ b/eland/ndframe.py @@ -94,7 +94,6 @@ class NDFrame(BasePandasDataset): Returns: The value of the attribute. """ - print(key) try: return object.__getattribute__(self, key) except AttributeError as e: @@ -228,5 +227,26 @@ class NDFrame(BasePandasDataset): raise NotImplementedError("Only sum of numeric fields is implemented") return self._query_compiler.max() + def _hist(self, interval) + return self._query_compiler._hist(interval) + def describe(self): return self._query_compiler.describe() + + def get(self, key, default=None): + """Get item from object for given key (DataFrame column, Panel + slice, etc.). Returns default value if not found. + + Args: + key (DataFrame column, Panel slice) : the key for which value + to get + + Returns: + value (type of items contained in object) : A value that is + stored at the key + """ + if key in self.keys(): + return self.__getitem__(key) + else: + return default + diff --git a/eland/operations.py b/eland/operations.py index b692f5a..9fc4729 100644 --- a/eland/operations.py +++ b/eland/operations.py @@ -2,6 +2,7 @@ import copy from enum import Enum import pandas as pd +import numpy as np from eland import Index from eland import Query @@ -126,6 +127,12 @@ class Operations: def min(self, query_compiler): return self._metric_aggs(query_compiler, 'min') + def nunique(self, query_compiler): + return self._terms_aggs(query_compiler, 'cardinality') + + def hist(self, query_compiler, bins): + return self._hist_aggs(query_compiler, bins) + def _metric_aggs(self, query_compiler, func): query_params, post_processing = self._resolve_tasks() @@ -155,6 +162,73 @@ class Operations: # } results = {} + for field in numeric_source_fields: + results[field] = response['aggregations'][field]['value'] + + # Return single value if this is a series + if len(numeric_source_fields) == 1: + return np.float64(results[numeric_source_fields[0]]) + + s = pd.Series(data=results, index=numeric_source_fields) + + return s + + def _terms_aggs(self, query_compiler, func): + query_params, post_processing = self._resolve_tasks() + + size = self._size(query_params, post_processing) + if size is not None: + raise NotImplementedError("Can not count field matches if size is set {}".format(size)) + + columns = self.get_columns() + + numeric_source_fields = query_compiler._mappings.numeric_source_fields(columns) + + body = Query(query_params['query']) + + for field in numeric_source_fields: + body.metric_aggs(field, func, field) + + response = query_compiler._client.search( + index=query_compiler._index_pattern, + size=0, + body=body.to_search_body()) + + results = {} + + for field in numeric_source_fields: + results[field] = response['aggregations'][field]['value'] + + s = pd.Series(data=results, index=numeric_source_fields) + + return s + + def _hist_aggs(self, query_compiler, bins): + query_params, post_processing = self._resolve_tasks() + + size = self._size(query_params, post_processing) + if size is not None: + raise NotImplementedError("Can not count field matches if size is set {}".format(size)) + + columns = self.get_columns() + + numeric_source_fields = query_compiler._mappings.numeric_source_fields(columns) + + body = Query(query_params['query']) + + min_aggs = self._metric_aggs(query_compiler, 'min') + max_aggs = self._metric_aggs(query_compiler, 'max') + + for field in numeric_source_fields: + body.hist_aggs(field, min_aggs, max_aggs, bins) + + response = query_compiler._client.search( + index=query_compiler._index_pattern, + size=0, + body=body.to_search_body()) + + results = {} + for field in numeric_source_fields: results[field] = response['aggregations'][field]['value'] @@ -181,8 +255,6 @@ class Operations: body.metric_aggs('extended_stats_' + field, 'extended_stats', field) body.metric_aggs('percentiles_' + field, 'percentiles', field) - print(body.to_search_body()) - response = query_compiler._client.search( index=query_compiler._index_pattern, size=0, @@ -219,15 +291,18 @@ class Operations: # Only return requested columns columns = self.get_columns() + es_results = None + # If size=None use scan not search - then post sort results when in df # If size>10000 use scan if size is not None and size <= 10000: - es_results = query_compiler._client.search( - index=query_compiler._index_pattern, - size=size, - sort=sort_params, - body=body.to_search_body(), - _source=columns) + if size > 0: + es_results = query_compiler._client.search( + index=query_compiler._index_pattern, + size=size, + sort=sort_params, + body=body.to_search_body(), + _source=columns) else: es_results = query_compiler._client.scan( index=query_compiler._index_pattern, diff --git a/eland/plotting.py b/eland/plotting.py new file mode 100644 index 0000000..3e2ca2c --- /dev/null +++ b/eland/plotting.py @@ -0,0 +1,51 @@ +import numpy as np + +import pandas.core.common as com +from pandas.core.dtypes.generic import ( + ABCIndexClass) +from pandas.plotting._core import ( + _raise_if_no_mpl, _converter, grouped_hist, _subplots, _flatten, _set_ticks_props) + + +def hist_frame(ed_df, column=None, by=None, grid=True, xlabelsize=None, + xrot=None, ylabelsize=None, yrot=None, ax=None, sharex=False, + sharey=False, figsize=None, layout=None, bins=10, **kwds): + """ + Derived from pandas.plotting._core.hist_frame 0.24.2 + """ + # Start with empty pandas data frame derived from + empty_pd_df = ed_df._empty_pd_df() + + _raise_if_no_mpl() + _converter._WARN = False + if by is not None: + axes = grouped_hist(empty_pd_df, column=column, by=by, ax=ax, grid=grid, + figsize=figsize, sharex=sharex, sharey=sharey, + layout=layout, bins=bins, xlabelsize=xlabelsize, + xrot=xrot, ylabelsize=ylabelsize, + yrot=yrot, **kwds) + return axes + + if column is not None: + if not isinstance(column, (list, np.ndarray, ABCIndexClass)): + column = [column] + empty_pd_df = empty_pd_df[column] + data = empty_pd_df._get_numeric_data() + naxes = len(empty_pd_df.columns) + + fig, axes = _subplots(naxes=naxes, ax=ax, squeeze=False, + sharex=sharex, sharey=sharey, figsize=figsize, + layout=layout) + _axes = _flatten(axes) + + for i, col in enumerate(com.try_sort(data.columns)): + ax = _axes[i] + ax.hist(empty_pd_df[col].dropna().values, bins=bins, **kwds) + ax.set_title(col) + ax.grid(grid) + + _set_ticks_props(axes, xlabelsize=xlabelsize, xrot=xrot, + ylabelsize=ylabelsize, yrot=yrot) + fig.subplots_adjust(wspace=0.3, hspace=0.3) + + return axes diff --git a/eland/query.py b/eland/query.py index 69b6e59..17139de 100644 --- a/eland/query.py +++ b/eland/query.py @@ -68,6 +68,19 @@ class Query: } self._aggs[name] = agg + def hist_aggs(self, name, field, min_aggs, max_aggs, bins): + """ + Add histogram agg e.g. + "aggs": { + "name": { + "histogram": { + "field": "AvgTicketPrice" + "interval": (max_aggs[field] - min_aggs[field])/bins + } + } + } + """ + def to_search_body(self): body = {"query": self._query, "aggs": self._aggs} return body diff --git a/eland/query_compiler.py b/eland/query_compiler.py index 2e45c19..bb5dc15 100644 --- a/eland/query_compiler.py +++ b/eland/query_compiler.py @@ -152,6 +152,8 @@ class ElandQueryCompiler(BaseQueryCompiler): TODO - an option here is to use Elasticsearch's multi-field matching instead of pandas treatment of lists (which isn't great) NOTE - using this lists is generally not a good way to use this API """ + if results is None: + return self._empty_pd_ef() def flatten_dict(y): out = {} @@ -257,6 +259,13 @@ class ElandQueryCompiler(BaseQueryCompiler): """ return self._operations.index_matches(self, self.index.index_field, items) + def _empty_pd_ef(self): + # Return an empty dataframe with correct columns and dtypes + df = pd.DataFrame() + for c, d in zip(self.columns, self.dtypes): + df[c] = pd.Series(dtype=d) + return df + def copy(self): return self.__constructor__( client=self._client, @@ -348,6 +357,8 @@ class ElandQueryCompiler(BaseQueryCompiler): return self._operations.min(self) def max(self): return self._operations.max(self) + def nunique(self): + return self._operations.nunique(self) def info_es(self, buf): buf.write("index_pattern: {index_pattern}\n".format(index_pattern=self._index_pattern)) @@ -358,3 +369,6 @@ class ElandQueryCompiler(BaseQueryCompiler): def describe(self): return self._operations.describe(self) + + def _hist(self, interval): + return self._operations.hist(self, interval) diff --git a/eland/tests/Eland Demo Notebook.ipynb b/eland/tests/Eland Demo Notebook.ipynb new file mode 100644 index 0000000..801453e --- /dev/null +++ b/eland/tests/Eland Demo Notebook.ipynb @@ -0,0 +1,17734 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Eland Demo Notebook" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import eland as ed\n", + "import pandas as pd\n", + "import numpy as np\n", + "\n", + "from elasticsearch import Elasticsearch\n", + "\n", + "from eland.tests.common import TestData\n", + "\n", + "test_data = TestData()\n", + "\n", + "pd_flights = test_data.pd_flights()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Create Eland DataFrame from Elasticsearch Index" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "ed_flights = ed.read_es('localhost', 'flights')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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AvgTicketPriceCancelledCarrierDestDestAirportIDDestCityNameDestCountryDestLocationDestRegionDestWeather...FlightTimeMinOriginOriginAirportIDOriginCityNameOriginCountryOriginLocationOriginRegionOriginWeatherdayOfWeektimestamp
0841.265642FalseKibana AirlinesSydney Kingsford Smith International AirportSYDSydneyAU{'lat': '-33.94609833', 'lon': '151.177002'}SE-BDRain...1030.770416Frankfurt am Main AirportFRAFrankfurt am MainDE{'lat': '50.033333', 'lon': '8.570556'}DE-HESunny02018-01-01 00:00:00
1882.982662FalseLogstash AirwaysVenice Marco Polo AirportVE05VeniceIT{'lat': '45.505299', 'lon': '12.3519'}IT-34Sunny...464.389481Cape Town International AirportCPTCape TownZA{'lat': '-33.96480179', 'lon': '18.60169983'}SE-BDClear02018-01-01 18:27:00
2190.636904FalseLogstash AirwaysVenice Marco Polo AirportVE05VeniceIT{'lat': '45.505299', 'lon': '12.3519'}IT-34Cloudy...0.000000Venice Marco Polo AirportVE05VeniceIT{'lat': '45.505299', 'lon': '12.3519'}IT-34Rain02018-01-01 17:11:14
3181.694216TrueKibana AirlinesTreviso-Sant'Angelo AirportTV01TrevisoIT{'lat': '45.648399', 'lon': '12.1944'}IT-34Clear...222.749059Naples International AirportNA01NaplesIT{'lat': '40.886002', 'lon': '14.2908'}IT-72Thunder & Lightning02018-01-01 10:33:28
4730.041778FalseKibana AirlinesXi'an Xianyang International AirportXIYXi'anCN{'lat': '34.447102', 'lon': '108.751999'}SE-BDClear...785.779071Licenciado Benito Juarez International AirportAICMMexico CityMX{'lat': '19.4363', 'lon': '-99.072098'}MX-DIFDamaging Wind02018-01-01 05:13:00
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5 rows × 27 columns

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" + ], + "text/plain": [ + " AvgTicketPrice Cancelled Carrier \\\n", + "0 841.265642 False Kibana Airlines \n", + "1 882.982662 False Logstash Airways \n", + "2 190.636904 False Logstash Airways \n", + "3 181.694216 True Kibana Airlines \n", + "4 730.041778 False Kibana Airlines \n", + "\n", + " Dest DestAirportID DestCityName \\\n", + "0 Sydney Kingsford Smith International Airport SYD Sydney \n", + "1 Venice Marco Polo Airport VE05 Venice \n", + "2 Venice Marco Polo Airport VE05 Venice \n", + "3 Treviso-Sant'Angelo Airport TV01 Treviso \n", + "4 Xi'an Xianyang International Airport XIY Xi'an \n", + "\n", + " DestCountry DestLocation DestRegion \\\n", + "0 AU {'lat': '-33.94609833', 'lon': '151.177002'} SE-BD \n", + "1 IT {'lat': '45.505299', 'lon': '12.3519'} IT-34 \n", + "2 IT {'lat': '45.505299', 'lon': '12.3519'} IT-34 \n", + "3 IT {'lat': '45.648399', 'lon': '12.1944'} IT-34 \n", + "4 CN {'lat': '34.447102', 'lon': '108.751999'} SE-BD \n", + "\n", + " DestWeather ... FlightTimeMin \\\n", + "0 Rain ... 1030.770416 \n", + "1 Sunny ... 464.389481 \n", + "2 Cloudy ... 0.000000 \n", + "3 Clear ... 222.749059 \n", + "4 Clear ... 785.779071 \n", + "\n", + " Origin OriginAirportID \\\n", + "0 Frankfurt am Main Airport FRA \n", + "1 Cape Town International Airport CPT \n", + "2 Venice Marco Polo Airport VE05 \n", + "3 Naples International Airport NA01 \n", + "4 Licenciado Benito Juarez International Airport AICM \n", + "\n", + " OriginCityName OriginCountry \\\n", + "0 Frankfurt am Main DE \n", + "1 Cape Town ZA \n", + "2 Venice IT \n", + "3 Naples IT \n", + "4 Mexico City MX \n", + "\n", + " OriginLocation OriginRegion \\\n", + "0 {'lat': '50.033333', 'lon': '8.570556'} DE-HE \n", + "1 {'lat': '-33.96480179', 'lon': '18.60169983'} SE-BD \n", + "2 {'lat': '45.505299', 'lon': '12.3519'} IT-34 \n", + "3 {'lat': '40.886002', 'lon': '14.2908'} IT-72 \n", + "4 {'lat': '19.4363', 'lon': '-99.072098'} MX-DIF \n", + "\n", + " OriginWeather dayOfWeek timestamp \n", + "0 Sunny 0 2018-01-01 00:00:00 \n", + "1 Clear 0 2018-01-01 18:27:00 \n", + "2 Rain 0 2018-01-01 17:11:14 \n", + "3 Thunder & Lightning 0 2018-01-01 10:33:28 \n", + "4 Damaging Wind 0 2018-01-01 05:13:00 \n", + "\n", + "[5 rows x 27 columns]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pd_flights.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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categorycurrencycustomer_birth_datecustomer_first_namecustomer_full_namecustomer_gendercustomer_idcustomer_last_namecustomer_phoneday_of_week...products.taxful_priceproducts.taxless_priceproducts.unit_discount_amountskutaxful_total_pricetaxless_total_pricetotal_quantitytotal_unique_productstypeuser
0[Men's Clothing]EURNoneEddieEddie UnderwoodMALE38UnderwoodMonday...[11.99, 24.99][11.99, 24.99][0, 0][ZO0549605496, ZO0299602996]36.9836.9822ordereddie
1[Women's Clothing]EURNoneMaryMary BaileyFEMALE20BaileySunday...[24.99, 28.99][24.99, 28.99][0, 0][ZO0489604896, ZO0185501855]53.9853.9822ordermary
2[Women's Shoes, Women's Clothing]EURNoneGwenGwen ButlerFEMALE26ButlerSunday...[99.99, 99.99][99.99, 99.99][0, 0][ZO0374603746, ZO0272202722]199.98199.9822ordergwen
3[Women's Shoes, Women's Clothing]EURNoneDianeDiane ChandlerFEMALE22ChandlerSunday...[74.99, 99.99][74.99, 99.99][0, 0][ZO0360303603, ZO0272002720]174.98174.9822orderdiane
4[Men's Clothing, Men's Accessories]EURNoneEddieEddie WeberMALE38WeberMonday...[59.99, 20.99][59.99, 20.99][0, 0][ZO0542505425, ZO0601306013]80.9880.9822ordereddie
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5 rows x 45 columns

" + ], + "text/plain": [ + " category currency customer_birth_date \\\n", + "0 [Men's Clothing] EUR None \n", + "1 [Women's Clothing] EUR None \n", + "2 [Women's Shoes, Women's Clothing] EUR None \n", + "3 [Women's Shoes, Women's Clothing] EUR None \n", + "4 [Men's Clothing, Men's Accessories] EUR None \n", + "\n", + " customer_first_name customer_full_name customer_gender customer_id \\\n", + "0 Eddie Eddie Underwood MALE 38 \n", + "1 Mary Mary Bailey FEMALE 20 \n", + "2 Gwen Gwen Butler FEMALE 26 \n", + "3 Diane Diane Chandler FEMALE 22 \n", + "4 Eddie Eddie Weber MALE 38 \n", + "\n", + " customer_last_name customer_phone day_of_week ... products.taxful_price \\\n", + "0 Underwood Monday ... [11.99, 24.99] \n", + "1 Bailey Sunday ... [24.99, 28.99] \n", + "2 Butler Sunday ... [99.99, 99.99] \n", + "3 Chandler Sunday ... [74.99, 99.99] \n", + "4 Weber Monday ... [59.99, 20.99] \n", + "\n", + " products.taxless_price products.unit_discount_amount \\\n", + "0 [11.99, 24.99] [0, 0] \n", + "1 [24.99, 28.99] [0, 0] \n", + "2 [99.99, 99.99] [0, 0] \n", + "3 [74.99, 99.99] [0, 0] \n", + "4 [59.99, 20.99] [0, 0] \n", + "\n", + " sku taxful_total_price taxless_total_price \\\n", + "0 [ZO0549605496, ZO0299602996] 36.98 36.98 \n", + "1 [ZO0489604896, ZO0185501855] 53.98 53.98 \n", + "2 [ZO0374603746, ZO0272202722] 199.98 199.98 \n", + "3 [ZO0360303603, ZO0272002720] 174.98 174.98 \n", + "4 [ZO0542505425, ZO0601306013] 80.98 80.98 \n", + "\n", + " total_quantity total_unique_products type user \n", + "0 2 2 order eddie \n", + "1 2 2 order mary \n", + "2 2 2 order gwen \n", + "3 2 2 order diane \n", + "4 2 2 order eddie \n", + "\n", + "[5 rows x 45 columns]" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "es = Elasticsearch()\n", + "ed_ecommerce = ed.read_es(es, 'ecommerce')\n", + "ed_ecommerce.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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AvgTicketPriceCancelledCarrierDestDestAirportIDDestCityNameDestCountryDestLocationDestRegionDestWeather...FlightTimeMinOriginOriginAirportIDOriginCityNameOriginCountryOriginLocationOriginRegionOriginWeatherdayOfWeektimestamp
0841.265642FalseKibana AirlinesSydney Kingsford Smith International AirportSYDSydneyAU{'lat': '-33.94609833', 'lon': '151.177002'}SE-BDRain...1030.770416Frankfurt am Main AirportFRAFrankfurt am MainDE{'lat': '50.033333', 'lon': '8.570556'}DE-HESunny02018-01-01 00:00:00
1882.982662FalseLogstash AirwaysVenice Marco Polo AirportVE05VeniceIT{'lat': '45.505299', 'lon': '12.3519'}IT-34Sunny...464.389481Cape Town International AirportCPTCape TownZA{'lat': '-33.96480179', 'lon': '18.60169983'}SE-BDClear02018-01-01 18:27:00
2190.636904FalseLogstash AirwaysVenice Marco Polo AirportVE05VeniceIT{'lat': '45.505299', 'lon': '12.3519'}IT-34Cloudy...0.000000Venice Marco Polo AirportVE05VeniceIT{'lat': '45.505299', 'lon': '12.3519'}IT-34Rain02018-01-01 17:11:14
3181.694216TrueKibana AirlinesTreviso-Sant'Angelo AirportTV01TrevisoIT{'lat': '45.648399', 'lon': '12.1944'}IT-34Clear...222.749059Naples International AirportNA01NaplesIT{'lat': '40.886002', 'lon': '14.2908'}IT-72Thunder & Lightning02018-01-01 10:33:28
4730.041778FalseKibana AirlinesXi'an Xianyang International AirportXIYXi'anCN{'lat': '34.447102', 'lon': '108.751999'}SE-BDClear...785.779071Licenciado Benito Juarez International AirportAICMMexico CityMX{'lat': '19.4363', 'lon': '-99.072098'}MX-DIFDamaging Wind02018-01-01 05:13:00
5418.152089FalseJetBeatsGenoa Cristoforo Colombo AirportGE01GenovaIT{'lat': '44.4133', 'lon': '8.8375'}IT-42Thunder & Lightning...393.590441Edmonton International AirportCYEGEdmontonCA{'lat': '53.30970001', 'lon': '-113.5800018'}CA-ABRain02018-01-01 01:43:03
6180.246816FalseJetBeatsZurich AirportZRHZurichCH{'lat': '47.464699', 'lon': '8.54917'}CH-ZHHail...300.000000Zurich AirportZRHZurichCH{'lat': '47.464699', 'lon': '8.54917'}CH-ZHClear02018-01-01 13:49:53
7585.184310FalseKibana AirlinesOttawa Macdonald-Cartier International AirportYOWOttawaCA{'lat': '45.32249832', 'lon': '-75.66919708'}CA-ONClear...614.942480Ciampino___G. B. Pastine International AirportRM12RomeIT{'lat': '41.7994', 'lon': '12.5949'}IT-62Thunder & Lightning02018-01-01 04:54:59
8960.869736TrueKibana AirlinesRajiv Gandhi International AirportHYDHyderabadIN{'lat': '17.23131752', 'lon': '78.42985535'}SE-BDCloudy...602.030591Milano Linate AirportMI11MilanIT{'lat': '45.445099', 'lon': '9.27674'}IT-25Heavy Fog02018-01-01 12:09:35
9296.877773FalseLogstash AirwaysTreviso-Sant'Angelo AirportTV01TrevisoIT{'lat': '45.648399', 'lon': '12.1944'}IT-34Rain...174.822216Sheremetyevo International AirportSVOMoscowRU{'lat': '55.972599', 'lon': '37.4146'}RU-MOSCloudy02018-01-01 12:09:35
10906.437948FalseJetBeatsHelsinki Vantaa AirportHELHelsinkiFI{'lat': '60.31719971', 'lon': '24.9633007'}FI-ESRain...503.045170Albuquerque International Sunport AirportABQAlbuquerqueUS{'lat': '35.040199', 'lon': '-106.609001'}US-NMRain02018-01-01 22:06:14
11704.463771FalseLogstash AirwaysVienna International AirportVIEViennaAT{'lat': '48.11029816', 'lon': '16.56970024'}AT-9Cloudy...36.075018Venice Marco Polo AirportVE05VeniceIT{'lat': '45.505299', 'lon': '12.3519'}IT-34Rain02018-01-01 11:52:34
12922.499077TrueLogstash AirwaysShanghai Pudong International AirportPVGShanghaiCN{'lat': '31.14340019', 'lon': '121.8050003'}SE-BDClear...679.768391Licenciado Benito Juarez International AirportAICMMexico CityMX{'lat': '19.4363', 'lon': '-99.072098'}MX-DIFHeavy Fog02018-01-01 02:13:46
13374.959276FalseLogstash AirwaysOttawa Macdonald-Cartier International AirportYOWOttawaCA{'lat': '45.32249832', 'lon': '-75.66919708'}CA-ONRain...330.418282Naples International AirportNA01NaplesIT{'lat': '40.886002', 'lon': '14.2908'}IT-72Rain02018-01-01 14:21:13
14552.917371FalseLogstash AirwaysLuis Munoz Marin International AirportSJUSan JuanPR{'lat': '18.43939972', 'lon': '-66.00180054'}PR-U-AClear...407.145031Ciampino___G. B. Pastine International AirportRM12RomeIT{'lat': '41.7994', 'lon': '12.5949'}IT-62Cloudy02018-01-01 17:42:53
15566.487557TrueKibana AirlinesCologne Bonn AirportCGNCologneDE{'lat': '50.86589813', 'lon': '7.142739773'}DE-NWSunny...656.712658Chengdu Shuangliu International AirportCTUChengduCN{'lat': '30.57850075', 'lon': '103.9469986'}SE-BDThunder & Lightning02018-01-01 19:55:32
16989.952787TrueLogstash AirwaysVenice Marco Polo AirportVE05VeniceIT{'lat': '45.505299', 'lon': '12.3519'}IT-34Damaging Wind...773.030334Licenciado Benito Juarez International AirportAICMMexico CityMX{'lat': '19.4363', 'lon': '-99.072098'}MX-DIFThunder & Lightning02018-01-01 07:49:27
17569.613255FalseES-AirMinistro Pistarini International AirportEZEBuenos AiresAR{'lat': '-34.8222', 'lon': '-58.5358'}SE-BDCloudy...704.716920Cleveland Hopkins International AirportCLEClevelandUS{'lat': '41.4117012', 'lon': '-81.84980011'}US-OHRain02018-01-01 01:30:47
18277.429707FalseES-AirShanghai Pudong International AirportPVGShanghaiCN{'lat': '31.14340019', 'lon': '121.8050003'}SE-BDClear...355.957996Olenya Air BaseXLMOOlenegorskRU{'lat': '68.15180206', 'lon': '33.46390152'}RU-MURHail02018-01-01 07:58:17
19772.100846FalseJetBeatsIndira Gandhi International AirportDELNew DelhiIN{'lat': '28.5665', 'lon': '77.103104'}SE-BDClear...875.114675Casper-Natrona County International AirportCPRCasperUS{'lat': '42.90800095', 'lon': '-106.4639969'}US-WYCloudy02018-01-01 00:02:06
20167.599922FalseJetBeatsWichita Mid Continent AirportICTWichitaUS{'lat': '37.64989853', 'lon': '-97.43309784'}US-KSClear...373.966883Erie International Tom Ridge FieldERIErieUS{'lat': '42.08312701', 'lon': '-80.17386675'}US-PACloudy02018-01-01 01:08:20
21253.210065FalseES-AirOttawa Macdonald-Cartier International AirportYOWOttawaCA{'lat': '45.32249832', 'lon': '-75.66919708'}CA-ONHail...130.667700Newark Liberty International AirportEWRNewarkUS{'lat': '40.69250107', 'lon': '-74.16870117'}US-NJClear02018-01-01 01:08:20
22917.247620FalseJetBeatsItami AirportITMOsakaJP{'lat': '34.78549957', 'lon': '135.4380035'}SE-BDDamaging Wind...574.495310Copenhagen Kastrup AirportCPHCopenhagenDK{'lat': '55.61790085', 'lon': '12.65600014'}DK-84Sunny02018-01-01 07:48:35
23451.591176FalseLogstash AirwaysVienna International AirportVIEViennaAT{'lat': '48.11029816', 'lon': '16.56970024'}AT-9Heavy Fog...579.728943Seattle Tacoma International AirportSEASeattleUS{'lat': '47.44900131', 'lon': '-122.3089981'}US-WAHeavy Fog02018-01-01 18:57:21
24307.067201FalseLogstash AirwaysCharles de Gaulle International AirportCDGParisFR{'lat': '49.01279831', 'lon': '2.549999952'}FR-JClear...50.157229Berlin-Tegel AirportTXLBerlinDE{'lat': '52.5597', 'lon': '13.2877'}DE-BERain02018-01-01 13:18:25
25268.241596FalseES-AirNarita International AirportNRTTokyoJP{'lat': '35.76470184', 'lon': '140.3860016'}SE-BDRain...527.567422Manchester AirportMANManchesterGB{'lat': '53.35369873', 'lon': '-2.274950027'}GB-ENGThunder & Lightning02018-01-01 08:20:35
26975.812632TrueKibana AirlinesItami AirportITMOsakaJP{'lat': '34.78549957', 'lon': '135.4380035'}SE-BDHail...386.259764Helsinki Vantaa AirportHELHelsinkiFI{'lat': '60.31719971', 'lon': '24.9633007'}FI-ESRain02018-01-01 15:38:32
27134.214546FalseJetBeatsSan Diego International AirportSANSan DiegoUS{'lat': '32.73360062', 'lon': '-117.1900024'}US-CAClear...24.479650Phoenix Sky Harbor International AirportPHXPhoenixUS{'lat': '33.43429947', 'lon': '-112.012001'}US-AZClear02018-01-01 03:08:45
28988.897564FalseKibana AirlinesVerona Villafranca AirportVR10VeronaIT{'lat': '45.395699', 'lon': '10.8885'}IT-34Sunny...568.351033New Chitose AirportCTSChitose / TomakomaiJP{'lat': '42.77519989', 'lon': '141.6920013'}SE-BDDamaging Wind02018-01-01 01:16:59
29511.067220FalseLogstash AirwaysZurich AirportZRHZurichCH{'lat': '47.464699', 'lon': '8.54917'}CH-ZHRain...425.889194Tulsa International AirportTULTulsaUS{'lat': '36.19839859', 'lon': '-95.88809967'}US-OKRain02018-01-01 18:00:59
..................................................................
13029795.905278FalseKibana AirlinesMalpensa International AirportMI12MilanIT{'lat': '45.6306', 'lon': '8.72811'}IT-25Sunny...534.375826Itami AirportITMOsakaJP{'lat': '34.78549957', 'lon': '135.4380035'}SE-BDSunny62018-02-11 20:10:13
13030863.388068FalseLogstash AirwaysXi'an Xianyang International AirportXIYXi'anCN{'lat': '34.447102', 'lon': '108.751999'}SE-BDDamaging Wind...141.172633Tokyo Haneda International AirportHNDTokyoJP{'lat': '35.552299', 'lon': '139.779999'}SE-BDClear62018-02-11 18:59:53
13031575.183008FalseJetBeatsSavannah Hilton Head International AirportSAVSavannahUS{'lat': '32.12760162', 'lon': '-81.20210266'}US-GAThunder & Lightning...1113.137060OR Tambo International AirportJNBJohannesburgZA{'lat': '-26.1392', 'lon': '28.246'}SE-BDHail62018-02-11 00:57:48
13032817.368952FalseJetBeatsSyracuse Hancock International AirportSYRSyracuseUS{'lat': '43.11119843', 'lon': '-76.10630035'}US-NYRain...714.964864El Dorado International AirportBOGBogotaCO{'lat': '4.70159', 'lon': '-74.1469'}CO-CUNThunder & Lightning62018-02-11 12:02:49
13033579.582455FalseES-AirTampa International AirportTPATampaUS{'lat': '27.97550011', 'lon': '-82.53320313'}US-FLRain...234.929046Jorge Chavez International AirportLIMLimaPE{'lat': '-12.0219', 'lon': '-77.114304'}SE-BDThunder & Lightning62018-02-11 02:07:40
130341004.916638FalseJetBeatsOlenya Air BaseXLMOOlenegorskRU{'lat': '68.15180206', 'lon': '33.46390152'}RU-MURClear...526.895776Gimpo International AirportGMPSeoulKR{'lat': '37.5583', 'lon': '126.791'}SE-BDSunny62018-02-11 00:35:04
13035357.562842TrueLogstash AirwaysShanghai Pudong International AirportPVGShanghaiCN{'lat': '31.14340019', 'lon': '121.8050003'}SE-BDThunder & Lightning...0.000000Shanghai Pudong International AirportPVGShanghaiCN{'lat': '31.14340019', 'lon': '121.8050003'}SE-BDThunder & Lightning62018-02-11 11:19:12
13036429.580539FalseLogstash AirwaysVenice Marco Polo AirportVE05VeniceIT{'lat': '45.505299', 'lon': '12.3519'}IT-34Sunny...150.000000Venice Marco Polo AirportVE05VeniceIT{'lat': '45.505299', 'lon': '12.3519'}IT-34Cloudy62018-02-11 15:07:11
13037729.788171TrueES-AirVienna International AirportVIEViennaAT{'lat': '48.11029816', 'lon': '16.56970024'}AT-9Rain...691.944839Ukrainka Air BaseXHBUBelogorskRU{'lat': '51.169997', 'lon': '128.445007'}RU-AMUDamaging Wind62018-02-11 10:24:42
13038564.897695FalseES-AirPisa International AirportPI05PisaIT{'lat': '43.683899', 'lon': '10.3927'}IT-52Heavy Fog...567.387339OR Tambo International AirportJNBJohannesburgZA{'lat': '-26.1392', 'lon': '28.246'}SE-BDDamaging Wind62018-02-11 00:42:06
130391014.052787FalseLogstash AirwaysVienna International AirportVIEViennaAT{'lat': '48.11029816', 'lon': '16.56970024'}AT-9Thunder & Lightning...690.092327Montreal / Pierre Elliott Trudeau Internationa...YULMontrealCA{'lat': '45.47060013', 'lon': '-73.74079895'}CA-QCThunder & Lightning62018-02-11 10:56:31
13040455.243843FalseES-AirLondon Luton AirportLTNLondonGB{'lat': '51.87469864', 'lon': '-0.368333012'}GB-ENGCloudy...3.028293London Heathrow AirportLHRLondonGB{'lat': '51.4706', 'lon': '-0.461941'}GB-ENGClear62018-02-11 00:39:37
13041611.370232FalseLogstash AirwaysJorge Chavez International AirportLIMLimaPE{'lat': '-12.0219', 'lon': '-77.114304'}SE-BDSunny...338.875531Casper-Natrona County International AirportCPRCasperUS{'lat': '42.90800095', 'lon': '-106.4639969'}US-WYRain62018-02-11 10:24:30
13042595.961285FalseJetBeatsOttawa Macdonald-Cartier International AirportYOWOttawaCA{'lat': '45.32249832', 'lon': '-75.66919708'}CA-ONClear...375.129587Frankfurt am Main AirportFRAFrankfurt am MainDE{'lat': '50.033333', 'lon': '8.570556'}DE-HEClear62018-02-11 09:02:07
13043782.747648FalseLogstash AirwaysXi'an Xianyang International AirportXIYXi'anCN{'lat': '34.447102', 'lon': '108.751999'}SE-BDClear...156.858481Tokyo Haneda International AirportHNDTokyoJP{'lat': '35.552299', 'lon': '139.779999'}SE-BDThunder & Lightning62018-02-11 04:45:06
13044891.117221FalseJetBeatsWinnipeg / James Armstrong Richardson Internat...YWGWinnipegCA{'lat': '49.90999985', 'lon': '-97.23989868'}CA-MBClear...354.106457Vienna International AirportVIEViennaAT{'lat': '48.11029816', 'lon': '16.56970024'}AT-9Thunder & Lightning62018-02-11 00:51:14
13045587.169921FalseLogstash AirwaysBrisbane International AirportBNEBrisbaneAU{'lat': '-27.38419914', 'lon': '153.1170044'}SE-BDRain...771.305442Amsterdam Airport SchipholAMSAmsterdamNL{'lat': '52.30860138', 'lon': '4.76388979'}NL-NHSunny62018-02-11 05:41:51
13046739.132165FalseLogstash AirwaysXi'an Xianyang International AirportXIYXi'anCN{'lat': '34.447102', 'lon': '108.751999'}SE-BDRain...542.955572Winnipeg / James Armstrong Richardson Internat...YWGWinnipegCA{'lat': '49.90999985', 'lon': '-97.23989868'}CA-MBHail62018-02-11 10:02:21
13047605.191876FalseJetBeatsPortland International Jetport AirportPWMPortlandUS{'lat': '43.64619827', 'lon': '-70.30930328'}US-METhunder & Lightning...564.599857Jeju International AirportCJUJeju CityKR{'lat': '33.51129913', 'lon': '126.4929962'}SE-BDCloudy62018-02-11 15:55:10
13048361.767659TrueLogstash AirwaysDubai International AirportDXBDubaiAE{'lat': '25.25279999', 'lon': '55.36439896'}SE-BDSunny...180.000000Dubai International AirportDXBDubaiAE{'lat': '25.25279999', 'lon': '55.36439896'}SE-BDHail62018-02-11 04:11:14
13049662.306992FalseES-AirWinnipeg / James Armstrong Richardson Internat...YWGWinnipegCA{'lat': '49.90999985', 'lon': '-97.23989868'}CA-MBHeavy Fog...835.954429Ministro Pistarini International AirportEZEBuenos AiresAR{'lat': '-34.8222', 'lon': '-58.5358'}AR-BSunny62018-02-11 10:13:32
13050630.779526FalseJetBeatsHelsinki Vantaa AirportHELHelsinkiFI{'lat': '60.31719971', 'lon': '24.9633007'}FI-ESSunny...451.755639Beijing Capital International AirportPEKBeijingCN{'lat': '40.08010101', 'lon': '116.5849991'}SE-BDCloudy62018-02-11 11:23:23
13051937.771279TrueLogstash AirwaysLester B. Pearson International AirportYYZTorontoCA{'lat': '43.67720032', 'lon': '-79.63059998'}CA-ONSunny...507.451571Leonardo da Vinci___Fiumicino AirportRM11RomeIT{'lat': '41.8002778', 'lon': '12.2388889'}IT-62Hail62018-02-11 01:13:50
130521085.155339FalseLogstash AirwaysMelbourne International AirportMELMelbourneAU{'lat': '-37.673302', 'lon': '144.843002'}SE-BDCloudy...1044.451122Bologna Guglielmo Marconi AirportBO08BolognaIT{'lat': '44.5354', 'lon': '11.2887'}IT-45Cloudy62018-02-11 18:35:42
130531191.964104FalseLogstash AirwaysZurich AirportZRHZurichCH{'lat': '47.464699', 'lon': '8.54917'}CH-ZHHail...728.715904Portland International Jetport AirportPWMPortlandUS{'lat': '43.64619827', 'lon': '-70.30930328'}US-MEClear62018-02-11 19:02:10
130541080.446279FalseLogstash AirwaysXi'an Xianyang International AirportXIYXi'anCN{'lat': '34.447102', 'lon': '108.751999'}SE-BDRain...402.929088Pisa International AirportPI05PisaIT{'lat': '43.683899', 'lon': '10.3927'}IT-52Sunny62018-02-11 20:42:25
13055646.612941FalseLogstash AirwaysZurich AirportZRHZurichCH{'lat': '47.464699', 'lon': '8.54917'}CH-ZHRain...644.418029Winnipeg / James Armstrong Richardson Internat...YWGWinnipegCA{'lat': '49.90999985', 'lon': '-97.23989868'}CA-MBRain62018-02-11 01:41:57
13056997.751876FalseLogstash AirwaysUkrainka Air BaseXHBUBelogorskRU{'lat': '51.169997', 'lon': '128.445007'}RU-AMURain...937.540811Licenciado Benito Juarez International AirportAICMMexico CityMX{'lat': '19.4363', 'lon': '-99.072098'}MX-DIFSunny62018-02-11 04:09:27
130571102.814465FalseJetBeatsMinistro Pistarini International AirportEZEBuenos AiresAR{'lat': '-34.8222', 'lon': '-58.5358'}SE-BDHail...1697.404971Itami AirportITMOsakaJP{'lat': '34.78549957', 'lon': '135.4380035'}SE-BDHail62018-02-11 08:28:21
13058858.144337FalseJetBeatsWashington Dulles International AirportIADWashingtonUS{'lat': '38.94449997', 'lon': '-77.45580292'}US-DCHeavy Fog...1610.761827Adelaide International AirportADLAdelaideAU{'lat': '-34.945', 'lon': '138.531006'}SE-BDRain62018-02-11 14:54:34
\n", + "
\n", + "

13059 rows x 27 columns

" + ], + "text/plain": [ + " AvgTicketPrice Cancelled Carrier \\\n", + "0 841.265642 False Kibana Airlines \n", + "1 882.982662 False Logstash Airways \n", + "2 190.636904 False Logstash Airways \n", + "3 181.694216 True Kibana Airlines \n", + "4 730.041778 False Kibana Airlines \n", + "5 418.152089 False JetBeats \n", + "6 180.246816 False JetBeats \n", + "7 585.184310 False Kibana Airlines \n", + "8 960.869736 True Kibana Airlines \n", + "9 296.877773 False Logstash Airways \n", + "10 906.437948 False JetBeats \n", + "11 704.463771 False Logstash Airways \n", + "12 922.499077 True Logstash Airways \n", + "13 374.959276 False Logstash Airways \n", + "14 552.917371 False Logstash Airways \n", + "15 566.487557 True Kibana Airlines \n", + "16 989.952787 True Logstash Airways \n", + "17 569.613255 False ES-Air \n", + "18 277.429707 False ES-Air \n", + "19 772.100846 False JetBeats \n", + "20 167.599922 False JetBeats \n", + "21 253.210065 False ES-Air \n", + "22 917.247620 False JetBeats \n", + "23 451.591176 False Logstash Airways \n", + "24 307.067201 False Logstash Airways \n", + "25 268.241596 False ES-Air \n", + "26 975.812632 True Kibana Airlines \n", + "27 134.214546 False JetBeats \n", + "28 988.897564 False Kibana Airlines \n", + "29 511.067220 False Logstash Airways \n", + "... ... ... ... \n", + "13029 795.905278 False Kibana Airlines \n", + "13030 863.388068 False Logstash Airways \n", + "13031 575.183008 False JetBeats \n", + "13032 817.368952 False JetBeats \n", + "13033 579.582455 False ES-Air \n", + "13034 1004.916638 False JetBeats \n", + "13035 357.562842 True Logstash Airways \n", + "13036 429.580539 False Logstash Airways \n", + "13037 729.788171 True ES-Air \n", + "13038 564.897695 False ES-Air \n", + "13039 1014.052787 False Logstash Airways \n", + "13040 455.243843 False ES-Air \n", + "13041 611.370232 False Logstash Airways \n", + "13042 595.961285 False JetBeats \n", + "13043 782.747648 False Logstash Airways \n", + "13044 891.117221 False JetBeats \n", + "13045 587.169921 False Logstash Airways \n", + "13046 739.132165 False Logstash Airways \n", + "13047 605.191876 False JetBeats \n", + "13048 361.767659 True Logstash Airways \n", + "13049 662.306992 False ES-Air \n", + "13050 630.779526 False JetBeats \n", + "13051 937.771279 True Logstash Airways \n", + "13052 1085.155339 False Logstash Airways \n", + "13053 1191.964104 False Logstash Airways \n", + "13054 1080.446279 False Logstash Airways \n", + "13055 646.612941 False Logstash Airways \n", + "13056 997.751876 False Logstash Airways \n", + "13057 1102.814465 False JetBeats \n", + "13058 858.144337 False JetBeats \n", + "\n", + " Dest DestAirportID \\\n", + "0 Sydney Kingsford Smith International Airport SYD \n", + "1 Venice Marco Polo Airport VE05 \n", + "2 Venice Marco Polo Airport VE05 \n", + "3 Treviso-Sant'Angelo Airport TV01 \n", + "4 Xi'an Xianyang International Airport XIY \n", + "5 Genoa Cristoforo Colombo Airport GE01 \n", + "6 Zurich Airport ZRH \n", + "7 Ottawa Macdonald-Cartier International Airport YOW \n", + "8 Rajiv Gandhi International Airport HYD \n", + "9 Treviso-Sant'Angelo Airport TV01 \n", + "10 Helsinki Vantaa Airport HEL \n", + "11 Vienna International Airport VIE \n", + "12 Shanghai Pudong International Airport PVG \n", + "13 Ottawa Macdonald-Cartier International Airport YOW \n", + "14 Luis Munoz Marin International Airport SJU \n", + "15 Cologne Bonn Airport CGN \n", + "16 Venice Marco Polo Airport VE05 \n", + "17 Ministro Pistarini International Airport EZE \n", + "18 Shanghai Pudong International Airport PVG \n", + "19 Indira Gandhi International Airport DEL \n", + "20 Wichita Mid Continent Airport ICT \n", + "21 Ottawa Macdonald-Cartier International Airport YOW \n", + "22 Itami Airport ITM \n", + "23 Vienna International Airport VIE \n", + "24 Charles de Gaulle International Airport CDG \n", + "25 Narita International Airport NRT \n", + "26 Itami Airport ITM \n", + "27 San Diego International Airport SAN \n", + "28 Verona Villafranca Airport VR10 \n", + "29 Zurich Airport ZRH \n", + "... ... ... \n", + "13029 Malpensa International Airport MI12 \n", + "13030 Xi'an Xianyang International Airport XIY \n", + "13031 Savannah Hilton Head International Airport SAV \n", + "13032 Syracuse Hancock International Airport SYR \n", + "13033 Tampa International Airport TPA \n", + "13034 Olenya Air Base XLMO \n", + "13035 Shanghai Pudong International Airport PVG \n", + "13036 Venice Marco Polo Airport VE05 \n", + "13037 Vienna International Airport VIE \n", + "13038 Pisa International Airport PI05 \n", + "13039 Vienna International Airport VIE \n", + "13040 London Luton Airport LTN \n", + "13041 Jorge Chavez International Airport LIM \n", + "13042 Ottawa Macdonald-Cartier International Airport YOW \n", + "13043 Xi'an Xianyang International Airport XIY \n", + "13044 Winnipeg / James Armstrong Richardson Internat... YWG \n", + "13045 Brisbane International Airport BNE \n", + "13046 Xi'an Xianyang International Airport XIY \n", + "13047 Portland International Jetport Airport PWM \n", + "13048 Dubai International Airport DXB \n", + "13049 Winnipeg / James Armstrong Richardson Internat... YWG \n", + "13050 Helsinki Vantaa Airport HEL \n", + "13051 Lester B. Pearson International Airport YYZ \n", + "13052 Melbourne International Airport MEL \n", + "13053 Zurich Airport ZRH \n", + "13054 Xi'an Xianyang International Airport XIY \n", + "13055 Zurich Airport ZRH \n", + "13056 Ukrainka Air Base XHBU \n", + "13057 Ministro Pistarini International Airport EZE \n", + "13058 Washington Dulles International Airport IAD \n", + "\n", + " DestCityName DestCountry \\\n", + "0 Sydney AU \n", + "1 Venice IT \n", + "2 Venice IT \n", + "3 Treviso IT \n", + "4 Xi'an CN \n", + "5 Genova IT \n", + "6 Zurich CH \n", + "7 Ottawa CA \n", + "8 Hyderabad IN \n", + "9 Treviso IT \n", + "10 Helsinki FI \n", + "11 Vienna AT \n", + "12 Shanghai CN \n", + "13 Ottawa CA \n", + "14 San Juan PR \n", + "15 Cologne DE \n", + "16 Venice IT \n", + "17 Buenos Aires AR \n", + "18 Shanghai CN \n", + "19 New Delhi IN \n", + "20 Wichita US \n", + "21 Ottawa CA \n", + "22 Osaka JP \n", + "23 Vienna AT \n", + "24 Paris FR \n", + "25 Tokyo JP \n", + "26 Osaka JP \n", + "27 San Diego US \n", + "28 Verona IT \n", + "29 Zurich CH \n", + "... ... ... \n", + "13029 Milan IT \n", + "13030 Xi'an CN \n", + "13031 Savannah US \n", + "13032 Syracuse US \n", + "13033 Tampa US \n", + "13034 Olenegorsk RU \n", + "13035 Shanghai CN \n", + "13036 Venice IT \n", + "13037 Vienna AT \n", + "13038 Pisa IT \n", + "13039 Vienna AT \n", + "13040 London GB \n", + "13041 Lima PE \n", + "13042 Ottawa CA \n", + "13043 Xi'an CN \n", + "13044 Winnipeg CA \n", + "13045 Brisbane AU \n", + "13046 Xi'an CN \n", + "13047 Portland US \n", + "13048 Dubai AE \n", + "13049 Winnipeg CA \n", + "13050 Helsinki FI \n", + "13051 Toronto CA \n", + "13052 Melbourne AU \n", + "13053 Zurich CH \n", + "13054 Xi'an CN \n", + "13055 Zurich CH \n", + "13056 Belogorsk RU \n", + "13057 Buenos Aires AR \n", + "13058 Washington US \n", + "\n", + " DestLocation DestRegion \\\n", + "0 {'lat': '-33.94609833', 'lon': '151.177002'} SE-BD \n", + "1 {'lat': '45.505299', 'lon': '12.3519'} IT-34 \n", + "2 {'lat': '45.505299', 'lon': '12.3519'} IT-34 \n", + "3 {'lat': '45.648399', 'lon': '12.1944'} IT-34 \n", + "4 {'lat': '34.447102', 'lon': '108.751999'} SE-BD \n", + "5 {'lat': '44.4133', 'lon': '8.8375'} IT-42 \n", + "6 {'lat': '47.464699', 'lon': '8.54917'} CH-ZH \n", + "7 {'lat': '45.32249832', 'lon': '-75.66919708'} CA-ON \n", + "8 {'lat': '17.23131752', 'lon': '78.42985535'} SE-BD \n", + "9 {'lat': '45.648399', 'lon': '12.1944'} IT-34 \n", + "10 {'lat': '60.31719971', 'lon': '24.9633007'} FI-ES \n", + "11 {'lat': '48.11029816', 'lon': '16.56970024'} AT-9 \n", + "12 {'lat': '31.14340019', 'lon': '121.8050003'} SE-BD \n", + "13 {'lat': '45.32249832', 'lon': '-75.66919708'} CA-ON \n", + "14 {'lat': '18.43939972', 'lon': '-66.00180054'} PR-U-A \n", + "15 {'lat': '50.86589813', 'lon': '7.142739773'} DE-NW \n", + "16 {'lat': '45.505299', 'lon': '12.3519'} IT-34 \n", + "17 {'lat': '-34.8222', 'lon': '-58.5358'} SE-BD \n", + "18 {'lat': '31.14340019', 'lon': '121.8050003'} SE-BD \n", + "19 {'lat': '28.5665', 'lon': '77.103104'} SE-BD \n", + "20 {'lat': '37.64989853', 'lon': '-97.43309784'} US-KS \n", + "21 {'lat': '45.32249832', 'lon': '-75.66919708'} CA-ON \n", + "22 {'lat': '34.78549957', 'lon': '135.4380035'} SE-BD \n", + "23 {'lat': '48.11029816', 'lon': '16.56970024'} AT-9 \n", + "24 {'lat': '49.01279831', 'lon': '2.549999952'} FR-J \n", + "25 {'lat': '35.76470184', 'lon': '140.3860016'} SE-BD \n", + "26 {'lat': '34.78549957', 'lon': '135.4380035'} SE-BD \n", + "27 {'lat': '32.73360062', 'lon': '-117.1900024'} US-CA \n", + "28 {'lat': '45.395699', 'lon': '10.8885'} IT-34 \n", + "29 {'lat': '47.464699', 'lon': '8.54917'} CH-ZH \n", + "... ... ... \n", + "13029 {'lat': '45.6306', 'lon': '8.72811'} IT-25 \n", + "13030 {'lat': '34.447102', 'lon': '108.751999'} SE-BD \n", + "13031 {'lat': '32.12760162', 'lon': '-81.20210266'} US-GA \n", + "13032 {'lat': '43.11119843', 'lon': '-76.10630035'} US-NY \n", + "13033 {'lat': '27.97550011', 'lon': '-82.53320313'} US-FL \n", + "13034 {'lat': '68.15180206', 'lon': '33.46390152'} RU-MUR \n", + "13035 {'lat': '31.14340019', 'lon': '121.8050003'} SE-BD \n", + "13036 {'lat': '45.505299', 'lon': '12.3519'} IT-34 \n", + "13037 {'lat': '48.11029816', 'lon': '16.56970024'} AT-9 \n", + "13038 {'lat': '43.683899', 'lon': '10.3927'} IT-52 \n", + "13039 {'lat': '48.11029816', 'lon': '16.56970024'} AT-9 \n", + "13040 {'lat': '51.87469864', 'lon': '-0.368333012'} GB-ENG \n", + "13041 {'lat': '-12.0219', 'lon': '-77.114304'} SE-BD \n", + "13042 {'lat': '45.32249832', 'lon': '-75.66919708'} CA-ON \n", + "13043 {'lat': '34.447102', 'lon': '108.751999'} SE-BD \n", + "13044 {'lat': '49.90999985', 'lon': '-97.23989868'} CA-MB \n", + "13045 {'lat': '-27.38419914', 'lon': '153.1170044'} SE-BD \n", + "13046 {'lat': '34.447102', 'lon': '108.751999'} SE-BD \n", + "13047 {'lat': '43.64619827', 'lon': '-70.30930328'} US-ME \n", + "13048 {'lat': '25.25279999', 'lon': '55.36439896'} SE-BD \n", + "13049 {'lat': '49.90999985', 'lon': '-97.23989868'} CA-MB \n", + "13050 {'lat': '60.31719971', 'lon': '24.9633007'} FI-ES \n", + "13051 {'lat': '43.67720032', 'lon': '-79.63059998'} CA-ON \n", + "13052 {'lat': '-37.673302', 'lon': '144.843002'} SE-BD \n", + "13053 {'lat': '47.464699', 'lon': '8.54917'} CH-ZH \n", + "13054 {'lat': '34.447102', 'lon': '108.751999'} SE-BD \n", + "13055 {'lat': '47.464699', 'lon': '8.54917'} CH-ZH \n", + "13056 {'lat': '51.169997', 'lon': '128.445007'} RU-AMU \n", + "13057 {'lat': '-34.8222', 'lon': '-58.5358'} SE-BD \n", + "13058 {'lat': '38.94449997', 'lon': '-77.45580292'} US-DC \n", + "\n", + " DestWeather ... FlightTimeMin \\\n", + "0 Rain ... 1030.770416 \n", + "1 Sunny ... 464.389481 \n", + "2 Cloudy ... 0.000000 \n", + "3 Clear ... 222.749059 \n", + "4 Clear ... 785.779071 \n", + "5 Thunder & Lightning ... 393.590441 \n", + "6 Hail ... 300.000000 \n", + "7 Clear ... 614.942480 \n", + "8 Cloudy ... 602.030591 \n", + "9 Rain ... 174.822216 \n", + "10 Rain ... 503.045170 \n", + "11 Cloudy ... 36.075018 \n", + "12 Clear ... 679.768391 \n", + "13 Rain ... 330.418282 \n", + "14 Clear ... 407.145031 \n", + "15 Sunny ... 656.712658 \n", + "16 Damaging Wind ... 773.030334 \n", + "17 Cloudy ... 704.716920 \n", + "18 Clear ... 355.957996 \n", + "19 Clear ... 875.114675 \n", + "20 Clear ... 373.966883 \n", + "21 Hail ... 130.667700 \n", + "22 Damaging Wind ... 574.495310 \n", + "23 Heavy Fog ... 579.728943 \n", + "24 Clear ... 50.157229 \n", + "25 Rain ... 527.567422 \n", + "26 Hail ... 386.259764 \n", + "27 Clear ... 24.479650 \n", + "28 Sunny ... 568.351033 \n", + "29 Rain ... 425.889194 \n", + "... ... ... ... \n", + "13029 Sunny ... 534.375826 \n", + "13030 Damaging Wind ... 141.172633 \n", + "13031 Thunder & Lightning ... 1113.137060 \n", + "13032 Rain ... 714.964864 \n", + "13033 Rain ... 234.929046 \n", + "13034 Clear ... 526.895776 \n", + "13035 Thunder & Lightning ... 0.000000 \n", + "13036 Sunny ... 150.000000 \n", + "13037 Rain ... 691.944839 \n", + "13038 Heavy Fog ... 567.387339 \n", + "13039 Thunder & Lightning ... 690.092327 \n", + "13040 Cloudy ... 3.028293 \n", + "13041 Sunny ... 338.875531 \n", + "13042 Clear ... 375.129587 \n", + "13043 Clear ... 156.858481 \n", + "13044 Clear ... 354.106457 \n", + "13045 Rain ... 771.305442 \n", + "13046 Rain ... 542.955572 \n", + "13047 Thunder & Lightning ... 564.599857 \n", + "13048 Sunny ... 180.000000 \n", + "13049 Heavy Fog ... 835.954429 \n", + "13050 Sunny ... 451.755639 \n", + "13051 Sunny ... 507.451571 \n", + "13052 Cloudy ... 1044.451122 \n", + "13053 Hail ... 728.715904 \n", + "13054 Rain ... 402.929088 \n", + "13055 Rain ... 644.418029 \n", + "13056 Rain ... 937.540811 \n", + "13057 Hail ... 1697.404971 \n", + "13058 Heavy Fog ... 1610.761827 \n", + "\n", + " Origin OriginAirportID \\\n", + "0 Frankfurt am Main Airport FRA \n", + "1 Cape Town International Airport CPT \n", + "2 Venice Marco Polo Airport VE05 \n", + "3 Naples International Airport NA01 \n", + "4 Licenciado Benito Juarez International Airport AICM \n", + "5 Edmonton International Airport CYEG \n", + "6 Zurich Airport ZRH \n", + "7 Ciampino___G. B. Pastine International Airport RM12 \n", + "8 Milano Linate Airport MI11 \n", + "9 Sheremetyevo International Airport SVO \n", + "10 Albuquerque International Sunport Airport ABQ \n", + "11 Venice Marco Polo Airport VE05 \n", + "12 Licenciado Benito Juarez International Airport AICM \n", + "13 Naples International Airport NA01 \n", + "14 Ciampino___G. B. Pastine International Airport RM12 \n", + "15 Chengdu Shuangliu International Airport CTU \n", + "16 Licenciado Benito Juarez International Airport AICM \n", + "17 Cleveland Hopkins International Airport CLE \n", + "18 Olenya Air Base XLMO \n", + "19 Casper-Natrona County International Airport CPR \n", + "20 Erie International Tom Ridge Field ERI \n", + "21 Newark Liberty International Airport EWR \n", + "22 Copenhagen Kastrup Airport CPH \n", + "23 Seattle Tacoma International Airport SEA \n", + "24 Berlin-Tegel Airport TXL \n", + "25 Manchester Airport MAN \n", + "26 Helsinki Vantaa Airport HEL \n", + "27 Phoenix Sky Harbor International Airport PHX \n", + "28 New Chitose Airport CTS \n", + "29 Tulsa International Airport TUL \n", + "... ... ... \n", + "13029 Itami Airport ITM \n", + "13030 Tokyo Haneda International Airport HND \n", + "13031 OR Tambo International Airport JNB \n", + "13032 El Dorado International Airport BOG \n", + "13033 Jorge Chavez International Airport LIM \n", + "13034 Gimpo International Airport GMP \n", + "13035 Shanghai Pudong International Airport PVG \n", + "13036 Venice Marco Polo Airport VE05 \n", + "13037 Ukrainka Air Base XHBU \n", + "13038 OR Tambo International Airport JNB \n", + "13039 Montreal / Pierre Elliott Trudeau Internationa... YUL \n", + "13040 London Heathrow Airport LHR \n", + "13041 Casper-Natrona County International Airport CPR \n", + "13042 Frankfurt am Main Airport FRA \n", + "13043 Tokyo Haneda International Airport HND \n", + "13044 Vienna International Airport VIE \n", + "13045 Amsterdam Airport Schiphol AMS \n", + "13046 Winnipeg / James Armstrong Richardson Internat... YWG \n", + "13047 Jeju International Airport CJU \n", + "13048 Dubai International Airport DXB \n", + "13049 Ministro Pistarini International Airport EZE \n", + "13050 Beijing Capital International Airport PEK \n", + "13051 Leonardo da Vinci___Fiumicino Airport RM11 \n", + "13052 Bologna Guglielmo Marconi Airport BO08 \n", + "13053 Portland International Jetport Airport PWM \n", + "13054 Pisa International Airport PI05 \n", + "13055 Winnipeg / James Armstrong Richardson Internat... YWG \n", + "13056 Licenciado Benito Juarez International Airport AICM \n", + "13057 Itami Airport ITM \n", + "13058 Adelaide International Airport ADL \n", + "\n", + " OriginCityName OriginCountry \\\n", + "0 Frankfurt am Main DE \n", + "1 Cape Town ZA \n", + "2 Venice IT \n", + "3 Naples IT \n", + "4 Mexico City MX \n", + "5 Edmonton CA \n", + "6 Zurich CH \n", + "7 Rome IT \n", + "8 Milan IT \n", + "9 Moscow RU \n", + "10 Albuquerque US \n", + "11 Venice IT \n", + "12 Mexico City MX \n", + "13 Naples IT \n", + "14 Rome IT \n", + "15 Chengdu CN \n", + "16 Mexico City MX \n", + "17 Cleveland US \n", + "18 Olenegorsk RU \n", + "19 Casper US \n", + "20 Erie US \n", + "21 Newark US \n", + "22 Copenhagen DK \n", + "23 Seattle US \n", + "24 Berlin DE \n", + "25 Manchester GB \n", + "26 Helsinki FI \n", + "27 Phoenix US \n", + "28 Chitose / Tomakomai JP \n", + "29 Tulsa US \n", + "... ... ... \n", + "13029 Osaka JP \n", + "13030 Tokyo JP \n", + "13031 Johannesburg ZA \n", + "13032 Bogota CO \n", + "13033 Lima PE \n", + "13034 Seoul KR \n", + "13035 Shanghai CN \n", + "13036 Venice IT \n", + "13037 Belogorsk RU \n", + "13038 Johannesburg ZA \n", + "13039 Montreal CA \n", + "13040 London GB \n", + "13041 Casper US \n", + "13042 Frankfurt am Main DE \n", + "13043 Tokyo JP \n", + "13044 Vienna AT \n", + "13045 Amsterdam NL \n", + "13046 Winnipeg CA \n", + "13047 Jeju City KR \n", + "13048 Dubai AE \n", + "13049 Buenos Aires AR \n", + "13050 Beijing CN \n", + "13051 Rome IT \n", + "13052 Bologna IT \n", + "13053 Portland US \n", + "13054 Pisa IT \n", + "13055 Winnipeg CA \n", + "13056 Mexico City MX \n", + "13057 Osaka JP \n", + "13058 Adelaide AU \n", + "\n", + " OriginLocation OriginRegion \\\n", + "0 {'lat': '50.033333', 'lon': '8.570556'} DE-HE \n", + "1 {'lat': '-33.96480179', 'lon': '18.60169983'} SE-BD \n", + "2 {'lat': '45.505299', 'lon': '12.3519'} IT-34 \n", + "3 {'lat': '40.886002', 'lon': '14.2908'} IT-72 \n", + "4 {'lat': '19.4363', 'lon': '-99.072098'} MX-DIF \n", + "5 {'lat': '53.30970001', 'lon': '-113.5800018'} CA-AB \n", + "6 {'lat': '47.464699', 'lon': '8.54917'} CH-ZH \n", + "7 {'lat': '41.7994', 'lon': '12.5949'} IT-62 \n", + "8 {'lat': '45.445099', 'lon': '9.27674'} IT-25 \n", + "9 {'lat': '55.972599', 'lon': '37.4146'} RU-MOS \n", + "10 {'lat': '35.040199', 'lon': '-106.609001'} US-NM \n", + "11 {'lat': '45.505299', 'lon': '12.3519'} IT-34 \n", + "12 {'lat': '19.4363', 'lon': '-99.072098'} MX-DIF \n", + "13 {'lat': '40.886002', 'lon': '14.2908'} IT-72 \n", + "14 {'lat': '41.7994', 'lon': '12.5949'} IT-62 \n", + "15 {'lat': '30.57850075', 'lon': '103.9469986'} SE-BD \n", + "16 {'lat': '19.4363', 'lon': '-99.072098'} MX-DIF \n", + "17 {'lat': '41.4117012', 'lon': '-81.84980011'} US-OH \n", + "18 {'lat': '68.15180206', 'lon': '33.46390152'} RU-MUR \n", + "19 {'lat': '42.90800095', 'lon': '-106.4639969'} US-WY \n", + "20 {'lat': '42.08312701', 'lon': '-80.17386675'} US-PA \n", + "21 {'lat': '40.69250107', 'lon': '-74.16870117'} US-NJ \n", + "22 {'lat': '55.61790085', 'lon': '12.65600014'} DK-84 \n", + "23 {'lat': '47.44900131', 'lon': '-122.3089981'} US-WA \n", + "24 {'lat': '52.5597', 'lon': '13.2877'} DE-BE \n", + "25 {'lat': '53.35369873', 'lon': '-2.274950027'} GB-ENG \n", + "26 {'lat': '60.31719971', 'lon': '24.9633007'} FI-ES \n", + "27 {'lat': '33.43429947', 'lon': '-112.012001'} US-AZ \n", + "28 {'lat': '42.77519989', 'lon': '141.6920013'} SE-BD \n", + "29 {'lat': '36.19839859', 'lon': '-95.88809967'} US-OK \n", + "... ... ... \n", + "13029 {'lat': '34.78549957', 'lon': '135.4380035'} SE-BD \n", + "13030 {'lat': '35.552299', 'lon': '139.779999'} SE-BD \n", + "13031 {'lat': '-26.1392', 'lon': '28.246'} SE-BD \n", + "13032 {'lat': '4.70159', 'lon': '-74.1469'} CO-CUN \n", + "13033 {'lat': '-12.0219', 'lon': '-77.114304'} SE-BD \n", + "13034 {'lat': '37.5583', 'lon': '126.791'} SE-BD \n", + "13035 {'lat': '31.14340019', 'lon': '121.8050003'} SE-BD \n", + "13036 {'lat': '45.505299', 'lon': '12.3519'} IT-34 \n", + "13037 {'lat': '51.169997', 'lon': '128.445007'} RU-AMU \n", + "13038 {'lat': '-26.1392', 'lon': '28.246'} SE-BD \n", + "13039 {'lat': '45.47060013', 'lon': '-73.74079895'} CA-QC \n", + "13040 {'lat': '51.4706', 'lon': '-0.461941'} GB-ENG \n", + "13041 {'lat': '42.90800095', 'lon': '-106.4639969'} US-WY \n", + "13042 {'lat': '50.033333', 'lon': '8.570556'} DE-HE \n", + "13043 {'lat': '35.552299', 'lon': '139.779999'} SE-BD \n", + "13044 {'lat': '48.11029816', 'lon': '16.56970024'} AT-9 \n", + "13045 {'lat': '52.30860138', 'lon': '4.76388979'} NL-NH \n", + "13046 {'lat': '49.90999985', 'lon': '-97.23989868'} CA-MB \n", + "13047 {'lat': '33.51129913', 'lon': '126.4929962'} SE-BD \n", + "13048 {'lat': '25.25279999', 'lon': '55.36439896'} SE-BD \n", + "13049 {'lat': '-34.8222', 'lon': '-58.5358'} AR-B \n", + "13050 {'lat': '40.08010101', 'lon': '116.5849991'} SE-BD \n", + "13051 {'lat': '41.8002778', 'lon': '12.2388889'} IT-62 \n", + "13052 {'lat': '44.5354', 'lon': '11.2887'} IT-45 \n", + "13053 {'lat': '43.64619827', 'lon': '-70.30930328'} US-ME \n", + "13054 {'lat': '43.683899', 'lon': '10.3927'} IT-52 \n", + "13055 {'lat': '49.90999985', 'lon': '-97.23989868'} CA-MB \n", + "13056 {'lat': '19.4363', 'lon': '-99.072098'} MX-DIF \n", + "13057 {'lat': '34.78549957', 'lon': '135.4380035'} SE-BD \n", + "13058 {'lat': '-34.945', 'lon': '138.531006'} SE-BD \n", + "\n", + " OriginWeather dayOfWeek timestamp \n", + "0 Sunny 0 2018-01-01 00:00:00 \n", + "1 Clear 0 2018-01-01 18:27:00 \n", + "2 Rain 0 2018-01-01 17:11:14 \n", + "3 Thunder & Lightning 0 2018-01-01 10:33:28 \n", + "4 Damaging Wind 0 2018-01-01 05:13:00 \n", + "5 Rain 0 2018-01-01 01:43:03 \n", + "6 Clear 0 2018-01-01 13:49:53 \n", + "7 Thunder & Lightning 0 2018-01-01 04:54:59 \n", + "8 Heavy Fog 0 2018-01-01 12:09:35 \n", + "9 Cloudy 0 2018-01-01 12:09:35 \n", + "10 Rain 0 2018-01-01 22:06:14 \n", + "11 Rain 0 2018-01-01 11:52:34 \n", + "12 Heavy Fog 0 2018-01-01 02:13:46 \n", + "13 Rain 0 2018-01-01 14:21:13 \n", + "14 Cloudy 0 2018-01-01 17:42:53 \n", + "15 Thunder & Lightning 0 2018-01-01 19:55:32 \n", + "16 Thunder & Lightning 0 2018-01-01 07:49:27 \n", + "17 Rain 0 2018-01-01 01:30:47 \n", + "18 Hail 0 2018-01-01 07:58:17 \n", + "19 Cloudy 0 2018-01-01 00:02:06 \n", + "20 Cloudy 0 2018-01-01 01:08:20 \n", + "21 Clear 0 2018-01-01 01:08:20 \n", + "22 Sunny 0 2018-01-01 07:48:35 \n", + "23 Heavy Fog 0 2018-01-01 18:57:21 \n", + "24 Rain 0 2018-01-01 13:18:25 \n", + "25 Thunder & Lightning 0 2018-01-01 08:20:35 \n", + "26 Rain 0 2018-01-01 15:38:32 \n", + "27 Clear 0 2018-01-01 03:08:45 \n", + "28 Damaging Wind 0 2018-01-01 01:16:59 \n", + "29 Rain 0 2018-01-01 18:00:59 \n", + "... ... ... ... \n", + "13029 Sunny 6 2018-02-11 20:10:13 \n", + "13030 Clear 6 2018-02-11 18:59:53 \n", + "13031 Hail 6 2018-02-11 00:57:48 \n", + "13032 Thunder & Lightning 6 2018-02-11 12:02:49 \n", + "13033 Thunder & Lightning 6 2018-02-11 02:07:40 \n", + "13034 Sunny 6 2018-02-11 00:35:04 \n", + "13035 Thunder & Lightning 6 2018-02-11 11:19:12 \n", + "13036 Cloudy 6 2018-02-11 15:07:11 \n", + "13037 Damaging Wind 6 2018-02-11 10:24:42 \n", + "13038 Damaging Wind 6 2018-02-11 00:42:06 \n", + "13039 Thunder & Lightning 6 2018-02-11 10:56:31 \n", + "13040 Clear 6 2018-02-11 00:39:37 \n", + "13041 Rain 6 2018-02-11 10:24:30 \n", + "13042 Clear 6 2018-02-11 09:02:07 \n", + "13043 Thunder & Lightning 6 2018-02-11 04:45:06 \n", + "13044 Thunder & Lightning 6 2018-02-11 00:51:14 \n", + "13045 Sunny 6 2018-02-11 05:41:51 \n", + "13046 Hail 6 2018-02-11 10:02:21 \n", + "13047 Cloudy 6 2018-02-11 15:55:10 \n", + "13048 Hail 6 2018-02-11 04:11:14 \n", + "13049 Sunny 6 2018-02-11 10:13:32 \n", + "13050 Cloudy 6 2018-02-11 11:23:23 \n", + "13051 Hail 6 2018-02-11 01:13:50 \n", + "13052 Cloudy 6 2018-02-11 18:35:42 \n", + "13053 Clear 6 2018-02-11 19:02:10 \n", + "13054 Sunny 6 2018-02-11 20:42:25 \n", + "13055 Rain 6 2018-02-11 01:41:57 \n", + "13056 Sunny 6 2018-02-11 04:09:27 \n", + "13057 Hail 6 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0841.265642FalseKibana AirlinesSydney Kingsford Smith International AirportSYDSydneyAU{'lat': '-33.94609833', 'lon': '151.177002'}SE-BDRain...1030.770416Frankfurt am Main AirportFRAFrankfurt am MainDE{'lat': '50.033333', 'lon': '8.570556'}DE-HESunny02018-01-01 00:00:00
1882.982662FalseLogstash AirwaysVenice Marco Polo AirportVE05VeniceIT{'lat': '45.505299', 'lon': '12.3519'}IT-34Sunny...464.389481Cape Town International AirportCPTCape TownZA{'lat': '-33.96480179', 'lon': '18.60169983'}SE-BDClear02018-01-01 18:27:00
2190.636904FalseLogstash AirwaysVenice Marco Polo AirportVE05VeniceIT{'lat': '45.505299', 'lon': '12.3519'}IT-34Cloudy...0.000000Venice Marco Polo AirportVE05VeniceIT{'lat': '45.505299', 'lon': '12.3519'}IT-34Rain02018-01-01 17:11:14
3181.694216TrueKibana AirlinesTreviso-Sant'Angelo AirportTV01TrevisoIT{'lat': '45.648399', 'lon': '12.1944'}IT-34Clear...222.749059Naples International AirportNA01NaplesIT{'lat': '40.886002', 'lon': '14.2908'}IT-72Thunder & Lightning02018-01-01 10:33:28
4730.041778FalseKibana AirlinesXi'an Xianyang International AirportXIYXi'anCN{'lat': '34.447102', 'lon': '108.751999'}SE-BDClear...785.779071Licenciado Benito Juarez International AirportAICMMexico CityMX{'lat': '19.4363', 'lon': '-99.072098'}MX-DIFDamaging Wind02018-01-01 05:13:00
5418.152089FalseJetBeatsGenoa Cristoforo Colombo AirportGE01GenovaIT{'lat': '44.4133', 'lon': '8.8375'}IT-42Thunder & Lightning...393.590441Edmonton International AirportCYEGEdmontonCA{'lat': '53.30970001', 'lon': '-113.5800018'}CA-ABRain02018-01-01 01:43:03
6180.246816FalseJetBeatsZurich AirportZRHZurichCH{'lat': '47.464699', 'lon': '8.54917'}CH-ZHHail...300.000000Zurich AirportZRHZurichCH{'lat': '47.464699', 'lon': '8.54917'}CH-ZHClear02018-01-01 13:49:53
7585.184310FalseKibana AirlinesOttawa Macdonald-Cartier International AirportYOWOttawaCA{'lat': '45.32249832', 'lon': '-75.66919708'}CA-ONClear...614.942480Ciampino___G. B. Pastine International AirportRM12RomeIT{'lat': '41.7994', 'lon': '12.5949'}IT-62Thunder & Lightning02018-01-01 04:54:59
8960.869736TrueKibana AirlinesRajiv Gandhi International AirportHYDHyderabadIN{'lat': '17.23131752', 'lon': '78.42985535'}SE-BDCloudy...602.030591Milano Linate AirportMI11MilanIT{'lat': '45.445099', 'lon': '9.27674'}IT-25Heavy Fog02018-01-01 12:09:35
9296.877773FalseLogstash AirwaysTreviso-Sant'Angelo AirportTV01TrevisoIT{'lat': '45.648399', 'lon': '12.1944'}IT-34Rain...174.822216Sheremetyevo International AirportSVOMoscowRU{'lat': '55.972599', 'lon': '37.4146'}RU-MOSCloudy02018-01-01 12:09:35
10906.437948FalseJetBeatsHelsinki Vantaa AirportHELHelsinkiFI{'lat': '60.31719971', 'lon': '24.9633007'}FI-ESRain...503.045170Albuquerque International Sunport AirportABQAlbuquerqueUS{'lat': '35.040199', 'lon': '-106.609001'}US-NMRain02018-01-01 22:06:14
11704.463771FalseLogstash AirwaysVienna International AirportVIEViennaAT{'lat': '48.11029816', 'lon': '16.56970024'}AT-9Cloudy...36.075018Venice Marco Polo AirportVE05VeniceIT{'lat': '45.505299', 'lon': '12.3519'}IT-34Rain02018-01-01 11:52:34
12922.499077TrueLogstash AirwaysShanghai Pudong International AirportPVGShanghaiCN{'lat': '31.14340019', 'lon': '121.8050003'}SE-BDClear...679.768391Licenciado Benito Juarez International AirportAICMMexico CityMX{'lat': '19.4363', 'lon': '-99.072098'}MX-DIFHeavy Fog02018-01-01 02:13:46
13374.959276FalseLogstash AirwaysOttawa Macdonald-Cartier International AirportYOWOttawaCA{'lat': '45.32249832', 'lon': '-75.66919708'}CA-ONRain...330.418282Naples International AirportNA01NaplesIT{'lat': '40.886002', 'lon': '14.2908'}IT-72Rain02018-01-01 14:21:13
14552.917371FalseLogstash AirwaysLuis Munoz Marin International AirportSJUSan JuanPR{'lat': '18.43939972', 'lon': '-66.00180054'}PR-U-AClear...407.145031Ciampino___G. B. Pastine International AirportRM12RomeIT{'lat': '41.7994', 'lon': '12.5949'}IT-62Cloudy02018-01-01 17:42:53
15566.487557TrueKibana AirlinesCologne Bonn AirportCGNCologneDE{'lat': '50.86589813', 'lon': '7.142739773'}DE-NWSunny...656.712658Chengdu Shuangliu International AirportCTUChengduCN{'lat': '30.57850075', 'lon': '103.9469986'}SE-BDThunder & Lightning02018-01-01 19:55:32
16989.952787TrueLogstash AirwaysVenice Marco Polo AirportVE05VeniceIT{'lat': '45.505299', 'lon': '12.3519'}IT-34Damaging Wind...773.030334Licenciado Benito Juarez International AirportAICMMexico CityMX{'lat': '19.4363', 'lon': '-99.072098'}MX-DIFThunder & Lightning02018-01-01 07:49:27
17569.613255FalseES-AirMinistro Pistarini International AirportEZEBuenos AiresAR{'lat': '-34.8222', 'lon': '-58.5358'}SE-BDCloudy...704.716920Cleveland Hopkins International AirportCLEClevelandUS{'lat': '41.4117012', 'lon': '-81.84980011'}US-OHRain02018-01-01 01:30:47
18277.429707FalseES-AirShanghai Pudong International AirportPVGShanghaiCN{'lat': '31.14340019', 'lon': '121.8050003'}SE-BDClear...355.957996Olenya Air BaseXLMOOlenegorskRU{'lat': '68.15180206', 'lon': '33.46390152'}RU-MURHail02018-01-01 07:58:17
19772.100846FalseJetBeatsIndira Gandhi International AirportDELNew DelhiIN{'lat': '28.5665', 'lon': '77.103104'}SE-BDClear...875.114675Casper-Natrona County International AirportCPRCasperUS{'lat': '42.90800095', 'lon': '-106.4639969'}US-WYCloudy02018-01-01 00:02:06
20167.599922FalseJetBeatsWichita Mid Continent AirportICTWichitaUS{'lat': '37.64989853', 'lon': '-97.43309784'}US-KSClear...373.966883Erie International Tom Ridge FieldERIErieUS{'lat': '42.08312701', 'lon': '-80.17386675'}US-PACloudy02018-01-01 01:08:20
21253.210065FalseES-AirOttawa Macdonald-Cartier International AirportYOWOttawaCA{'lat': '45.32249832', 'lon': '-75.66919708'}CA-ONHail...130.667700Newark Liberty International AirportEWRNewarkUS{'lat': '40.69250107', 'lon': '-74.16870117'}US-NJClear02018-01-01 01:08:20
22917.247620FalseJetBeatsItami AirportITMOsakaJP{'lat': '34.78549957', 'lon': '135.4380035'}SE-BDDamaging Wind...574.495310Copenhagen Kastrup AirportCPHCopenhagenDK{'lat': '55.61790085', 'lon': '12.65600014'}DK-84Sunny02018-01-01 07:48:35
23451.591176FalseLogstash AirwaysVienna International AirportVIEViennaAT{'lat': '48.11029816', 'lon': '16.56970024'}AT-9Heavy Fog...579.728943Seattle Tacoma International AirportSEASeattleUS{'lat': '47.44900131', 'lon': '-122.3089981'}US-WAHeavy Fog02018-01-01 18:57:21
24307.067201FalseLogstash AirwaysCharles de Gaulle International AirportCDGParisFR{'lat': '49.01279831', 'lon': '2.549999952'}FR-JClear...50.157229Berlin-Tegel AirportTXLBerlinDE{'lat': '52.5597', 'lon': '13.2877'}DE-BERain02018-01-01 13:18:25
25268.241596FalseES-AirNarita International AirportNRTTokyoJP{'lat': '35.76470184', 'lon': '140.3860016'}SE-BDRain...527.567422Manchester AirportMANManchesterGB{'lat': '53.35369873', 'lon': '-2.274950027'}GB-ENGThunder & Lightning02018-01-01 08:20:35
26975.812632TrueKibana AirlinesItami AirportITMOsakaJP{'lat': '34.78549957', 'lon': '135.4380035'}SE-BDHail...386.259764Helsinki Vantaa AirportHELHelsinkiFI{'lat': '60.31719971', 'lon': '24.9633007'}FI-ESRain02018-01-01 15:38:32
27134.214546FalseJetBeatsSan Diego International AirportSANSan DiegoUS{'lat': '32.73360062', 'lon': '-117.1900024'}US-CAClear...24.479650Phoenix Sky Harbor International AirportPHXPhoenixUS{'lat': '33.43429947', 'lon': '-112.012001'}US-AZClear02018-01-01 03:08:45
28988.897564FalseKibana AirlinesVerona Villafranca AirportVR10VeronaIT{'lat': '45.395699', 'lon': '10.8885'}IT-34Sunny...568.351033New Chitose AirportCTSChitose / TomakomaiJP{'lat': '42.77519989', 'lon': '141.6920013'}SE-BDDamaging Wind02018-01-01 01:16:59
29511.067220FalseLogstash AirwaysZurich AirportZRHZurichCH{'lat': '47.464699', 'lon': '8.54917'}CH-ZHRain...425.889194Tulsa International AirportTULTulsaUS{'lat': '36.19839859', 'lon': '-95.88809967'}US-OKRain02018-01-01 18:00:59
..................................................................
13029795.905278FalseKibana AirlinesMalpensa International AirportMI12MilanIT{'lat': '45.6306', 'lon': '8.72811'}IT-25Sunny...534.375826Itami AirportITMOsakaJP{'lat': '34.78549957', 'lon': '135.4380035'}SE-BDSunny62018-02-11 20:10:13
13030863.388068FalseLogstash AirwaysXi'an Xianyang International AirportXIYXi'anCN{'lat': '34.447102', 'lon': '108.751999'}SE-BDDamaging Wind...141.172633Tokyo Haneda International AirportHNDTokyoJP{'lat': '35.552299', 'lon': '139.779999'}SE-BDClear62018-02-11 18:59:53
13031575.183008FalseJetBeatsSavannah Hilton Head International AirportSAVSavannahUS{'lat': '32.12760162', 'lon': '-81.20210266'}US-GAThunder & Lightning...1113.137060OR Tambo International AirportJNBJohannesburgZA{'lat': '-26.1392', 'lon': '28.246'}SE-BDHail62018-02-11 00:57:48
13032817.368952FalseJetBeatsSyracuse Hancock International AirportSYRSyracuseUS{'lat': '43.11119843', 'lon': '-76.10630035'}US-NYRain...714.964864El Dorado International AirportBOGBogotaCO{'lat': '4.70159', 'lon': '-74.1469'}CO-CUNThunder & Lightning62018-02-11 12:02:49
13033579.582455FalseES-AirTampa International AirportTPATampaUS{'lat': '27.97550011', 'lon': '-82.53320313'}US-FLRain...234.929046Jorge Chavez International AirportLIMLimaPE{'lat': '-12.0219', 'lon': '-77.114304'}SE-BDThunder & Lightning62018-02-11 02:07:40
130341004.916638FalseJetBeatsOlenya Air BaseXLMOOlenegorskRU{'lat': '68.15180206', 'lon': '33.46390152'}RU-MURClear...526.895776Gimpo International AirportGMPSeoulKR{'lat': '37.5583', 'lon': '126.791'}SE-BDSunny62018-02-11 00:35:04
13035357.562842TrueLogstash AirwaysShanghai Pudong International AirportPVGShanghaiCN{'lat': '31.14340019', 'lon': '121.8050003'}SE-BDThunder & Lightning...0.000000Shanghai Pudong International AirportPVGShanghaiCN{'lat': '31.14340019', 'lon': '121.8050003'}SE-BDThunder & Lightning62018-02-11 11:19:12
13036429.580539FalseLogstash AirwaysVenice Marco Polo AirportVE05VeniceIT{'lat': '45.505299', 'lon': '12.3519'}IT-34Sunny...150.000000Venice Marco Polo AirportVE05VeniceIT{'lat': '45.505299', 'lon': '12.3519'}IT-34Cloudy62018-02-11 15:07:11
13037729.788171TrueES-AirVienna International AirportVIEViennaAT{'lat': '48.11029816', 'lon': '16.56970024'}AT-9Rain...691.944839Ukrainka Air BaseXHBUBelogorskRU{'lat': '51.169997', 'lon': '128.445007'}RU-AMUDamaging Wind62018-02-11 10:24:42
13038564.897695FalseES-AirPisa International AirportPI05PisaIT{'lat': '43.683899', 'lon': '10.3927'}IT-52Heavy Fog...567.387339OR Tambo International AirportJNBJohannesburgZA{'lat': '-26.1392', 'lon': '28.246'}SE-BDDamaging Wind62018-02-11 00:42:06
130391014.052787FalseLogstash AirwaysVienna International AirportVIEViennaAT{'lat': '48.11029816', 'lon': '16.56970024'}AT-9Thunder & Lightning...690.092327Montreal / Pierre Elliott Trudeau Internationa...YULMontrealCA{'lat': '45.47060013', 'lon': '-73.74079895'}CA-QCThunder & Lightning62018-02-11 10:56:31
13040455.243843FalseES-AirLondon Luton AirportLTNLondonGB{'lat': '51.87469864', 'lon': '-0.368333012'}GB-ENGCloudy...3.028293London Heathrow AirportLHRLondonGB{'lat': '51.4706', 'lon': '-0.461941'}GB-ENGClear62018-02-11 00:39:37
13041611.370232FalseLogstash AirwaysJorge Chavez International AirportLIMLimaPE{'lat': '-12.0219', 'lon': '-77.114304'}SE-BDSunny...338.875531Casper-Natrona County International AirportCPRCasperUS{'lat': '42.90800095', 'lon': '-106.4639969'}US-WYRain62018-02-11 10:24:30
13042595.961285FalseJetBeatsOttawa Macdonald-Cartier International AirportYOWOttawaCA{'lat': '45.32249832', 'lon': '-75.66919708'}CA-ONClear...375.129587Frankfurt am Main AirportFRAFrankfurt am MainDE{'lat': '50.033333', 'lon': '8.570556'}DE-HEClear62018-02-11 09:02:07
13043782.747648FalseLogstash AirwaysXi'an Xianyang International AirportXIYXi'anCN{'lat': '34.447102', 'lon': '108.751999'}SE-BDClear...156.858481Tokyo Haneda International AirportHNDTokyoJP{'lat': '35.552299', 'lon': '139.779999'}SE-BDThunder & Lightning62018-02-11 04:45:06
13044891.117221FalseJetBeatsWinnipeg / James Armstrong Richardson Internat...YWGWinnipegCA{'lat': '49.90999985', 'lon': '-97.23989868'}CA-MBClear...354.106457Vienna International AirportVIEViennaAT{'lat': '48.11029816', 'lon': '16.56970024'}AT-9Thunder & Lightning62018-02-11 00:51:14
13045587.169921FalseLogstash AirwaysBrisbane International AirportBNEBrisbaneAU{'lat': '-27.38419914', 'lon': '153.1170044'}SE-BDRain...771.305442Amsterdam Airport SchipholAMSAmsterdamNL{'lat': '52.30860138', 'lon': '4.76388979'}NL-NHSunny62018-02-11 05:41:51
13046739.132165FalseLogstash AirwaysXi'an Xianyang International AirportXIYXi'anCN{'lat': '34.447102', 'lon': '108.751999'}SE-BDRain...542.955572Winnipeg / James Armstrong Richardson Internat...YWGWinnipegCA{'lat': '49.90999985', 'lon': '-97.23989868'}CA-MBHail62018-02-11 10:02:21
13047605.191876FalseJetBeatsPortland International Jetport AirportPWMPortlandUS{'lat': '43.64619827', 'lon': '-70.30930328'}US-METhunder & Lightning...564.599857Jeju International AirportCJUJeju CityKR{'lat': '33.51129913', 'lon': '126.4929962'}SE-BDCloudy62018-02-11 15:55:10
13048361.767659TrueLogstash AirwaysDubai International AirportDXBDubaiAE{'lat': '25.25279999', 'lon': '55.36439896'}SE-BDSunny...180.000000Dubai International AirportDXBDubaiAE{'lat': '25.25279999', 'lon': '55.36439896'}SE-BDHail62018-02-11 04:11:14
13049662.306992FalseES-AirWinnipeg / James Armstrong Richardson Internat...YWGWinnipegCA{'lat': '49.90999985', 'lon': '-97.23989868'}CA-MBHeavy Fog...835.954429Ministro Pistarini International AirportEZEBuenos AiresAR{'lat': '-34.8222', 'lon': '-58.5358'}AR-BSunny62018-02-11 10:13:32
13050630.779526FalseJetBeatsHelsinki Vantaa AirportHELHelsinkiFI{'lat': '60.31719971', 'lon': '24.9633007'}FI-ESSunny...451.755639Beijing Capital International AirportPEKBeijingCN{'lat': '40.08010101', 'lon': '116.5849991'}SE-BDCloudy62018-02-11 11:23:23
13051937.771279TrueLogstash AirwaysLester B. Pearson International AirportYYZTorontoCA{'lat': '43.67720032', 'lon': '-79.63059998'}CA-ONSunny...507.451571Leonardo da Vinci___Fiumicino AirportRM11RomeIT{'lat': '41.8002778', 'lon': '12.2388889'}IT-62Hail62018-02-11 01:13:50
130521085.155339FalseLogstash AirwaysMelbourne International AirportMELMelbourneAU{'lat': '-37.673302', 'lon': '144.843002'}SE-BDCloudy...1044.451122Bologna Guglielmo Marconi AirportBO08BolognaIT{'lat': '44.5354', 'lon': '11.2887'}IT-45Cloudy62018-02-11 18:35:42
130531191.964104FalseLogstash AirwaysZurich AirportZRHZurichCH{'lat': '47.464699', 'lon': '8.54917'}CH-ZHHail...728.715904Portland International Jetport AirportPWMPortlandUS{'lat': '43.64619827', 'lon': '-70.30930328'}US-MEClear62018-02-11 19:02:10
130541080.446279FalseLogstash AirwaysXi'an Xianyang International AirportXIYXi'anCN{'lat': '34.447102', 'lon': '108.751999'}SE-BDRain...402.929088Pisa International AirportPI05PisaIT{'lat': '43.683899', 'lon': '10.3927'}IT-52Sunny62018-02-11 20:42:25
13055646.612941FalseLogstash AirwaysZurich AirportZRHZurichCH{'lat': '47.464699', 'lon': '8.54917'}CH-ZHRain...644.418029Winnipeg / James Armstrong Richardson Internat...YWGWinnipegCA{'lat': '49.90999985', 'lon': '-97.23989868'}CA-MBRain62018-02-11 01:41:57
13056997.751876FalseLogstash AirwaysUkrainka Air BaseXHBUBelogorskRU{'lat': '51.169997', 'lon': '128.445007'}RU-AMURain...937.540811Licenciado Benito Juarez International AirportAICMMexico CityMX{'lat': '19.4363', 'lon': '-99.072098'}MX-DIFSunny62018-02-11 04:09:27
130571102.814465FalseJetBeatsMinistro Pistarini International AirportEZEBuenos AiresAR{'lat': '-34.8222', 'lon': '-58.5358'}SE-BDHail...1697.404971Itami AirportITMOsakaJP{'lat': '34.78549957', 'lon': '135.4380035'}SE-BDHail62018-02-11 08:28:21
13058858.144337FalseJetBeatsWashington Dulles International AirportIADWashingtonUS{'lat': '38.94449997', 'lon': '-77.45580292'}US-DCHeavy Fog...1610.761827Adelaide International AirportADLAdelaideAU{'lat': '-34.945', 'lon': '138.531006'}SE-BDRain62018-02-11 14:54:34
\n", + "

13059 rows × 27 columns

\n", + "
" + ], + "text/plain": [ + " AvgTicketPrice Cancelled Carrier \\\n", + "0 841.265642 False Kibana Airlines \n", + "1 882.982662 False Logstash Airways \n", + "2 190.636904 False Logstash Airways \n", + "3 181.694216 True Kibana Airlines \n", + "4 730.041778 False Kibana Airlines \n", + "5 418.152089 False JetBeats \n", + "6 180.246816 False JetBeats \n", + "7 585.184310 False Kibana Airlines \n", + "8 960.869736 True Kibana Airlines \n", + "9 296.877773 False Logstash Airways \n", + "10 906.437948 False JetBeats \n", + "11 704.463771 False Logstash Airways \n", + "12 922.499077 True Logstash Airways \n", + "13 374.959276 False Logstash Airways \n", + "14 552.917371 False Logstash Airways \n", + "15 566.487557 True Kibana Airlines \n", + "16 989.952787 True Logstash Airways \n", + "17 569.613255 False ES-Air \n", + "18 277.429707 False ES-Air \n", + "19 772.100846 False JetBeats \n", + "20 167.599922 False JetBeats \n", + "21 253.210065 False ES-Air \n", + "22 917.247620 False JetBeats \n", + "23 451.591176 False Logstash Airways \n", + "24 307.067201 False Logstash Airways \n", + "25 268.241596 False ES-Air \n", + "26 975.812632 True Kibana Airlines \n", + "27 134.214546 False JetBeats \n", + "28 988.897564 False Kibana Airlines \n", + "29 511.067220 False Logstash Airways \n", + "... ... ... ... \n", + "13029 795.905278 False Kibana Airlines \n", + "13030 863.388068 False Logstash Airways \n", + "13031 575.183008 False JetBeats \n", + "13032 817.368952 False JetBeats \n", + "13033 579.582455 False ES-Air \n", + "13034 1004.916638 False JetBeats \n", + "13035 357.562842 True Logstash Airways \n", + "13036 429.580539 False Logstash Airways \n", + "13037 729.788171 True ES-Air \n", + "13038 564.897695 False ES-Air \n", + "13039 1014.052787 False Logstash Airways \n", + "13040 455.243843 False ES-Air \n", + "13041 611.370232 False Logstash Airways \n", + "13042 595.961285 False JetBeats \n", + "13043 782.747648 False Logstash Airways \n", + "13044 891.117221 False JetBeats \n", + "13045 587.169921 False Logstash Airways \n", + "13046 739.132165 False Logstash Airways \n", + "13047 605.191876 False JetBeats \n", + "13048 361.767659 True Logstash Airways \n", + "13049 662.306992 False ES-Air \n", + "13050 630.779526 False JetBeats \n", + "13051 937.771279 True Logstash Airways \n", + "13052 1085.155339 False Logstash Airways \n", + "13053 1191.964104 False Logstash Airways \n", + "13054 1080.446279 False Logstash Airways \n", + "13055 646.612941 False Logstash Airways \n", + "13056 997.751876 False Logstash Airways \n", + "13057 1102.814465 False JetBeats \n", + "13058 858.144337 False JetBeats \n", + "\n", + " Dest DestAirportID \\\n", + "0 Sydney Kingsford Smith International Airport SYD \n", + "1 Venice Marco Polo Airport VE05 \n", + "2 Venice Marco Polo Airport VE05 \n", + "3 Treviso-Sant'Angelo Airport TV01 \n", + "4 Xi'an Xianyang International Airport XIY \n", + "5 Genoa Cristoforo Colombo Airport GE01 \n", + "6 Zurich Airport ZRH \n", + "7 Ottawa Macdonald-Cartier International Airport YOW \n", + "8 Rajiv Gandhi International Airport HYD \n", + "9 Treviso-Sant'Angelo Airport TV01 \n", + "10 Helsinki Vantaa Airport HEL \n", + "11 Vienna International Airport VIE \n", + "12 Shanghai Pudong International Airport PVG \n", + "13 Ottawa Macdonald-Cartier International Airport YOW \n", + "14 Luis Munoz Marin International Airport SJU \n", + "15 Cologne Bonn Airport CGN \n", + "16 Venice Marco Polo Airport VE05 \n", + "17 Ministro Pistarini International Airport EZE \n", + "18 Shanghai Pudong International Airport PVG \n", + "19 Indira Gandhi International Airport DEL \n", + "20 Wichita Mid Continent Airport ICT \n", + "21 Ottawa Macdonald-Cartier International Airport YOW \n", + "22 Itami Airport ITM \n", + "23 Vienna International Airport VIE \n", + "24 Charles de Gaulle International Airport CDG \n", + "25 Narita International Airport NRT \n", + "26 Itami Airport ITM \n", + "27 San Diego International Airport SAN \n", + "28 Verona Villafranca Airport VR10 \n", + "29 Zurich Airport ZRH \n", + "... ... ... \n", + "13029 Malpensa International Airport MI12 \n", + "13030 Xi'an Xianyang International Airport XIY \n", + "13031 Savannah Hilton Head International Airport SAV \n", + "13032 Syracuse Hancock International Airport SYR \n", + "13033 Tampa International Airport TPA \n", + "13034 Olenya Air Base XLMO \n", + "13035 Shanghai Pudong International Airport PVG \n", + "13036 Venice Marco Polo Airport VE05 \n", + "13037 Vienna International Airport VIE \n", + "13038 Pisa International Airport PI05 \n", + "13039 Vienna International Airport VIE \n", + "13040 London Luton Airport LTN \n", + "13041 Jorge Chavez International Airport LIM \n", + "13042 Ottawa Macdonald-Cartier International Airport YOW \n", + "13043 Xi'an Xianyang International Airport XIY \n", + "13044 Winnipeg / James Armstrong Richardson Internat... YWG \n", + "13045 Brisbane International Airport BNE \n", + "13046 Xi'an Xianyang International Airport XIY \n", + "13047 Portland International Jetport Airport PWM \n", + "13048 Dubai International Airport DXB \n", + "13049 Winnipeg / James Armstrong Richardson Internat... YWG \n", + "13050 Helsinki Vantaa Airport HEL \n", + "13051 Lester B. Pearson International Airport YYZ \n", + "13052 Melbourne International Airport MEL \n", + "13053 Zurich Airport ZRH \n", + "13054 Xi'an Xianyang International Airport XIY \n", + "13055 Zurich Airport ZRH \n", + "13056 Ukrainka Air Base XHBU \n", + "13057 Ministro Pistarini International Airport EZE \n", + "13058 Washington Dulles International Airport IAD \n", + "\n", + " DestCityName DestCountry \\\n", + "0 Sydney AU \n", + "1 Venice IT \n", + "2 Venice IT \n", + "3 Treviso IT \n", + "4 Xi'an CN \n", + "5 Genova IT \n", + "6 Zurich CH \n", + "7 Ottawa CA \n", + "8 Hyderabad IN \n", + "9 Treviso IT \n", + "10 Helsinki FI \n", + "11 Vienna AT \n", + "12 Shanghai CN \n", + "13 Ottawa CA \n", + "14 San Juan PR \n", + "15 Cologne DE \n", + "16 Venice IT \n", + "17 Buenos Aires AR \n", + "18 Shanghai CN \n", + "19 New Delhi IN \n", + "20 Wichita US \n", + "21 Ottawa CA \n", + "22 Osaka JP \n", + "23 Vienna AT \n", + "24 Paris FR \n", + "25 Tokyo JP \n", + "26 Osaka JP \n", + "27 San Diego US \n", + "28 Verona IT \n", + "29 Zurich CH \n", + "... ... ... \n", + "13029 Milan IT \n", + "13030 Xi'an CN \n", + "13031 Savannah US \n", + "13032 Syracuse US \n", + "13033 Tampa US \n", + "13034 Olenegorsk RU \n", + "13035 Shanghai CN \n", + "13036 Venice IT \n", + "13037 Vienna AT \n", + "13038 Pisa IT \n", + "13039 Vienna AT \n", + "13040 London GB \n", + "13041 Lima PE \n", + "13042 Ottawa CA \n", + "13043 Xi'an CN \n", + "13044 Winnipeg CA \n", + "13045 Brisbane AU \n", + "13046 Xi'an CN \n", + "13047 Portland US \n", + "13048 Dubai AE \n", + "13049 Winnipeg CA \n", + "13050 Helsinki FI \n", + "13051 Toronto CA \n", + "13052 Melbourne AU \n", + "13053 Zurich CH \n", + "13054 Xi'an CN \n", + "13055 Zurich CH \n", + "13056 Belogorsk RU \n", + "13057 Buenos Aires AR \n", + "13058 Washington US \n", + "\n", + " DestLocation DestRegion \\\n", + "0 {'lat': '-33.94609833', 'lon': '151.177002'} SE-BD \n", + "1 {'lat': '45.505299', 'lon': '12.3519'} IT-34 \n", + "2 {'lat': '45.505299', 'lon': '12.3519'} IT-34 \n", + "3 {'lat': '45.648399', 'lon': '12.1944'} IT-34 \n", + "4 {'lat': '34.447102', 'lon': '108.751999'} SE-BD \n", + "5 {'lat': '44.4133', 'lon': '8.8375'} IT-42 \n", + "6 {'lat': '47.464699', 'lon': '8.54917'} CH-ZH \n", + "7 {'lat': '45.32249832', 'lon': '-75.66919708'} CA-ON \n", + "8 {'lat': '17.23131752', 'lon': '78.42985535'} SE-BD \n", + "9 {'lat': '45.648399', 'lon': '12.1944'} IT-34 \n", + "10 {'lat': '60.31719971', 'lon': '24.9633007'} FI-ES \n", + "11 {'lat': '48.11029816', 'lon': '16.56970024'} AT-9 \n", + "12 {'lat': '31.14340019', 'lon': '121.8050003'} SE-BD \n", + "13 {'lat': '45.32249832', 'lon': '-75.66919708'} CA-ON \n", + "14 {'lat': '18.43939972', 'lon': '-66.00180054'} PR-U-A \n", + "15 {'lat': '50.86589813', 'lon': '7.142739773'} DE-NW \n", + "16 {'lat': '45.505299', 'lon': '12.3519'} IT-34 \n", + "17 {'lat': '-34.8222', 'lon': '-58.5358'} SE-BD \n", + "18 {'lat': '31.14340019', 'lon': '121.8050003'} SE-BD \n", + "19 {'lat': '28.5665', 'lon': '77.103104'} SE-BD \n", + "20 {'lat': '37.64989853', 'lon': '-97.43309784'} US-KS \n", + "21 {'lat': '45.32249832', 'lon': '-75.66919708'} CA-ON \n", + "22 {'lat': '34.78549957', 'lon': '135.4380035'} SE-BD \n", + "23 {'lat': '48.11029816', 'lon': '16.56970024'} AT-9 \n", + "24 {'lat': '49.01279831', 'lon': '2.549999952'} FR-J \n", + "25 {'lat': '35.76470184', 'lon': '140.3860016'} SE-BD \n", + "26 {'lat': '34.78549957', 'lon': '135.4380035'} SE-BD \n", + "27 {'lat': '32.73360062', 'lon': '-117.1900024'} US-CA \n", + "28 {'lat': '45.395699', 'lon': '10.8885'} IT-34 \n", + "29 {'lat': '47.464699', 'lon': '8.54917'} CH-ZH \n", + "... ... ... \n", + "13029 {'lat': '45.6306', 'lon': '8.72811'} IT-25 \n", + "13030 {'lat': '34.447102', 'lon': '108.751999'} SE-BD \n", + "13031 {'lat': '32.12760162', 'lon': '-81.20210266'} US-GA \n", + "13032 {'lat': '43.11119843', 'lon': '-76.10630035'} US-NY \n", + "13033 {'lat': '27.97550011', 'lon': '-82.53320313'} US-FL \n", + "13034 {'lat': '68.15180206', 'lon': '33.46390152'} RU-MUR \n", + "13035 {'lat': '31.14340019', 'lon': '121.8050003'} SE-BD \n", + "13036 {'lat': '45.505299', 'lon': '12.3519'} IT-34 \n", + "13037 {'lat': '48.11029816', 'lon': '16.56970024'} AT-9 \n", + "13038 {'lat': '43.683899', 'lon': '10.3927'} IT-52 \n", + "13039 {'lat': '48.11029816', 'lon': '16.56970024'} AT-9 \n", + "13040 {'lat': '51.87469864', 'lon': '-0.368333012'} GB-ENG \n", + "13041 {'lat': '-12.0219', 'lon': '-77.114304'} SE-BD \n", + "13042 {'lat': '45.32249832', 'lon': '-75.66919708'} CA-ON \n", + "13043 {'lat': '34.447102', 'lon': '108.751999'} SE-BD \n", + "13044 {'lat': '49.90999985', 'lon': '-97.23989868'} CA-MB \n", + "13045 {'lat': '-27.38419914', 'lon': '153.1170044'} SE-BD \n", + "13046 {'lat': '34.447102', 'lon': '108.751999'} SE-BD \n", + "13047 {'lat': '43.64619827', 'lon': '-70.30930328'} US-ME \n", + "13048 {'lat': '25.25279999', 'lon': '55.36439896'} SE-BD \n", + "13049 {'lat': '49.90999985', 'lon': '-97.23989868'} CA-MB \n", + "13050 {'lat': '60.31719971', 'lon': '24.9633007'} FI-ES \n", + "13051 {'lat': '43.67720032', 'lon': '-79.63059998'} CA-ON \n", + "13052 {'lat': '-37.673302', 'lon': '144.843002'} SE-BD \n", + "13053 {'lat': '47.464699', 'lon': '8.54917'} CH-ZH \n", + "13054 {'lat': '34.447102', 'lon': '108.751999'} SE-BD \n", + "13055 {'lat': '47.464699', 'lon': '8.54917'} CH-ZH \n", + "13056 {'lat': '51.169997', 'lon': '128.445007'} RU-AMU \n", + "13057 {'lat': '-34.8222', 'lon': '-58.5358'} SE-BD \n", + "13058 {'lat': '38.94449997', 'lon': '-77.45580292'} US-DC \n", + "\n", + " DestWeather ... FlightTimeMin \\\n", + "0 Rain ... 1030.770416 \n", + "1 Sunny ... 464.389481 \n", + "2 Cloudy ... 0.000000 \n", + "3 Clear ... 222.749059 \n", + "4 Clear ... 785.779071 \n", + "5 Thunder & Lightning ... 393.590441 \n", + "6 Hail ... 300.000000 \n", + "7 Clear ... 614.942480 \n", + "8 Cloudy ... 602.030591 \n", + "9 Rain ... 174.822216 \n", + "10 Rain ... 503.045170 \n", + "11 Cloudy ... 36.075018 \n", + "12 Clear ... 679.768391 \n", + "13 Rain ... 330.418282 \n", + "14 Clear ... 407.145031 \n", + "15 Sunny ... 656.712658 \n", + "16 Damaging Wind ... 773.030334 \n", + "17 Cloudy ... 704.716920 \n", + "18 Clear ... 355.957996 \n", + "19 Clear ... 875.114675 \n", + "20 Clear ... 373.966883 \n", + "21 Hail ... 130.667700 \n", + "22 Damaging Wind ... 574.495310 \n", + "23 Heavy Fog ... 579.728943 \n", + "24 Clear ... 50.157229 \n", + "25 Rain ... 527.567422 \n", + "26 Hail ... 386.259764 \n", + "27 Clear ... 24.479650 \n", + "28 Sunny ... 568.351033 \n", + "29 Rain ... 425.889194 \n", + "... ... ... ... \n", + "13029 Sunny ... 534.375826 \n", + "13030 Damaging Wind ... 141.172633 \n", + "13031 Thunder & Lightning ... 1113.137060 \n", + "13032 Rain ... 714.964864 \n", + "13033 Rain ... 234.929046 \n", + "13034 Clear ... 526.895776 \n", + "13035 Thunder & Lightning ... 0.000000 \n", + "13036 Sunny ... 150.000000 \n", + "13037 Rain ... 691.944839 \n", + "13038 Heavy Fog ... 567.387339 \n", + "13039 Thunder & Lightning ... 690.092327 \n", + "13040 Cloudy ... 3.028293 \n", + "13041 Sunny ... 338.875531 \n", + "13042 Clear ... 375.129587 \n", + "13043 Clear ... 156.858481 \n", + "13044 Clear ... 354.106457 \n", + "13045 Rain ... 771.305442 \n", + "13046 Rain ... 542.955572 \n", + "13047 Thunder & Lightning ... 564.599857 \n", + "13048 Sunny ... 180.000000 \n", + "13049 Heavy Fog ... 835.954429 \n", + "13050 Sunny ... 451.755639 \n", + "13051 Sunny ... 507.451571 \n", + "13052 Cloudy ... 1044.451122 \n", + "13053 Hail ... 728.715904 \n", + "13054 Rain ... 402.929088 \n", + "13055 Rain ... 644.418029 \n", + "13056 Rain ... 937.540811 \n", + "13057 Hail ... 1697.404971 \n", + "13058 Heavy Fog ... 1610.761827 \n", + "\n", + " Origin OriginAirportID \\\n", + "0 Frankfurt am Main Airport FRA \n", + "1 Cape Town International Airport CPT \n", + "2 Venice Marco Polo Airport VE05 \n", + "3 Naples International Airport NA01 \n", + "4 Licenciado Benito Juarez International Airport AICM \n", + "5 Edmonton International Airport CYEG \n", + "6 Zurich Airport ZRH \n", + "7 Ciampino___G. B. Pastine International Airport RM12 \n", + "8 Milano Linate Airport MI11 \n", + "9 Sheremetyevo International Airport SVO \n", + "10 Albuquerque International Sunport Airport ABQ \n", + "11 Venice Marco Polo Airport VE05 \n", + "12 Licenciado Benito Juarez International Airport AICM \n", + "13 Naples International Airport NA01 \n", + "14 Ciampino___G. B. Pastine International Airport RM12 \n", + "15 Chengdu Shuangliu International Airport CTU \n", + "16 Licenciado Benito Juarez International Airport AICM \n", + "17 Cleveland Hopkins International Airport CLE \n", + "18 Olenya Air Base XLMO \n", + "19 Casper-Natrona County International Airport CPR \n", + "20 Erie International Tom Ridge Field ERI \n", + "21 Newark Liberty International Airport EWR \n", + "22 Copenhagen Kastrup Airport CPH \n", + "23 Seattle Tacoma International Airport SEA \n", + "24 Berlin-Tegel Airport TXL \n", + "25 Manchester Airport MAN \n", + "26 Helsinki Vantaa Airport HEL \n", + "27 Phoenix Sky Harbor International Airport PHX \n", + "28 New Chitose Airport CTS \n", + "29 Tulsa International Airport TUL \n", + "... ... ... \n", + "13029 Itami Airport ITM \n", + "13030 Tokyo Haneda International Airport HND \n", + "13031 OR Tambo International Airport JNB \n", + "13032 El Dorado International Airport BOG \n", + "13033 Jorge Chavez International Airport LIM \n", + "13034 Gimpo International Airport GMP \n", + "13035 Shanghai Pudong International Airport PVG \n", + "13036 Venice Marco Polo Airport VE05 \n", + "13037 Ukrainka Air Base XHBU \n", + "13038 OR Tambo International Airport JNB \n", + "13039 Montreal / Pierre Elliott Trudeau Internationa... YUL \n", + "13040 London Heathrow Airport LHR \n", + "13041 Casper-Natrona County International Airport CPR \n", + "13042 Frankfurt am Main Airport FRA \n", + "13043 Tokyo Haneda International Airport HND \n", + "13044 Vienna International Airport VIE \n", + "13045 Amsterdam Airport Schiphol AMS \n", + "13046 Winnipeg / James Armstrong Richardson Internat... YWG \n", + "13047 Jeju International Airport CJU \n", + "13048 Dubai International Airport DXB \n", + "13049 Ministro Pistarini International Airport EZE \n", + "13050 Beijing Capital International Airport PEK \n", + "13051 Leonardo da Vinci___Fiumicino Airport RM11 \n", + "13052 Bologna Guglielmo Marconi Airport BO08 \n", + "13053 Portland International Jetport Airport PWM \n", + "13054 Pisa International Airport PI05 \n", + "13055 Winnipeg / James Armstrong Richardson Internat... YWG \n", + "13056 Licenciado Benito Juarez International Airport AICM \n", + "13057 Itami Airport ITM \n", + "13058 Adelaide International Airport ADL \n", + "\n", + " OriginCityName OriginCountry \\\n", + "0 Frankfurt am Main DE \n", + "1 Cape Town ZA \n", + "2 Venice IT \n", + "3 Naples IT \n", + "4 Mexico City MX \n", + "5 Edmonton CA \n", + "6 Zurich CH \n", + "7 Rome IT \n", + "8 Milan IT \n", + "9 Moscow RU \n", + "10 Albuquerque US \n", + "11 Venice IT \n", + "12 Mexico City MX \n", + "13 Naples IT \n", + "14 Rome IT \n", + "15 Chengdu CN \n", + "16 Mexico City MX \n", + "17 Cleveland US \n", + "18 Olenegorsk RU \n", + "19 Casper US \n", + "20 Erie US \n", + "21 Newark US \n", + "22 Copenhagen DK \n", + "23 Seattle US \n", + "24 Berlin DE \n", + "25 Manchester GB \n", + "26 Helsinki FI \n", + "27 Phoenix US \n", + "28 Chitose / Tomakomai JP \n", + "29 Tulsa US \n", + "... ... ... \n", + "13029 Osaka JP \n", + "13030 Tokyo JP \n", + "13031 Johannesburg ZA \n", + "13032 Bogota CO \n", + "13033 Lima PE \n", + "13034 Seoul KR \n", + "13035 Shanghai CN \n", + "13036 Venice IT \n", + "13037 Belogorsk RU \n", + "13038 Johannesburg ZA \n", + "13039 Montreal CA \n", + "13040 London GB \n", + "13041 Casper US \n", + "13042 Frankfurt am Main DE \n", + "13043 Tokyo JP \n", + "13044 Vienna AT \n", + "13045 Amsterdam NL \n", + "13046 Winnipeg CA \n", + "13047 Jeju City KR \n", + "13048 Dubai AE \n", + "13049 Buenos Aires AR \n", + "13050 Beijing CN \n", + "13051 Rome IT \n", + "13052 Bologna IT \n", + "13053 Portland US \n", + "13054 Pisa IT \n", + "13055 Winnipeg CA \n", + "13056 Mexico City MX \n", + "13057 Osaka JP \n", + "13058 Adelaide AU \n", + "\n", + " OriginLocation OriginRegion \\\n", + "0 {'lat': '50.033333', 'lon': '8.570556'} DE-HE \n", + "1 {'lat': '-33.96480179', 'lon': '18.60169983'} SE-BD \n", + "2 {'lat': '45.505299', 'lon': '12.3519'} IT-34 \n", + "3 {'lat': '40.886002', 'lon': '14.2908'} IT-72 \n", + "4 {'lat': '19.4363', 'lon': '-99.072098'} MX-DIF \n", + "5 {'lat': '53.30970001', 'lon': '-113.5800018'} CA-AB \n", + "6 {'lat': '47.464699', 'lon': '8.54917'} CH-ZH \n", + "7 {'lat': '41.7994', 'lon': '12.5949'} IT-62 \n", + "8 {'lat': '45.445099', 'lon': '9.27674'} IT-25 \n", + "9 {'lat': '55.972599', 'lon': '37.4146'} RU-MOS \n", + "10 {'lat': '35.040199', 'lon': '-106.609001'} US-NM \n", + "11 {'lat': '45.505299', 'lon': '12.3519'} IT-34 \n", + "12 {'lat': '19.4363', 'lon': '-99.072098'} MX-DIF \n", + "13 {'lat': '40.886002', 'lon': '14.2908'} IT-72 \n", + "14 {'lat': '41.7994', 'lon': '12.5949'} IT-62 \n", + "15 {'lat': '30.57850075', 'lon': '103.9469986'} SE-BD \n", + "16 {'lat': '19.4363', 'lon': '-99.072098'} MX-DIF \n", + "17 {'lat': '41.4117012', 'lon': '-81.84980011'} US-OH \n", + "18 {'lat': '68.15180206', 'lon': '33.46390152'} RU-MUR \n", + "19 {'lat': '42.90800095', 'lon': '-106.4639969'} US-WY \n", + "20 {'lat': '42.08312701', 'lon': '-80.17386675'} US-PA \n", + "21 {'lat': '40.69250107', 'lon': '-74.16870117'} US-NJ \n", + "22 {'lat': '55.61790085', 'lon': '12.65600014'} DK-84 \n", + "23 {'lat': '47.44900131', 'lon': '-122.3089981'} US-WA \n", + "24 {'lat': '52.5597', 'lon': '13.2877'} DE-BE \n", + "25 {'lat': '53.35369873', 'lon': '-2.274950027'} GB-ENG \n", + "26 {'lat': '60.31719971', 'lon': '24.9633007'} FI-ES \n", + "27 {'lat': '33.43429947', 'lon': '-112.012001'} US-AZ \n", + "28 {'lat': '42.77519989', 'lon': '141.6920013'} SE-BD \n", + "29 {'lat': '36.19839859', 'lon': '-95.88809967'} US-OK \n", + "... ... ... \n", + "13029 {'lat': '34.78549957', 'lon': '135.4380035'} SE-BD \n", + "13030 {'lat': '35.552299', 'lon': '139.779999'} SE-BD \n", + "13031 {'lat': '-26.1392', 'lon': '28.246'} SE-BD \n", + "13032 {'lat': '4.70159', 'lon': '-74.1469'} CO-CUN \n", + "13033 {'lat': '-12.0219', 'lon': '-77.114304'} SE-BD \n", + "13034 {'lat': '37.5583', 'lon': '126.791'} SE-BD \n", + "13035 {'lat': '31.14340019', 'lon': '121.8050003'} SE-BD \n", + "13036 {'lat': '45.505299', 'lon': '12.3519'} IT-34 \n", + "13037 {'lat': '51.169997', 'lon': '128.445007'} RU-AMU \n", + "13038 {'lat': '-26.1392', 'lon': '28.246'} SE-BD \n", + "13039 {'lat': '45.47060013', 'lon': '-73.74079895'} CA-QC \n", + "13040 {'lat': '51.4706', 'lon': '-0.461941'} GB-ENG \n", + "13041 {'lat': '42.90800095', 'lon': '-106.4639969'} US-WY \n", + "13042 {'lat': '50.033333', 'lon': '8.570556'} DE-HE \n", + "13043 {'lat': '35.552299', 'lon': '139.779999'} SE-BD \n", + "13044 {'lat': '48.11029816', 'lon': '16.56970024'} AT-9 \n", + "13045 {'lat': '52.30860138', 'lon': '4.76388979'} NL-NH \n", + "13046 {'lat': '49.90999985', 'lon': '-97.23989868'} CA-MB \n", + "13047 {'lat': '33.51129913', 'lon': '126.4929962'} SE-BD \n", + "13048 {'lat': '25.25279999', 'lon': '55.36439896'} SE-BD \n", + "13049 {'lat': '-34.8222', 'lon': '-58.5358'} AR-B \n", + "13050 {'lat': '40.08010101', 'lon': '116.5849991'} SE-BD \n", + "13051 {'lat': '41.8002778', 'lon': '12.2388889'} IT-62 \n", + "13052 {'lat': '44.5354', 'lon': '11.2887'} IT-45 \n", + "13053 {'lat': '43.64619827', 'lon': '-70.30930328'} US-ME \n", + "13054 {'lat': '43.683899', 'lon': '10.3927'} IT-52 \n", + "13055 {'lat': '49.90999985', 'lon': '-97.23989868'} CA-MB \n", + "13056 {'lat': '19.4363', 'lon': '-99.072098'} MX-DIF \n", + "13057 {'lat': '34.78549957', 'lon': '135.4380035'} SE-BD \n", + "13058 {'lat': '-34.945', 'lon': '138.531006'} SE-BD \n", + "\n", + " OriginWeather dayOfWeek timestamp \n", + "0 Sunny 0 2018-01-01 00:00:00 \n", + "1 Clear 0 2018-01-01 18:27:00 \n", + "2 Rain 0 2018-01-01 17:11:14 \n", + "3 Thunder & Lightning 0 2018-01-01 10:33:28 \n", + "4 Damaging Wind 0 2018-01-01 05:13:00 \n", + "5 Rain 0 2018-01-01 01:43:03 \n", + "6 Clear 0 2018-01-01 13:49:53 \n", + "7 Thunder & Lightning 0 2018-01-01 04:54:59 \n", + "8 Heavy Fog 0 2018-01-01 12:09:35 \n", + "9 Cloudy 0 2018-01-01 12:09:35 \n", + "10 Rain 0 2018-01-01 22:06:14 \n", + "11 Rain 0 2018-01-01 11:52:34 \n", + "12 Heavy Fog 0 2018-01-01 02:13:46 \n", + "13 Rain 0 2018-01-01 14:21:13 \n", + "14 Cloudy 0 2018-01-01 17:42:53 \n", + "15 Thunder & Lightning 0 2018-01-01 19:55:32 \n", + "16 Thunder & Lightning 0 2018-01-01 07:49:27 \n", + "17 Rain 0 2018-01-01 01:30:47 \n", + "18 Hail 0 2018-01-01 07:58:17 \n", + "19 Cloudy 0 2018-01-01 00:02:06 \n", + "20 Cloudy 0 2018-01-01 01:08:20 \n", + "21 Clear 0 2018-01-01 01:08:20 \n", + "22 Sunny 0 2018-01-01 07:48:35 \n", + "23 Heavy Fog 0 2018-01-01 18:57:21 \n", + "24 Rain 0 2018-01-01 13:18:25 \n", + "25 Thunder & Lightning 0 2018-01-01 08:20:35 \n", + "26 Rain 0 2018-01-01 15:38:32 \n", + "27 Clear 0 2018-01-01 03:08:45 \n", + "28 Damaging Wind 0 2018-01-01 01:16:59 \n", + "29 Rain 0 2018-01-01 18:00:59 \n", + "... ... ... ... \n", + "13029 Sunny 6 2018-02-11 20:10:13 \n", + "13030 Clear 6 2018-02-11 18:59:53 \n", + "13031 Hail 6 2018-02-11 00:57:48 \n", + "13032 Thunder & Lightning 6 2018-02-11 12:02:49 \n", + "13033 Thunder & Lightning 6 2018-02-11 02:07:40 \n", + "13034 Sunny 6 2018-02-11 00:35:04 \n", + "13035 Thunder & Lightning 6 2018-02-11 11:19:12 \n", + "13036 Cloudy 6 2018-02-11 15:07:11 \n", + "13037 Damaging Wind 6 2018-02-11 10:24:42 \n", + "13038 Damaging Wind 6 2018-02-11 00:42:06 \n", + "13039 Thunder & Lightning 6 2018-02-11 10:56:31 \n", + "13040 Clear 6 2018-02-11 00:39:37 \n", + "13041 Rain 6 2018-02-11 10:24:30 \n", + "13042 Clear 6 2018-02-11 09:02:07 \n", + "13043 Thunder & Lightning 6 2018-02-11 04:45:06 \n", + "13044 Thunder & Lightning 6 2018-02-11 00:51:14 \n", + "13045 Sunny 6 2018-02-11 05:41:51 \n", + "13046 Hail 6 2018-02-11 10:02:21 \n", + "13047 Cloudy 6 2018-02-11 15:55:10 \n", + "13048 Hail 6 2018-02-11 04:11:14 \n", + "13049 Sunny 6 2018-02-11 10:13:32 \n", + "13050 Cloudy 6 2018-02-11 11:23:23 \n", + "13051 Hail 6 2018-02-11 01:13:50 \n", + "13052 Cloudy 6 2018-02-11 18:35:42 \n", + "13053 Clear 6 2018-02-11 19:02:10 \n", + "13054 Sunny 6 2018-02-11 20:42:25 \n", + "13055 Rain 6 2018-02-11 01:41:57 \n", + "13056 Sunny 6 2018-02-11 04:09:27 \n", + "13057 Hail 6 2018-02-11 08:28:21 \n", + "13058 Rain 6 2018-02-11 14:54:34 \n", + "\n", + "[13059 rows x 27 columns]" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pd_flights" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "index_pattern: flights\n", + "Index:\n", + "\tindex_field: _id\n", + "\tis_source_field: False\n", + "Mappings:\n", + "\tcapabilities: _source es_dtype pd_dtype searchable \\\n", + "AvgTicketPrice True float float64 True \n", + "Cancelled True boolean bool True \n", + "Carrier True keyword object True \n", + "Dest True keyword object True \n", + "DestAirportID True keyword object True \n", + "DestCityName True keyword object True \n", + "DestCountry True keyword object True \n", + "DestLocation True geo_point object True \n", + "DestRegion True keyword object True \n", + "DestWeather True keyword object True \n", + "DistanceKilometers True float float64 True \n", + "DistanceMiles True float float64 True \n", + "FlightDelay True boolean bool True \n", + "FlightDelayMin True integer int64 True \n", + "FlightDelayType True keyword object True \n", + "FlightNum True keyword object True \n", + "FlightTimeHour True float float64 True \n", + "FlightTimeMin True float float64 True \n", + "Origin True keyword object True \n", + "OriginAirportID True keyword object True \n", + "OriginCityName True keyword object True \n", + "OriginCountry True keyword object True \n", + "OriginLocation True geo_point object True \n", + "OriginRegion True keyword object True \n", + "OriginWeather True keyword object True \n", + "dayOfWeek True integer int64 True \n", + "timestamp True date datetime64[ns] True \n", + "\n", + " aggregatable \n", + "AvgTicketPrice True \n", + "Cancelled True \n", + "Carrier True \n", + "Dest True \n", + "DestAirportID True \n", + "DestCityName True \n", + "DestCountry True \n", + "DestLocation True \n", + "DestRegion True \n", + "DestWeather True \n", + "DistanceKilometers True \n", + "DistanceMiles True \n", + "FlightDelay True \n", + "FlightDelayMin True \n", + "FlightDelayType True \n", + "FlightNum True \n", + "FlightTimeHour True \n", + "FlightTimeMin True \n", + "Origin True \n", + "OriginAirportID True \n", + "OriginCityName True \n", + "OriginCountry True \n", + "OriginLocation True \n", + "OriginRegion True \n", + "OriginWeather True \n", + "dayOfWeek True \n", + "timestamp True \n", + "Operations:\n", + "\ttasks: [('tail', ('_doc', 5)), ('head', ('_doc', 3))]\n", + "\tsize: 5\n", + "\tsort_params: _doc:desc\n", + "\tcolumns: None\n", + "\tpost_processing: ['sort_index', ('head', ('_doc', 3))]\n", + "\n" + ] + } + ], + "source": [ + "print(ed_flights.tail().head(3).info_es())" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "category object\n", + "currency object\n", + "customer_birth_date datetime64[ns]\n", + "customer_first_name object\n", + "customer_full_name object\n", + "customer_gender object\n", + "customer_id object\n", + "customer_last_name object\n", + "customer_phone object\n", + "day_of_week object\n", + "day_of_week_i int64\n", + "email object\n", + "geoip.city_name object\n", + "geoip.continent_name object\n", + "geoip.country_iso_code object\n", + "geoip.location object\n", + "geoip.region_name object\n", + "manufacturer object\n", + "order_date datetime64[ns]\n", + "order_id object\n", + "products._id object\n", + "products.base_price float64\n", + "products.base_unit_price float64\n", + "products.category object\n", + "products.created_on datetime64[ns]\n", + "products.discount_amount float64\n", + "products.discount_percentage float64\n", + "products.manufacturer object\n", + "products.min_price float64\n", + "products.price float64\n", + "products.product_id int64\n", + "products.product_name object\n", + "products.quantity int64\n", + "products.sku object\n", + "products.tax_amount float64\n", + "products.taxful_price float64\n", + "products.taxless_price float64\n", + "products.unit_discount_amount float64\n", + "sku object\n", + "taxful_total_price float64\n", + "taxless_total_price float64\n", + "total_quantity int64\n", + "total_unique_products int64\n", + "type object\n", + "user object\n", + "dtype: object" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ed_ecommerce.dtypes" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "index_pattern: flights\n", + "Index:\n", + "\tindex_field: _id\n", + "\tis_source_field: False\n", + "Mappings:\n", + "\tcapabilities: _source es_dtype pd_dtype searchable \\\n", + "AvgTicketPrice True float float64 True \n", + "Cancelled True boolean bool True \n", + "Carrier True keyword object True \n", + "Dest True keyword object True \n", + "DestAirportID True keyword object True \n", + "DestCityName True keyword object True \n", + "DestCountry True keyword object True \n", + "DestLocation True geo_point object True \n", + "DestRegion True keyword object True \n", + "DestWeather True keyword object True \n", + "DistanceKilometers True float float64 True \n", + "DistanceMiles True float float64 True \n", + "FlightDelay True boolean bool True \n", + "FlightDelayMin True integer int64 True \n", + "FlightDelayType True keyword object True \n", + "FlightNum True keyword object True \n", + "FlightTimeHour True float float64 True \n", + "FlightTimeMin True float float64 True \n", + "Origin True keyword object True \n", + "OriginAirportID True keyword object True \n", + "OriginCityName True keyword object True \n", + "OriginCountry True keyword object True \n", + "OriginLocation True geo_point object True \n", + "OriginRegion True keyword object True \n", + "OriginWeather True keyword object True \n", + "dayOfWeek True integer int64 True \n", + "timestamp True date datetime64[ns] True \n", + "\n", + " aggregatable \n", + "AvgTicketPrice True \n", + "Cancelled True \n", + "Carrier True \n", + "Dest True \n", + "DestAirportID True \n", + "DestCityName True \n", + "DestCountry True \n", + "DestLocation True \n", + "DestRegion True \n", + "DestWeather True \n", + "DistanceKilometers True \n", + "DistanceMiles True \n", + "FlightDelay True \n", + "FlightDelayMin True \n", + "FlightDelayType True \n", + "FlightNum True \n", + "FlightTimeHour True \n", + "FlightTimeMin True \n", + "Origin True \n", + "OriginAirportID True \n", + "OriginCityName True \n", + "OriginCountry True \n", + "OriginLocation True \n", + "OriginRegion True \n", + "OriginWeather True \n", + "dayOfWeek True \n", + "timestamp True \n", + "Operations:\n", + "\ttasks: [('tail', ('_doc', 5))]\n", + "\tsize: 5\n", + "\tsort_params: _doc:desc\n", + "\tcolumns: None\n", + "\tpost_processing: ['sort_index']\n", + "\n" + ] + } + ], + "source": [ + "ed_tail = ed_flights.tail()\n", + "print(ed_tail.info_es())" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Index: 13059 entries, 0 to 13058\n", + "Data columns (total 27 columns):\n", + "AvgTicketPrice 13059 non-null float64\n", + "Cancelled 13059 non-null bool\n", + "Carrier 13059 non-null object\n", + "Dest 13059 non-null object\n", + "DestAirportID 13059 non-null object\n", + "DestCityName 13059 non-null object\n", + "DestCountry 13059 non-null object\n", + "DestLocation 13059 non-null object\n", + "DestRegion 13059 non-null object\n", + "DestWeather 13059 non-null object\n", + "DistanceKilometers 13059 non-null float64\n", + "DistanceMiles 13059 non-null float64\n", + "FlightDelay 13059 non-null bool\n", + "FlightDelayMin 13059 non-null int64\n", + "FlightDelayType 13059 non-null object\n", + "FlightNum 13059 non-null object\n", + "FlightTimeHour 13059 non-null float64\n", + "FlightTimeMin 13059 non-null float64\n", + "Origin 13059 non-null object\n", + "OriginAirportID 13059 non-null object\n", + "OriginCityName 13059 non-null object\n", + "OriginCountry 13059 non-null object\n", + "OriginLocation 13059 non-null object\n", + "OriginRegion 13059 non-null object\n", + "OriginWeather 13059 non-null object\n", + "dayOfWeek 13059 non-null int64\n", + "timestamp 13059 non-null datetime64[ns]\n", + "dtypes: bool(2), datetime64[ns](1), float64(5), int64(2), object(17)\n", + "memory usage: 80.0 bytes\n" + ] + } + ], + "source": [ + "ed_flights.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " AvgTicketPrice DistanceKilometers DistanceMiles FlightDelayMin \\\n", + "count 13059.000000 13059.000000 13059.000000 13059.000000 \n", + "mean 628.253689 7092.142455 4406.853013 47.335171 \n", + "std 266.396861 4578.438497 2844.909787 96.746711 \n", + "min 100.020528 0.000000 0.000000 0.000000 \n", + "25% 409.893816 2459.705673 1528.390247 0.000000 \n", + "50% 640.556668 7610.330866 4728.840363 0.000000 \n", + "75% 842.185470 9736.637600 6050.066114 15.000000 \n", + "max 1199.729053 19881.482315 12353.780369 360.000000 \n", + "\n", + " FlightTimeHour FlightTimeMin dayOfWeek \n", + "count 13059.000000 13059.000000 13059.000000 \n", + "mean 8.518797 511.127842 2.835975 \n", + "std 5.579233 334.753952 1.939439 \n", + "min 0.000000 0.000000 0.000000 \n", + "25% 4.205553 252.333192 1.000000 \n", + "50% 8.384086 503.045170 3.000000 \n", + "75% 12.006934 720.416036 4.000000 \n", + "max 31.715034 1902.902032 6.000000 " + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pd_flights.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Index: 13059 entries, 0 to 13058\n", + "Data columns (total 27 columns):\n", + "AvgTicketPrice 13059 non-null float64\n", + "Cancelled 13059 non-null bool\n", + "Carrier 13059 non-null object\n", + "Dest 13059 non-null object\n", + "DestAirportID 13059 non-null object\n", + "DestCityName 13059 non-null object\n", + "DestCountry 13059 non-null object\n", + "DestLocation 13059 non-null object\n", + "DestRegion 13059 non-null object\n", + "DestWeather 13059 non-null object\n", + "DistanceKilometers 13059 non-null float64\n", + "DistanceMiles 13059 non-null float64\n", + "FlightDelay 13059 non-null bool\n", + "FlightDelayMin 13059 non-null int64\n", + "FlightDelayType 13059 non-null object\n", + "FlightNum 13059 non-null object\n", + "FlightTimeHour 13059 non-null float64\n", + "FlightTimeMin 13059 non-null float64\n", + "Origin 13059 non-null object\n", + "OriginAirportID 13059 non-null object\n", + "OriginCityName 13059 non-null object\n", + "OriginCountry 13059 non-null object\n", + "OriginLocation 13059 non-null object\n", + "OriginRegion 13059 non-null object\n", + "OriginWeather 13059 non-null object\n", + "dayOfWeek 13059 non-null int64\n", + "timestamp 13059 non-null datetime64[ns]\n", + "dtypes: bool(2), datetime64[ns](1), float64(5), int64(2), object(17)\n", + "memory usage: 2.6+ MB\n" + ] + } + ], + "source": [ + "pd_flights.info()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(13059, 27)" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ed_flights.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(13059, 27)" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pd_flights.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(13059, 27)" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ed_flights.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "AvgTicketPrice float64\n", + "Cancelled bool\n", + "Carrier object\n", + "Dest object\n", + "DestAirportID object\n", + "DestCityName object\n", + "DestCountry object\n", + "DestLocation object\n", + "DestRegion object\n", + "DestWeather object\n", + "DistanceKilometers float64\n", + "DistanceMiles float64\n", + "FlightDelay bool\n", + "FlightDelayMin int64\n", + "FlightDelayType object\n", + "FlightNum object\n", + "FlightTimeHour float64\n", + "FlightTimeMin float64\n", + "Origin object\n", + "OriginAirportID object\n", + "OriginCityName object\n", + "OriginCountry object\n", + "OriginLocation object\n", + "OriginRegion object\n", + "OriginWeather object\n", + "dayOfWeek int64\n", + "timestamp datetime64[ns]\n", + "dtype: object" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pd_flights.dtypes" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['AvgTicketPrice', 'Cancelled', 'Carrier', 'Dest', 'DestAirportID',\n", + " 'DestCityName', 'DestCountry', 'DestLocation', 'DestRegion',\n", + " 'DestWeather', 'DistanceKilometers', 'DistanceMiles', 'FlightDelay',\n", + " 'FlightDelayMin', 'FlightDelayType', 'FlightNum', 'FlightTimeHour',\n", + " 'FlightTimeMin', 'Origin', 'OriginAirportID', 'OriginCityName',\n", + " 'OriginCountry', 'OriginLocation', 'OriginRegion', 'OriginWeather',\n", + " 'dayOfWeek', 'timestamp'],\n", + " dtype='object')" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ed_flights.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "AvgTicketPrice 13059\n", + "Cancelled 13059\n", + "Carrier 13059\n", + "Dest 13059\n", + "DestAirportID 13059\n", + "DestCityName 13059\n", + "DestCountry 13059\n", + "DestLocation 13059\n", + "DestRegion 13059\n", + "DestWeather 13059\n", + "DistanceKilometers 13059\n", + "DistanceMiles 13059\n", + "FlightDelay 13059\n", + "FlightDelayMin 13059\n", + "FlightDelayType 13059\n", + "FlightNum 13059\n", + "FlightTimeHour 13059\n", + "FlightTimeMin 13059\n", + "Origin 13059\n", + "OriginAirportID 13059\n", + "OriginCityName 13059\n", + "OriginCountry 13059\n", + "OriginLocation 13059\n", + "OriginRegion 13059\n", + "OriginWeather 13059\n", + "dayOfWeek 13059\n", + "timestamp 13059\n", + "dtype: int64" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ed_flights.count()" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "AvgTicketPrice 100.020531\n", + "Cancelled 0.000000\n", + "DistanceKilometers 0.000000\n", + "DistanceMiles 0.000000\n", + "FlightDelay 0.000000\n", + "FlightDelayMin 0.000000\n", + "FlightTimeHour 0.000000\n", + "FlightTimeMin 0.000000\n", + "dayOfWeek 0.000000\n", + "dtype: float64" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ed_flights.min()" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "AvgTicketPrice 8.204365e+06\n", + "Cancelled 1.678000e+03\n", + "DistanceKilometers 9.261629e+07\n", + "DistanceMiles 5.754909e+07\n", + "FlightDelay 3.280000e+03\n", + "FlightDelayMin 6.181500e+05\n", + "FlightTimeHour 1.112470e+05\n", + "FlightTimeMin 6.674818e+06\n", + "dayOfWeek 3.703500e+04\n", + "dtype: float64" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ed_flights.sum(numeric_only=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "AvgTicketPrice 8.204365e+06\n", + "Cancelled 1.678000e+03\n", + "DistanceKilometers 9.261629e+07\n", + "DistanceMiles 5.754909e+07\n", + "FlightDelay 3.280000e+03\n", + "FlightDelayMin 6.181500e+05\n", + "FlightTimeHour 1.112470e+05\n", + "FlightTimeMin 6.674818e+06\n", + "dayOfWeek 3.703500e+04\n", + "dtype: float64" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pd_flights.sum(numeric_only=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 Kibana Airlines\n", + "1 Logstash Airways\n", + "2 Logstash Airways\n", + "3 Kibana Airlines\n", + "4 Kibana Airlines\n", + "Name: Carrier, dtype: object" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ed_flights['Carrier'].head()" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 Kibana Airlines\n", + "1 Logstash Airways\n", + "2 Logstash Airways\n", + "3 Kibana Airlines\n", + "4 Kibana Airlines\n", + "5 JetBeats\n", + "6 JetBeats\n", + "7 Kibana Airlines\n", + "8 Kibana Airlines\n", + "9 Logstash Airways\n", + "10 JetBeats\n", + "11 Logstash Airways\n", + "12 Logstash Airways\n", + "13 Logstash Airways\n", + "14 Logstash Airways\n", + "15 Kibana Airlines\n", + "16 Logstash Airways\n", + "17 ES-Air\n", + "18 ES-Air\n", + "19 JetBeats\n", + "20 JetBeats\n", + "21 ES-Air\n", + "22 JetBeats\n", + "23 Logstash Airways\n", + "24 Logstash Airways\n", + "25 ES-Air\n", + "26 Kibana Airlines\n", + "27 JetBeats\n", + "28 Kibana Airlines\n", + "29 Logstash Airways\n", + " ... \n", + "13029 Kibana Airlines\n", + "13030 Logstash Airways\n", + "13031 JetBeats\n", + "13032 JetBeats\n", + "13033 ES-Air\n", + "13034 JetBeats\n", + "13035 Logstash Airways\n", + "13036 Logstash Airways\n", + "13037 ES-Air\n", + "13038 ES-Air\n", + "13039 Logstash Airways\n", + "13040 ES-Air\n", + "13041 Logstash Airways\n", + "13042 JetBeats\n", + "13043 Logstash Airways\n", + "13044 JetBeats\n", + "13045 Logstash Airways\n", + "13046 Logstash Airways\n", + "13047 JetBeats\n", + "13048 Logstash Airways\n", + "13049 ES-Air\n", + "13050 JetBeats\n", + "13051 Logstash Airways\n", + "13052 Logstash Airways\n", + "13053 Logstash Airways\n", + "13054 Logstash Airways\n", + "13055 Logstash Airways\n", + "13056 Logstash Airways\n", + "13057 JetBeats\n", + "13058 JetBeats\n", + "Name: Carrier, Length: 13059, dtype: object" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ed_flights.Carrier" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [], + "source": [ + "ed_3_cols = ed_flights[['DistanceKilometers', 'Carrier', 'AvgTicketPrice']].head()\n", + "pd_3_cols = pd_flights[['DistanceKilometers', 'Carrier', 'AvgTicketPrice']].head()" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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DistanceKilometersCarrierAvgTicketPrice
016492.326654Kibana Airlines841.265642
18823.400140Logstash Airways882.982662
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" + ], + "text/plain": [ + " DistanceKilometers Carrier AvgTicketPrice\n", + "0 16492.326654 Kibana Airlines 841.265642\n", + "1 8823.400140 Logstash Airways 882.982662\n", + "2 0.000000 Logstash Airways 190.636904\n", + "3 555.737767 Kibana Airlines 181.694216\n", + "4 13358.244200 Kibana Airlines 730.041778" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pd_3_cols" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "index_pattern: flights\n", + "Index:\n", + "\tindex_field: _id\n", + "\tis_source_field: False\n", + "Mappings:\n", + "\tcapabilities: _source es_dtype pd_dtype searchable \\\n", + "AvgTicketPrice True float float64 True \n", + "Cancelled True boolean bool True \n", + "Carrier True keyword object True \n", + "Dest True keyword object True \n", + "DestAirportID True keyword object True \n", + "DestCityName True keyword object True \n", + "DestCountry True keyword object True \n", + "DestLocation True geo_point object True \n", + "DestRegion True keyword object True \n", + "DestWeather True keyword object True \n", + "DistanceKilometers True float float64 True \n", + "DistanceMiles True float float64 True \n", + "FlightDelay True boolean bool True \n", + "FlightDelayMin True integer int64 True \n", + "FlightDelayType True keyword object True \n", + "FlightNum True keyword object True \n", + "FlightTimeHour True float float64 True \n", + "FlightTimeMin True float float64 True \n", + "Origin True keyword object True \n", + "OriginAirportID True keyword object True \n", + "OriginCityName True keyword object True \n", + "OriginCountry True keyword object True \n", + "OriginLocation True geo_point object True \n", + "OriginRegion True keyword object True \n", + "OriginWeather True keyword object True \n", + "dayOfWeek True integer int64 True \n", + "timestamp True date datetime64[ns] True \n", + "\n", + " aggregatable \n", + "AvgTicketPrice True \n", + "Cancelled True \n", + "Carrier True \n", + "Dest True \n", + "DestAirportID True \n", + "DestCityName True \n", + "DestCountry True \n", + "DestLocation True \n", + "DestRegion True \n", + "DestWeather True \n", + "DistanceKilometers True \n", + "DistanceMiles True \n", + "FlightDelay True \n", + "FlightDelayMin True \n", + "FlightDelayType True \n", + "FlightNum True \n", + "FlightTimeHour True \n", + "FlightTimeMin True \n", + "Origin True \n", + "OriginAirportID True \n", + "OriginCityName True \n", + "OriginCountry True \n", + "OriginLocation True \n", + "OriginRegion True \n", + "OriginWeather True \n", + "dayOfWeek True \n", + "timestamp True \n", + "Operations:\n", + "\ttasks: [('columns', ['DistanceKilometers', 'Carrier', 'AvgTicketPrice']), ('head', ('_doc', 5))]\n", + "\tsize: None\n", + "\tsort_params: None\n", + "\tcolumns: ['DistanceKilometers', 'Carrier', 'AvgTicketPrice']\n", + "\tpost_processing: [('columns', ['DistanceKilometers', 'Carrier', 'AvgTicketPrice']), ('head', ('_doc', 5))]\n", + "\n" + ] + } + ], + "source": [ + "print(ed_3_cols.info_es())" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [], + "source": [ + "#ed_iloc0 = ed_flights.iloc[0]\n", + "ed_iloc1 = ed_flights.iloc[[0]]\n", + "ed_iloc2 = ed_flights.iloc[[0, 1]]\n", + "ed_iloc3 = ed_flights.iloc[:3]\n", + "ed_iloc4 = ed_flights.iloc[[True, False, True]]\n", + "#ed_iloc5 = ed_flights.iloc[0, 1]\n", + "ed_iloc6 = ed_flights.iloc[[0, 2], [1, 3]]\n", + "ed_iloc7 = ed_flights.iloc[1:3, 0:3]\n", + "ed_iloc8 = ed_flights.iloc[:, [True, False, True, False]]\n", + "ed_iloc9 = ed_flights.iloc[[True, False, True, False]]" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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AvgTicketPriceCancelledCarrierDestDestAirportIDDestCityNameDestCountryDestLocationDestRegionDestWeather...FlightTimeMinOriginOriginAirportIDOriginCityNameOriginCountryOriginLocationOriginRegionOriginWeatherdayOfWeektimestamp
0841.265642FalseKibana AirlinesSydney Kingsford Smith International AirportSYDSydneyAU{'lat': '-33.94609833', 'lon': '151.177002'}SE-BDRain...1030.770416Frankfurt am Main AirportFRAFrankfurt am MainDE{'lat': '50.033333', 'lon': '8.570556'}DE-HESunny02018-01-01 00:00:00
3181.694216TrueKibana AirlinesTreviso-Sant'Angelo AirportTV01TrevisoIT{'lat': '45.648399', 'lon': '12.1944'}IT-34Clear...222.749059Naples International AirportNA01NaplesIT{'lat': '40.886002', 'lon': '14.2908'}IT-72Thunder & Lightning02018-01-01 10:33:28
4730.041778FalseKibana AirlinesXi'an Xianyang International AirportXIYXi'anCN{'lat': '34.447102', 'lon': '108.751999'}SE-BDClear...785.779071Licenciado Benito Juarez International AirportAICMMexico CityMX{'lat': '19.4363', 'lon': '-99.072098'}MX-DIFDamaging Wind02018-01-01 05:13:00
7585.184310FalseKibana AirlinesOttawa Macdonald-Cartier International AirportYOWOttawaCA{'lat': '45.32249832', 'lon': '-75.66919708'}CA-ONClear...614.942480Ciampino___G. B. Pastine International AirportRM12RomeIT{'lat': '41.7994', 'lon': '12.5949'}IT-62Thunder & Lightning02018-01-01 04:54:59
8960.869736TrueKibana AirlinesRajiv Gandhi International AirportHYDHyderabadIN{'lat': '17.23131752', 'lon': '78.42985535'}SE-BDCloudy...602.030591Milano Linate AirportMI11MilanIT{'lat': '45.445099', 'lon': '9.27674'}IT-25Heavy Fog02018-01-01 12:09:35
15566.487557TrueKibana AirlinesCologne Bonn AirportCGNCologneDE{'lat': '50.86589813', 'lon': '7.142739773'}DE-NWSunny...656.712658Chengdu Shuangliu International AirportCTUChengduCN{'lat': '30.57850075', 'lon': '103.9469986'}SE-BDThunder & Lightning02018-01-01 19:55:32
26975.812632TrueKibana AirlinesItami AirportITMOsakaJP{'lat': '34.78549957', 'lon': '135.4380035'}SE-BDHail...386.259764Helsinki Vantaa AirportHELHelsinkiFI{'lat': '60.31719971', 'lon': '24.9633007'}FI-ESRain02018-01-01 15:38:32
28988.897564FalseKibana AirlinesVerona Villafranca AirportVR10VeronaIT{'lat': '45.395699', 'lon': '10.8885'}IT-34Sunny...568.351033New Chitose AirportCTSChitose / TomakomaiJP{'lat': '42.77519989', 'lon': '141.6920013'}SE-BDDamaging Wind02018-01-01 01:16:59
30252.911966FalseKibana AirlinesChengdu Shuangliu International AirportCTUChengduCN{'lat': '30.57850075', 'lon': '103.9469986'}SE-BDSunny...490.350002Abu Dhabi International AirportAUHAbu DhabiAE{'lat': '24.43300056', 'lon': '54.65110016'}SE-BDThunder & Lightning02018-01-01 12:05:14
32676.883485FalseKibana AirlinesNarita International AirportNRTTokyoJP{'lat': '35.76470184', 'lon': '140.3860016'}SE-BDClear...963.327313Louisville International Standiford FieldSDFLouisvilleUS{'lat': '38.1744', 'lon': '-85.736'}US-KYCloudy02018-01-01 08:31:08
37404.731390FalseKibana AirlinesWinnipeg / James Armstrong Richardson Internat...YWGWinnipegCA{'lat': '49.90999985', 'lon': '-97.23989868'}CA-MBHail...353.636576Treviso-Sant'Angelo AirportTV01TrevisoIT{'lat': '45.648399', 'lon': '12.1944'}IT-34Cloudy02018-01-01 18:14:14
44184.578867FalseKibana AirlinesShanghai Pudong International AirportPVGShanghaiCN{'lat': '31.14340019', 'lon': '121.8050003'}SE-BDRain...109.274135Guangzhou Baiyun International AirportCANGuangzhouCN{'lat': '23.39240074', 'lon': '113.2990036'}SE-BDDamaging Wind02018-01-01 23:53:52
45650.380764FalseKibana AirlinesZurich AirportZRHZurichCH{'lat': '47.464699', 'lon': '8.54917'}CH-ZHClear...714.514013Miami International AirportMIAMiamiUS{'lat': '25.79319954', 'lon': '-80.29060364'}US-FLHail02018-01-01 16:25:52
46505.364532FalseKibana AirlinesLondon Heathrow AirportLHRLondonGB{'lat': '51.4706', 'lon': '-0.461941'}GB-ENGRain...485.817549Dubai International AirportDXBDubaiAE{'lat': '25.25279999', 'lon': '55.36439896'}SE-BDDamaging Wind02018-01-01 00:43:34
47937.733930FalseKibana AirlinesOttawa Macdonald-Cartier International AirportYOWOttawaCA{'lat': '45.32249832', 'lon': '-75.66919708'}CA-ONClear...211.171594Licenciado Benito Juarez International AirportAICMMexico CityMX{'lat': '19.4363', 'lon': '-99.072098'}MX-DIFRain02018-01-01 20:42:03
50305.372111FalseKibana AirlinesOlenya Air BaseXLMOOlenegorskRU{'lat': '68.15180206', 'lon': '33.46390152'}RU-MURHail...667.507539Brisbane International AirportBNEBrisbaneAU{'lat': '-27.38419914', 'lon': '153.1170044'}SE-BDClear02018-01-01 06:32:21
54798.780055FalseKibana AirlinesRochester International AirportRSTRochesterUS{'lat': '43.90829849', 'lon': '-92.5'}US-MNClear...499.840609New Chitose AirportCTSChitose / TomakomaiJP{'lat': '42.77519989', 'lon': '141.6920013'}SE-BDClear02018-01-01 06:45:49
59223.593547FalseKibana AirlinesRajiv Gandhi International AirportHYDHyderabadIN{'lat': '17.23131752', 'lon': '78.42985535'}SE-BDCloudy...34.629217Chhatrapati Shivaji International AirportBOMMumbaiIN{'lat': '19.08869934', 'lon': '72.86789703'}SE-BDHeavy Fog02018-01-01 20:53:18
61416.912842FalseKibana AirlinesWarsaw Chopin AirportWAWWarsawPL{'lat': '52.16569901', 'lon': '20.96710014'}PL-MZClear...580.215766Beijing Capital International AirportPEKBeijingCN{'lat': '40.08010101', 'lon': '116.5849991'}SE-BDThunder & Lightning02018-01-01 03:09:37
66173.500679FalseKibana AirlinesVenice Marco Polo AirportVE05VeniceIT{'lat': '45.505299', 'lon': '12.3519'}IT-34Cloudy...15.033275Milano Linate AirportMI11MilanIT{'lat': '45.445099', 'lon': '9.27674'}IT-25Clear02018-01-01 14:31:43
67204.409846FalseKibana AirlinesCiampino___G. B. Pastine International AirportRM12RomeIT{'lat': '41.7994', 'lon': '12.5949'}IT-62Clear...30.922840Catania-Fontanarossa AirportCT03CataniaIT{'lat': '37.466801', 'lon': '15.0664'}IT-82Sunny02018-01-01 03:52:02
70716.182433FalseKibana AirlinesRochester International AirportRSTRochesterUS{'lat': '43.90829849', 'lon': '-92.5'}US-MNRain...1028.397263OR Tambo International AirportJNBJohannesburgZA{'lat': '-26.1392', 'lon': '28.246'}SE-BDRain02018-01-01 21:07:29
73413.626653TrueKibana AirlinesHelsinki Vantaa AirportHELHelsinkiFI{'lat': '60.31719971', 'lon': '24.9633007'}FI-ESHeavy Fog...670.324192El Dorado International AirportBOGBogotaCO{'lat': '4.70159', 'lon': '-74.1469'}CO-CUNDamaging Wind02018-01-01 22:45:41
80720.234791FalseKibana AirlinesCharles de Gaulle International AirportCDGParisFR{'lat': '49.01279831', 'lon': '2.549999952'}FR-JHeavy Fog...172.364011Ataturk International AirportISTIstanbulTR{'lat': '40.97689819', 'lon': '28.81459999'}TR-34Cloudy02018-01-01 12:32:27
95159.990962FalseKibana AirlinesSan Francisco International AirportSFOSan FranciscoUS{'lat': '37.61899948', 'lon': '-122.375'}US-CAClear...257.739919Erie International Tom Ridge FieldERIErieUS{'lat': '42.08312701', 'lon': '-80.17386675'}US-PAHail02018-01-01 00:06:27
96325.136707FalseKibana AirlinesWinnipeg / James Armstrong Richardson Internat...YWGWinnipegCA{'lat': '49.90999985', 'lon': '-97.23989868'}CA-MBRain...597.776578Ciampino___G. B. Pastine International AirportRM12RomeIT{'lat': '41.7994', 'lon': '12.5949'}IT-62Clear02018-01-01 13:01:33
98355.668710FalseKibana AirlinesSydney Kingsford Smith International AirportSYDSydneyAU{'lat': '-33.94609833', 'lon': '151.177002'}SE-BDRain...1227.790295Luis Munoz Marin International AirportSJUSan JuanPR{'lat': '18.43939972', 'lon': '-66.00180054'}PR-U-ASunny02018-01-01 07:21:36
100802.505887FalseKibana AirlinesMontreal / Pierre Elliott Trudeau Internationa...YULMontrealCA{'lat': '45.47060013', 'lon': '-73.74079895'}CA-QCHail...248.474976London Luton AirportLTNLondonGB{'lat': '51.87469864', 'lon': '-0.368333012'}GB-ENGSunny02018-01-01 07:36:58
104750.148242FalseKibana AirlinesSydney Kingsford Smith International AirportSYDSydneyAU{'lat': '-33.94609833', 'lon': '151.177002'}SE-BDDamaging Wind...518.899141Itami AirportITMOsakaJP{'lat': '34.78549957', 'lon': '135.4380035'}SE-BDCloudy02018-01-01 13:47:02
105909.030124FalseKibana AirlinesUkrainka Air BaseXHBUBelogorskRU{'lat': '51.169997', 'lon': '128.445007'}RU-AMURain...127.253670Shanghai Pudong International AirportPVGShanghaiCN{'lat': '31.14340019', 'lon': '121.8050003'}SE-BDCloudy02018-01-01 18:53:56
..................................................................
128981155.340590FalseKibana AirlinesOR Tambo International AirportJNBJohannesburgZA{'lat': '-26.1392', 'lon': '28.246'}SE-BDSunny...896.699202Brisbane International AirportBNEBrisbaneAU{'lat': '-27.38419914', 'lon': '153.1170044'}SE-BDSunny62018-02-11 22:58:25
12900846.045256FalseKibana AirlinesNashville International AirportBNANashvilleUS{'lat': '36.12450027', 'lon': '-86.67819977'}US-TNDamaging Wind...913.398756Bari Karol Wojty__a AirportBA02BariIT{'lat': '41.138901', 'lon': '16.760599'}IT-75Rain62018-02-11 03:24:41
12906983.429244TrueKibana AirlinesVenice Marco Polo AirportVE05VeniceIT{'lat': '45.505299', 'lon': '12.3519'}IT-34Thunder & Lightning...685.518902Chhatrapati Shivaji International AirportBOMMumbaiIN{'lat': '19.08869934', 'lon': '72.86789703'}SE-BDThunder & Lightning62018-02-11 06:19:58
12911840.461190FalseKibana AirlinesUkrainka Air BaseXHBUBelogorskRU{'lat': '51.169997', 'lon': '128.445007'}RU-AMURain...188.388959Shanghai Hongqiao International AirportSHAShanghaiCN{'lat': '31.19790077', 'lon': '121.3359985'}SE-BDRain62018-02-11 20:03:31
12913771.280192FalseKibana AirlinesCagliari Elmas AirportCA07CagliariIT{'lat': '39.251499', 'lon': '9.05428'}IT-88Hail...783.631541Brisbane International AirportBNEBrisbaneAU{'lat': '-27.38419914', 'lon': '153.1170044'}SE-BDHeavy Fog62018-02-11 19:40:16
129181136.678150TrueKibana AirlinesWinnipeg / James Armstrong Richardson Internat...YWGWinnipegCA{'lat': '49.90999985', 'lon': '-97.23989868'}CA-MBHeavy Fog...464.199349San Antonio International AirportSATSan AntonioUS{'lat': '29.53370094', 'lon': '-98.46980286'}US-TXCloudy62018-02-11 16:03:10
129191105.211803TrueKibana AirlinesUkrainka Air BaseXHBUBelogorskRU{'lat': '51.169997', 'lon': '128.445007'}RU-AMUHeavy Fog...824.024175Ottawa Macdonald-Cartier International AirportYOWOttawaCA{'lat': '45.32249832', 'lon': '-75.66919708'}CA-ONClear62018-02-11 05:36:05
12924788.639063FalseKibana AirlinesLondon Gatwick AirportLGWLondonGB{'lat': '51.14810181', 'lon': '-0.190277994'}GB-ENGSunny...100.515425Leonardo da Vinci - Fiumicino AirportFCORomeIT{'lat': '41.8002778', 'lon': '12.2388889'}SE-BDClear62018-02-11 23:01:03
12932333.548301FalseKibana AirlinesRaleigh Durham International AirportRDURaleigh/DurhamUS{'lat': '35.87760162', 'lon': '-78.78749847'}US-NCRain...17.201423Norfolk International AirportORFNorfolkUS{'lat': '36.89459991', 'lon': '-76.20120239'}US-VAHail62018-02-11 05:34:41
129331012.662025FalseKibana AirlinesEl Dorado International AirportBOGBogotaCO{'lat': '4.70159', 'lon': '-74.1469'}CO-CUNRain...464.110809Bari Karol Wojty__a AirportBA02BariIT{'lat': '41.138901', 'lon': '16.760599'}IT-75Rain62018-02-11 16:40:54
12946756.880941TrueKibana AirlinesTreviso-Sant'Angelo AirportTV01TrevisoIT{'lat': '45.648399', 'lon': '12.1944'}IT-34Heavy Fog...511.785347Incheon International AirportICNSeoulKR{'lat': '37.46910095', 'lon': '126.4509964'}SE-BDThunder & Lightning62018-02-11 11:11:47
12947707.850215FalseKibana AirlinesCagliari Elmas AirportCA07CagliariIT{'lat': '39.251499', 'lon': '9.05428'}IT-88Sunny...473.929130Austin Straubel International AirportGRBGreen BayUS{'lat': '44.48509979', 'lon': '-88.12960052'}US-WIClear62018-02-11 22:40:56
12951602.620885FalseKibana AirlinesSan Diego International AirportSANSan DiegoUS{'lat': '32.73360062', 'lon': '-117.1900024'}US-CARain...716.789110Abu Dhabi International AirportAUHAbu DhabiAE{'lat': '24.43300056', 'lon': '54.65110016'}SE-BDSunny62018-02-11 20:24:22
12952774.728637FalseKibana AirlinesSydney Kingsford Smith International AirportSYDSydneyAU{'lat': '-33.94609833', 'lon': '151.177002'}SE-BDHeavy Fog...1110.810907Lester B. Pearson International AirportYYZTorontoCA{'lat': '43.67720032', 'lon': '-79.63059998'}CA-ONCloudy62018-02-11 03:52:56
12956934.049091FalseKibana AirlinesZurich AirportZRHZurichCH{'lat': '47.464699', 'lon': '8.54917'}CH-ZHDamaging Wind...379.256323Xi'an Xianyang International AirportXIYXi'anCN{'lat': '34.447102', 'lon': '108.751999'}SE-BDHeavy Fog62018-02-11 04:09:55
129571157.507727FalseKibana AirlinesTurin AirportTO11TorinoIT{'lat': '45.200802', 'lon': '7.64963'}IT-21Heavy Fog...926.737864Sydney Kingsford Smith International AirportSYDSydneyAU{'lat': '-33.94609833', 'lon': '151.177002'}SE-BDDamaging Wind62018-02-11 08:25:54
129581007.304055FalseKibana AirlinesMontreal / Pierre Elliott Trudeau Internationa...YULMontrealCA{'lat': '45.47060013', 'lon': '-73.74079895'}CA-QCRain...347.502388El Dorado International AirportBOGBogotaCO{'lat': '4.70159', 'lon': '-74.1469'}SE-BDClear62018-02-11 14:31:39
12959724.607040FalseKibana AirlinesZurich AirportZRHZurichCH{'lat': '47.464699', 'lon': '8.54917'}CH-ZHRain...644.179024Shanghai Hongqiao International AirportSHAShanghaiCN{'lat': '31.19790077', 'lon': '121.3359985'}SE-BDRain62018-02-11 04:21:39
12965899.947277FalseKibana AirlinesNarita International AirportNRTTokyoJP{'lat': '35.76470184', 'lon': '140.3860016'}SE-BDRain...402.051905Jeju International AirportCJUJeju CityKR{'lat': '33.51129913', 'lon': '126.4929962'}SE-BDRain62018-02-11 12:05:52
12972725.453653FalseKibana AirlinesWarsaw Chopin AirportWAWWarsawPL{'lat': '52.16569901', 'lon': '20.96710014'}PL-MZClear...505.021321Indira Gandhi International AirportDELNew DelhiIN{'lat': '28.5665', 'lon': '77.103104'}SE-BDHail62018-02-11 01:42:46
12998594.054018FalseKibana AirlinesXi'an Xianyang International AirportXIYXi'anCN{'lat': '34.447102', 'lon': '108.751999'}SE-BDRain...589.321980Rajiv Gandhi International AirportHYDHyderabadIN{'lat': '17.23131752', 'lon': '78.42985535'}SE-BDClear62018-02-11 12:27:52
12999781.065911FalseKibana AirlinesLester B. Pearson International AirportYYZTorontoCA{'lat': '43.67720032', 'lon': '-79.63059998'}CA-ONHail...619.037789Abu Dhabi International AirportAUHAbu DhabiAE{'lat': '24.43300056', 'lon': '54.65110016'}SE-BDClear62018-02-11 03:54:56
13001718.179214TrueKibana AirlinesMariscal Sucre International AirportUIOQuitoEC{'lat': '-0.129166667', 'lon': '-78.3575'}EC-PCloudy...189.130487Luis Munoz Marin International AirportSJUSan JuanPR{'lat': '18.43939972', 'lon': '-66.00180054'}PR-U-AHeavy Fog62018-02-11 03:17:48
13004326.349113FalseKibana AirlinesTreviso-Sant'Angelo AirportTV01TrevisoIT{'lat': '45.648399', 'lon': '12.1944'}IT-34Cloudy...35.630647Leonardo da Vinci - Fiumicino AirportFCORomeIT{'lat': '41.8002778', 'lon': '12.2388889'}SE-BDHeavy Fog62018-02-11 06:36:31
130131055.350213TrueKibana AirlinesWarsaw Chopin AirportWAWWarsawPL{'lat': '52.16569901', 'lon': '20.96710014'}PL-MZSunny...69.239127Turin AirportTO11TorinoIT{'lat': '45.200802', 'lon': '7.64963'}IT-21Thunder & Lightning62018-02-11 13:20:16
13018580.741028TrueKibana AirlinesZurich AirportZRHZurichCH{'lat': '47.464699', 'lon': '8.54917'}CH-ZHSunny...533.935541El Dorado International AirportBOGBogotaCO{'lat': '4.70159', 'lon': '-74.1469'}CO-CUNDamaging Wind62018-02-11 04:47:00
13020952.452244FalseKibana AirlinesShanghai Hongqiao International AirportSHAShanghaiCN{'lat': '31.19790077', 'lon': '121.3359985'}SE-BDRain...770.317580London Gatwick AirportLGWLondonGB{'lat': '51.14810181', 'lon': '-0.190277994'}GB-ENGClear62018-02-11 23:50:12
13024530.799356FalseKibana AirlinesMontreal / Pierre Elliott Trudeau Internationa...YULMontrealCA{'lat': '45.47060013', 'lon': '-73.74079895'}CA-QCCloudy...276.902475London Gatwick AirportLGWLondonGB{'lat': '51.14810181', 'lon': '-0.190277994'}GB-ENGRain62018-02-11 11:45:58
13027999.021256FalseKibana AirlinesKempegowda International AirportBLRBangaloreIN{'lat': '13.1979', 'lon': '77.706299'}SE-BDCloudy...480.088926Catania-Fontanarossa AirportCT03CataniaIT{'lat': '37.466801', 'lon': '15.0664'}IT-82Hail62018-02-11 13:32:15
13029795.905278FalseKibana AirlinesMalpensa International AirportMI12MilanIT{'lat': '45.6306', 'lon': '8.72811'}IT-25Sunny...534.375826Itami AirportITMOsakaJP{'lat': '34.78549957', 'lon': '135.4380035'}SE-BDSunny62018-02-11 20:10:13
\n", + "

3234 rows × 27 columns

\n", + "
" + ], + "text/plain": [ + " AvgTicketPrice Cancelled Carrier \\\n", + "0 841.265642 False Kibana Airlines \n", + "3 181.694216 True Kibana Airlines \n", + "4 730.041778 False Kibana Airlines \n", + "7 585.184310 False Kibana Airlines \n", + "8 960.869736 True Kibana Airlines \n", + "15 566.487557 True Kibana Airlines \n", + "26 975.812632 True Kibana Airlines \n", + "28 988.897564 False Kibana Airlines \n", + "30 252.911966 False Kibana Airlines \n", + "32 676.883485 False Kibana Airlines \n", + "37 404.731390 False Kibana Airlines \n", + "44 184.578867 False Kibana Airlines \n", + "45 650.380764 False Kibana Airlines \n", + "46 505.364532 False Kibana Airlines \n", + "47 937.733930 False Kibana Airlines \n", + "50 305.372111 False Kibana Airlines \n", + "54 798.780055 False Kibana Airlines \n", + "59 223.593547 False Kibana Airlines \n", + "61 416.912842 False Kibana Airlines \n", + "66 173.500679 False Kibana Airlines \n", + "67 204.409846 False Kibana Airlines \n", + "70 716.182433 False Kibana Airlines \n", + "73 413.626653 True Kibana Airlines \n", + "80 720.234791 False Kibana Airlines \n", + "95 159.990962 False Kibana Airlines \n", + "96 325.136707 False Kibana Airlines \n", + "98 355.668710 False Kibana Airlines \n", + "100 802.505887 False Kibana Airlines \n", + "104 750.148242 False Kibana Airlines \n", + "105 909.030124 False Kibana Airlines \n", + "... ... ... ... \n", + "12898 1155.340590 False Kibana Airlines \n", + "12900 846.045256 False Kibana Airlines \n", + "12906 983.429244 True Kibana Airlines \n", + "12911 840.461190 False Kibana Airlines \n", + "12913 771.280192 False Kibana Airlines \n", + "12918 1136.678150 True Kibana Airlines \n", + "12919 1105.211803 True Kibana Airlines \n", + "12924 788.639063 False Kibana Airlines \n", + "12932 333.548301 False Kibana Airlines \n", + "12933 1012.662025 False Kibana Airlines \n", + "12946 756.880941 True Kibana Airlines \n", + "12947 707.850215 False Kibana Airlines \n", + "12951 602.620885 False Kibana Airlines \n", + "12952 774.728637 False Kibana Airlines \n", + "12956 934.049091 False Kibana Airlines \n", + "12957 1157.507727 False Kibana Airlines \n", + "12958 1007.304055 False Kibana Airlines \n", + "12959 724.607040 False Kibana Airlines \n", + "12965 899.947277 False Kibana Airlines \n", + "12972 725.453653 False Kibana Airlines \n", + "12998 594.054018 False Kibana Airlines \n", + "12999 781.065911 False Kibana Airlines \n", + "13001 718.179214 True Kibana Airlines \n", + "13004 326.349113 False Kibana Airlines \n", + "13013 1055.350213 True Kibana Airlines \n", + "13018 580.741028 True Kibana Airlines \n", + "13020 952.452244 False Kibana Airlines \n", + "13024 530.799356 False Kibana Airlines \n", + "13027 999.021256 False Kibana Airlines \n", + "13029 795.905278 False Kibana Airlines \n", + "\n", + " Dest DestAirportID \\\n", + "0 Sydney Kingsford Smith International Airport SYD \n", + "3 Treviso-Sant'Angelo Airport TV01 \n", + "4 Xi'an Xianyang International Airport XIY \n", + "7 Ottawa Macdonald-Cartier International Airport YOW \n", + "8 Rajiv Gandhi International Airport HYD \n", + "15 Cologne Bonn Airport CGN \n", + "26 Itami Airport ITM \n", + "28 Verona Villafranca Airport VR10 \n", + "30 Chengdu Shuangliu International Airport CTU \n", + "32 Narita International Airport NRT \n", + "37 Winnipeg / James Armstrong Richardson Internat... YWG \n", + "44 Shanghai Pudong International Airport PVG \n", + "45 Zurich Airport ZRH \n", + "46 London Heathrow Airport LHR \n", + "47 Ottawa Macdonald-Cartier International Airport YOW \n", + "50 Olenya Air Base XLMO \n", + "54 Rochester International Airport RST \n", + "59 Rajiv Gandhi International Airport HYD \n", + "61 Warsaw Chopin Airport WAW \n", + "66 Venice Marco Polo Airport VE05 \n", + "67 Ciampino___G. B. Pastine International Airport RM12 \n", + "70 Rochester International Airport RST \n", + "73 Helsinki Vantaa Airport HEL \n", + "80 Charles de Gaulle International Airport CDG \n", + "95 San Francisco International Airport SFO \n", + "96 Winnipeg / James Armstrong Richardson Internat... YWG \n", + "98 Sydney Kingsford Smith International Airport SYD \n", + "100 Montreal / Pierre Elliott Trudeau Internationa... YUL \n", + "104 Sydney Kingsford Smith International Airport SYD \n", + "105 Ukrainka Air Base XHBU \n", + "... ... ... \n", + "12898 OR Tambo International Airport JNB \n", + "12900 Nashville International Airport BNA \n", + "12906 Venice Marco Polo Airport VE05 \n", + "12911 Ukrainka Air Base XHBU \n", + "12913 Cagliari Elmas Airport CA07 \n", + "12918 Winnipeg / James Armstrong Richardson Internat... YWG \n", + "12919 Ukrainka Air Base XHBU \n", + "12924 London Gatwick Airport LGW \n", + "12932 Raleigh Durham International Airport RDU \n", + "12933 El Dorado International Airport BOG \n", + "12946 Treviso-Sant'Angelo Airport TV01 \n", + "12947 Cagliari Elmas Airport CA07 \n", + "12951 San Diego International Airport SAN \n", + "12952 Sydney Kingsford Smith International Airport SYD \n", + "12956 Zurich Airport ZRH \n", + "12957 Turin Airport TO11 \n", + "12958 Montreal / Pierre Elliott Trudeau Internationa... YUL \n", + "12959 Zurich Airport ZRH \n", + "12965 Narita International Airport NRT \n", + "12972 Warsaw Chopin Airport WAW \n", + "12998 Xi'an Xianyang International Airport XIY \n", + "12999 Lester B. Pearson International Airport YYZ \n", + "13001 Mariscal Sucre International Airport UIO \n", + "13004 Treviso-Sant'Angelo Airport TV01 \n", + "13013 Warsaw Chopin Airport WAW \n", + "13018 Zurich Airport ZRH \n", + "13020 Shanghai Hongqiao International Airport SHA \n", + "13024 Montreal / Pierre Elliott Trudeau Internationa... YUL \n", + "13027 Kempegowda International Airport BLR \n", + "13029 Malpensa International Airport MI12 \n", + "\n", + " DestCityName DestCountry \\\n", + "0 Sydney AU \n", + "3 Treviso IT \n", + "4 Xi'an CN \n", + "7 Ottawa CA \n", + "8 Hyderabad IN \n", + "15 Cologne DE \n", + "26 Osaka JP \n", + "28 Verona IT \n", + "30 Chengdu CN \n", + "32 Tokyo JP \n", + "37 Winnipeg CA \n", + "44 Shanghai CN \n", + "45 Zurich CH \n", + "46 London GB \n", + "47 Ottawa CA \n", + "50 Olenegorsk RU \n", + "54 Rochester US \n", + "59 Hyderabad IN \n", + "61 Warsaw PL \n", + "66 Venice IT \n", + "67 Rome IT \n", + "70 Rochester US \n", + "73 Helsinki FI \n", + "80 Paris FR \n", + "95 San Francisco US \n", + "96 Winnipeg CA \n", + "98 Sydney AU \n", + "100 Montreal CA \n", + "104 Sydney AU \n", + "105 Belogorsk RU \n", + "... ... ... \n", + "12898 Johannesburg ZA \n", + "12900 Nashville US \n", + "12906 Venice IT \n", + "12911 Belogorsk RU \n", + "12913 Cagliari IT \n", + "12918 Winnipeg CA \n", + "12919 Belogorsk RU \n", + "12924 London GB \n", + "12932 Raleigh/Durham US \n", + "12933 Bogota CO \n", + "12946 Treviso IT \n", + "12947 Cagliari IT \n", + "12951 San Diego US \n", + "12952 Sydney AU \n", + "12956 Zurich CH \n", + "12957 Torino IT \n", + "12958 Montreal CA \n", + "12959 Zurich CH \n", + "12965 Tokyo JP \n", + "12972 Warsaw PL \n", + "12998 Xi'an CN \n", + "12999 Toronto CA \n", + "13001 Quito EC \n", + "13004 Treviso IT \n", + "13013 Warsaw PL \n", + "13018 Zurich CH \n", + "13020 Shanghai CN \n", + "13024 Montreal CA \n", + "13027 Bangalore IN \n", + "13029 Milan IT \n", + "\n", + " DestLocation DestRegion \\\n", + "0 {'lat': '-33.94609833', 'lon': '151.177002'} SE-BD \n", + "3 {'lat': '45.648399', 'lon': '12.1944'} IT-34 \n", + "4 {'lat': '34.447102', 'lon': '108.751999'} SE-BD \n", + "7 {'lat': '45.32249832', 'lon': '-75.66919708'} CA-ON \n", + "8 {'lat': '17.23131752', 'lon': '78.42985535'} SE-BD \n", + "15 {'lat': '50.86589813', 'lon': '7.142739773'} DE-NW \n", + "26 {'lat': '34.78549957', 'lon': '135.4380035'} SE-BD \n", + "28 {'lat': '45.395699', 'lon': '10.8885'} IT-34 \n", + "30 {'lat': '30.57850075', 'lon': '103.9469986'} SE-BD \n", + "32 {'lat': '35.76470184', 'lon': '140.3860016'} SE-BD \n", + "37 {'lat': '49.90999985', 'lon': '-97.23989868'} CA-MB \n", + "44 {'lat': '31.14340019', 'lon': '121.8050003'} SE-BD \n", + "45 {'lat': '47.464699', 'lon': '8.54917'} CH-ZH \n", + "46 {'lat': '51.4706', 'lon': '-0.461941'} GB-ENG \n", + "47 {'lat': '45.32249832', 'lon': '-75.66919708'} CA-ON \n", + "50 {'lat': '68.15180206', 'lon': '33.46390152'} RU-MUR \n", + "54 {'lat': '43.90829849', 'lon': '-92.5'} US-MN \n", + "59 {'lat': '17.23131752', 'lon': '78.42985535'} SE-BD \n", + "61 {'lat': '52.16569901', 'lon': '20.96710014'} PL-MZ \n", + "66 {'lat': '45.505299', 'lon': '12.3519'} IT-34 \n", + "67 {'lat': '41.7994', 'lon': '12.5949'} IT-62 \n", + "70 {'lat': '43.90829849', 'lon': '-92.5'} US-MN \n", + "73 {'lat': '60.31719971', 'lon': '24.9633007'} FI-ES \n", + "80 {'lat': '49.01279831', 'lon': '2.549999952'} FR-J \n", + "95 {'lat': '37.61899948', 'lon': '-122.375'} US-CA \n", + "96 {'lat': '49.90999985', 'lon': '-97.23989868'} CA-MB \n", + "98 {'lat': '-33.94609833', 'lon': '151.177002'} SE-BD \n", + "100 {'lat': '45.47060013', 'lon': '-73.74079895'} CA-QC \n", + "104 {'lat': '-33.94609833', 'lon': '151.177002'} SE-BD \n", + "105 {'lat': '51.169997', 'lon': '128.445007'} RU-AMU \n", + "... ... ... \n", + "12898 {'lat': '-26.1392', 'lon': '28.246'} SE-BD \n", + "12900 {'lat': '36.12450027', 'lon': '-86.67819977'} US-TN \n", + "12906 {'lat': '45.505299', 'lon': '12.3519'} IT-34 \n", + "12911 {'lat': '51.169997', 'lon': '128.445007'} RU-AMU \n", + "12913 {'lat': '39.251499', 'lon': '9.05428'} IT-88 \n", + "12918 {'lat': '49.90999985', 'lon': '-97.23989868'} CA-MB \n", + "12919 {'lat': '51.169997', 'lon': '128.445007'} RU-AMU \n", + "12924 {'lat': '51.14810181', 'lon': '-0.190277994'} GB-ENG \n", + "12932 {'lat': '35.87760162', 'lon': '-78.78749847'} US-NC \n", + "12933 {'lat': '4.70159', 'lon': '-74.1469'} CO-CUN \n", + "12946 {'lat': '45.648399', 'lon': '12.1944'} IT-34 \n", + "12947 {'lat': '39.251499', 'lon': '9.05428'} IT-88 \n", + "12951 {'lat': '32.73360062', 'lon': '-117.1900024'} US-CA \n", + "12952 {'lat': '-33.94609833', 'lon': '151.177002'} SE-BD \n", + "12956 {'lat': '47.464699', 'lon': '8.54917'} CH-ZH \n", + "12957 {'lat': '45.200802', 'lon': '7.64963'} IT-21 \n", + "12958 {'lat': '45.47060013', 'lon': '-73.74079895'} CA-QC \n", + "12959 {'lat': '47.464699', 'lon': '8.54917'} CH-ZH \n", + "12965 {'lat': '35.76470184', 'lon': '140.3860016'} SE-BD \n", + "12972 {'lat': '52.16569901', 'lon': '20.96710014'} PL-MZ \n", + "12998 {'lat': '34.447102', 'lon': '108.751999'} SE-BD \n", + "12999 {'lat': '43.67720032', 'lon': '-79.63059998'} CA-ON \n", + "13001 {'lat': '-0.129166667', 'lon': '-78.3575'} EC-P \n", + "13004 {'lat': '45.648399', 'lon': '12.1944'} IT-34 \n", + "13013 {'lat': '52.16569901', 'lon': '20.96710014'} PL-MZ \n", + "13018 {'lat': '47.464699', 'lon': '8.54917'} CH-ZH \n", + "13020 {'lat': '31.19790077', 'lon': '121.3359985'} SE-BD \n", + "13024 {'lat': '45.47060013', 'lon': '-73.74079895'} CA-QC \n", + "13027 {'lat': '13.1979', 'lon': '77.706299'} SE-BD \n", + "13029 {'lat': '45.6306', 'lon': '8.72811'} IT-25 \n", + "\n", + " DestWeather ... FlightTimeMin \\\n", + "0 Rain ... 1030.770416 \n", + "3 Clear ... 222.749059 \n", + "4 Clear ... 785.779071 \n", + "7 Clear ... 614.942480 \n", + "8 Cloudy ... 602.030591 \n", + "15 Sunny ... 656.712658 \n", + "26 Hail ... 386.259764 \n", + "28 Sunny ... 568.351033 \n", + "30 Sunny ... 490.350002 \n", + "32 Clear ... 963.327313 \n", + "37 Hail ... 353.636576 \n", + "44 Rain ... 109.274135 \n", + "45 Clear ... 714.514013 \n", + "46 Rain ... 485.817549 \n", + "47 Clear ... 211.171594 \n", + "50 Hail ... 667.507539 \n", + "54 Clear ... 499.840609 \n", + "59 Cloudy ... 34.629217 \n", + "61 Clear ... 580.215766 \n", + "66 Cloudy ... 15.033275 \n", + "67 Clear ... 30.922840 \n", + "70 Rain ... 1028.397263 \n", + "73 Heavy Fog ... 670.324192 \n", + "80 Heavy Fog ... 172.364011 \n", + "95 Clear ... 257.739919 \n", + "96 Rain ... 597.776578 \n", + "98 Rain ... 1227.790295 \n", + "100 Hail ... 248.474976 \n", + "104 Damaging Wind ... 518.899141 \n", + "105 Rain ... 127.253670 \n", + "... ... ... ... \n", + "12898 Sunny ... 896.699202 \n", + "12900 Damaging Wind ... 913.398756 \n", + "12906 Thunder & Lightning ... 685.518902 \n", + "12911 Rain ... 188.388959 \n", + "12913 Hail ... 783.631541 \n", + "12918 Heavy Fog ... 464.199349 \n", + "12919 Heavy Fog ... 824.024175 \n", + "12924 Sunny ... 100.515425 \n", + "12932 Rain ... 17.201423 \n", + "12933 Rain ... 464.110809 \n", + "12946 Heavy Fog ... 511.785347 \n", + "12947 Sunny ... 473.929130 \n", + "12951 Rain ... 716.789110 \n", + "12952 Heavy Fog ... 1110.810907 \n", + "12956 Damaging Wind ... 379.256323 \n", + "12957 Heavy Fog ... 926.737864 \n", + "12958 Rain ... 347.502388 \n", + "12959 Rain ... 644.179024 \n", + "12965 Rain ... 402.051905 \n", + "12972 Clear ... 505.021321 \n", + "12998 Rain ... 589.321980 \n", + "12999 Hail ... 619.037789 \n", + "13001 Cloudy ... 189.130487 \n", + "13004 Cloudy ... 35.630647 \n", + "13013 Sunny ... 69.239127 \n", + "13018 Sunny ... 533.935541 \n", + "13020 Rain ... 770.317580 \n", + "13024 Cloudy ... 276.902475 \n", + "13027 Cloudy ... 480.088926 \n", + "13029 Sunny ... 534.375826 \n", + "\n", + " Origin OriginAirportID \\\n", + "0 Frankfurt am Main Airport FRA \n", + "3 Naples International Airport NA01 \n", + "4 Licenciado Benito Juarez International Airport AICM \n", + "7 Ciampino___G. B. Pastine International Airport RM12 \n", + "8 Milano Linate Airport MI11 \n", + "15 Chengdu Shuangliu International Airport CTU \n", + "26 Helsinki Vantaa Airport HEL \n", + "28 New Chitose Airport CTS \n", + "30 Abu Dhabi International Airport AUH \n", + "32 Louisville International Standiford Field SDF \n", + "37 Treviso-Sant'Angelo Airport TV01 \n", + "44 Guangzhou Baiyun International Airport CAN \n", + "45 Miami International Airport MIA \n", + "46 Dubai International Airport DXB \n", + "47 Licenciado Benito Juarez International Airport AICM \n", + "50 Brisbane International Airport BNE \n", + "54 New Chitose Airport CTS \n", + "59 Chhatrapati Shivaji International Airport BOM \n", + "61 Beijing Capital International Airport PEK \n", + "66 Milano Linate Airport MI11 \n", + "67 Catania-Fontanarossa Airport CT03 \n", + "70 OR Tambo International Airport JNB \n", + "73 El Dorado International Airport BOG \n", + "80 Ataturk International Airport IST \n", + "95 Erie International Tom Ridge Field ERI \n", + "96 Ciampino___G. B. Pastine International Airport RM12 \n", + "98 Luis Munoz Marin International Airport SJU \n", + "100 London Luton Airport LTN \n", + "104 Itami Airport ITM \n", + "105 Shanghai Pudong International Airport PVG \n", + "... ... ... \n", + "12898 Brisbane International Airport BNE \n", + "12900 Bari Karol Wojty__a Airport BA02 \n", + "12906 Chhatrapati Shivaji International Airport BOM \n", + "12911 Shanghai Hongqiao International Airport SHA \n", + "12913 Brisbane International Airport BNE \n", + "12918 San Antonio International Airport SAT \n", + "12919 Ottawa Macdonald-Cartier International Airport YOW \n", + "12924 Leonardo da Vinci - Fiumicino Airport FCO \n", + "12932 Norfolk International Airport ORF \n", + "12933 Bari Karol Wojty__a Airport BA02 \n", + "12946 Incheon International Airport ICN \n", + "12947 Austin Straubel International Airport GRB \n", + "12951 Abu Dhabi International Airport AUH \n", + "12952 Lester B. Pearson International Airport YYZ \n", + "12956 Xi'an Xianyang International Airport XIY \n", + "12957 Sydney Kingsford Smith International Airport SYD \n", + "12958 El Dorado International Airport BOG \n", + "12959 Shanghai Hongqiao International Airport SHA \n", + "12965 Jeju International Airport CJU \n", + "12972 Indira Gandhi International Airport DEL \n", + "12998 Rajiv Gandhi International Airport HYD \n", + "12999 Abu Dhabi International Airport AUH \n", + "13001 Luis Munoz Marin International Airport SJU \n", + "13004 Leonardo da Vinci - Fiumicino Airport FCO \n", + "13013 Turin Airport TO11 \n", + "13018 El Dorado International Airport BOG \n", + "13020 London Gatwick Airport LGW \n", + "13024 London Gatwick Airport LGW \n", + "13027 Catania-Fontanarossa Airport CT03 \n", + "13029 Itami Airport ITM \n", + "\n", + " OriginCityName OriginCountry \\\n", + "0 Frankfurt am Main DE \n", + "3 Naples IT \n", + "4 Mexico City MX \n", + "7 Rome IT \n", + "8 Milan IT \n", + "15 Chengdu CN \n", + "26 Helsinki FI \n", + "28 Chitose / Tomakomai JP \n", + "30 Abu Dhabi AE \n", + "32 Louisville US \n", + "37 Treviso IT \n", + "44 Guangzhou CN \n", + "45 Miami US \n", + "46 Dubai AE \n", + "47 Mexico City MX \n", + "50 Brisbane AU \n", + "54 Chitose / Tomakomai JP \n", + "59 Mumbai IN \n", + "61 Beijing CN \n", + "66 Milan IT \n", + "67 Catania IT \n", + "70 Johannesburg ZA \n", + "73 Bogota CO \n", + "80 Istanbul TR \n", + "95 Erie US \n", + "96 Rome IT \n", + "98 San Juan PR \n", + "100 London GB \n", + "104 Osaka JP \n", + "105 Shanghai CN \n", + "... ... ... \n", + "12898 Brisbane AU \n", + "12900 Bari IT \n", + "12906 Mumbai IN \n", + "12911 Shanghai CN \n", + "12913 Brisbane AU \n", + "12918 San Antonio US \n", + "12919 Ottawa CA \n", + "12924 Rome IT \n", + "12932 Norfolk US \n", + "12933 Bari IT \n", + "12946 Seoul KR \n", + "12947 Green Bay US \n", + "12951 Abu Dhabi AE \n", + "12952 Toronto CA \n", + "12956 Xi'an CN \n", + "12957 Sydney AU \n", + "12958 Bogota CO \n", + "12959 Shanghai CN \n", + "12965 Jeju City KR \n", + "12972 New Delhi IN \n", + "12998 Hyderabad IN \n", + "12999 Abu Dhabi AE \n", + "13001 San Juan PR \n", + "13004 Rome IT \n", + "13013 Torino IT \n", + "13018 Bogota CO \n", + "13020 London GB \n", + "13024 London GB \n", + "13027 Catania IT \n", + "13029 Osaka JP \n", + "\n", + " OriginLocation OriginRegion \\\n", + "0 {'lat': '50.033333', 'lon': '8.570556'} DE-HE \n", + "3 {'lat': '40.886002', 'lon': '14.2908'} IT-72 \n", + "4 {'lat': '19.4363', 'lon': '-99.072098'} MX-DIF \n", + "7 {'lat': '41.7994', 'lon': '12.5949'} IT-62 \n", + "8 {'lat': '45.445099', 'lon': '9.27674'} IT-25 \n", + "15 {'lat': '30.57850075', 'lon': '103.9469986'} SE-BD \n", + "26 {'lat': '60.31719971', 'lon': '24.9633007'} FI-ES \n", + "28 {'lat': '42.77519989', 'lon': '141.6920013'} SE-BD \n", + "30 {'lat': '24.43300056', 'lon': '54.65110016'} SE-BD \n", + "32 {'lat': '38.1744', 'lon': '-85.736'} US-KY \n", + "37 {'lat': '45.648399', 'lon': '12.1944'} IT-34 \n", + "44 {'lat': '23.39240074', 'lon': '113.2990036'} SE-BD \n", + "45 {'lat': '25.79319954', 'lon': '-80.29060364'} US-FL \n", + "46 {'lat': '25.25279999', 'lon': '55.36439896'} SE-BD \n", + "47 {'lat': '19.4363', 'lon': '-99.072098'} MX-DIF \n", + "50 {'lat': '-27.38419914', 'lon': '153.1170044'} SE-BD \n", + "54 {'lat': '42.77519989', 'lon': '141.6920013'} SE-BD \n", + "59 {'lat': '19.08869934', 'lon': '72.86789703'} SE-BD \n", + "61 {'lat': '40.08010101', 'lon': '116.5849991'} SE-BD \n", + "66 {'lat': '45.445099', 'lon': '9.27674'} IT-25 \n", + "67 {'lat': '37.466801', 'lon': '15.0664'} IT-82 \n", + "70 {'lat': '-26.1392', 'lon': '28.246'} SE-BD \n", + "73 {'lat': '4.70159', 'lon': '-74.1469'} CO-CUN \n", + "80 {'lat': '40.97689819', 'lon': '28.81459999'} TR-34 \n", + "95 {'lat': '42.08312701', 'lon': '-80.17386675'} US-PA \n", + "96 {'lat': '41.7994', 'lon': '12.5949'} IT-62 \n", + "98 {'lat': '18.43939972', 'lon': '-66.00180054'} PR-U-A \n", + "100 {'lat': '51.87469864', 'lon': '-0.368333012'} GB-ENG \n", + "104 {'lat': '34.78549957', 'lon': '135.4380035'} SE-BD \n", + "105 {'lat': '31.14340019', 'lon': '121.8050003'} SE-BD \n", + "... ... ... \n", + "12898 {'lat': '-27.38419914', 'lon': '153.1170044'} SE-BD \n", + "12900 {'lat': '41.138901', 'lon': '16.760599'} IT-75 \n", + "12906 {'lat': '19.08869934', 'lon': '72.86789703'} SE-BD \n", + "12911 {'lat': '31.19790077', 'lon': '121.3359985'} SE-BD \n", + "12913 {'lat': '-27.38419914', 'lon': '153.1170044'} SE-BD \n", + "12918 {'lat': '29.53370094', 'lon': '-98.46980286'} US-TX \n", + "12919 {'lat': '45.32249832', 'lon': '-75.66919708'} CA-ON \n", + "12924 {'lat': '41.8002778', 'lon': '12.2388889'} SE-BD \n", + "12932 {'lat': '36.89459991', 'lon': '-76.20120239'} US-VA \n", + "12933 {'lat': '41.138901', 'lon': '16.760599'} IT-75 \n", + "12946 {'lat': '37.46910095', 'lon': '126.4509964'} SE-BD \n", + "12947 {'lat': '44.48509979', 'lon': '-88.12960052'} US-WI \n", + "12951 {'lat': '24.43300056', 'lon': '54.65110016'} SE-BD \n", + "12952 {'lat': '43.67720032', 'lon': '-79.63059998'} CA-ON \n", + "12956 {'lat': '34.447102', 'lon': '108.751999'} SE-BD \n", + "12957 {'lat': '-33.94609833', 'lon': '151.177002'} SE-BD \n", + "12958 {'lat': '4.70159', 'lon': '-74.1469'} SE-BD \n", + "12959 {'lat': '31.19790077', 'lon': '121.3359985'} SE-BD \n", + "12965 {'lat': '33.51129913', 'lon': '126.4929962'} SE-BD \n", + "12972 {'lat': '28.5665', 'lon': '77.103104'} SE-BD \n", + "12998 {'lat': '17.23131752', 'lon': '78.42985535'} SE-BD \n", + "12999 {'lat': '24.43300056', 'lon': '54.65110016'} SE-BD \n", + "13001 {'lat': '18.43939972', 'lon': '-66.00180054'} PR-U-A \n", + "13004 {'lat': '41.8002778', 'lon': '12.2388889'} SE-BD \n", + "13013 {'lat': '45.200802', 'lon': '7.64963'} IT-21 \n", + "13018 {'lat': '4.70159', 'lon': '-74.1469'} CO-CUN \n", + "13020 {'lat': '51.14810181', 'lon': '-0.190277994'} GB-ENG \n", + "13024 {'lat': '51.14810181', 'lon': '-0.190277994'} GB-ENG \n", + "13027 {'lat': '37.466801', 'lon': '15.0664'} IT-82 \n", + "13029 {'lat': '34.78549957', 'lon': '135.4380035'} SE-BD \n", + "\n", + " OriginWeather dayOfWeek timestamp \n", + "0 Sunny 0 2018-01-01 00:00:00 \n", + "3 Thunder & Lightning 0 2018-01-01 10:33:28 \n", + "4 Damaging Wind 0 2018-01-01 05:13:00 \n", + "7 Thunder & Lightning 0 2018-01-01 04:54:59 \n", + "8 Heavy Fog 0 2018-01-01 12:09:35 \n", + "15 Thunder & Lightning 0 2018-01-01 19:55:32 \n", + "26 Rain 0 2018-01-01 15:38:32 \n", + "28 Damaging Wind 0 2018-01-01 01:16:59 \n", + "30 Thunder & Lightning 0 2018-01-01 12:05:14 \n", + "32 Cloudy 0 2018-01-01 08:31:08 \n", + "37 Cloudy 0 2018-01-01 18:14:14 \n", + "44 Damaging Wind 0 2018-01-01 23:53:52 \n", + "45 Hail 0 2018-01-01 16:25:52 \n", + "46 Damaging Wind 0 2018-01-01 00:43:34 \n", + "47 Rain 0 2018-01-01 20:42:03 \n", + "50 Clear 0 2018-01-01 06:32:21 \n", + "54 Clear 0 2018-01-01 06:45:49 \n", + "59 Heavy Fog 0 2018-01-01 20:53:18 \n", + "61 Thunder & Lightning 0 2018-01-01 03:09:37 \n", + "66 Clear 0 2018-01-01 14:31:43 \n", + "67 Sunny 0 2018-01-01 03:52:02 \n", + "70 Rain 0 2018-01-01 21:07:29 \n", + "73 Damaging Wind 0 2018-01-01 22:45:41 \n", + "80 Cloudy 0 2018-01-01 12:32:27 \n", + "95 Hail 0 2018-01-01 00:06:27 \n", + "96 Clear 0 2018-01-01 13:01:33 \n", + "98 Sunny 0 2018-01-01 07:21:36 \n", + "100 Sunny 0 2018-01-01 07:36:58 \n", + "104 Cloudy 0 2018-01-01 13:47:02 \n", + "105 Cloudy 0 2018-01-01 18:53:56 \n", + "... ... ... ... \n", + "12898 Sunny 6 2018-02-11 22:58:25 \n", + "12900 Rain 6 2018-02-11 03:24:41 \n", + "12906 Thunder & Lightning 6 2018-02-11 06:19:58 \n", + "12911 Rain 6 2018-02-11 20:03:31 \n", + "12913 Heavy Fog 6 2018-02-11 19:40:16 \n", + "12918 Cloudy 6 2018-02-11 16:03:10 \n", + "12919 Clear 6 2018-02-11 05:36:05 \n", + "12924 Clear 6 2018-02-11 23:01:03 \n", + "12932 Hail 6 2018-02-11 05:34:41 \n", + "12933 Rain 6 2018-02-11 16:40:54 \n", + "12946 Thunder & Lightning 6 2018-02-11 11:11:47 \n", + "12947 Clear 6 2018-02-11 22:40:56 \n", + "12951 Sunny 6 2018-02-11 20:24:22 \n", + "12952 Cloudy 6 2018-02-11 03:52:56 \n", + "12956 Heavy Fog 6 2018-02-11 04:09:55 \n", + "12957 Damaging Wind 6 2018-02-11 08:25:54 \n", + "12958 Clear 6 2018-02-11 14:31:39 \n", + "12959 Rain 6 2018-02-11 04:21:39 \n", + "12965 Rain 6 2018-02-11 12:05:52 \n", + "12972 Hail 6 2018-02-11 01:42:46 \n", + "12998 Clear 6 2018-02-11 12:27:52 \n", + "12999 Clear 6 2018-02-11 03:54:56 \n", + "13001 Heavy Fog 6 2018-02-11 03:17:48 \n", + "13004 Heavy Fog 6 2018-02-11 06:36:31 \n", + "13013 Thunder & Lightning 6 2018-02-11 13:20:16 \n", + "13018 Damaging Wind 6 2018-02-11 04:47:00 \n", + "13020 Clear 6 2018-02-11 23:50:12 \n", + "13024 Rain 6 2018-02-11 11:45:58 \n", + "13027 Hail 6 2018-02-11 13:32:15 \n", + "13029 Sunny 6 2018-02-11 20:10:13 \n", + "\n", + "[3234 rows x 27 columns]" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pd_flights[pd_flights.Carrier=='Kibana Airlines']" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "pd_flights[pd_flights.Carrier.match('Kibana')]" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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AvgTicketPriceCancelledCarrierDestDestAirportIDDestCityNameDestCountryDestLocationDestRegionDestWeather...FlightTimeMinOriginOriginAirportIDOriginCityNameOriginCountryOriginLocationOriginRegionOriginWeatherdayOfWeektimestamp
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AvgTicketPriceCancelledCarrierDestDestAirportIDDestCityNameDestCountryDestLocationDestRegionDestWeather...FlightTimeMinOriginOriginAirportIDOriginCityNameOriginCountryOriginLocationOriginRegionOriginWeatherdayOfWeektimestamp
0841.265642FalseKibana AirlinesSydney Kingsford Smith International AirportSYDSydneyAU{'lat': '-33.94609833', 'lon': '151.177002'}SE-BDRain...1030.770416Frankfurt am Main AirportFRAFrankfurt am MainDE{'lat': '50.033333', 'lon': '8.570556'}DE-HESunny02018-01-01 00:00:00
1882.982662FalseLogstash AirwaysVenice Marco Polo AirportVE05VeniceIT{'lat': '45.505299', 'lon': '12.3519'}IT-34Sunny...464.389481Cape Town International AirportCPTCape TownZA{'lat': '-33.96480179', 'lon': '18.60169983'}SE-BDClear02018-01-01 18:27:00
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" + ], + "text/plain": [ + " AvgTicketPrice Cancelled Carrier \\\n", + "0 841.265642 False Kibana Airlines \n", + "1 882.982662 False Logstash Airways \n", + "\n", + " Dest DestAirportID DestCityName \\\n", + "0 Sydney Kingsford Smith International Airport SYD Sydney \n", + "1 Venice Marco Polo Airport VE05 Venice \n", + "\n", + " DestCountry DestLocation DestRegion \\\n", + "0 AU {'lat': '-33.94609833', 'lon': '151.177002'} SE-BD \n", + "1 IT {'lat': '45.505299', 'lon': '12.3519'} IT-34 \n", + "\n", + " DestWeather ... FlightTimeMin Origin \\\n", + "0 Rain ... 1030.770416 Frankfurt am Main Airport \n", + "1 Sunny ... 464.389481 Cape Town International Airport \n", + "\n", + " OriginAirportID OriginCityName OriginCountry \\\n", + "0 FRA Frankfurt am Main DE \n", + "1 CPT Cape Town ZA \n", + "\n", + " OriginLocation OriginRegion OriginWeather \\\n", + "0 {'lat': '50.033333', 'lon': '8.570556'} DE-HE Sunny \n", + "1 {'lat': '-33.96480179', 'lon': '18.60169983'} SE-BD Clear \n", + "\n", + " dayOfWeek timestamp \n", + "0 0 2018-01-01 00:00:00 \n", + "1 0 2018-01-01 18:27:00 \n", + "\n", + "[2 rows x 27 columns]" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ed_iloc2" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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AvgTicketPriceCancelledCarrierDestDestAirportIDDestCityNameDestCountryDestLocationDestRegionDestWeather...FlightTimeMinOriginOriginAirportIDOriginCityNameOriginCountryOriginLocationOriginRegionOriginWeatherdayOfWeektimestamp
0841.265642FalseKibana AirlinesSydney Kingsford Smith International AirportSYDSydneyAU{'lat': '-33.94609833', 'lon': '151.177002'}SE-BDRain...1030.770416Frankfurt am Main AirportFRAFrankfurt am MainDE{'lat': '50.033333', 'lon': '8.570556'}DE-HESunny02018-01-01 00:00:00
1882.982662FalseLogstash AirwaysVenice Marco Polo AirportVE05VeniceIT{'lat': '45.505299', 'lon': '12.3519'}IT-34Sunny...464.389481Cape Town International AirportCPTCape TownZA{'lat': '-33.96480179', 'lon': '18.60169983'}SE-BDClear02018-01-01 18:27:00
2190.636904FalseLogstash AirwaysVenice Marco Polo AirportVE05VeniceIT{'lat': '45.505299', 'lon': '12.3519'}IT-34Cloudy...0.000000Venice Marco Polo AirportVE05VeniceIT{'lat': '45.505299', 'lon': '12.3519'}IT-34Rain02018-01-01 17:11:14
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" + ], + "text/plain": [ + " AvgTicketPrice Cancelled Carrier \\\n", + "0 841.265642 False Kibana Airlines \n", + "1 882.982662 False Logstash Airways \n", + "2 190.636904 False Logstash Airways \n", + "\n", + " Dest DestAirportID DestCityName \\\n", + "0 Sydney Kingsford Smith International Airport SYD Sydney \n", + "1 Venice Marco Polo Airport VE05 Venice \n", + "2 Venice Marco Polo Airport VE05 Venice \n", + "\n", + " DestCountry DestLocation DestRegion \\\n", + "0 AU {'lat': '-33.94609833', 'lon': '151.177002'} SE-BD \n", + "1 IT {'lat': '45.505299', 'lon': '12.3519'} IT-34 \n", + "2 IT {'lat': '45.505299', 'lon': '12.3519'} IT-34 \n", + "\n", + " DestWeather ... FlightTimeMin Origin \\\n", + "0 Rain ... 1030.770416 Frankfurt am Main Airport \n", + "1 Sunny ... 464.389481 Cape Town International Airport \n", + "2 Cloudy ... 0.000000 Venice Marco Polo Airport \n", + "\n", + " OriginAirportID OriginCityName OriginCountry \\\n", + "0 FRA Frankfurt am Main DE \n", + "1 CPT Cape Town ZA \n", + "2 VE05 Venice IT \n", + "\n", + " OriginLocation OriginRegion OriginWeather \\\n", + "0 {'lat': '50.033333', 'lon': '8.570556'} DE-HE Sunny \n", + "1 {'lat': '-33.96480179', 'lon': '18.60169983'} SE-BD Clear \n", + "2 {'lat': '45.505299', 'lon': '12.3519'} IT-34 Rain \n", + "\n", + " dayOfWeek timestamp \n", + "0 0 2018-01-01 00:00:00 \n", + "1 0 2018-01-01 18:27:00 \n", + "2 0 2018-01-01 17:11:14 \n", + "\n", + "[3 rows x 27 columns]" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ed_iloc3" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ed_iloc4" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "index_pattern: flights\n", + "Index:\n", + "\tindex_field: _id\n", + "\tis_source_field: False\n", + "Mappings:\n", + "\tcapabilities: _source es_dtype pd_dtype searchable \\\n", + "AvgTicketPrice True float float64 True \n", + "Cancelled True boolean bool True \n", + "Carrier True keyword object True \n", + "Dest True keyword object True \n", + "DestAirportID True keyword object True \n", + "DestCityName True keyword object True \n", + "DestCountry True keyword object True \n", + "DestLocation True geo_point object True \n", + "DestRegion True keyword object True \n", + "DestWeather True keyword object True \n", + "DistanceKilometers True float float64 True \n", + "DistanceMiles True float float64 True \n", + "FlightDelay True boolean bool True \n", + "FlightDelayMin True integer int64 True \n", + "FlightDelayType True keyword object True \n", + "FlightNum True keyword object True \n", + "FlightTimeHour True float float64 True \n", + "FlightTimeMin True float float64 True \n", + "Origin True keyword object True \n", + "OriginAirportID True keyword object True \n", + "OriginCityName True keyword object True \n", + "OriginCountry True keyword object True \n", + "OriginLocation True geo_point object True \n", + "OriginRegion True keyword object True \n", + "OriginWeather True keyword object True \n", + "dayOfWeek True integer int64 True \n", + "timestamp True date datetime64[ns] True \n", + "\n", + " aggregatable \n", + "AvgTicketPrice True \n", + "Cancelled True \n", + "Carrier True \n", + "Dest True \n", + "DestAirportID True \n", + "DestCityName True \n", + "DestCountry True \n", + "DestLocation True \n", + "DestRegion True \n", + "DestWeather True \n", + "DistanceKilometers True \n", + "DistanceMiles True \n", + "FlightDelay True \n", + "FlightDelayMin True \n", + "FlightDelayType True \n", + "FlightNum True \n", + "FlightTimeHour True \n", + "FlightTimeMin True \n", + "Origin True \n", + "OriginAirportID True \n", + "OriginCityName True \n", + "OriginCountry True \n", + "OriginLocation True \n", + "OriginRegion True \n", + "OriginWeather True \n", + "dayOfWeek True \n", + "timestamp True \n", + "Operations:\n", + "\ttasks: [('iloc', (Int64Index([0, 2], dtype='int64'), Int64Index([1, 3], dtype='int64')))]\n", + "\tsize: 3\n", + "\tsort_params: None\n", + "\tcolumns: None\n", + "\tpost_processing: [('iloc', (Int64Index([0, 2], dtype='int64'), Int64Index([1, 3], dtype='int64')))]\n", + "\n" + ] + } + ], + "source": [ + "print(ed_iloc6.info_es())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ed_iloc7" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ed_iloc8" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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AvgTicketPriceCancelledCarrierDestDestAirportIDDestCityNameDestCountryDestLocationDestRegionDestWeather...FlightTimeMinOriginOriginAirportIDOriginCityNameOriginCountryOriginLocationOriginRegionOriginWeatherdayOfWeektimestamp
0841.265642FalseKibana AirlinesSydney Kingsford Smith International AirportSYDSydneyAU{'lat': '-33.94609833', 'lon': '151.177002'}SE-BDRain...1030.770416Frankfurt am Main AirportFRAFrankfurt am MainDE{'lat': '50.033333', 'lon': '8.570556'}DE-HESunny02018-01-01 00:00:00
2190.636904FalseLogstash AirwaysVenice Marco Polo AirportVE05VeniceIT{'lat': '45.505299', 'lon': '12.3519'}IT-34Cloudy...0.000000Venice Marco Polo AirportVE05VeniceIT{'lat': '45.505299', 'lon': '12.3519'}IT-34Rain02018-01-01 17:11:14
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3 rows x 27 columns

" + ], + "text/plain": [ + " AvgTicketPrice Cancelled Carrier \\\n", + "0 841.265642 False Kibana Airlines \n", + "2 190.636904 False Logstash Airways \n", + "\n", + " Dest DestAirportID DestCityName \\\n", + "0 Sydney Kingsford Smith International Airport SYD Sydney \n", + "2 Venice Marco Polo Airport VE05 Venice \n", + "\n", + " DestCountry DestLocation DestRegion \\\n", + "0 AU {'lat': '-33.94609833', 'lon': '151.177002'} SE-BD \n", + "2 IT {'lat': '45.505299', 'lon': '12.3519'} IT-34 \n", + "\n", + " DestWeather ... FlightTimeMin Origin OriginAirportID \\\n", + "0 Rain ... 1030.770416 Frankfurt am Main Airport FRA \n", + "2 Cloudy ... 0.000000 Venice Marco Polo Airport VE05 \n", + "\n", + " OriginCityName OriginCountry OriginLocation \\\n", + "0 Frankfurt am Main DE {'lat': '50.033333', 'lon': '8.570556'} \n", + "2 Venice IT {'lat': '45.505299', 'lon': '12.3519'} \n", + "\n", + " OriginRegion OriginWeather dayOfWeek timestamp \n", + "0 DE-HE Sunny 0 2018-01-01 00:00:00 \n", + "2 IT-34 Rain 0 2018-01-01 17:11:14 \n", + "\n", + "[3 rows x 27 columns]" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ed_iloc9" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [], + "source": [ + "pd_col0 = pd_flights.drop(['Carrier', 'DestCityName'], axis=1)\n", + "pd_col1 = pd_flights.drop(columns=['Carrier', 'DestCityName'])\n", + "\n", + "ed_col0 = ed_flights.drop(['Carrier', 'DestCityName'], axis=1)\n", + "ed_col1 = ed_flights.drop(columns=['Carrier', 'DestCityName'])" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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AvgTicketPriceCancelledDestDestAirportIDDestCountryDestLocationDestRegionDestWeatherDistanceKilometersDistanceMiles...FlightTimeMinOriginOriginAirportIDOriginCityNameOriginCountryOriginLocationOriginRegionOriginWeatherdayOfWeektimestamp
0841.265642FalseSydney Kingsford Smith International AirportSYDAU{'lat': '-33.94609833', 'lon': '151.177002'}SE-BDRain16492.32665410247.856676...1030.770416Frankfurt am Main AirportFRAFrankfurt am MainDE{'lat': '50.033333', 'lon': '8.570556'}DE-HESunny02018-01-01 00:00:00
1882.982662FalseVenice Marco Polo AirportVE05IT{'lat': '45.505299', 'lon': '12.3519'}IT-34Sunny8823.4001405482.606665...464.389481Cape Town International AirportCPTCape TownZA{'lat': '-33.96480179', 'lon': '18.60169983'}SE-BDClear02018-01-01 18:27:00
2190.636904FalseVenice Marco Polo AirportVE05IT{'lat': '45.505299', 'lon': '12.3519'}IT-34Cloudy0.0000000.000000...0.000000Venice Marco Polo AirportVE05VeniceIT{'lat': '45.505299', 'lon': '12.3519'}IT-34Rain02018-01-01 17:11:14
3181.694216TrueTreviso-Sant'Angelo AirportTV01IT{'lat': '45.648399', 'lon': '12.1944'}IT-34Clear555.737767345.319439...222.749059Naples International AirportNA01NaplesIT{'lat': '40.886002', 'lon': '14.2908'}IT-72Thunder & Lightning02018-01-01 10:33:28
4730.041778FalseXi'an Xianyang International AirportXIYCN{'lat': '34.447102', 'lon': '108.751999'}SE-BDClear13358.2442008300.428125...785.779071Licenciado Benito Juarez International AirportAICMMexico CityMX{'lat': '19.4363', 'lon': '-99.072098'}MX-DIFDamaging Wind02018-01-01 05:13:00
5418.152089FalseGenoa Cristoforo Colombo AirportGE01IT{'lat': '44.4133', 'lon': '8.8375'}IT-42Thunder & Lightning7871.8088134891.315227...393.590441Edmonton International AirportCYEGEdmontonCA{'lat': '53.30970001', 'lon': '-113.5800018'}CA-ABRain02018-01-01 01:43:03
6180.246816FalseZurich AirportZRHCH{'lat': '47.464699', 'lon': '8.54917'}CH-ZHHail0.0000000.000000...300.000000Zurich AirportZRHZurichCH{'lat': '47.464699', 'lon': '8.54917'}CH-ZHClear02018-01-01 13:49:53
7585.184310FalseOttawa Macdonald-Cartier International AirportYOWCA{'lat': '45.32249832', 'lon': '-75.66919708'}CA-ONClear6764.3672844203.182964...614.942480Ciampino___G. B. Pastine International AirportRM12RomeIT{'lat': '41.7994', 'lon': '12.5949'}IT-62Thunder & Lightning02018-01-01 04:54:59
8960.869736TrueRajiv Gandhi International AirportHYDIN{'lat': '17.23131752', 'lon': '78.42985535'}SE-BDCloudy7044.3670894377.166777...602.030591Milano Linate AirportMI11MilanIT{'lat': '45.445099', 'lon': '9.27674'}IT-25Heavy Fog02018-01-01 12:09:35
9296.877773FalseTreviso-Sant'Angelo AirportTV01IT{'lat': '45.648399', 'lon': '12.1944'}IT-34Rain2097.8665951303.553868...174.822216Sheremetyevo International AirportSVOMoscowRU{'lat': '55.972599', 'lon': '37.4146'}RU-MOSCloudy02018-01-01 12:09:35
10906.437948FalseHelsinki Vantaa AirportHELFI{'lat': '60.31719971', 'lon': '24.9633007'}FI-ESRain8551.7678935313.822211...503.045170Albuquerque International Sunport AirportABQAlbuquerqueUS{'lat': '35.040199', 'lon': '-106.609001'}US-NMRain02018-01-01 22:06:14
11704.463771FalseVienna International AirportVIEAT{'lat': '48.11029816', 'lon': '16.56970024'}AT-9Cloudy432.900221268.991727...36.075018Venice Marco Polo AirportVE05VeniceIT{'lat': '45.505299', 'lon': '12.3519'}IT-34Rain02018-01-01 11:52:34
12922.499077TrueShanghai Pudong International AirportPVGCN{'lat': '31.14340019', 'lon': '121.8050003'}SE-BDClear12915.5994288025.381415...679.768391Licenciado Benito Juarez International AirportAICMMexico CityMX{'lat': '19.4363', 'lon': '-99.072098'}MX-DIFHeavy Fog02018-01-01 02:13:46
13374.959276FalseOttawa Macdonald-Cartier International AirportYOWCA{'lat': '45.32249832', 'lon': '-75.66919708'}CA-ONRain6938.7839264311.560441...330.418282Naples International AirportNA01NaplesIT{'lat': '40.886002', 'lon': '14.2908'}IT-72Rain02018-01-01 14:21:13
14552.917371FalseLuis Munoz Marin International AirportSJUPR{'lat': '18.43939972', 'lon': '-66.00180054'}PR-U-AClear7735.7555824806.775669...407.145031Ciampino___G. B. Pastine International AirportRM12RomeIT{'lat': '41.7994', 'lon': '12.5949'}IT-62Cloudy02018-01-01 17:42:53
15566.487557TrueCologne Bonn AirportCGNDE{'lat': '50.86589813', 'lon': '7.142739773'}DE-NWSunny7880.5518944896.747926...656.712658Chengdu Shuangliu International AirportCTUChengduCN{'lat': '30.57850075', 'lon': '103.9469986'}SE-BDThunder & Lightning02018-01-01 19:55:32
16989.952787TrueVenice Marco Polo AirportVE05IT{'lat': '45.505299', 'lon': '12.3519'}IT-34Damaging Wind10049.3943426244.404143...773.030334Licenciado Benito Juarez International AirportAICMMexico CityMX{'lat': '19.4363', 'lon': '-99.072098'}MX-DIFThunder & Lightning02018-01-01 07:49:27
17569.613255FalseMinistro Pistarini International AirportEZEAR{'lat': '-34.8222', 'lon': '-58.5358'}SE-BDCloudy8771.3199625450.245542...704.716920Cleveland Hopkins International AirportCLEClevelandUS{'lat': '41.4117012', 'lon': '-81.84980011'}US-OHRain02018-01-01 01:30:47
18277.429707FalseShanghai Pudong International AirportPVGCN{'lat': '31.14340019', 'lon': '121.8050003'}SE-BDClear6763.2019334202.458849...355.957996Olenya Air BaseXLMOOlenegorskRU{'lat': '68.15180206', 'lon': '33.46390152'}RU-MURHail02018-01-01 07:58:17
19772.100846FalseIndira Gandhi International AirportDELIN{'lat': '28.5665', 'lon': '77.103104'}SE-BDClear12081.8348027507.304095...875.114675Casper-Natrona County International AirportCPRCasperUS{'lat': '42.90800095', 'lon': '-106.4639969'}US-WYCloudy02018-01-01 00:02:06
20167.599922FalseWichita Mid Continent AirportICTUS{'lat': '37.64989853', 'lon': '-97.43309784'}US-KSClear1553.304538965.178693...373.966883Erie International Tom Ridge FieldERIErieUS{'lat': '42.08312701', 'lon': '-80.17386675'}US-PACloudy02018-01-01 01:08:20
21253.210065FalseOttawa Macdonald-Cartier International AirportYOWCA{'lat': '45.32249832', 'lon': '-75.66919708'}CA-ONHail528.680104328.506586...130.667700Newark Liberty International AirportEWRNewarkUS{'lat': '40.69250107', 'lon': '-74.16870117'}US-NJClear02018-01-01 01:08:20
22917.247620FalseItami AirportITMJP{'lat': '34.78549957', 'lon': '135.4380035'}SE-BDDamaging Wind8617.4296535354.622538...574.495310Copenhagen Kastrup AirportCPHCopenhagenDK{'lat': '55.61790085', 'lon': '12.65600014'}DK-84Sunny02018-01-01 07:48:35
23451.591176FalseVienna International AirportVIEAT{'lat': '48.11029816', 'lon': '16.56970024'}AT-9Heavy Fog8695.9341445403.402966...579.728943Seattle Tacoma International AirportSEASeattleUS{'lat': '47.44900131', 'lon': '-122.3089981'}US-WAHeavy Fog02018-01-01 18:57:21
24307.067201FalseCharles de Gaulle International AirportCDGFR{'lat': '49.01279831', 'lon': '2.549999952'}FR-JClear852.672891529.826371...50.157229Berlin-Tegel AirportTXLBerlinDE{'lat': '52.5597', 'lon': '13.2877'}DE-BERain02018-01-01 13:18:25
25268.241596FalseNarita International AirportNRTJP{'lat': '35.76470184', 'lon': '140.3860016'}SE-BDRain9496.2135935900.673562...527.567422Manchester AirportMANManchesterGB{'lat': '53.35369873', 'lon': '-2.274950027'}GB-ENGThunder & Lightning02018-01-01 08:20:35
26975.812632TrueItami AirportITMJP{'lat': '34.78549957', 'lon': '135.4380035'}SE-BDHail7725.1952794800.213801...386.259764Helsinki Vantaa AirportHELHelsinkiFI{'lat': '60.31719971', 'lon': '24.9633007'}FI-ESRain02018-01-01 15:38:32
27134.214546FalseSan Diego International AirportSANUS{'lat': '32.73360062', 'lon': '-117.1900024'}US-CAClear489.593006304.218990...24.479650Phoenix Sky Harbor International AirportPHXPhoenixUS{'lat': '33.43429947', 'lon': '-112.012001'}US-AZClear02018-01-01 03:08:45
28988.897564FalseVerona Villafranca AirportVR10IT{'lat': '45.395699', 'lon': '10.8885'}IT-34Sunny9093.6165225650.511340...568.351033New Chitose AirportCTSChitose / TomakomaiJP{'lat': '42.77519989', 'lon': '141.6920013'}SE-BDDamaging Wind02018-01-01 01:16:59
29511.067220FalseZurich AirportZRHCH{'lat': '47.464699', 'lon': '8.54917'}CH-ZHRain8091.8946805028.070245...425.889194Tulsa International AirportTULTulsaUS{'lat': '36.19839859', 'lon': '-95.88809967'}US-OKRain02018-01-01 18:00:59
..................................................................
13029795.905278FalseMalpensa International AirportMI12IT{'lat': '45.6306', 'lon': '8.72811'}IT-25Sunny9618.7648765976.823399...534.375826Itami AirportITMOsakaJP{'lat': '34.78549957', 'lon': '135.4380035'}SE-BDSunny62018-02-11 20:10:13
13030863.388068FalseXi'an Xianyang International AirportXIYCN{'lat': '34.447102', 'lon': '108.751999'}SE-BDDamaging Wind2823.4526611754.412146...141.172633Tokyo Haneda International AirportHNDTokyoJP{'lat': '35.552299', 'lon': '139.779999'}SE-BDClear62018-02-11 18:59:53
13031575.183008FalseSavannah Hilton Head International AirportSAVUS{'lat': '32.12760162', 'lon': '-81.20210266'}US-GAThunder & Lightning13250.1929578233.288195...1113.137060OR Tambo International AirportJNBJohannesburgZA{'lat': '-26.1392', 'lon': '28.246'}SE-BDHail62018-02-11 00:57:48
13032817.368952FalseSyracuse Hancock International AirportSYRUS{'lat': '43.11119843', 'lon': '-76.10630035'}US-NYRain4259.5783682646.779289...714.964864El Dorado International AirportBOGBogotaCO{'lat': '4.70159', 'lon': '-74.1469'}CO-CUNThunder & Lightning62018-02-11 12:02:49
13033579.582455FalseTampa International AirportTPAUS{'lat': '27.97550011', 'lon': '-82.53320313'}US-FLRain4463.6518752773.584687...234.929046Jorge Chavez International AirportLIMLimaPE{'lat': '-12.0219', 'lon': '-77.114304'}SE-BDThunder & Lightning62018-02-11 02:07:40
130341004.916638FalseOlenya Air BaseXLMORU{'lat': '68.15180206', 'lon': '33.46390152'}RU-MURClear6322.7493143928.774279...526.895776Gimpo International AirportGMPSeoulKR{'lat': '37.5583', 'lon': '126.791'}SE-BDSunny62018-02-11 00:35:04
13035357.562842TrueShanghai Pudong International AirportPVGCN{'lat': '31.14340019', 'lon': '121.8050003'}SE-BDThunder & Lightning0.0000000.000000...0.000000Shanghai Pudong International AirportPVGShanghaiCN{'lat': '31.14340019', 'lon': '121.8050003'}SE-BDThunder & Lightning62018-02-11 11:19:12
13036429.580539FalseVenice Marco Polo AirportVE05IT{'lat': '45.505299', 'lon': '12.3519'}IT-34Sunny0.0000000.000000...150.000000Venice Marco Polo AirportVE05VeniceIT{'lat': '45.505299', 'lon': '12.3519'}IT-34Cloudy62018-02-11 15:07:11
13037729.788171TrueVienna International AirportVIEAT{'lat': '48.11029816', 'lon': '16.56970024'}AT-9Rain7240.2829104498.903224...691.944839Ukrainka Air BaseXHBUBelogorskRU{'lat': '51.169997', 'lon': '128.445007'}RU-AMUDamaging Wind62018-02-11 10:24:42
13038564.897695FalsePisa International AirportPI05IT{'lat': '43.683899', 'lon': '10.3927'}IT-52Heavy Fog7943.4227434935.814060...567.387339OR Tambo International AirportJNBJohannesburgZA{'lat': '-26.1392', 'lon': '28.246'}SE-BDDamaging Wind62018-02-11 00:42:06
130391014.052787FalseVienna International AirportVIEAT{'lat': '48.11029816', 'lon': '16.56970024'}AT-9Thunder & Lightning6481.1079214027.173756...690.092327Montreal / Pierre Elliott Trudeau Internationa...YULMontrealCA{'lat': '45.47060013', 'lon': '-73.74079895'}CA-QCThunder & Lightning62018-02-11 10:56:31
13040455.243843FalseLondon Luton AirportLTNGB{'lat': '51.87469864', 'lon': '-0.368333012'}GB-ENGCloudy45.42440028.225414...3.028293London Heathrow AirportLHRLondonGB{'lat': '51.4706', 'lon': '-0.461941'}GB-ENGClear62018-02-11 00:39:37
13041611.370232FalseJorge Chavez International AirportLIMPE{'lat': '-12.0219', 'lon': '-77.114304'}SE-BDSunny6777.5106174211.349853...338.875531Casper-Natrona County International AirportCPRCasperUS{'lat': '42.90800095', 'lon': '-106.4639969'}US-WYRain62018-02-11 10:24:30
13042595.961285FalseOttawa Macdonald-Cartier International AirportYOWCA{'lat': '45.32249832', 'lon': '-75.66919708'}CA-ONClear6002.0733863729.515496...375.129587Frankfurt am Main AirportFRAFrankfurt am MainDE{'lat': '50.033333', 'lon': '8.570556'}DE-HEClear62018-02-11 09:02:07
13043782.747648FalseXi'an Xianyang International AirportXIYCN{'lat': '34.447102', 'lon': '108.751999'}SE-BDClear2823.4526611754.412146...156.858481Tokyo Haneda International AirportHNDTokyoJP{'lat': '35.552299', 'lon': '139.779999'}SE-BDThunder & Lightning62018-02-11 04:45:06
13044891.117221FalseWinnipeg / James Armstrong Richardson Internat...YWGCA{'lat': '49.90999985', 'lon': '-97.23989868'}CA-MBClear7436.2355984620.662579...354.106457Vienna International AirportVIEViennaAT{'lat': '48.11029816', 'lon': '16.56970024'}AT-9Thunder & Lightning62018-02-11 00:51:14
13045587.169921FalseBrisbane International AirportBNEAU{'lat': '-27.38419914', 'lon': '153.1170044'}SE-BDRain16197.41427310064.606618...771.305442Amsterdam Airport SchipholAMSAmsterdamNL{'lat': '52.30860138', 'lon': '4.76388979'}NL-NHSunny62018-02-11 05:41:51
13046739.132165FalseXi'an Xianyang International AirportXIYCN{'lat': '34.447102', 'lon': '108.751999'}SE-BDRain10316.1558666410.162070...542.955572Winnipeg / James Armstrong Richardson Internat...YWGWinnipegCA{'lat': '49.90999985', 'lon': '-97.23989868'}CA-MBHail62018-02-11 10:02:21
13047605.191876FalsePortland International Jetport AirportPWMUS{'lat': '43.64619827', 'lon': '-70.30930328'}US-METhunder & Lightning11291.9971457016.521729...564.599857Jeju International AirportCJUJeju CityKR{'lat': '33.51129913', 'lon': '126.4929962'}SE-BDCloudy62018-02-11 15:55:10
13048361.767659TrueDubai International AirportDXBAE{'lat': '25.25279999', 'lon': '55.36439896'}SE-BDSunny0.0000000.000000...180.000000Dubai International AirportDXBDubaiAE{'lat': '25.25279999', 'lon': '55.36439896'}SE-BDHail62018-02-11 04:11:14
13049662.306992FalseWinnipeg / James Armstrong Richardson Internat...YWGCA{'lat': '49.90999985', 'lon': '-97.23989868'}CA-MBHeavy Fog10131.2252956295.251540...835.954429Ministro Pistarini International AirportEZEBuenos AiresAR{'lat': '-34.8222', 'lon': '-58.5358'}AR-BSunny62018-02-11 10:13:32
13050630.779526FalseHelsinki Vantaa AirportHELFI{'lat': '60.31719971', 'lon': '24.9633007'}FI-ESSunny6324.5789513929.911163...451.755639Beijing Capital International AirportPEKBeijingCN{'lat': '40.08010101', 'lon': '116.5849991'}SE-BDCloudy62018-02-11 11:23:23
13051937.771279TrueLester B. Pearson International AirportYYZCA{'lat': '43.67720032', 'lon': '-79.63059998'}CA-ONSunny7104.3219984414.421030...507.451571Leonardo da Vinci___Fiumicino AirportRM11RomeIT{'lat': '41.8002778', 'lon': '12.2388889'}IT-62Hail62018-02-11 01:13:50
130521085.155339FalseMelbourne International AirportMELAU{'lat': '-37.673302', 'lon': '144.843002'}SE-BDCloudy16100.12019710004.150882...1044.451122Bologna Guglielmo Marconi AirportBO08BolognaIT{'lat': '44.5354', 'lon': '11.2887'}IT-45Cloudy62018-02-11 18:35:42
130531191.964104FalseZurich AirportZRHCH{'lat': '47.464699', 'lon': '8.54917'}CH-ZHHail5899.4544653665.751055...728.715904Portland International Jetport AirportPWMPortlandUS{'lat': '43.64619827', 'lon': '-70.30930328'}US-MEClear62018-02-11 19:02:10
130541080.446279FalseXi'an Xianyang International AirportXIYCN{'lat': '34.447102', 'lon': '108.751999'}SE-BDRain8058.5817535007.370551...402.929088Pisa International AirportPI05PisaIT{'lat': '43.683899', 'lon': '10.3927'}IT-52Sunny62018-02-11 20:42:25
13055646.612941FalseZurich AirportZRHCH{'lat': '47.464699', 'lon': '8.54917'}CH-ZHRain7088.5983224404.650791...644.418029Winnipeg / James Armstrong Richardson Internat...YWGWinnipegCA{'lat': '49.90999985', 'lon': '-97.23989868'}CA-MBRain62018-02-11 01:41:57
13056997.751876FalseUkrainka Air BaseXHBURU{'lat': '51.169997', 'lon': '128.445007'}RU-AMURain10920.6529726785.779157...937.540811Licenciado Benito Juarez International AirportAICMMexico CityMX{'lat': '19.4363', 'lon': '-99.072098'}MX-DIFSunny62018-02-11 04:09:27
130571102.814465FalseMinistro Pistarini International AirportEZEAR{'lat': '-34.8222', 'lon': '-58.5358'}SE-BDHail18748.85964711650.001272...1697.404971Itami AirportITMOsakaJP{'lat': '34.78549957', 'lon': '135.4380035'}SE-BDHail62018-02-11 08:28:21
13058858.144337FalseWashington Dulles International AirportIADUS{'lat': '38.94449997', 'lon': '-77.45580292'}US-DCHeavy Fog16809.14192310444.716557...1610.761827Adelaide International AirportADLAdelaideAU{'lat': '-34.945', 'lon': '138.531006'}SE-BDRain62018-02-11 14:54:34
\n", + "

13059 rows × 25 columns

\n", + "
" + ], + "text/plain": [ + " AvgTicketPrice Cancelled \\\n", + "0 841.265642 False \n", + "1 882.982662 False \n", + "2 190.636904 False \n", + "3 181.694216 True \n", + "4 730.041778 False \n", + "5 418.152089 False \n", + "6 180.246816 False \n", + "7 585.184310 False \n", + "8 960.869736 True \n", + "9 296.877773 False \n", + "10 906.437948 False \n", + "11 704.463771 False \n", + "12 922.499077 True \n", + "13 374.959276 False \n", + "14 552.917371 False \n", + "15 566.487557 True \n", + "16 989.952787 True \n", + "17 569.613255 False \n", + "18 277.429707 False \n", + "19 772.100846 False \n", + "20 167.599922 False \n", + "21 253.210065 False \n", + "22 917.247620 False \n", + "23 451.591176 False \n", + "24 307.067201 False \n", + "25 268.241596 False \n", + "26 975.812632 True \n", + "27 134.214546 False \n", + "28 988.897564 False \n", + "29 511.067220 False \n", + "... ... ... \n", + "13029 795.905278 False \n", + "13030 863.388068 False \n", + "13031 575.183008 False \n", + "13032 817.368952 False \n", + "13033 579.582455 False \n", + "13034 1004.916638 False \n", + "13035 357.562842 True \n", + "13036 429.580539 False \n", + "13037 729.788171 True \n", + "13038 564.897695 False \n", + "13039 1014.052787 False \n", + "13040 455.243843 False \n", + "13041 611.370232 False \n", + "13042 595.961285 False \n", + "13043 782.747648 False \n", + "13044 891.117221 False \n", + "13045 587.169921 False \n", + "13046 739.132165 False \n", + "13047 605.191876 False \n", + "13048 361.767659 True \n", + "13049 662.306992 False \n", + "13050 630.779526 False \n", + "13051 937.771279 True \n", + "13052 1085.155339 False \n", + "13053 1191.964104 False \n", + "13054 1080.446279 False \n", + "13055 646.612941 False \n", + "13056 997.751876 False \n", + "13057 1102.814465 False \n", + "13058 858.144337 False \n", + "\n", + " Dest DestAirportID \\\n", + "0 Sydney Kingsford Smith International Airport SYD \n", + "1 Venice Marco Polo Airport VE05 \n", + "2 Venice Marco Polo Airport VE05 \n", + "3 Treviso-Sant'Angelo Airport TV01 \n", + "4 Xi'an Xianyang International Airport XIY \n", + "5 Genoa Cristoforo Colombo Airport GE01 \n", + "6 Zurich Airport ZRH \n", + "7 Ottawa Macdonald-Cartier International Airport YOW \n", + "8 Rajiv Gandhi International Airport HYD \n", + "9 Treviso-Sant'Angelo Airport TV01 \n", + "10 Helsinki Vantaa Airport HEL \n", + "11 Vienna International Airport VIE \n", + "12 Shanghai Pudong International Airport PVG \n", + "13 Ottawa Macdonald-Cartier International Airport YOW \n", + "14 Luis Munoz Marin International Airport SJU \n", + "15 Cologne Bonn Airport CGN \n", + "16 Venice Marco Polo Airport VE05 \n", + "17 Ministro Pistarini International Airport EZE \n", + "18 Shanghai Pudong International Airport PVG \n", + "19 Indira Gandhi International Airport DEL \n", + "20 Wichita Mid Continent Airport ICT \n", + "21 Ottawa Macdonald-Cartier International Airport YOW \n", + "22 Itami Airport ITM \n", + "23 Vienna International Airport VIE \n", + "24 Charles de Gaulle International Airport CDG \n", + "25 Narita International Airport NRT \n", + "26 Itami Airport ITM \n", + "27 San Diego International Airport SAN \n", + "28 Verona Villafranca Airport VR10 \n", + "29 Zurich Airport ZRH \n", + "... ... ... \n", + "13029 Malpensa International Airport MI12 \n", + "13030 Xi'an Xianyang International Airport XIY \n", + "13031 Savannah Hilton Head International Airport SAV \n", + "13032 Syracuse Hancock International Airport SYR \n", + "13033 Tampa International Airport TPA \n", + "13034 Olenya Air Base XLMO \n", + "13035 Shanghai Pudong International Airport PVG \n", + "13036 Venice Marco Polo Airport VE05 \n", + "13037 Vienna International Airport VIE \n", + "13038 Pisa International Airport PI05 \n", + "13039 Vienna International Airport VIE \n", + "13040 London Luton Airport LTN \n", + "13041 Jorge Chavez International Airport LIM \n", + "13042 Ottawa Macdonald-Cartier International Airport YOW \n", + "13043 Xi'an Xianyang International Airport XIY \n", + "13044 Winnipeg / James Armstrong Richardson Internat... YWG \n", + "13045 Brisbane International Airport BNE \n", + "13046 Xi'an Xianyang International Airport XIY \n", + "13047 Portland International Jetport Airport PWM \n", + "13048 Dubai International Airport DXB \n", + "13049 Winnipeg / James Armstrong Richardson Internat... YWG \n", + "13050 Helsinki Vantaa Airport HEL \n", + "13051 Lester B. Pearson International Airport YYZ \n", + "13052 Melbourne International Airport MEL \n", + "13053 Zurich Airport ZRH \n", + "13054 Xi'an Xianyang International Airport XIY \n", + "13055 Zurich Airport ZRH \n", + "13056 Ukrainka Air Base XHBU \n", + "13057 Ministro Pistarini International Airport EZE \n", + "13058 Washington Dulles International Airport IAD \n", + "\n", + " DestCountry DestLocation DestRegion \\\n", + "0 AU {'lat': '-33.94609833', 'lon': '151.177002'} SE-BD \n", + "1 IT {'lat': '45.505299', 'lon': '12.3519'} IT-34 \n", + "2 IT {'lat': '45.505299', 'lon': '12.3519'} IT-34 \n", + "3 IT {'lat': '45.648399', 'lon': '12.1944'} IT-34 \n", + "4 CN {'lat': '34.447102', 'lon': '108.751999'} SE-BD \n", + "5 IT {'lat': '44.4133', 'lon': '8.8375'} IT-42 \n", + "6 CH {'lat': '47.464699', 'lon': '8.54917'} CH-ZH \n", + "7 CA {'lat': '45.32249832', 'lon': '-75.66919708'} CA-ON \n", + "8 IN {'lat': '17.23131752', 'lon': '78.42985535'} SE-BD \n", + "9 IT {'lat': '45.648399', 'lon': '12.1944'} IT-34 \n", + "10 FI {'lat': '60.31719971', 'lon': '24.9633007'} FI-ES \n", + "11 AT {'lat': '48.11029816', 'lon': '16.56970024'} AT-9 \n", + "12 CN {'lat': '31.14340019', 'lon': '121.8050003'} SE-BD \n", + "13 CA {'lat': '45.32249832', 'lon': '-75.66919708'} CA-ON \n", + "14 PR {'lat': '18.43939972', 'lon': '-66.00180054'} PR-U-A \n", + "15 DE {'lat': '50.86589813', 'lon': '7.142739773'} DE-NW \n", + "16 IT {'lat': '45.505299', 'lon': '12.3519'} IT-34 \n", + "17 AR {'lat': '-34.8222', 'lon': '-58.5358'} SE-BD \n", + "18 CN {'lat': '31.14340019', 'lon': '121.8050003'} SE-BD \n", + "19 IN {'lat': '28.5665', 'lon': '77.103104'} SE-BD \n", + "20 US {'lat': '37.64989853', 'lon': '-97.43309784'} US-KS \n", + "21 CA {'lat': '45.32249832', 'lon': '-75.66919708'} CA-ON \n", + "22 JP {'lat': '34.78549957', 'lon': '135.4380035'} SE-BD \n", + "23 AT {'lat': '48.11029816', 'lon': '16.56970024'} AT-9 \n", + "24 FR {'lat': '49.01279831', 'lon': '2.549999952'} FR-J \n", + "25 JP {'lat': '35.76470184', 'lon': '140.3860016'} SE-BD \n", + "26 JP {'lat': '34.78549957', 'lon': '135.4380035'} SE-BD \n", + "27 US {'lat': '32.73360062', 'lon': '-117.1900024'} US-CA \n", + "28 IT {'lat': '45.395699', 'lon': '10.8885'} IT-34 \n", + "29 CH {'lat': '47.464699', 'lon': '8.54917'} CH-ZH \n", + "... ... ... ... \n", + "13029 IT {'lat': '45.6306', 'lon': '8.72811'} IT-25 \n", + "13030 CN {'lat': '34.447102', 'lon': '108.751999'} SE-BD \n", + "13031 US {'lat': '32.12760162', 'lon': '-81.20210266'} US-GA \n", + "13032 US {'lat': '43.11119843', 'lon': '-76.10630035'} US-NY \n", + "13033 US {'lat': '27.97550011', 'lon': '-82.53320313'} US-FL \n", + "13034 RU {'lat': '68.15180206', 'lon': '33.46390152'} RU-MUR \n", + "13035 CN {'lat': '31.14340019', 'lon': '121.8050003'} SE-BD \n", + "13036 IT {'lat': '45.505299', 'lon': '12.3519'} IT-34 \n", + "13037 AT {'lat': '48.11029816', 'lon': '16.56970024'} AT-9 \n", + "13038 IT {'lat': '43.683899', 'lon': '10.3927'} IT-52 \n", + "13039 AT {'lat': '48.11029816', 'lon': '16.56970024'} AT-9 \n", + "13040 GB {'lat': '51.87469864', 'lon': '-0.368333012'} GB-ENG \n", + "13041 PE {'lat': '-12.0219', 'lon': '-77.114304'} SE-BD \n", + "13042 CA {'lat': '45.32249832', 'lon': '-75.66919708'} CA-ON \n", + "13043 CN {'lat': '34.447102', 'lon': '108.751999'} SE-BD \n", + "13044 CA {'lat': '49.90999985', 'lon': '-97.23989868'} CA-MB \n", + "13045 AU {'lat': '-27.38419914', 'lon': '153.1170044'} SE-BD \n", + "13046 CN {'lat': '34.447102', 'lon': '108.751999'} SE-BD \n", + "13047 US {'lat': '43.64619827', 'lon': '-70.30930328'} US-ME \n", + "13048 AE {'lat': '25.25279999', 'lon': '55.36439896'} SE-BD \n", + "13049 CA {'lat': '49.90999985', 'lon': '-97.23989868'} CA-MB \n", + "13050 FI {'lat': '60.31719971', 'lon': '24.9633007'} FI-ES \n", + "13051 CA {'lat': '43.67720032', 'lon': '-79.63059998'} CA-ON \n", + "13052 AU {'lat': '-37.673302', 'lon': '144.843002'} SE-BD \n", + "13053 CH {'lat': '47.464699', 'lon': '8.54917'} CH-ZH \n", + "13054 CN {'lat': '34.447102', 'lon': '108.751999'} SE-BD \n", + "13055 CH {'lat': '47.464699', 'lon': '8.54917'} CH-ZH \n", + "13056 RU {'lat': '51.169997', 'lon': '128.445007'} RU-AMU \n", + "13057 AR {'lat': '-34.8222', 'lon': '-58.5358'} SE-BD \n", + "13058 US {'lat': '38.94449997', 'lon': '-77.45580292'} US-DC \n", + "\n", + " DestWeather DistanceKilometers DistanceMiles ... \\\n", + "0 Rain 16492.326654 10247.856676 ... \n", + "1 Sunny 8823.400140 5482.606665 ... \n", + "2 Cloudy 0.000000 0.000000 ... \n", + "3 Clear 555.737767 345.319439 ... \n", + "4 Clear 13358.244200 8300.428125 ... \n", + "5 Thunder & Lightning 7871.808813 4891.315227 ... \n", + "6 Hail 0.000000 0.000000 ... \n", + "7 Clear 6764.367284 4203.182964 ... \n", + "8 Cloudy 7044.367089 4377.166777 ... \n", + "9 Rain 2097.866595 1303.553868 ... \n", + "10 Rain 8551.767893 5313.822211 ... \n", + "11 Cloudy 432.900221 268.991727 ... \n", + "12 Clear 12915.599428 8025.381415 ... \n", + "13 Rain 6938.783926 4311.560441 ... \n", + "14 Clear 7735.755582 4806.775669 ... \n", + "15 Sunny 7880.551894 4896.747926 ... \n", + "16 Damaging Wind 10049.394342 6244.404143 ... \n", + "17 Cloudy 8771.319962 5450.245542 ... \n", + "18 Clear 6763.201933 4202.458849 ... \n", + "19 Clear 12081.834802 7507.304095 ... \n", + "20 Clear 1553.304538 965.178693 ... \n", + "21 Hail 528.680104 328.506586 ... \n", + "22 Damaging Wind 8617.429653 5354.622538 ... \n", + "23 Heavy Fog 8695.934144 5403.402966 ... \n", + "24 Clear 852.672891 529.826371 ... \n", + "25 Rain 9496.213593 5900.673562 ... \n", + "26 Hail 7725.195279 4800.213801 ... \n", + "27 Clear 489.593006 304.218990 ... \n", + "28 Sunny 9093.616522 5650.511340 ... \n", + "29 Rain 8091.894680 5028.070245 ... \n", + "... ... ... ... ... \n", + "13029 Sunny 9618.764876 5976.823399 ... \n", + "13030 Damaging Wind 2823.452661 1754.412146 ... \n", + "13031 Thunder & Lightning 13250.192957 8233.288195 ... \n", + "13032 Rain 4259.578368 2646.779289 ... \n", + "13033 Rain 4463.651875 2773.584687 ... \n", + "13034 Clear 6322.749314 3928.774279 ... \n", + "13035 Thunder & Lightning 0.000000 0.000000 ... \n", + "13036 Sunny 0.000000 0.000000 ... \n", + "13037 Rain 7240.282910 4498.903224 ... \n", + "13038 Heavy Fog 7943.422743 4935.814060 ... \n", + "13039 Thunder & Lightning 6481.107921 4027.173756 ... \n", + "13040 Cloudy 45.424400 28.225414 ... \n", + "13041 Sunny 6777.510617 4211.349853 ... \n", + "13042 Clear 6002.073386 3729.515496 ... \n", + "13043 Clear 2823.452661 1754.412146 ... \n", + "13044 Clear 7436.235598 4620.662579 ... \n", + "13045 Rain 16197.414273 10064.606618 ... \n", + "13046 Rain 10316.155866 6410.162070 ... \n", + "13047 Thunder & Lightning 11291.997145 7016.521729 ... \n", + "13048 Sunny 0.000000 0.000000 ... \n", + "13049 Heavy Fog 10131.225295 6295.251540 ... \n", + "13050 Sunny 6324.578951 3929.911163 ... \n", + "13051 Sunny 7104.321998 4414.421030 ... \n", + "13052 Cloudy 16100.120197 10004.150882 ... \n", + "13053 Hail 5899.454465 3665.751055 ... \n", + "13054 Rain 8058.581753 5007.370551 ... \n", + "13055 Rain 7088.598322 4404.650791 ... \n", + "13056 Rain 10920.652972 6785.779157 ... \n", + "13057 Hail 18748.859647 11650.001272 ... \n", + "13058 Heavy Fog 16809.141923 10444.716557 ... \n", + "\n", + " FlightTimeMin Origin \\\n", + "0 1030.770416 Frankfurt am Main Airport \n", + "1 464.389481 Cape Town International Airport \n", + "2 0.000000 Venice Marco Polo Airport \n", + "3 222.749059 Naples International Airport \n", + "4 785.779071 Licenciado Benito Juarez International Airport \n", + "5 393.590441 Edmonton International Airport \n", + "6 300.000000 Zurich Airport \n", + "7 614.942480 Ciampino___G. B. Pastine International Airport \n", + "8 602.030591 Milano Linate Airport \n", + "9 174.822216 Sheremetyevo International Airport \n", + "10 503.045170 Albuquerque International Sunport Airport \n", + "11 36.075018 Venice Marco Polo Airport \n", + "12 679.768391 Licenciado Benito Juarez International Airport \n", + "13 330.418282 Naples International Airport \n", + "14 407.145031 Ciampino___G. B. Pastine International Airport \n", + "15 656.712658 Chengdu Shuangliu International Airport \n", + "16 773.030334 Licenciado Benito Juarez International Airport \n", + "17 704.716920 Cleveland Hopkins International Airport \n", + "18 355.957996 Olenya Air Base \n", + "19 875.114675 Casper-Natrona County International Airport \n", + "20 373.966883 Erie International Tom Ridge Field \n", + "21 130.667700 Newark Liberty International Airport \n", + "22 574.495310 Copenhagen Kastrup Airport \n", + "23 579.728943 Seattle Tacoma International Airport \n", + "24 50.157229 Berlin-Tegel Airport \n", + "25 527.567422 Manchester Airport \n", + "26 386.259764 Helsinki Vantaa Airport \n", + "27 24.479650 Phoenix Sky Harbor International Airport \n", + "28 568.351033 New Chitose Airport \n", + "29 425.889194 Tulsa International Airport \n", + "... ... ... \n", + "13029 534.375826 Itami Airport \n", + "13030 141.172633 Tokyo Haneda International Airport \n", + "13031 1113.137060 OR Tambo International Airport \n", + "13032 714.964864 El Dorado International Airport \n", + "13033 234.929046 Jorge Chavez International Airport \n", + "13034 526.895776 Gimpo International Airport \n", + "13035 0.000000 Shanghai Pudong International Airport \n", + "13036 150.000000 Venice Marco Polo Airport \n", + "13037 691.944839 Ukrainka Air Base \n", + "13038 567.387339 OR Tambo International Airport \n", + "13039 690.092327 Montreal / Pierre Elliott Trudeau Internationa... \n", + "13040 3.028293 London Heathrow Airport \n", + "13041 338.875531 Casper-Natrona County International Airport \n", + "13042 375.129587 Frankfurt am Main Airport \n", + "13043 156.858481 Tokyo Haneda International Airport \n", + "13044 354.106457 Vienna International Airport \n", + "13045 771.305442 Amsterdam Airport Schiphol \n", + "13046 542.955572 Winnipeg / James Armstrong Richardson Internat... \n", + "13047 564.599857 Jeju International Airport \n", + "13048 180.000000 Dubai International Airport \n", + "13049 835.954429 Ministro Pistarini International Airport \n", + "13050 451.755639 Beijing Capital International Airport \n", + "13051 507.451571 Leonardo da Vinci___Fiumicino Airport \n", + "13052 1044.451122 Bologna Guglielmo Marconi Airport \n", + "13053 728.715904 Portland International Jetport Airport \n", + "13054 402.929088 Pisa International Airport \n", + "13055 644.418029 Winnipeg / James Armstrong Richardson Internat... \n", + "13056 937.540811 Licenciado Benito Juarez International Airport \n", + "13057 1697.404971 Itami Airport \n", + "13058 1610.761827 Adelaide International Airport \n", + "\n", + " OriginAirportID OriginCityName OriginCountry \\\n", + "0 FRA Frankfurt am Main DE \n", + "1 CPT Cape Town ZA \n", + "2 VE05 Venice IT \n", + "3 NA01 Naples IT \n", + "4 AICM Mexico City MX \n", + "5 CYEG Edmonton CA \n", + "6 ZRH Zurich CH \n", + "7 RM12 Rome IT \n", + "8 MI11 Milan IT \n", + "9 SVO Moscow RU \n", + "10 ABQ Albuquerque US \n", + "11 VE05 Venice IT \n", + "12 AICM Mexico City MX \n", + "13 NA01 Naples IT \n", + "14 RM12 Rome IT \n", + "15 CTU Chengdu CN \n", + "16 AICM Mexico City MX \n", + "17 CLE Cleveland US \n", + "18 XLMO Olenegorsk RU \n", + "19 CPR Casper US \n", + "20 ERI Erie US \n", + "21 EWR Newark US \n", + "22 CPH Copenhagen DK \n", + "23 SEA Seattle US \n", + "24 TXL Berlin DE \n", + "25 MAN Manchester GB \n", + "26 HEL Helsinki FI \n", + "27 PHX Phoenix US \n", + "28 CTS Chitose / Tomakomai JP \n", + "29 TUL Tulsa US \n", + "... ... ... ... \n", + "13029 ITM Osaka JP \n", + "13030 HND Tokyo JP \n", + "13031 JNB Johannesburg ZA \n", + "13032 BOG Bogota CO \n", + "13033 LIM Lima PE \n", + "13034 GMP Seoul KR \n", + "13035 PVG Shanghai CN \n", + "13036 VE05 Venice IT \n", + "13037 XHBU Belogorsk RU \n", + "13038 JNB Johannesburg ZA \n", + "13039 YUL Montreal CA \n", + "13040 LHR London GB \n", + "13041 CPR Casper US \n", + "13042 FRA Frankfurt am Main DE \n", + "13043 HND Tokyo JP \n", + "13044 VIE Vienna AT \n", + "13045 AMS Amsterdam NL \n", + "13046 YWG Winnipeg CA \n", + "13047 CJU Jeju City KR \n", + "13048 DXB Dubai AE \n", + "13049 EZE Buenos Aires AR \n", + "13050 PEK Beijing CN \n", + "13051 RM11 Rome IT \n", + "13052 BO08 Bologna IT \n", + "13053 PWM Portland US \n", + "13054 PI05 Pisa IT \n", + "13055 YWG Winnipeg CA \n", + "13056 AICM Mexico City MX \n", + "13057 ITM Osaka JP \n", + "13058 ADL Adelaide AU \n", + "\n", + " OriginLocation OriginRegion \\\n", + "0 {'lat': '50.033333', 'lon': '8.570556'} DE-HE \n", + "1 {'lat': '-33.96480179', 'lon': '18.60169983'} SE-BD \n", + "2 {'lat': '45.505299', 'lon': '12.3519'} IT-34 \n", + "3 {'lat': '40.886002', 'lon': '14.2908'} IT-72 \n", + "4 {'lat': '19.4363', 'lon': '-99.072098'} MX-DIF \n", + "5 {'lat': '53.30970001', 'lon': '-113.5800018'} CA-AB \n", + "6 {'lat': '47.464699', 'lon': '8.54917'} CH-ZH \n", + "7 {'lat': '41.7994', 'lon': '12.5949'} IT-62 \n", + "8 {'lat': '45.445099', 'lon': '9.27674'} IT-25 \n", + "9 {'lat': '55.972599', 'lon': '37.4146'} RU-MOS \n", + "10 {'lat': '35.040199', 'lon': '-106.609001'} US-NM \n", + "11 {'lat': '45.505299', 'lon': '12.3519'} IT-34 \n", + "12 {'lat': '19.4363', 'lon': '-99.072098'} MX-DIF \n", + "13 {'lat': '40.886002', 'lon': '14.2908'} IT-72 \n", + "14 {'lat': '41.7994', 'lon': '12.5949'} IT-62 \n", + "15 {'lat': '30.57850075', 'lon': '103.9469986'} SE-BD \n", + "16 {'lat': '19.4363', 'lon': '-99.072098'} MX-DIF \n", + "17 {'lat': '41.4117012', 'lon': '-81.84980011'} US-OH \n", + "18 {'lat': '68.15180206', 'lon': '33.46390152'} RU-MUR \n", + "19 {'lat': '42.90800095', 'lon': '-106.4639969'} US-WY \n", + "20 {'lat': '42.08312701', 'lon': '-80.17386675'} US-PA \n", + "21 {'lat': '40.69250107', 'lon': '-74.16870117'} US-NJ \n", + "22 {'lat': '55.61790085', 'lon': '12.65600014'} DK-84 \n", + "23 {'lat': '47.44900131', 'lon': '-122.3089981'} US-WA \n", + "24 {'lat': '52.5597', 'lon': '13.2877'} DE-BE \n", + "25 {'lat': '53.35369873', 'lon': '-2.274950027'} GB-ENG \n", + "26 {'lat': '60.31719971', 'lon': '24.9633007'} FI-ES \n", + "27 {'lat': '33.43429947', 'lon': '-112.012001'} US-AZ \n", + "28 {'lat': '42.77519989', 'lon': '141.6920013'} SE-BD \n", + "29 {'lat': '36.19839859', 'lon': '-95.88809967'} US-OK \n", + "... ... ... \n", + "13029 {'lat': '34.78549957', 'lon': '135.4380035'} SE-BD \n", + "13030 {'lat': '35.552299', 'lon': '139.779999'} SE-BD \n", + "13031 {'lat': '-26.1392', 'lon': '28.246'} SE-BD \n", + "13032 {'lat': '4.70159', 'lon': '-74.1469'} CO-CUN \n", + "13033 {'lat': '-12.0219', 'lon': '-77.114304'} SE-BD \n", + "13034 {'lat': '37.5583', 'lon': '126.791'} SE-BD \n", + "13035 {'lat': '31.14340019', 'lon': '121.8050003'} SE-BD \n", + "13036 {'lat': '45.505299', 'lon': '12.3519'} IT-34 \n", + "13037 {'lat': '51.169997', 'lon': '128.445007'} RU-AMU \n", + "13038 {'lat': '-26.1392', 'lon': '28.246'} SE-BD \n", + "13039 {'lat': '45.47060013', 'lon': '-73.74079895'} CA-QC \n", + "13040 {'lat': '51.4706', 'lon': '-0.461941'} GB-ENG \n", + "13041 {'lat': '42.90800095', 'lon': '-106.4639969'} US-WY \n", + "13042 {'lat': '50.033333', 'lon': '8.570556'} DE-HE \n", + "13043 {'lat': '35.552299', 'lon': '139.779999'} SE-BD \n", + "13044 {'lat': '48.11029816', 'lon': '16.56970024'} AT-9 \n", + "13045 {'lat': '52.30860138', 'lon': '4.76388979'} NL-NH \n", + "13046 {'lat': '49.90999985', 'lon': '-97.23989868'} CA-MB \n", + "13047 {'lat': '33.51129913', 'lon': '126.4929962'} SE-BD \n", + "13048 {'lat': '25.25279999', 'lon': '55.36439896'} SE-BD \n", + "13049 {'lat': '-34.8222', 'lon': '-58.5358'} AR-B \n", + "13050 {'lat': '40.08010101', 'lon': '116.5849991'} SE-BD \n", + "13051 {'lat': '41.8002778', 'lon': '12.2388889'} IT-62 \n", + "13052 {'lat': '44.5354', 'lon': '11.2887'} IT-45 \n", + "13053 {'lat': '43.64619827', 'lon': '-70.30930328'} US-ME \n", + "13054 {'lat': '43.683899', 'lon': '10.3927'} IT-52 \n", + "13055 {'lat': '49.90999985', 'lon': '-97.23989868'} CA-MB \n", + "13056 {'lat': '19.4363', 'lon': '-99.072098'} MX-DIF \n", + "13057 {'lat': '34.78549957', 'lon': '135.4380035'} SE-BD \n", + "13058 {'lat': '-34.945', 'lon': '138.531006'} SE-BD \n", + "\n", + " OriginWeather dayOfWeek timestamp \n", + "0 Sunny 0 2018-01-01 00:00:00 \n", + "1 Clear 0 2018-01-01 18:27:00 \n", + "2 Rain 0 2018-01-01 17:11:14 \n", + "3 Thunder & Lightning 0 2018-01-01 10:33:28 \n", + "4 Damaging Wind 0 2018-01-01 05:13:00 \n", + "5 Rain 0 2018-01-01 01:43:03 \n", + "6 Clear 0 2018-01-01 13:49:53 \n", + "7 Thunder & Lightning 0 2018-01-01 04:54:59 \n", + "8 Heavy Fog 0 2018-01-01 12:09:35 \n", + "9 Cloudy 0 2018-01-01 12:09:35 \n", + "10 Rain 0 2018-01-01 22:06:14 \n", + "11 Rain 0 2018-01-01 11:52:34 \n", + "12 Heavy Fog 0 2018-01-01 02:13:46 \n", + "13 Rain 0 2018-01-01 14:21:13 \n", + "14 Cloudy 0 2018-01-01 17:42:53 \n", + "15 Thunder & Lightning 0 2018-01-01 19:55:32 \n", + "16 Thunder & Lightning 0 2018-01-01 07:49:27 \n", + "17 Rain 0 2018-01-01 01:30:47 \n", + "18 Hail 0 2018-01-01 07:58:17 \n", + "19 Cloudy 0 2018-01-01 00:02:06 \n", + "20 Cloudy 0 2018-01-01 01:08:20 \n", + "21 Clear 0 2018-01-01 01:08:20 \n", + "22 Sunny 0 2018-01-01 07:48:35 \n", + "23 Heavy Fog 0 2018-01-01 18:57:21 \n", + "24 Rain 0 2018-01-01 13:18:25 \n", + "25 Thunder & Lightning 0 2018-01-01 08:20:35 \n", + "26 Rain 0 2018-01-01 15:38:32 \n", + "27 Clear 0 2018-01-01 03:08:45 \n", + "28 Damaging Wind 0 2018-01-01 01:16:59 \n", + "29 Rain 0 2018-01-01 18:00:59 \n", + "... ... ... ... \n", + "13029 Sunny 6 2018-02-11 20:10:13 \n", + "13030 Clear 6 2018-02-11 18:59:53 \n", + "13031 Hail 6 2018-02-11 00:57:48 \n", + "13032 Thunder & Lightning 6 2018-02-11 12:02:49 \n", + "13033 Thunder & Lightning 6 2018-02-11 02:07:40 \n", + "13034 Sunny 6 2018-02-11 00:35:04 \n", + "13035 Thunder & Lightning 6 2018-02-11 11:19:12 \n", + "13036 Cloudy 6 2018-02-11 15:07:11 \n", + "13037 Damaging Wind 6 2018-02-11 10:24:42 \n", + "13038 Damaging Wind 6 2018-02-11 00:42:06 \n", + "13039 Thunder & Lightning 6 2018-02-11 10:56:31 \n", + "13040 Clear 6 2018-02-11 00:39:37 \n", + "13041 Rain 6 2018-02-11 10:24:30 \n", + "13042 Clear 6 2018-02-11 09:02:07 \n", + "13043 Thunder & Lightning 6 2018-02-11 04:45:06 \n", + "13044 Thunder & Lightning 6 2018-02-11 00:51:14 \n", + "13045 Sunny 6 2018-02-11 05:41:51 \n", + "13046 Hail 6 2018-02-11 10:02:21 \n", + "13047 Cloudy 6 2018-02-11 15:55:10 \n", + "13048 Hail 6 2018-02-11 04:11:14 \n", + "13049 Sunny 6 2018-02-11 10:13:32 \n", + "13050 Cloudy 6 2018-02-11 11:23:23 \n", + "13051 Hail 6 2018-02-11 01:13:50 \n", + "13052 Cloudy 6 2018-02-11 18:35:42 \n", + "13053 Clear 6 2018-02-11 19:02:10 \n", + "13054 Sunny 6 2018-02-11 20:42:25 \n", + "13055 Rain 6 2018-02-11 01:41:57 \n", + "13056 Sunny 6 2018-02-11 04:09:27 \n", + "13057 Hail 6 2018-02-11 08:28:21 \n", + "13058 Rain 6 2018-02-11 14:54:34 \n", + "\n", + "[13059 rows x 25 columns]" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pd_col0" + ] + }, + { + "cell_type": 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AvgTicketPriceCancelledDestDestAirportIDDestCountryDestLocationDestRegionDestWeatherDistanceKilometersDistanceMiles...FlightTimeMinOriginOriginAirportIDOriginCityNameOriginCountryOriginLocationOriginRegionOriginWeatherdayOfWeektimestamp
0841.265642FalseSydney Kingsford Smith International AirportSYDAU{'lon': '151.177002', 'lat': '-33.94609833'}SE-BDRain16492.32665410247.856676...1030.770416Frankfurt am Main AirportFRAFrankfurt am MainDE{'lon': '8.570556', 'lat': '50.033333'}DE-HESunny02018-01-01 00:00:00
1882.982662FalseVenice Marco Polo AirportVE05IT{'lon': '12.3519', 'lat': '45.505299'}IT-34Sunny8823.4001405482.606665...464.389481Cape Town International AirportCPTCape TownZA{'lon': '18.60169983', 'lat': '-33.96480179'}SE-BDClear02018-01-01 18:27:00
2190.636904FalseVenice Marco Polo AirportVE05IT{'lon': '12.3519', 'lat': '45.505299'}IT-34Cloudy0.0000000.000000...0.000000Venice Marco Polo AirportVE05VeniceIT{'lon': '12.3519', 'lat': '45.505299'}IT-34Rain02018-01-01 17:11:14
3181.694216TrueTreviso-Sant'Angelo AirportTV01IT{'lon': '12.1944', 'lat': '45.648399'}IT-34Clear555.737767345.319439...222.749059Naples International AirportNA01NaplesIT{'lon': '14.2908', 'lat': '40.886002'}IT-72Thunder & Lightning02018-01-01 10:33:28
4730.041778FalseXi'an Xianyang International AirportXIYCN{'lon': '108.751999', 'lat': '34.447102'}SE-BDClear13358.2442008300.428125...785.779071Licenciado Benito Juarez International AirportAICMMexico CityMX{'lon': '-99.072098', 'lat': '19.4363'}MX-DIFDamaging Wind02018-01-01 05:13:00
5418.152089FalseGenoa Cristoforo Colombo AirportGE01IT{'lon': '8.8375', 'lat': '44.4133'}IT-42Thunder & Lightning7871.8088134891.315227...393.590441Edmonton International AirportCYEGEdmontonCA{'lon': '-113.5800018', 'lat': '53.30970001'}CA-ABRain02018-01-01 01:43:03
6180.246816FalseZurich AirportZRHCH{'lon': '8.54917', 'lat': '47.464699'}CH-ZHHail0.0000000.000000...300.000000Zurich AirportZRHZurichCH{'lon': '8.54917', 'lat': '47.464699'}CH-ZHClear02018-01-01 13:49:53
7585.184310FalseOttawa Macdonald-Cartier International AirportYOWCA{'lon': '-75.66919708', 'lat': '45.32249832'}CA-ONClear6764.3672844203.182964...614.942480Ciampino___G. B. Pastine International AirportRM12RomeIT{'lon': '12.5949', 'lat': '41.7994'}IT-62Thunder & Lightning02018-01-01 04:54:59
8960.869736TrueRajiv Gandhi International AirportHYDIN{'lon': '78.42985535', 'lat': '17.23131752'}SE-BDCloudy7044.3670894377.166777...602.030591Milano Linate AirportMI11MilanIT{'lon': '9.27674', 'lat': '45.445099'}IT-25Heavy Fog02018-01-01 12:09:35
9296.877773FalseTreviso-Sant'Angelo AirportTV01IT{'lon': '12.1944', 'lat': '45.648399'}IT-34Rain2097.8665951303.553868...174.822216Sheremetyevo International AirportSVOMoscowRU{'lon': '37.4146', 'lat': '55.972599'}RU-MOSCloudy02018-01-01 12:09:35
10906.437948FalseHelsinki Vantaa AirportHELFI{'lon': '24.9633007', 'lat': '60.31719971'}FI-ESRain8551.7678935313.822211...503.045170Albuquerque International Sunport AirportABQAlbuquerqueUS{'lon': '-106.609001', 'lat': '35.040199'}US-NMRain02018-01-01 22:06:14
11704.463771FalseVienna International AirportVIEAT{'lon': '16.56970024', 'lat': '48.11029816'}AT-9Cloudy432.900221268.991727...36.075018Venice Marco Polo AirportVE05VeniceIT{'lon': '12.3519', 'lat': '45.505299'}IT-34Rain02018-01-01 11:52:34
12922.499077TrueShanghai Pudong International AirportPVGCN{'lon': '121.8050003', 'lat': '31.14340019'}SE-BDClear12915.5994288025.381415...679.768391Licenciado Benito Juarez International AirportAICMMexico CityMX{'lon': '-99.072098', 'lat': '19.4363'}MX-DIFHeavy Fog02018-01-01 02:13:46
13374.959276FalseOttawa Macdonald-Cartier International AirportYOWCA{'lon': '-75.66919708', 'lat': '45.32249832'}CA-ONRain6938.7839264311.560441...330.418282Naples International AirportNA01NaplesIT{'lon': '14.2908', 'lat': '40.886002'}IT-72Rain02018-01-01 14:21:13
14552.917371FalseLuis Munoz Marin International AirportSJUPR{'lon': '-66.00180054', 'lat': '18.43939972'}PR-U-AClear7735.7555824806.775669...407.145031Ciampino___G. B. Pastine International AirportRM12RomeIT{'lon': '12.5949', 'lat': '41.7994'}IT-62Cloudy02018-01-01 17:42:53
15566.487557TrueCologne Bonn AirportCGNDE{'lon': '7.142739773', 'lat': '50.86589813'}DE-NWSunny7880.5518944896.747926...656.712658Chengdu Shuangliu International AirportCTUChengduCN{'lon': '103.9469986', 'lat': '30.57850075'}SE-BDThunder & Lightning02018-01-01 19:55:32
16989.952787TrueVenice Marco Polo AirportVE05IT{'lon': '12.3519', 'lat': '45.505299'}IT-34Damaging Wind10049.3943426244.404143...773.030334Licenciado Benito Juarez International AirportAICMMexico CityMX{'lon': '-99.072098', 'lat': '19.4363'}MX-DIFThunder & Lightning02018-01-01 07:49:27
17569.613255FalseMinistro Pistarini International AirportEZEAR{'lon': '-58.5358', 'lat': '-34.8222'}SE-BDCloudy8771.3199625450.245542...704.716920Cleveland Hopkins International AirportCLEClevelandUS{'lon': '-81.84980011', 'lat': '41.4117012'}US-OHRain02018-01-01 01:30:47
18277.429707FalseShanghai Pudong International AirportPVGCN{'lon': '121.8050003', 'lat': '31.14340019'}SE-BDClear6763.2019334202.458849...355.957996Olenya Air BaseXLMOOlenegorskRU{'lon': '33.46390152', 'lat': '68.15180206'}RU-MURHail02018-01-01 07:58:17
19772.100846FalseIndira Gandhi International AirportDELIN{'lon': '77.103104', 'lat': '28.5665'}SE-BDClear12081.8348027507.304095...875.114675Casper-Natrona County International AirportCPRCasperUS{'lon': '-106.4639969', 'lat': '42.90800095'}US-WYCloudy02018-01-01 00:02:06
20167.599922FalseWichita Mid Continent AirportICTUS{'lon': '-97.43309784', 'lat': '37.64989853'}US-KSClear1553.304538965.178693...373.966883Erie International Tom Ridge FieldERIErieUS{'lon': '-80.17386675', 'lat': '42.08312701'}US-PACloudy02018-01-01 01:08:20
21253.210065FalseOttawa Macdonald-Cartier International AirportYOWCA{'lon': '-75.66919708', 'lat': '45.32249832'}CA-ONHail528.680104328.506586...130.667700Newark Liberty International AirportEWRNewarkUS{'lon': '-74.16870117', 'lat': '40.69250107'}US-NJClear02018-01-01 01:08:20
22917.247620FalseItami AirportITMJP{'lon': '135.4380035', 'lat': '34.78549957'}SE-BDDamaging Wind8617.4296535354.622538...574.495310Copenhagen Kastrup AirportCPHCopenhagenDK{'lon': '12.65600014', 'lat': '55.61790085'}DK-84Sunny02018-01-01 07:48:35
23451.591176FalseVienna International AirportVIEAT{'lon': '16.56970024', 'lat': '48.11029816'}AT-9Heavy Fog8695.9341445403.402966...579.728943Seattle Tacoma International AirportSEASeattleUS{'lon': '-122.3089981', 'lat': '47.44900131'}US-WAHeavy Fog02018-01-01 18:57:21
24307.067201FalseCharles de Gaulle International AirportCDGFR{'lon': '2.549999952', 'lat': '49.01279831'}FR-JClear852.672891529.826371...50.157229Berlin-Tegel AirportTXLBerlinDE{'lon': '13.2877', 'lat': '52.5597'}DE-BERain02018-01-01 13:18:25
25268.241596FalseNarita International AirportNRTJP{'lon': '140.3860016', 'lat': '35.76470184'}SE-BDRain9496.2135935900.673562...527.567422Manchester AirportMANManchesterGB{'lon': '-2.274950027', 'lat': '53.35369873'}GB-ENGThunder & Lightning02018-01-01 08:20:35
26975.812632TrueItami AirportITMJP{'lon': '135.4380035', 'lat': '34.78549957'}SE-BDHail7725.1952794800.213801...386.259764Helsinki Vantaa AirportHELHelsinkiFI{'lon': '24.9633007', 'lat': '60.31719971'}FI-ESRain02018-01-01 15:38:32
27134.214546FalseSan Diego International AirportSANUS{'lon': '-117.1900024', 'lat': '32.73360062'}US-CAClear489.593006304.218990...24.479650Phoenix Sky Harbor International AirportPHXPhoenixUS{'lon': '-112.012001', 'lat': '33.43429947'}US-AZClear02018-01-01 03:08:45
28988.897564FalseVerona Villafranca AirportVR10IT{'lon': '10.8885', 'lat': '45.395699'}IT-34Sunny9093.6165225650.511340...568.351033New Chitose AirportCTSChitose / TomakomaiJP{'lon': '141.6920013', 'lat': '42.77519989'}SE-BDDamaging Wind02018-01-01 01:16:59
29511.067220FalseZurich AirportZRHCH{'lon': '8.54917', 'lat': '47.464699'}CH-ZHRain8091.8946805028.070245...425.889194Tulsa International AirportTULTulsaUS{'lon': '-95.88809967', 'lat': '36.19839859'}US-OKRain02018-01-01 18:00:59
..................................................................
13029795.905278FalseMalpensa International AirportMI12IT{'lon': '8.72811', 'lat': '45.6306'}IT-25Sunny9618.7648765976.823399...534.375826Itami AirportITMOsakaJP{'lon': '135.4380035', 'lat': '34.78549957'}SE-BDSunny62018-02-11 20:10:13
13030863.388068FalseXi'an Xianyang International AirportXIYCN{'lon': '108.751999', 'lat': '34.447102'}SE-BDDamaging Wind2823.4526611754.412146...141.172633Tokyo Haneda International AirportHNDTokyoJP{'lon': '139.779999', 'lat': '35.552299'}SE-BDClear62018-02-11 18:59:53
13031575.183008FalseSavannah Hilton Head International AirportSAVUS{'lon': '-81.20210266', 'lat': '32.12760162'}US-GAThunder & Lightning13250.1929578233.288195...1113.137060OR Tambo International AirportJNBJohannesburgZA{'lon': '28.246', 'lat': '-26.1392'}SE-BDHail62018-02-11 00:57:48
13032817.368952FalseSyracuse Hancock International AirportSYRUS{'lon': '-76.10630035', 'lat': '43.11119843'}US-NYRain4259.5783682646.779289...714.964864El Dorado International AirportBOGBogotaCO{'lon': '-74.1469', 'lat': '4.70159'}CO-CUNThunder & Lightning62018-02-11 12:02:49
13033579.582455FalseTampa International AirportTPAUS{'lon': '-82.53320313', 'lat': '27.97550011'}US-FLRain4463.6518752773.584687...234.929046Jorge Chavez International AirportLIMLimaPE{'lon': '-77.114304', 'lat': '-12.0219'}SE-BDThunder & Lightning62018-02-11 02:07:40
130341004.916638FalseOlenya Air BaseXLMORU{'lon': '33.46390152', 'lat': '68.15180206'}RU-MURClear6322.7493143928.774279...526.895776Gimpo International AirportGMPSeoulKR{'lon': '126.791', 'lat': '37.5583'}SE-BDSunny62018-02-11 00:35:04
13035357.562842TrueShanghai Pudong International AirportPVGCN{'lon': '121.8050003', 'lat': '31.14340019'}SE-BDThunder & Lightning0.0000000.000000...0.000000Shanghai Pudong International AirportPVGShanghaiCN{'lon': '121.8050003', 'lat': '31.14340019'}SE-BDThunder & Lightning62018-02-11 11:19:12
13036429.580539FalseVenice Marco Polo AirportVE05IT{'lon': '12.3519', 'lat': '45.505299'}IT-34Sunny0.0000000.000000...150.000000Venice Marco Polo AirportVE05VeniceIT{'lon': '12.3519', 'lat': '45.505299'}IT-34Cloudy62018-02-11 15:07:11
13037729.788171TrueVienna International AirportVIEAT{'lon': '16.56970024', 'lat': '48.11029816'}AT-9Rain7240.2829104498.903224...691.944839Ukrainka Air BaseXHBUBelogorskRU{'lon': '128.445007', 'lat': '51.169997'}RU-AMUDamaging Wind62018-02-11 10:24:42
13038564.897695FalsePisa International AirportPI05IT{'lon': '10.3927', 'lat': '43.683899'}IT-52Heavy Fog7943.4227434935.814060...567.387339OR Tambo International AirportJNBJohannesburgZA{'lon': '28.246', 'lat': '-26.1392'}SE-BDDamaging Wind62018-02-11 00:42:06
130391014.052787FalseVienna International AirportVIEAT{'lon': '16.56970024', 'lat': '48.11029816'}AT-9Thunder & Lightning6481.1079214027.173756...690.092327Montreal / Pierre Elliott Trudeau Internationa...YULMontrealCA{'lon': '-73.74079895', 'lat': '45.47060013'}CA-QCThunder & Lightning62018-02-11 10:56:31
13040455.243843FalseLondon Luton AirportLTNGB{'lon': '-0.368333012', 'lat': '51.87469864'}GB-ENGCloudy45.42440028.225414...3.028293London Heathrow AirportLHRLondonGB{'lon': '-0.461941', 'lat': '51.4706'}GB-ENGClear62018-02-11 00:39:37
13041611.370232FalseJorge Chavez International AirportLIMPE{'lon': '-77.114304', 'lat': '-12.0219'}SE-BDSunny6777.5106174211.349853...338.875531Casper-Natrona County International AirportCPRCasperUS{'lon': '-106.4639969', 'lat': '42.90800095'}US-WYRain62018-02-11 10:24:30
13042595.961285FalseOttawa Macdonald-Cartier International AirportYOWCA{'lon': '-75.66919708', 'lat': '45.32249832'}CA-ONClear6002.0733863729.515496...375.129587Frankfurt am Main AirportFRAFrankfurt am MainDE{'lon': '8.570556', 'lat': '50.033333'}DE-HEClear62018-02-11 09:02:07
13043782.747648FalseXi'an Xianyang International AirportXIYCN{'lon': '108.751999', 'lat': '34.447102'}SE-BDClear2823.4526611754.412146...156.858481Tokyo Haneda International AirportHNDTokyoJP{'lon': '139.779999', 'lat': '35.552299'}SE-BDThunder & Lightning62018-02-11 04:45:06
13044891.117221FalseWinnipeg / James Armstrong Richardson Internat...YWGCA{'lon': '-97.23989868', 'lat': '49.90999985'}CA-MBClear7436.2355984620.662579...354.106457Vienna International AirportVIEViennaAT{'lon': '16.56970024', 'lat': '48.11029816'}AT-9Thunder & Lightning62018-02-11 00:51:14
13045587.169921FalseBrisbane International AirportBNEAU{'lon': '153.1170044', 'lat': '-27.38419914'}SE-BDRain16197.41427310064.606618...771.305442Amsterdam Airport SchipholAMSAmsterdamNL{'lon': '4.76388979', 'lat': '52.30860138'}NL-NHSunny62018-02-11 05:41:51
13046739.132165FalseXi'an Xianyang International AirportXIYCN{'lon': '108.751999', 'lat': '34.447102'}SE-BDRain10316.1558666410.162070...542.955572Winnipeg / James Armstrong Richardson Internat...YWGWinnipegCA{'lon': '-97.23989868', 'lat': '49.90999985'}CA-MBHail62018-02-11 10:02:21
13047605.191876FalsePortland International Jetport AirportPWMUS{'lon': '-70.30930328', 'lat': '43.64619827'}US-METhunder & Lightning11291.9971457016.521729...564.599857Jeju International AirportCJUJeju CityKR{'lon': '126.4929962', 'lat': '33.51129913'}SE-BDCloudy62018-02-11 15:55:10
13048361.767659TrueDubai International AirportDXBAE{'lon': '55.36439896', 'lat': '25.25279999'}SE-BDSunny0.0000000.000000...180.000000Dubai International AirportDXBDubaiAE{'lon': '55.36439896', 'lat': '25.25279999'}SE-BDHail62018-02-11 04:11:14
13049662.306992FalseWinnipeg / James Armstrong Richardson Internat...YWGCA{'lon': '-97.23989868', 'lat': '49.90999985'}CA-MBHeavy Fog10131.2252956295.251540...835.954429Ministro Pistarini International AirportEZEBuenos AiresAR{'lon': '-58.5358', 'lat': '-34.8222'}AR-BSunny62018-02-11 10:13:32
13050630.779526FalseHelsinki Vantaa AirportHELFI{'lon': '24.9633007', 'lat': '60.31719971'}FI-ESSunny6324.5789513929.911163...451.755639Beijing Capital International AirportPEKBeijingCN{'lon': '116.5849991', 'lat': '40.08010101'}SE-BDCloudy62018-02-11 11:23:23
13051937.771279TrueLester B. Pearson International AirportYYZCA{'lon': '-79.63059998', 'lat': '43.67720032'}CA-ONSunny7104.3219984414.421030...507.451571Leonardo da Vinci___Fiumicino AirportRM11RomeIT{'lon': '12.2388889', 'lat': '41.8002778'}IT-62Hail62018-02-11 01:13:50
130521085.155339FalseMelbourne International AirportMELAU{'lon': '144.843002', 'lat': '-37.673302'}SE-BDCloudy16100.12019710004.150882...1044.451122Bologna Guglielmo Marconi AirportBO08BolognaIT{'lon': '11.2887', 'lat': '44.5354'}IT-45Cloudy62018-02-11 18:35:42
130531191.964104FalseZurich AirportZRHCH{'lon': '8.54917', 'lat': '47.464699'}CH-ZHHail5899.4544653665.751055...728.715904Portland International Jetport AirportPWMPortlandUS{'lon': '-70.30930328', 'lat': '43.64619827'}US-MEClear62018-02-11 19:02:10
130541080.446279FalseXi'an Xianyang International AirportXIYCN{'lon': '108.751999', 'lat': '34.447102'}SE-BDRain8058.5817535007.370551...402.929088Pisa International AirportPI05PisaIT{'lon': '10.3927', 'lat': '43.683899'}IT-52Sunny62018-02-11 20:42:25
13055646.612941FalseZurich AirportZRHCH{'lon': '8.54917', 'lat': '47.464699'}CH-ZHRain7088.5983224404.650791...644.418029Winnipeg / James Armstrong Richardson Internat...YWGWinnipegCA{'lon': '-97.23989868', 'lat': '49.90999985'}CA-MBRain62018-02-11 01:41:57
13056997.751876FalseUkrainka Air BaseXHBURU{'lon': '128.445007', 'lat': '51.169997'}RU-AMURain10920.6529726785.779157...937.540811Licenciado Benito Juarez International AirportAICMMexico CityMX{'lon': '-99.072098', 'lat': '19.4363'}MX-DIFSunny62018-02-11 04:09:27
130571102.814465FalseMinistro Pistarini International AirportEZEAR{'lon': '-58.5358', 'lat': '-34.8222'}SE-BDHail18748.85964711650.001272...1697.404971Itami AirportITMOsakaJP{'lon': '135.4380035', 'lat': '34.78549957'}SE-BDHail62018-02-11 08:28:21
13058858.144337FalseWashington Dulles International AirportIADUS{'lon': '-77.45580292', 'lat': '38.94449997'}US-DCHeavy Fog16809.14192310444.716557...1610.761827Adelaide International AirportADLAdelaideAU{'lon': '138.531006', 'lat': '-34.945'}SE-BDRain62018-02-11 14:54:34
\n", + "
\n", + "

13059 rows x 25 columns

" + ], + "text/plain": [ + " AvgTicketPrice Cancelled \\\n", + "0 841.265642 False \n", + "1 882.982662 False \n", + "2 190.636904 False \n", + "3 181.694216 True \n", + "4 730.041778 False \n", + "5 418.152089 False \n", + "6 180.246816 False \n", + "7 585.184310 False \n", + "8 960.869736 True \n", + "9 296.877773 False \n", + "10 906.437948 False \n", + "11 704.463771 False \n", + "12 922.499077 True \n", + "13 374.959276 False \n", + "14 552.917371 False \n", + "15 566.487557 True \n", + "16 989.952787 True \n", + "17 569.613255 False \n", + "18 277.429707 False \n", + "19 772.100846 False \n", + "20 167.599922 False \n", + "21 253.210065 False \n", + "22 917.247620 False \n", + "23 451.591176 False \n", + "24 307.067201 False \n", + "25 268.241596 False \n", + "26 975.812632 True \n", + "27 134.214546 False \n", + "28 988.897564 False \n", + "29 511.067220 False \n", + "... ... ... \n", + "13029 795.905278 False \n", + "13030 863.388068 False \n", + "13031 575.183008 False \n", + "13032 817.368952 False \n", + "13033 579.582455 False \n", + "13034 1004.916638 False \n", + "13035 357.562842 True \n", + "13036 429.580539 False \n", + "13037 729.788171 True \n", + "13038 564.897695 False \n", + "13039 1014.052787 False \n", + "13040 455.243843 False \n", + "13041 611.370232 False \n", + "13042 595.961285 False \n", + "13043 782.747648 False \n", + "13044 891.117221 False \n", + "13045 587.169921 False \n", + "13046 739.132165 False \n", + "13047 605.191876 False \n", + "13048 361.767659 True \n", + "13049 662.306992 False \n", + "13050 630.779526 False \n", + "13051 937.771279 True \n", + "13052 1085.155339 False \n", + "13053 1191.964104 False \n", + "13054 1080.446279 False \n", + "13055 646.612941 False \n", + "13056 997.751876 False \n", + "13057 1102.814465 False \n", + "13058 858.144337 False \n", + "\n", + " Dest DestAirportID \\\n", + "0 Sydney Kingsford Smith International Airport SYD \n", + "1 Venice Marco Polo Airport VE05 \n", + "2 Venice Marco Polo Airport VE05 \n", + "3 Treviso-Sant'Angelo Airport TV01 \n", + "4 Xi'an Xianyang International Airport XIY \n", + "5 Genoa Cristoforo Colombo Airport GE01 \n", + "6 Zurich Airport ZRH \n", + "7 Ottawa Macdonald-Cartier International Airport YOW \n", + "8 Rajiv Gandhi International Airport HYD \n", + "9 Treviso-Sant'Angelo Airport TV01 \n", + "10 Helsinki Vantaa Airport HEL \n", + "11 Vienna International Airport VIE \n", + "12 Shanghai Pudong International Airport PVG \n", + "13 Ottawa Macdonald-Cartier International Airport YOW \n", + "14 Luis Munoz Marin International Airport SJU \n", + "15 Cologne Bonn Airport CGN \n", + "16 Venice Marco Polo Airport VE05 \n", + "17 Ministro Pistarini International Airport EZE \n", + "18 Shanghai Pudong International Airport PVG \n", + "19 Indira Gandhi International Airport DEL \n", + "20 Wichita Mid Continent Airport ICT \n", + "21 Ottawa Macdonald-Cartier International Airport YOW \n", + "22 Itami Airport ITM \n", + "23 Vienna International Airport VIE \n", + "24 Charles de Gaulle International Airport CDG \n", + "25 Narita International Airport NRT \n", + "26 Itami Airport ITM \n", + "27 San Diego International Airport SAN \n", + "28 Verona Villafranca Airport VR10 \n", + "29 Zurich Airport ZRH \n", + "... ... ... \n", + "13029 Malpensa International Airport MI12 \n", + "13030 Xi'an Xianyang International Airport XIY \n", + "13031 Savannah Hilton Head International Airport SAV \n", + "13032 Syracuse Hancock International Airport SYR \n", + "13033 Tampa International Airport TPA \n", + "13034 Olenya Air Base XLMO \n", + "13035 Shanghai Pudong International Airport PVG \n", + "13036 Venice Marco Polo Airport VE05 \n", + "13037 Vienna International Airport VIE \n", + "13038 Pisa International Airport PI05 \n", + "13039 Vienna International Airport VIE \n", + "13040 London Luton Airport LTN \n", + "13041 Jorge Chavez International Airport LIM \n", + "13042 Ottawa Macdonald-Cartier International Airport YOW \n", + "13043 Xi'an Xianyang International Airport XIY \n", + "13044 Winnipeg / James Armstrong Richardson Internat... YWG \n", + "13045 Brisbane International Airport BNE \n", + "13046 Xi'an Xianyang International Airport XIY \n", + "13047 Portland International Jetport Airport PWM \n", + "13048 Dubai International Airport DXB \n", + "13049 Winnipeg / James Armstrong Richardson Internat... YWG \n", + "13050 Helsinki Vantaa Airport HEL \n", + "13051 Lester B. Pearson International Airport YYZ \n", + "13052 Melbourne International Airport MEL \n", + "13053 Zurich Airport ZRH \n", + "13054 Xi'an Xianyang International Airport XIY \n", + "13055 Zurich Airport ZRH \n", + "13056 Ukrainka Air Base XHBU \n", + "13057 Ministro Pistarini International Airport EZE \n", + "13058 Washington Dulles International Airport IAD \n", + "\n", + " DestCountry DestLocation DestRegion \\\n", + "0 AU {'lon': '151.177002', 'lat': '-33.94609833'} SE-BD \n", + "1 IT {'lon': '12.3519', 'lat': '45.505299'} IT-34 \n", + "2 IT {'lon': '12.3519', 'lat': '45.505299'} IT-34 \n", + "3 IT {'lon': '12.1944', 'lat': '45.648399'} IT-34 \n", + "4 CN {'lon': '108.751999', 'lat': '34.447102'} SE-BD \n", + "5 IT {'lon': '8.8375', 'lat': '44.4133'} IT-42 \n", + "6 CH {'lon': '8.54917', 'lat': '47.464699'} CH-ZH \n", + "7 CA {'lon': '-75.66919708', 'lat': '45.32249832'} CA-ON \n", + "8 IN {'lon': '78.42985535', 'lat': '17.23131752'} SE-BD \n", + "9 IT {'lon': '12.1944', 'lat': '45.648399'} IT-34 \n", + "10 FI {'lon': '24.9633007', 'lat': '60.31719971'} FI-ES \n", + "11 AT {'lon': '16.56970024', 'lat': '48.11029816'} AT-9 \n", + "12 CN {'lon': '121.8050003', 'lat': '31.14340019'} SE-BD \n", + "13 CA {'lon': '-75.66919708', 'lat': '45.32249832'} CA-ON \n", + "14 PR {'lon': '-66.00180054', 'lat': '18.43939972'} PR-U-A \n", + "15 DE {'lon': '7.142739773', 'lat': '50.86589813'} DE-NW \n", + "16 IT {'lon': '12.3519', 'lat': '45.505299'} IT-34 \n", + "17 AR {'lon': '-58.5358', 'lat': '-34.8222'} SE-BD \n", + "18 CN {'lon': '121.8050003', 'lat': '31.14340019'} SE-BD \n", + "19 IN {'lon': '77.103104', 'lat': '28.5665'} SE-BD \n", + "20 US {'lon': '-97.43309784', 'lat': '37.64989853'} US-KS \n", + "21 CA {'lon': '-75.66919708', 'lat': '45.32249832'} CA-ON \n", + "22 JP {'lon': '135.4380035', 'lat': '34.78549957'} SE-BD \n", + "23 AT {'lon': '16.56970024', 'lat': '48.11029816'} AT-9 \n", + "24 FR {'lon': '2.549999952', 'lat': '49.01279831'} FR-J \n", + "25 JP {'lon': '140.3860016', 'lat': '35.76470184'} SE-BD \n", + "26 JP {'lon': '135.4380035', 'lat': '34.78549957'} SE-BD \n", + "27 US {'lon': '-117.1900024', 'lat': '32.73360062'} US-CA \n", + "28 IT {'lon': '10.8885', 'lat': '45.395699'} IT-34 \n", + "29 CH {'lon': '8.54917', 'lat': '47.464699'} CH-ZH \n", + "... ... ... ... \n", + "13029 IT {'lon': '8.72811', 'lat': '45.6306'} IT-25 \n", + "13030 CN {'lon': '108.751999', 'lat': '34.447102'} SE-BD \n", + "13031 US {'lon': '-81.20210266', 'lat': '32.12760162'} US-GA \n", + "13032 US {'lon': '-76.10630035', 'lat': '43.11119843'} US-NY \n", + "13033 US {'lon': '-82.53320313', 'lat': '27.97550011'} US-FL \n", + "13034 RU {'lon': '33.46390152', 'lat': '68.15180206'} RU-MUR \n", + "13035 CN {'lon': '121.8050003', 'lat': '31.14340019'} SE-BD \n", + "13036 IT {'lon': '12.3519', 'lat': '45.505299'} IT-34 \n", + "13037 AT {'lon': '16.56970024', 'lat': '48.11029816'} AT-9 \n", + "13038 IT {'lon': '10.3927', 'lat': '43.683899'} IT-52 \n", + "13039 AT {'lon': '16.56970024', 'lat': '48.11029816'} AT-9 \n", + "13040 GB {'lon': '-0.368333012', 'lat': '51.87469864'} GB-ENG \n", + "13041 PE {'lon': '-77.114304', 'lat': '-12.0219'} SE-BD \n", + "13042 CA {'lon': '-75.66919708', 'lat': '45.32249832'} CA-ON \n", + "13043 CN {'lon': '108.751999', 'lat': '34.447102'} SE-BD \n", + "13044 CA {'lon': '-97.23989868', 'lat': '49.90999985'} CA-MB \n", + "13045 AU {'lon': '153.1170044', 'lat': '-27.38419914'} SE-BD \n", + "13046 CN {'lon': '108.751999', 'lat': '34.447102'} SE-BD \n", + "13047 US {'lon': '-70.30930328', 'lat': '43.64619827'} US-ME \n", + "13048 AE {'lon': '55.36439896', 'lat': '25.25279999'} SE-BD \n", + "13049 CA {'lon': '-97.23989868', 'lat': '49.90999985'} CA-MB \n", + "13050 FI {'lon': '24.9633007', 'lat': '60.31719971'} FI-ES \n", + "13051 CA {'lon': '-79.63059998', 'lat': '43.67720032'} CA-ON \n", + "13052 AU {'lon': '144.843002', 'lat': '-37.673302'} SE-BD \n", + "13053 CH {'lon': '8.54917', 'lat': '47.464699'} CH-ZH \n", + "13054 CN {'lon': '108.751999', 'lat': '34.447102'} SE-BD \n", + "13055 CH {'lon': '8.54917', 'lat': '47.464699'} CH-ZH \n", + "13056 RU {'lon': '128.445007', 'lat': '51.169997'} RU-AMU \n", + "13057 AR {'lon': '-58.5358', 'lat': '-34.8222'} SE-BD \n", + "13058 US {'lon': '-77.45580292', 'lat': '38.94449997'} US-DC \n", + "\n", + " DestWeather DistanceKilometers DistanceMiles ... \\\n", + "0 Rain 16492.326654 10247.856676 ... \n", + "1 Sunny 8823.400140 5482.606665 ... \n", + "2 Cloudy 0.000000 0.000000 ... \n", + "3 Clear 555.737767 345.319439 ... \n", + "4 Clear 13358.244200 8300.428125 ... \n", + "5 Thunder & Lightning 7871.808813 4891.315227 ... \n", + "6 Hail 0.000000 0.000000 ... \n", + "7 Clear 6764.367284 4203.182964 ... \n", + "8 Cloudy 7044.367089 4377.166777 ... \n", + "9 Rain 2097.866595 1303.553868 ... \n", + "10 Rain 8551.767893 5313.822211 ... \n", + "11 Cloudy 432.900221 268.991727 ... \n", + "12 Clear 12915.599428 8025.381415 ... \n", + "13 Rain 6938.783926 4311.560441 ... \n", + "14 Clear 7735.755582 4806.775669 ... \n", + "15 Sunny 7880.551894 4896.747926 ... \n", + "16 Damaging Wind 10049.394342 6244.404143 ... \n", + "17 Cloudy 8771.319962 5450.245542 ... \n", + "18 Clear 6763.201933 4202.458849 ... \n", + "19 Clear 12081.834802 7507.304095 ... \n", + "20 Clear 1553.304538 965.178693 ... \n", + "21 Hail 528.680104 328.506586 ... \n", + "22 Damaging Wind 8617.429653 5354.622538 ... \n", + "23 Heavy Fog 8695.934144 5403.402966 ... \n", + "24 Clear 852.672891 529.826371 ... \n", + "25 Rain 9496.213593 5900.673562 ... \n", + "26 Hail 7725.195279 4800.213801 ... \n", + "27 Clear 489.593006 304.218990 ... \n", + "28 Sunny 9093.616522 5650.511340 ... \n", + "29 Rain 8091.894680 5028.070245 ... \n", + "... ... ... ... ... \n", + "13029 Sunny 9618.764876 5976.823399 ... \n", + "13030 Damaging Wind 2823.452661 1754.412146 ... \n", + "13031 Thunder & Lightning 13250.192957 8233.288195 ... \n", + "13032 Rain 4259.578368 2646.779289 ... \n", + "13033 Rain 4463.651875 2773.584687 ... \n", + "13034 Clear 6322.749314 3928.774279 ... \n", + "13035 Thunder & Lightning 0.000000 0.000000 ... \n", + "13036 Sunny 0.000000 0.000000 ... \n", + "13037 Rain 7240.282910 4498.903224 ... \n", + "13038 Heavy Fog 7943.422743 4935.814060 ... \n", + "13039 Thunder & Lightning 6481.107921 4027.173756 ... \n", + "13040 Cloudy 45.424400 28.225414 ... \n", + "13041 Sunny 6777.510617 4211.349853 ... \n", + "13042 Clear 6002.073386 3729.515496 ... \n", + "13043 Clear 2823.452661 1754.412146 ... \n", + "13044 Clear 7436.235598 4620.662579 ... \n", + "13045 Rain 16197.414273 10064.606618 ... \n", + "13046 Rain 10316.155866 6410.162070 ... \n", + "13047 Thunder & Lightning 11291.997145 7016.521729 ... \n", + "13048 Sunny 0.000000 0.000000 ... \n", + "13049 Heavy Fog 10131.225295 6295.251540 ... \n", + "13050 Sunny 6324.578951 3929.911163 ... \n", + "13051 Sunny 7104.321998 4414.421030 ... \n", + "13052 Cloudy 16100.120197 10004.150882 ... \n", + "13053 Hail 5899.454465 3665.751055 ... \n", + "13054 Rain 8058.581753 5007.370551 ... \n", + "13055 Rain 7088.598322 4404.650791 ... \n", + "13056 Rain 10920.652972 6785.779157 ... \n", + "13057 Hail 18748.859647 11650.001272 ... \n", + "13058 Heavy Fog 16809.141923 10444.716557 ... \n", + "\n", + " FlightTimeMin Origin \\\n", + "0 1030.770416 Frankfurt am Main Airport \n", + "1 464.389481 Cape Town International Airport \n", + "2 0.000000 Venice Marco Polo Airport \n", + "3 222.749059 Naples International Airport \n", + "4 785.779071 Licenciado Benito Juarez International Airport \n", + "5 393.590441 Edmonton International Airport \n", + "6 300.000000 Zurich Airport \n", + "7 614.942480 Ciampino___G. B. Pastine International Airport \n", + "8 602.030591 Milano Linate Airport \n", + "9 174.822216 Sheremetyevo International Airport \n", + "10 503.045170 Albuquerque International Sunport Airport \n", + "11 36.075018 Venice Marco Polo Airport \n", + "12 679.768391 Licenciado Benito Juarez International Airport \n", + "13 330.418282 Naples International Airport \n", + "14 407.145031 Ciampino___G. B. Pastine International Airport \n", + "15 656.712658 Chengdu Shuangliu International Airport \n", + "16 773.030334 Licenciado Benito Juarez International Airport \n", + "17 704.716920 Cleveland Hopkins International Airport \n", + "18 355.957996 Olenya Air Base \n", + "19 875.114675 Casper-Natrona County International Airport \n", + "20 373.966883 Erie International Tom Ridge Field \n", + "21 130.667700 Newark Liberty International Airport \n", + "22 574.495310 Copenhagen Kastrup Airport \n", + "23 579.728943 Seattle Tacoma International Airport \n", + "24 50.157229 Berlin-Tegel Airport \n", + "25 527.567422 Manchester Airport \n", + "26 386.259764 Helsinki Vantaa Airport \n", + "27 24.479650 Phoenix Sky Harbor International Airport \n", + "28 568.351033 New Chitose Airport \n", + "29 425.889194 Tulsa International Airport \n", + "... ... ... \n", + "13029 534.375826 Itami Airport \n", + "13030 141.172633 Tokyo Haneda International Airport \n", + "13031 1113.137060 OR Tambo International Airport \n", + "13032 714.964864 El Dorado International Airport \n", + "13033 234.929046 Jorge Chavez International Airport \n", + "13034 526.895776 Gimpo International Airport \n", + "13035 0.000000 Shanghai Pudong International Airport \n", + "13036 150.000000 Venice Marco Polo Airport \n", + "13037 691.944839 Ukrainka Air Base \n", + "13038 567.387339 OR Tambo International Airport \n", + "13039 690.092327 Montreal / Pierre Elliott Trudeau Internationa... \n", + "13040 3.028293 London Heathrow Airport \n", + "13041 338.875531 Casper-Natrona County International Airport \n", + "13042 375.129587 Frankfurt am Main Airport \n", + "13043 156.858481 Tokyo Haneda International Airport \n", + "13044 354.106457 Vienna International Airport \n", + "13045 771.305442 Amsterdam Airport Schiphol \n", + "13046 542.955572 Winnipeg / James Armstrong Richardson Internat... \n", + "13047 564.599857 Jeju International Airport \n", + "13048 180.000000 Dubai International Airport \n", + "13049 835.954429 Ministro Pistarini International Airport \n", + "13050 451.755639 Beijing Capital International Airport \n", + "13051 507.451571 Leonardo da Vinci___Fiumicino Airport \n", + "13052 1044.451122 Bologna Guglielmo Marconi Airport \n", + "13053 728.715904 Portland International Jetport Airport \n", + "13054 402.929088 Pisa International Airport \n", + "13055 644.418029 Winnipeg / James Armstrong Richardson Internat... \n", + "13056 937.540811 Licenciado Benito Juarez International Airport \n", + "13057 1697.404971 Itami Airport \n", + "13058 1610.761827 Adelaide International Airport \n", + "\n", + " OriginAirportID OriginCityName OriginCountry \\\n", + "0 FRA Frankfurt am Main DE \n", + "1 CPT Cape Town ZA \n", + "2 VE05 Venice IT \n", + "3 NA01 Naples IT \n", + "4 AICM Mexico City MX \n", + "5 CYEG Edmonton CA \n", + "6 ZRH Zurich CH \n", + "7 RM12 Rome IT \n", + "8 MI11 Milan IT \n", + "9 SVO Moscow RU \n", + "10 ABQ Albuquerque US \n", + "11 VE05 Venice IT \n", + "12 AICM Mexico City MX \n", + "13 NA01 Naples IT \n", + "14 RM12 Rome IT \n", + "15 CTU Chengdu CN \n", + "16 AICM Mexico City MX \n", + "17 CLE Cleveland US \n", + "18 XLMO Olenegorsk RU \n", + "19 CPR Casper US \n", + "20 ERI Erie US \n", + "21 EWR Newark US \n", + "22 CPH Copenhagen DK \n", + "23 SEA Seattle US \n", + "24 TXL Berlin DE \n", + "25 MAN Manchester GB \n", + "26 HEL Helsinki FI \n", + "27 PHX Phoenix US \n", + "28 CTS Chitose / Tomakomai JP \n", + "29 TUL Tulsa US \n", + "... ... ... ... \n", + "13029 ITM Osaka JP \n", + "13030 HND Tokyo JP \n", + "13031 JNB Johannesburg ZA \n", + "13032 BOG Bogota CO \n", + "13033 LIM Lima PE \n", + "13034 GMP Seoul KR \n", + "13035 PVG Shanghai CN \n", + "13036 VE05 Venice IT \n", + "13037 XHBU Belogorsk RU \n", + "13038 JNB Johannesburg ZA \n", + "13039 YUL Montreal CA \n", + "13040 LHR London GB \n", + "13041 CPR Casper US \n", + "13042 FRA Frankfurt am Main DE \n", + "13043 HND Tokyo JP \n", + "13044 VIE Vienna AT \n", + "13045 AMS Amsterdam NL \n", + "13046 YWG Winnipeg CA \n", + "13047 CJU Jeju City KR \n", + "13048 DXB Dubai AE \n", + "13049 EZE Buenos Aires AR \n", + "13050 PEK Beijing CN \n", + "13051 RM11 Rome IT \n", + "13052 BO08 Bologna IT \n", + "13053 PWM Portland US \n", + "13054 PI05 Pisa IT \n", + "13055 YWG Winnipeg CA \n", + "13056 AICM Mexico City MX \n", + "13057 ITM Osaka JP \n", + "13058 ADL Adelaide AU \n", + "\n", + " OriginLocation OriginRegion \\\n", + "0 {'lon': '8.570556', 'lat': '50.033333'} DE-HE \n", + "1 {'lon': '18.60169983', 'lat': '-33.96480179'} SE-BD \n", + "2 {'lon': '12.3519', 'lat': '45.505299'} IT-34 \n", + "3 {'lon': '14.2908', 'lat': '40.886002'} IT-72 \n", + "4 {'lon': '-99.072098', 'lat': '19.4363'} MX-DIF \n", + "5 {'lon': '-113.5800018', 'lat': '53.30970001'} CA-AB \n", + "6 {'lon': '8.54917', 'lat': '47.464699'} CH-ZH \n", + "7 {'lon': '12.5949', 'lat': '41.7994'} IT-62 \n", + "8 {'lon': '9.27674', 'lat': '45.445099'} IT-25 \n", + "9 {'lon': '37.4146', 'lat': '55.972599'} RU-MOS \n", + "10 {'lon': '-106.609001', 'lat': '35.040199'} US-NM \n", + "11 {'lon': '12.3519', 'lat': '45.505299'} IT-34 \n", + "12 {'lon': '-99.072098', 'lat': '19.4363'} MX-DIF \n", + "13 {'lon': '14.2908', 'lat': '40.886002'} IT-72 \n", + "14 {'lon': '12.5949', 'lat': '41.7994'} IT-62 \n", + "15 {'lon': '103.9469986', 'lat': '30.57850075'} SE-BD \n", + "16 {'lon': '-99.072098', 'lat': '19.4363'} MX-DIF \n", + "17 {'lon': '-81.84980011', 'lat': '41.4117012'} US-OH \n", + "18 {'lon': '33.46390152', 'lat': '68.15180206'} RU-MUR \n", + "19 {'lon': '-106.4639969', 'lat': '42.90800095'} US-WY \n", + "20 {'lon': '-80.17386675', 'lat': '42.08312701'} US-PA \n", + "21 {'lon': '-74.16870117', 'lat': '40.69250107'} US-NJ \n", + "22 {'lon': '12.65600014', 'lat': '55.61790085'} DK-84 \n", + "23 {'lon': '-122.3089981', 'lat': '47.44900131'} US-WA \n", + "24 {'lon': '13.2877', 'lat': '52.5597'} DE-BE \n", + "25 {'lon': '-2.274950027', 'lat': '53.35369873'} GB-ENG \n", + "26 {'lon': '24.9633007', 'lat': '60.31719971'} FI-ES \n", + "27 {'lon': '-112.012001', 'lat': '33.43429947'} US-AZ \n", + "28 {'lon': '141.6920013', 'lat': '42.77519989'} SE-BD \n", + "29 {'lon': '-95.88809967', 'lat': '36.19839859'} US-OK \n", + "... ... ... \n", + "13029 {'lon': '135.4380035', 'lat': '34.78549957'} SE-BD \n", + "13030 {'lon': '139.779999', 'lat': '35.552299'} SE-BD \n", + "13031 {'lon': '28.246', 'lat': '-26.1392'} SE-BD \n", + "13032 {'lon': '-74.1469', 'lat': '4.70159'} CO-CUN \n", + "13033 {'lon': '-77.114304', 'lat': '-12.0219'} SE-BD \n", + "13034 {'lon': '126.791', 'lat': '37.5583'} SE-BD \n", + "13035 {'lon': '121.8050003', 'lat': '31.14340019'} SE-BD \n", + "13036 {'lon': '12.3519', 'lat': '45.505299'} IT-34 \n", + "13037 {'lon': '128.445007', 'lat': '51.169997'} RU-AMU \n", + "13038 {'lon': '28.246', 'lat': '-26.1392'} SE-BD \n", + "13039 {'lon': '-73.74079895', 'lat': '45.47060013'} CA-QC \n", + "13040 {'lon': '-0.461941', 'lat': '51.4706'} GB-ENG \n", + "13041 {'lon': '-106.4639969', 'lat': '42.90800095'} US-WY \n", + "13042 {'lon': '8.570556', 'lat': '50.033333'} DE-HE \n", + "13043 {'lon': '139.779999', 'lat': '35.552299'} SE-BD \n", + "13044 {'lon': '16.56970024', 'lat': '48.11029816'} AT-9 \n", + "13045 {'lon': '4.76388979', 'lat': '52.30860138'} NL-NH \n", + "13046 {'lon': '-97.23989868', 'lat': '49.90999985'} CA-MB \n", + "13047 {'lon': '126.4929962', 'lat': '33.51129913'} SE-BD \n", + "13048 {'lon': '55.36439896', 'lat': '25.25279999'} SE-BD \n", + "13049 {'lon': '-58.5358', 'lat': '-34.8222'} AR-B \n", + "13050 {'lon': '116.5849991', 'lat': '40.08010101'} SE-BD \n", + "13051 {'lon': '12.2388889', 'lat': '41.8002778'} IT-62 \n", + "13052 {'lon': '11.2887', 'lat': '44.5354'} IT-45 \n", + "13053 {'lon': '-70.30930328', 'lat': '43.64619827'} US-ME \n", + "13054 {'lon': '10.3927', 'lat': '43.683899'} IT-52 \n", + "13055 {'lon': '-97.23989868', 'lat': '49.90999985'} CA-MB \n", + "13056 {'lon': '-99.072098', 'lat': '19.4363'} MX-DIF \n", + "13057 {'lon': '135.4380035', 'lat': '34.78549957'} SE-BD \n", + "13058 {'lon': '138.531006', 'lat': '-34.945'} SE-BD \n", + "\n", + " OriginWeather dayOfWeek timestamp \n", + "0 Sunny 0 2018-01-01 00:00:00 \n", + "1 Clear 0 2018-01-01 18:27:00 \n", + "2 Rain 0 2018-01-01 17:11:14 \n", + "3 Thunder & Lightning 0 2018-01-01 10:33:28 \n", + "4 Damaging Wind 0 2018-01-01 05:13:00 \n", + "5 Rain 0 2018-01-01 01:43:03 \n", + "6 Clear 0 2018-01-01 13:49:53 \n", + "7 Thunder & Lightning 0 2018-01-01 04:54:59 \n", + "8 Heavy Fog 0 2018-01-01 12:09:35 \n", + "9 Cloudy 0 2018-01-01 12:09:35 \n", + "10 Rain 0 2018-01-01 22:06:14 \n", + "11 Rain 0 2018-01-01 11:52:34 \n", + "12 Heavy Fog 0 2018-01-01 02:13:46 \n", + "13 Rain 0 2018-01-01 14:21:13 \n", + "14 Cloudy 0 2018-01-01 17:42:53 \n", + "15 Thunder & Lightning 0 2018-01-01 19:55:32 \n", + "16 Thunder & Lightning 0 2018-01-01 07:49:27 \n", + "17 Rain 0 2018-01-01 01:30:47 \n", + "18 Hail 0 2018-01-01 07:58:17 \n", + "19 Cloudy 0 2018-01-01 00:02:06 \n", + "20 Cloudy 0 2018-01-01 01:08:20 \n", + "21 Clear 0 2018-01-01 01:08:20 \n", + "22 Sunny 0 2018-01-01 07:48:35 \n", + "23 Heavy Fog 0 2018-01-01 18:57:21 \n", + "24 Rain 0 2018-01-01 13:18:25 \n", + "25 Thunder & Lightning 0 2018-01-01 08:20:35 \n", + "26 Rain 0 2018-01-01 15:38:32 \n", + "27 Clear 0 2018-01-01 03:08:45 \n", + "28 Damaging Wind 0 2018-01-01 01:16:59 \n", + "29 Rain 0 2018-01-01 18:00:59 \n", + "... ... ... ... \n", + "13029 Sunny 6 2018-02-11 20:10:13 \n", + "13030 Clear 6 2018-02-11 18:59:53 \n", + "13031 Hail 6 2018-02-11 00:57:48 \n", + "13032 Thunder & Lightning 6 2018-02-11 12:02:49 \n", + "13033 Thunder & Lightning 6 2018-02-11 02:07:40 \n", + "13034 Sunny 6 2018-02-11 00:35:04 \n", + "13035 Thunder & Lightning 6 2018-02-11 11:19:12 \n", + "13036 Cloudy 6 2018-02-11 15:07:11 \n", + "13037 Damaging Wind 6 2018-02-11 10:24:42 \n", + "13038 Damaging Wind 6 2018-02-11 00:42:06 \n", + "13039 Thunder & Lightning 6 2018-02-11 10:56:31 \n", + "13040 Clear 6 2018-02-11 00:39:37 \n", + "13041 Rain 6 2018-02-11 10:24:30 \n", + "13042 Clear 6 2018-02-11 09:02:07 \n", + "13043 Thunder & Lightning 6 2018-02-11 04:45:06 \n", + "13044 Thunder & Lightning 6 2018-02-11 00:51:14 \n", + "13045 Sunny 6 2018-02-11 05:41:51 \n", + "13046 Hail 6 2018-02-11 10:02:21 \n", + "13047 Cloudy 6 2018-02-11 15:55:10 \n", + "13048 Hail 6 2018-02-11 04:11:14 \n", + "13049 Sunny 6 2018-02-11 10:13:32 \n", + "13050 Cloudy 6 2018-02-11 11:23:23 \n", + "13051 Hail 6 2018-02-11 01:13:50 \n", + "13052 Cloudy 6 2018-02-11 18:35:42 \n", + "13053 Clear 6 2018-02-11 19:02:10 \n", + "13054 Sunny 6 2018-02-11 20:42:25 \n", + "13055 Rain 6 2018-02-11 01:41:57 \n", + "13056 Sunny 6 2018-02-11 04:09:27 \n", + "13057 Hail 6 2018-02-11 08:28:21 \n", + "13058 Rain 6 2018-02-11 14:54:34 \n", + "\n", + "[13059 rows x 25 columns]" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ed_col0" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [], + "source": [ + "pd_idx0 = pd_flights.drop(['1', '2'])\n", + "ed_idx0 = ed_flights.drop(['1', '2'])" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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AvgTicketPriceCancelledCarrierDestDestAirportIDDestCityNameDestCountryDestLocationDestRegionDestWeather...FlightTimeMinOriginOriginAirportIDOriginCityNameOriginCountryOriginLocationOriginRegionOriginWeatherdayOfWeektimestamp
0841.265642FalseKibana AirlinesSydney Kingsford Smith International AirportSYDSydneyAU{'lat': '-33.94609833', 'lon': '151.177002'}SE-BDRain...1030.770416Frankfurt am Main AirportFRAFrankfurt am MainDE{'lat': '50.033333', 'lon': '8.570556'}DE-HESunny02018-01-01 00:00:00
3181.694216TrueKibana AirlinesTreviso-Sant'Angelo AirportTV01TrevisoIT{'lat': '45.648399', 'lon': '12.1944'}IT-34Clear...222.749059Naples International AirportNA01NaplesIT{'lat': '40.886002', 'lon': '14.2908'}IT-72Thunder & Lightning02018-01-01 10:33:28
4730.041778FalseKibana AirlinesXi'an Xianyang International AirportXIYXi'anCN{'lat': '34.447102', 'lon': '108.751999'}SE-BDClear...785.779071Licenciado Benito Juarez International AirportAICMMexico CityMX{'lat': '19.4363', 'lon': '-99.072098'}MX-DIFDamaging Wind02018-01-01 05:13:00
5418.152089FalseJetBeatsGenoa Cristoforo Colombo AirportGE01GenovaIT{'lat': '44.4133', 'lon': '8.8375'}IT-42Thunder & Lightning...393.590441Edmonton International AirportCYEGEdmontonCA{'lat': '53.30970001', 'lon': '-113.5800018'}CA-ABRain02018-01-01 01:43:03
6180.246816FalseJetBeatsZurich AirportZRHZurichCH{'lat': '47.464699', 'lon': '8.54917'}CH-ZHHail...300.000000Zurich AirportZRHZurichCH{'lat': '47.464699', 'lon': '8.54917'}CH-ZHClear02018-01-01 13:49:53
7585.184310FalseKibana AirlinesOttawa Macdonald-Cartier International AirportYOWOttawaCA{'lat': '45.32249832', 'lon': '-75.66919708'}CA-ONClear...614.942480Ciampino___G. B. Pastine International AirportRM12RomeIT{'lat': '41.7994', 'lon': '12.5949'}IT-62Thunder & Lightning02018-01-01 04:54:59
8960.869736TrueKibana AirlinesRajiv Gandhi International AirportHYDHyderabadIN{'lat': '17.23131752', 'lon': '78.42985535'}SE-BDCloudy...602.030591Milano Linate AirportMI11MilanIT{'lat': '45.445099', 'lon': '9.27674'}IT-25Heavy Fog02018-01-01 12:09:35
9296.877773FalseLogstash AirwaysTreviso-Sant'Angelo AirportTV01TrevisoIT{'lat': '45.648399', 'lon': '12.1944'}IT-34Rain...174.822216Sheremetyevo International AirportSVOMoscowRU{'lat': '55.972599', 'lon': '37.4146'}RU-MOSCloudy02018-01-01 12:09:35
10906.437948FalseJetBeatsHelsinki Vantaa AirportHELHelsinkiFI{'lat': '60.31719971', 'lon': '24.9633007'}FI-ESRain...503.045170Albuquerque International Sunport AirportABQAlbuquerqueUS{'lat': '35.040199', 'lon': '-106.609001'}US-NMRain02018-01-01 22:06:14
11704.463771FalseLogstash AirwaysVienna International AirportVIEViennaAT{'lat': '48.11029816', 'lon': '16.56970024'}AT-9Cloudy...36.075018Venice Marco Polo AirportVE05VeniceIT{'lat': '45.505299', 'lon': '12.3519'}IT-34Rain02018-01-01 11:52:34
12922.499077TrueLogstash AirwaysShanghai Pudong International AirportPVGShanghaiCN{'lat': '31.14340019', 'lon': '121.8050003'}SE-BDClear...679.768391Licenciado Benito Juarez International AirportAICMMexico CityMX{'lat': '19.4363', 'lon': '-99.072098'}MX-DIFHeavy Fog02018-01-01 02:13:46
13374.959276FalseLogstash AirwaysOttawa Macdonald-Cartier International AirportYOWOttawaCA{'lat': '45.32249832', 'lon': '-75.66919708'}CA-ONRain...330.418282Naples International AirportNA01NaplesIT{'lat': '40.886002', 'lon': '14.2908'}IT-72Rain02018-01-01 14:21:13
14552.917371FalseLogstash AirwaysLuis Munoz Marin International AirportSJUSan JuanPR{'lat': '18.43939972', 'lon': '-66.00180054'}PR-U-AClear...407.145031Ciampino___G. B. Pastine International AirportRM12RomeIT{'lat': '41.7994', 'lon': '12.5949'}IT-62Cloudy02018-01-01 17:42:53
15566.487557TrueKibana AirlinesCologne Bonn AirportCGNCologneDE{'lat': '50.86589813', 'lon': '7.142739773'}DE-NWSunny...656.712658Chengdu Shuangliu International AirportCTUChengduCN{'lat': '30.57850075', 'lon': '103.9469986'}SE-BDThunder & Lightning02018-01-01 19:55:32
16989.952787TrueLogstash AirwaysVenice Marco Polo AirportVE05VeniceIT{'lat': '45.505299', 'lon': '12.3519'}IT-34Damaging Wind...773.030334Licenciado Benito Juarez International AirportAICMMexico CityMX{'lat': '19.4363', 'lon': '-99.072098'}MX-DIFThunder & Lightning02018-01-01 07:49:27
17569.613255FalseES-AirMinistro Pistarini International AirportEZEBuenos AiresAR{'lat': '-34.8222', 'lon': '-58.5358'}SE-BDCloudy...704.716920Cleveland Hopkins International AirportCLEClevelandUS{'lat': '41.4117012', 'lon': '-81.84980011'}US-OHRain02018-01-01 01:30:47
18277.429707FalseES-AirShanghai Pudong International AirportPVGShanghaiCN{'lat': '31.14340019', 'lon': '121.8050003'}SE-BDClear...355.957996Olenya Air BaseXLMOOlenegorskRU{'lat': '68.15180206', 'lon': '33.46390152'}RU-MURHail02018-01-01 07:58:17
19772.100846FalseJetBeatsIndira Gandhi International AirportDELNew DelhiIN{'lat': '28.5665', 'lon': '77.103104'}SE-BDClear...875.114675Casper-Natrona County International AirportCPRCasperUS{'lat': '42.90800095', 'lon': '-106.4639969'}US-WYCloudy02018-01-01 00:02:06
20167.599922FalseJetBeatsWichita Mid Continent AirportICTWichitaUS{'lat': '37.64989853', 'lon': '-97.43309784'}US-KSClear...373.966883Erie International Tom Ridge FieldERIErieUS{'lat': '42.08312701', 'lon': '-80.17386675'}US-PACloudy02018-01-01 01:08:20
21253.210065FalseES-AirOttawa Macdonald-Cartier International AirportYOWOttawaCA{'lat': '45.32249832', 'lon': '-75.66919708'}CA-ONHail...130.667700Newark Liberty International AirportEWRNewarkUS{'lat': '40.69250107', 'lon': '-74.16870117'}US-NJClear02018-01-01 01:08:20
22917.247620FalseJetBeatsItami AirportITMOsakaJP{'lat': '34.78549957', 'lon': '135.4380035'}SE-BDDamaging Wind...574.495310Copenhagen Kastrup AirportCPHCopenhagenDK{'lat': '55.61790085', 'lon': '12.65600014'}DK-84Sunny02018-01-01 07:48:35
23451.591176FalseLogstash AirwaysVienna International AirportVIEViennaAT{'lat': '48.11029816', 'lon': '16.56970024'}AT-9Heavy Fog...579.728943Seattle Tacoma International AirportSEASeattleUS{'lat': '47.44900131', 'lon': '-122.3089981'}US-WAHeavy Fog02018-01-01 18:57:21
24307.067201FalseLogstash AirwaysCharles de Gaulle International AirportCDGParisFR{'lat': '49.01279831', 'lon': '2.549999952'}FR-JClear...50.157229Berlin-Tegel AirportTXLBerlinDE{'lat': '52.5597', 'lon': '13.2877'}DE-BERain02018-01-01 13:18:25
25268.241596FalseES-AirNarita International AirportNRTTokyoJP{'lat': '35.76470184', 'lon': '140.3860016'}SE-BDRain...527.567422Manchester AirportMANManchesterGB{'lat': '53.35369873', 'lon': '-2.274950027'}GB-ENGThunder & Lightning02018-01-01 08:20:35
26975.812632TrueKibana AirlinesItami AirportITMOsakaJP{'lat': '34.78549957', 'lon': '135.4380035'}SE-BDHail...386.259764Helsinki Vantaa AirportHELHelsinkiFI{'lat': '60.31719971', 'lon': '24.9633007'}FI-ESRain02018-01-01 15:38:32
27134.214546FalseJetBeatsSan Diego International AirportSANSan DiegoUS{'lat': '32.73360062', 'lon': '-117.1900024'}US-CAClear...24.479650Phoenix Sky Harbor International AirportPHXPhoenixUS{'lat': '33.43429947', 'lon': '-112.012001'}US-AZClear02018-01-01 03:08:45
28988.897564FalseKibana AirlinesVerona Villafranca AirportVR10VeronaIT{'lat': '45.395699', 'lon': '10.8885'}IT-34Sunny...568.351033New Chitose AirportCTSChitose / TomakomaiJP{'lat': '42.77519989', 'lon': '141.6920013'}SE-BDDamaging Wind02018-01-01 01:16:59
29511.067220FalseLogstash AirwaysZurich AirportZRHZurichCH{'lat': '47.464699', 'lon': '8.54917'}CH-ZHRain...425.889194Tulsa International AirportTULTulsaUS{'lat': '36.19839859', 'lon': '-95.88809967'}US-OKRain02018-01-01 18:00:59
30252.911966FalseKibana AirlinesChengdu Shuangliu International AirportCTUChengduCN{'lat': '30.57850075', 'lon': '103.9469986'}SE-BDSunny...490.350002Abu Dhabi International AirportAUHAbu DhabiAE{'lat': '24.43300056', 'lon': '54.65110016'}SE-BDThunder & Lightning02018-01-01 12:05:14
31572.072088FalseES-AirNarita International AirportNRTTokyoJP{'lat': '35.76470184', 'lon': '140.3860016'}SE-BDDamaging Wind...979.741044Catania-Fontanarossa AirportCT03CataniaIT{'lat': '37.466801', 'lon': '15.0664'}IT-82Damaging Wind02018-01-01 04:18:52
..................................................................
13029795.905278FalseKibana AirlinesMalpensa International AirportMI12MilanIT{'lat': '45.6306', 'lon': '8.72811'}IT-25Sunny...534.375826Itami AirportITMOsakaJP{'lat': '34.78549957', 'lon': '135.4380035'}SE-BDSunny62018-02-11 20:10:13
13030863.388068FalseLogstash AirwaysXi'an Xianyang International AirportXIYXi'anCN{'lat': '34.447102', 'lon': '108.751999'}SE-BDDamaging Wind...141.172633Tokyo Haneda International AirportHNDTokyoJP{'lat': '35.552299', 'lon': '139.779999'}SE-BDClear62018-02-11 18:59:53
13031575.183008FalseJetBeatsSavannah Hilton Head International AirportSAVSavannahUS{'lat': '32.12760162', 'lon': '-81.20210266'}US-GAThunder & Lightning...1113.137060OR Tambo International AirportJNBJohannesburgZA{'lat': '-26.1392', 'lon': '28.246'}SE-BDHail62018-02-11 00:57:48
13032817.368952FalseJetBeatsSyracuse Hancock International AirportSYRSyracuseUS{'lat': '43.11119843', 'lon': '-76.10630035'}US-NYRain...714.964864El Dorado International AirportBOGBogotaCO{'lat': '4.70159', 'lon': '-74.1469'}CO-CUNThunder & Lightning62018-02-11 12:02:49
13033579.582455FalseES-AirTampa International AirportTPATampaUS{'lat': '27.97550011', 'lon': '-82.53320313'}US-FLRain...234.929046Jorge Chavez International AirportLIMLimaPE{'lat': '-12.0219', 'lon': '-77.114304'}SE-BDThunder & Lightning62018-02-11 02:07:40
130341004.916638FalseJetBeatsOlenya Air BaseXLMOOlenegorskRU{'lat': '68.15180206', 'lon': '33.46390152'}RU-MURClear...526.895776Gimpo International AirportGMPSeoulKR{'lat': '37.5583', 'lon': '126.791'}SE-BDSunny62018-02-11 00:35:04
13035357.562842TrueLogstash AirwaysShanghai Pudong International AirportPVGShanghaiCN{'lat': '31.14340019', 'lon': '121.8050003'}SE-BDThunder & Lightning...0.000000Shanghai Pudong International AirportPVGShanghaiCN{'lat': '31.14340019', 'lon': '121.8050003'}SE-BDThunder & Lightning62018-02-11 11:19:12
13036429.580539FalseLogstash AirwaysVenice Marco Polo AirportVE05VeniceIT{'lat': '45.505299', 'lon': '12.3519'}IT-34Sunny...150.000000Venice Marco Polo AirportVE05VeniceIT{'lat': '45.505299', 'lon': '12.3519'}IT-34Cloudy62018-02-11 15:07:11
13037729.788171TrueES-AirVienna International AirportVIEViennaAT{'lat': '48.11029816', 'lon': '16.56970024'}AT-9Rain...691.944839Ukrainka Air BaseXHBUBelogorskRU{'lat': '51.169997', 'lon': '128.445007'}RU-AMUDamaging Wind62018-02-11 10:24:42
13038564.897695FalseES-AirPisa International AirportPI05PisaIT{'lat': '43.683899', 'lon': '10.3927'}IT-52Heavy Fog...567.387339OR Tambo International AirportJNBJohannesburgZA{'lat': '-26.1392', 'lon': '28.246'}SE-BDDamaging Wind62018-02-11 00:42:06
130391014.052787FalseLogstash AirwaysVienna International AirportVIEViennaAT{'lat': '48.11029816', 'lon': '16.56970024'}AT-9Thunder & Lightning...690.092327Montreal / Pierre Elliott Trudeau Internationa...YULMontrealCA{'lat': '45.47060013', 'lon': '-73.74079895'}CA-QCThunder & Lightning62018-02-11 10:56:31
13040455.243843FalseES-AirLondon Luton AirportLTNLondonGB{'lat': '51.87469864', 'lon': '-0.368333012'}GB-ENGCloudy...3.028293London Heathrow AirportLHRLondonGB{'lat': '51.4706', 'lon': '-0.461941'}GB-ENGClear62018-02-11 00:39:37
13041611.370232FalseLogstash AirwaysJorge Chavez International AirportLIMLimaPE{'lat': '-12.0219', 'lon': '-77.114304'}SE-BDSunny...338.875531Casper-Natrona County International AirportCPRCasperUS{'lat': '42.90800095', 'lon': '-106.4639969'}US-WYRain62018-02-11 10:24:30
13042595.961285FalseJetBeatsOttawa Macdonald-Cartier International AirportYOWOttawaCA{'lat': '45.32249832', 'lon': '-75.66919708'}CA-ONClear...375.129587Frankfurt am Main AirportFRAFrankfurt am MainDE{'lat': '50.033333', 'lon': '8.570556'}DE-HEClear62018-02-11 09:02:07
13043782.747648FalseLogstash AirwaysXi'an Xianyang International AirportXIYXi'anCN{'lat': '34.447102', 'lon': '108.751999'}SE-BDClear...156.858481Tokyo Haneda International AirportHNDTokyoJP{'lat': '35.552299', 'lon': '139.779999'}SE-BDThunder & Lightning62018-02-11 04:45:06
13044891.117221FalseJetBeatsWinnipeg / James Armstrong Richardson Internat...YWGWinnipegCA{'lat': '49.90999985', 'lon': '-97.23989868'}CA-MBClear...354.106457Vienna International AirportVIEViennaAT{'lat': '48.11029816', 'lon': '16.56970024'}AT-9Thunder & Lightning62018-02-11 00:51:14
13045587.169921FalseLogstash AirwaysBrisbane International AirportBNEBrisbaneAU{'lat': '-27.38419914', 'lon': '153.1170044'}SE-BDRain...771.305442Amsterdam Airport SchipholAMSAmsterdamNL{'lat': '52.30860138', 'lon': '4.76388979'}NL-NHSunny62018-02-11 05:41:51
13046739.132165FalseLogstash AirwaysXi'an Xianyang International AirportXIYXi'anCN{'lat': '34.447102', 'lon': '108.751999'}SE-BDRain...542.955572Winnipeg / James Armstrong Richardson Internat...YWGWinnipegCA{'lat': '49.90999985', 'lon': '-97.23989868'}CA-MBHail62018-02-11 10:02:21
13047605.191876FalseJetBeatsPortland International Jetport AirportPWMPortlandUS{'lat': '43.64619827', 'lon': '-70.30930328'}US-METhunder & Lightning...564.599857Jeju International AirportCJUJeju CityKR{'lat': '33.51129913', 'lon': '126.4929962'}SE-BDCloudy62018-02-11 15:55:10
13048361.767659TrueLogstash AirwaysDubai International AirportDXBDubaiAE{'lat': '25.25279999', 'lon': '55.36439896'}SE-BDSunny...180.000000Dubai International AirportDXBDubaiAE{'lat': '25.25279999', 'lon': '55.36439896'}SE-BDHail62018-02-11 04:11:14
13049662.306992FalseES-AirWinnipeg / James Armstrong Richardson Internat...YWGWinnipegCA{'lat': '49.90999985', 'lon': '-97.23989868'}CA-MBHeavy Fog...835.954429Ministro Pistarini International AirportEZEBuenos AiresAR{'lat': '-34.8222', 'lon': '-58.5358'}AR-BSunny62018-02-11 10:13:32
13050630.779526FalseJetBeatsHelsinki Vantaa AirportHELHelsinkiFI{'lat': '60.31719971', 'lon': '24.9633007'}FI-ESSunny...451.755639Beijing Capital International AirportPEKBeijingCN{'lat': '40.08010101', 'lon': '116.5849991'}SE-BDCloudy62018-02-11 11:23:23
13051937.771279TrueLogstash AirwaysLester B. Pearson International AirportYYZTorontoCA{'lat': '43.67720032', 'lon': '-79.63059998'}CA-ONSunny...507.451571Leonardo da Vinci___Fiumicino AirportRM11RomeIT{'lat': '41.8002778', 'lon': '12.2388889'}IT-62Hail62018-02-11 01:13:50
130521085.155339FalseLogstash AirwaysMelbourne International AirportMELMelbourneAU{'lat': '-37.673302', 'lon': '144.843002'}SE-BDCloudy...1044.451122Bologna Guglielmo Marconi AirportBO08BolognaIT{'lat': '44.5354', 'lon': '11.2887'}IT-45Cloudy62018-02-11 18:35:42
130531191.964104FalseLogstash AirwaysZurich AirportZRHZurichCH{'lat': '47.464699', 'lon': '8.54917'}CH-ZHHail...728.715904Portland International Jetport AirportPWMPortlandUS{'lat': '43.64619827', 'lon': '-70.30930328'}US-MEClear62018-02-11 19:02:10
130541080.446279FalseLogstash AirwaysXi'an Xianyang International AirportXIYXi'anCN{'lat': '34.447102', 'lon': '108.751999'}SE-BDRain...402.929088Pisa International AirportPI05PisaIT{'lat': '43.683899', 'lon': '10.3927'}IT-52Sunny62018-02-11 20:42:25
13055646.612941FalseLogstash AirwaysZurich AirportZRHZurichCH{'lat': '47.464699', 'lon': '8.54917'}CH-ZHRain...644.418029Winnipeg / James Armstrong Richardson Internat...YWGWinnipegCA{'lat': '49.90999985', 'lon': '-97.23989868'}CA-MBRain62018-02-11 01:41:57
13056997.751876FalseLogstash AirwaysUkrainka Air BaseXHBUBelogorskRU{'lat': '51.169997', 'lon': '128.445007'}RU-AMURain...937.540811Licenciado Benito Juarez International AirportAICMMexico CityMX{'lat': '19.4363', 'lon': '-99.072098'}MX-DIFSunny62018-02-11 04:09:27
130571102.814465FalseJetBeatsMinistro Pistarini International AirportEZEBuenos AiresAR{'lat': '-34.8222', 'lon': '-58.5358'}SE-BDHail...1697.404971Itami AirportITMOsakaJP{'lat': '34.78549957', 'lon': '135.4380035'}SE-BDHail62018-02-11 08:28:21
13058858.144337FalseJetBeatsWashington Dulles International AirportIADWashingtonUS{'lat': '38.94449997', 'lon': '-77.45580292'}US-DCHeavy Fog...1610.761827Adelaide International AirportADLAdelaideAU{'lat': '-34.945', 'lon': '138.531006'}SE-BDRain62018-02-11 14:54:34
\n", + "

13057 rows × 27 columns

\n", + "
" + ], + "text/plain": [ + " AvgTicketPrice Cancelled Carrier \\\n", + "0 841.265642 False Kibana Airlines \n", + "3 181.694216 True Kibana Airlines \n", + "4 730.041778 False Kibana Airlines \n", + "5 418.152089 False JetBeats \n", + "6 180.246816 False JetBeats \n", + "7 585.184310 False Kibana Airlines \n", + "8 960.869736 True Kibana Airlines \n", + "9 296.877773 False Logstash Airways \n", + "10 906.437948 False JetBeats \n", + "11 704.463771 False Logstash Airways \n", + "12 922.499077 True Logstash Airways \n", + "13 374.959276 False Logstash Airways \n", + "14 552.917371 False Logstash Airways \n", + "15 566.487557 True Kibana Airlines \n", + "16 989.952787 True Logstash Airways \n", + "17 569.613255 False ES-Air \n", + "18 277.429707 False ES-Air \n", + "19 772.100846 False JetBeats \n", + "20 167.599922 False JetBeats \n", + "21 253.210065 False ES-Air \n", + "22 917.247620 False JetBeats \n", + "23 451.591176 False Logstash Airways \n", + "24 307.067201 False Logstash Airways \n", + "25 268.241596 False ES-Air \n", + "26 975.812632 True Kibana Airlines \n", + "27 134.214546 False JetBeats \n", + "28 988.897564 False Kibana Airlines \n", + "29 511.067220 False Logstash Airways \n", + "30 252.911966 False Kibana Airlines \n", + "31 572.072088 False ES-Air \n", + "... ... ... ... \n", + "13029 795.905278 False Kibana Airlines \n", + "13030 863.388068 False Logstash Airways \n", + "13031 575.183008 False JetBeats \n", + "13032 817.368952 False JetBeats \n", + "13033 579.582455 False ES-Air \n", + "13034 1004.916638 False JetBeats \n", + "13035 357.562842 True Logstash Airways \n", + "13036 429.580539 False Logstash Airways \n", + "13037 729.788171 True ES-Air \n", + "13038 564.897695 False ES-Air \n", + "13039 1014.052787 False Logstash Airways \n", + "13040 455.243843 False ES-Air \n", + "13041 611.370232 False Logstash Airways \n", + "13042 595.961285 False JetBeats \n", + "13043 782.747648 False Logstash Airways \n", + "13044 891.117221 False JetBeats \n", + "13045 587.169921 False Logstash Airways \n", + "13046 739.132165 False Logstash Airways \n", + "13047 605.191876 False JetBeats \n", + "13048 361.767659 True Logstash Airways \n", + "13049 662.306992 False ES-Air \n", + "13050 630.779526 False JetBeats \n", + "13051 937.771279 True Logstash Airways \n", + "13052 1085.155339 False Logstash Airways \n", + "13053 1191.964104 False Logstash Airways \n", + "13054 1080.446279 False Logstash Airways \n", + "13055 646.612941 False Logstash Airways \n", + "13056 997.751876 False Logstash Airways \n", + "13057 1102.814465 False JetBeats \n", + "13058 858.144337 False JetBeats \n", + "\n", + " Dest DestAirportID \\\n", + "0 Sydney Kingsford Smith International Airport SYD \n", + "3 Treviso-Sant'Angelo Airport TV01 \n", + "4 Xi'an Xianyang International Airport XIY \n", + "5 Genoa Cristoforo Colombo Airport GE01 \n", + "6 Zurich Airport ZRH \n", + "7 Ottawa Macdonald-Cartier International Airport YOW \n", + "8 Rajiv Gandhi International Airport HYD \n", + "9 Treviso-Sant'Angelo Airport TV01 \n", + "10 Helsinki Vantaa Airport HEL \n", + "11 Vienna International Airport VIE \n", + "12 Shanghai Pudong International Airport PVG \n", + "13 Ottawa Macdonald-Cartier International Airport YOW \n", + "14 Luis Munoz Marin International Airport SJU \n", + "15 Cologne Bonn Airport CGN \n", + "16 Venice Marco Polo Airport VE05 \n", + "17 Ministro Pistarini International Airport EZE \n", + "18 Shanghai Pudong International Airport PVG \n", + "19 Indira Gandhi International Airport DEL \n", + "20 Wichita Mid Continent Airport ICT \n", + "21 Ottawa Macdonald-Cartier International Airport YOW \n", + "22 Itami Airport ITM \n", + "23 Vienna International Airport VIE \n", + "24 Charles de Gaulle International Airport CDG \n", + "25 Narita International Airport NRT \n", + "26 Itami Airport ITM \n", + "27 San Diego International Airport SAN \n", + "28 Verona Villafranca Airport VR10 \n", + "29 Zurich Airport ZRH \n", + "30 Chengdu Shuangliu International Airport CTU \n", + "31 Narita International Airport NRT \n", + "... ... ... \n", + "13029 Malpensa International Airport MI12 \n", + "13030 Xi'an Xianyang International Airport XIY \n", + "13031 Savannah Hilton Head International Airport SAV \n", + "13032 Syracuse Hancock International Airport SYR \n", + "13033 Tampa International Airport TPA \n", + "13034 Olenya Air Base XLMO \n", + "13035 Shanghai Pudong International Airport PVG \n", + "13036 Venice Marco Polo Airport VE05 \n", + "13037 Vienna International Airport VIE \n", + "13038 Pisa International Airport PI05 \n", + "13039 Vienna International Airport VIE \n", + "13040 London Luton Airport LTN \n", + "13041 Jorge Chavez International Airport LIM \n", + "13042 Ottawa Macdonald-Cartier International Airport YOW \n", + "13043 Xi'an Xianyang International Airport XIY \n", + "13044 Winnipeg / James Armstrong Richardson Internat... YWG \n", + "13045 Brisbane International Airport BNE \n", + "13046 Xi'an Xianyang International Airport XIY \n", + "13047 Portland International Jetport Airport PWM \n", + "13048 Dubai International Airport DXB \n", + "13049 Winnipeg / James Armstrong Richardson Internat... YWG \n", + "13050 Helsinki Vantaa Airport HEL \n", + "13051 Lester B. Pearson International Airport YYZ \n", + "13052 Melbourne International Airport MEL \n", + "13053 Zurich Airport ZRH \n", + "13054 Xi'an Xianyang International Airport XIY \n", + "13055 Zurich Airport ZRH \n", + "13056 Ukrainka Air Base XHBU \n", + "13057 Ministro Pistarini International Airport EZE \n", + "13058 Washington Dulles International Airport IAD \n", + "\n", + " DestCityName DestCountry \\\n", + "0 Sydney AU \n", + "3 Treviso IT \n", + "4 Xi'an CN \n", + "5 Genova IT \n", + "6 Zurich CH \n", + "7 Ottawa CA \n", + "8 Hyderabad IN \n", + "9 Treviso IT \n", + "10 Helsinki FI \n", + "11 Vienna AT \n", + "12 Shanghai CN \n", + "13 Ottawa CA \n", + "14 San Juan PR \n", + "15 Cologne DE \n", + "16 Venice IT \n", + "17 Buenos Aires AR \n", + "18 Shanghai CN \n", + "19 New Delhi IN \n", + "20 Wichita US \n", + "21 Ottawa CA \n", + "22 Osaka JP \n", + "23 Vienna AT \n", + "24 Paris FR \n", + "25 Tokyo JP \n", + "26 Osaka JP \n", + "27 San Diego US \n", + "28 Verona IT \n", + "29 Zurich CH \n", + "30 Chengdu CN \n", + "31 Tokyo JP \n", + "... ... ... \n", + "13029 Milan IT \n", + "13030 Xi'an CN \n", + "13031 Savannah US \n", + "13032 Syracuse US \n", + "13033 Tampa US \n", + "13034 Olenegorsk RU \n", + "13035 Shanghai CN \n", + "13036 Venice IT \n", + "13037 Vienna AT \n", + "13038 Pisa IT \n", + "13039 Vienna AT \n", + "13040 London GB \n", + "13041 Lima PE \n", + "13042 Ottawa CA \n", + "13043 Xi'an CN \n", + "13044 Winnipeg CA \n", + "13045 Brisbane AU \n", + "13046 Xi'an CN \n", + "13047 Portland US \n", + "13048 Dubai AE \n", + "13049 Winnipeg CA \n", + "13050 Helsinki FI \n", + "13051 Toronto CA \n", + "13052 Melbourne AU \n", + "13053 Zurich CH \n", + "13054 Xi'an CN \n", + "13055 Zurich CH \n", + "13056 Belogorsk RU \n", + "13057 Buenos Aires AR \n", + "13058 Washington US \n", + "\n", + " DestLocation DestRegion \\\n", + "0 {'lat': '-33.94609833', 'lon': '151.177002'} SE-BD \n", + "3 {'lat': '45.648399', 'lon': '12.1944'} IT-34 \n", + "4 {'lat': '34.447102', 'lon': '108.751999'} SE-BD \n", + "5 {'lat': '44.4133', 'lon': '8.8375'} IT-42 \n", + "6 {'lat': '47.464699', 'lon': '8.54917'} CH-ZH \n", + "7 {'lat': '45.32249832', 'lon': '-75.66919708'} CA-ON \n", + "8 {'lat': '17.23131752', 'lon': '78.42985535'} SE-BD \n", + "9 {'lat': '45.648399', 'lon': '12.1944'} IT-34 \n", + "10 {'lat': '60.31719971', 'lon': '24.9633007'} FI-ES \n", + "11 {'lat': '48.11029816', 'lon': '16.56970024'} AT-9 \n", + "12 {'lat': '31.14340019', 'lon': '121.8050003'} SE-BD \n", + "13 {'lat': '45.32249832', 'lon': '-75.66919708'} CA-ON \n", + "14 {'lat': '18.43939972', 'lon': '-66.00180054'} PR-U-A \n", + "15 {'lat': '50.86589813', 'lon': '7.142739773'} DE-NW \n", + "16 {'lat': '45.505299', 'lon': '12.3519'} IT-34 \n", + "17 {'lat': '-34.8222', 'lon': '-58.5358'} SE-BD \n", + "18 {'lat': '31.14340019', 'lon': '121.8050003'} SE-BD \n", + "19 {'lat': '28.5665', 'lon': '77.103104'} SE-BD \n", + "20 {'lat': '37.64989853', 'lon': '-97.43309784'} US-KS \n", + "21 {'lat': '45.32249832', 'lon': '-75.66919708'} CA-ON \n", + "22 {'lat': '34.78549957', 'lon': '135.4380035'} SE-BD \n", + "23 {'lat': '48.11029816', 'lon': '16.56970024'} AT-9 \n", + "24 {'lat': '49.01279831', 'lon': '2.549999952'} FR-J \n", + "25 {'lat': '35.76470184', 'lon': '140.3860016'} SE-BD \n", + "26 {'lat': '34.78549957', 'lon': '135.4380035'} SE-BD \n", + "27 {'lat': '32.73360062', 'lon': '-117.1900024'} US-CA \n", + "28 {'lat': '45.395699', 'lon': '10.8885'} IT-34 \n", + "29 {'lat': '47.464699', 'lon': '8.54917'} CH-ZH \n", + "30 {'lat': '30.57850075', 'lon': '103.9469986'} SE-BD \n", + "31 {'lat': '35.76470184', 'lon': '140.3860016'} SE-BD \n", + "... ... ... \n", + "13029 {'lat': '45.6306', 'lon': '8.72811'} IT-25 \n", + "13030 {'lat': '34.447102', 'lon': '108.751999'} SE-BD \n", + "13031 {'lat': '32.12760162', 'lon': '-81.20210266'} US-GA \n", + "13032 {'lat': '43.11119843', 'lon': '-76.10630035'} US-NY \n", + "13033 {'lat': '27.97550011', 'lon': '-82.53320313'} US-FL \n", + "13034 {'lat': '68.15180206', 'lon': '33.46390152'} RU-MUR \n", + "13035 {'lat': '31.14340019', 'lon': '121.8050003'} SE-BD \n", + "13036 {'lat': '45.505299', 'lon': '12.3519'} IT-34 \n", + "13037 {'lat': '48.11029816', 'lon': '16.56970024'} AT-9 \n", + "13038 {'lat': '43.683899', 'lon': '10.3927'} IT-52 \n", + "13039 {'lat': '48.11029816', 'lon': '16.56970024'} AT-9 \n", + "13040 {'lat': '51.87469864', 'lon': '-0.368333012'} GB-ENG \n", + "13041 {'lat': '-12.0219', 'lon': '-77.114304'} SE-BD \n", + "13042 {'lat': '45.32249832', 'lon': '-75.66919708'} CA-ON \n", + "13043 {'lat': '34.447102', 'lon': '108.751999'} SE-BD \n", + "13044 {'lat': '49.90999985', 'lon': '-97.23989868'} CA-MB \n", + "13045 {'lat': '-27.38419914', 'lon': '153.1170044'} SE-BD \n", + "13046 {'lat': '34.447102', 'lon': '108.751999'} SE-BD \n", + "13047 {'lat': '43.64619827', 'lon': '-70.30930328'} US-ME \n", + "13048 {'lat': '25.25279999', 'lon': '55.36439896'} SE-BD \n", + "13049 {'lat': '49.90999985', 'lon': '-97.23989868'} CA-MB \n", + "13050 {'lat': '60.31719971', 'lon': '24.9633007'} FI-ES \n", + "13051 {'lat': '43.67720032', 'lon': '-79.63059998'} CA-ON \n", + "13052 {'lat': '-37.673302', 'lon': '144.843002'} SE-BD \n", + "13053 {'lat': '47.464699', 'lon': '8.54917'} CH-ZH \n", + "13054 {'lat': '34.447102', 'lon': '108.751999'} SE-BD \n", + "13055 {'lat': '47.464699', 'lon': '8.54917'} CH-ZH \n", + "13056 {'lat': '51.169997', 'lon': '128.445007'} RU-AMU \n", + "13057 {'lat': '-34.8222', 'lon': '-58.5358'} SE-BD \n", + "13058 {'lat': '38.94449997', 'lon': '-77.45580292'} US-DC \n", + "\n", + " DestWeather ... FlightTimeMin \\\n", + "0 Rain ... 1030.770416 \n", + "3 Clear ... 222.749059 \n", + "4 Clear ... 785.779071 \n", + "5 Thunder & Lightning ... 393.590441 \n", + "6 Hail ... 300.000000 \n", + "7 Clear ... 614.942480 \n", + "8 Cloudy ... 602.030591 \n", + "9 Rain ... 174.822216 \n", + "10 Rain ... 503.045170 \n", + "11 Cloudy ... 36.075018 \n", + "12 Clear ... 679.768391 \n", + "13 Rain ... 330.418282 \n", + "14 Clear ... 407.145031 \n", + "15 Sunny ... 656.712658 \n", + "16 Damaging Wind ... 773.030334 \n", + "17 Cloudy ... 704.716920 \n", + "18 Clear ... 355.957996 \n", + "19 Clear ... 875.114675 \n", + "20 Clear ... 373.966883 \n", + "21 Hail ... 130.667700 \n", + "22 Damaging Wind ... 574.495310 \n", + "23 Heavy Fog ... 579.728943 \n", + "24 Clear ... 50.157229 \n", + "25 Rain ... 527.567422 \n", + "26 Hail ... 386.259764 \n", + "27 Clear ... 24.479650 \n", + "28 Sunny ... 568.351033 \n", + "29 Rain ... 425.889194 \n", + "30 Sunny ... 490.350002 \n", + "31 Damaging Wind ... 979.741044 \n", + "... ... ... ... \n", + "13029 Sunny ... 534.375826 \n", + "13030 Damaging Wind ... 141.172633 \n", + "13031 Thunder & Lightning ... 1113.137060 \n", + "13032 Rain ... 714.964864 \n", + "13033 Rain ... 234.929046 \n", + "13034 Clear ... 526.895776 \n", + "13035 Thunder & Lightning ... 0.000000 \n", + "13036 Sunny ... 150.000000 \n", + "13037 Rain ... 691.944839 \n", + "13038 Heavy Fog ... 567.387339 \n", + "13039 Thunder & Lightning ... 690.092327 \n", + "13040 Cloudy ... 3.028293 \n", + "13041 Sunny ... 338.875531 \n", + "13042 Clear ... 375.129587 \n", + "13043 Clear ... 156.858481 \n", + "13044 Clear ... 354.106457 \n", + "13045 Rain ... 771.305442 \n", + "13046 Rain ... 542.955572 \n", + "13047 Thunder & Lightning ... 564.599857 \n", + "13048 Sunny ... 180.000000 \n", + "13049 Heavy Fog ... 835.954429 \n", + "13050 Sunny ... 451.755639 \n", + "13051 Sunny ... 507.451571 \n", + "13052 Cloudy ... 1044.451122 \n", + "13053 Hail ... 728.715904 \n", + "13054 Rain ... 402.929088 \n", + "13055 Rain ... 644.418029 \n", + "13056 Rain ... 937.540811 \n", + "13057 Hail ... 1697.404971 \n", + "13058 Heavy Fog ... 1610.761827 \n", + "\n", + " Origin OriginAirportID \\\n", + "0 Frankfurt am Main Airport FRA \n", + "3 Naples International Airport NA01 \n", + "4 Licenciado Benito Juarez International Airport AICM \n", + "5 Edmonton International Airport CYEG \n", + "6 Zurich Airport ZRH \n", + "7 Ciampino___G. B. Pastine International Airport RM12 \n", + "8 Milano Linate Airport MI11 \n", + "9 Sheremetyevo International Airport SVO \n", + "10 Albuquerque International Sunport Airport ABQ \n", + "11 Venice Marco Polo Airport VE05 \n", + "12 Licenciado Benito Juarez International Airport AICM \n", + "13 Naples International Airport NA01 \n", + "14 Ciampino___G. B. Pastine International Airport RM12 \n", + "15 Chengdu Shuangliu International Airport CTU \n", + "16 Licenciado Benito Juarez International Airport AICM \n", + "17 Cleveland Hopkins International Airport CLE \n", + "18 Olenya Air Base XLMO \n", + "19 Casper-Natrona County International Airport CPR \n", + "20 Erie International Tom Ridge Field ERI \n", + "21 Newark Liberty International Airport EWR \n", + "22 Copenhagen Kastrup Airport CPH \n", + "23 Seattle Tacoma International Airport SEA \n", + "24 Berlin-Tegel Airport TXL \n", + "25 Manchester Airport MAN \n", + "26 Helsinki Vantaa Airport HEL \n", + "27 Phoenix Sky Harbor International Airport PHX \n", + "28 New Chitose Airport CTS \n", + "29 Tulsa International Airport TUL \n", + "30 Abu Dhabi International Airport AUH \n", + "31 Catania-Fontanarossa Airport CT03 \n", + "... ... ... \n", + "13029 Itami Airport ITM \n", + "13030 Tokyo Haneda International Airport HND \n", + "13031 OR Tambo International Airport JNB \n", + "13032 El Dorado International Airport BOG \n", + "13033 Jorge Chavez International Airport LIM \n", + "13034 Gimpo International Airport GMP \n", + "13035 Shanghai Pudong International Airport PVG \n", + "13036 Venice Marco Polo Airport VE05 \n", + "13037 Ukrainka Air Base XHBU \n", + "13038 OR Tambo International Airport JNB \n", + "13039 Montreal / Pierre Elliott Trudeau Internationa... YUL \n", + "13040 London Heathrow Airport LHR \n", + "13041 Casper-Natrona County International Airport CPR \n", + "13042 Frankfurt am Main Airport FRA \n", + "13043 Tokyo Haneda International Airport HND \n", + "13044 Vienna International Airport VIE \n", + "13045 Amsterdam Airport Schiphol AMS \n", + "13046 Winnipeg / James Armstrong Richardson Internat... YWG \n", + "13047 Jeju International Airport CJU \n", + "13048 Dubai International Airport DXB \n", + "13049 Ministro Pistarini International Airport EZE \n", + "13050 Beijing Capital International Airport PEK \n", + "13051 Leonardo da Vinci___Fiumicino Airport RM11 \n", + "13052 Bologna Guglielmo Marconi Airport BO08 \n", + "13053 Portland International Jetport Airport PWM \n", + "13054 Pisa International Airport PI05 \n", + "13055 Winnipeg / James Armstrong Richardson Internat... YWG \n", + "13056 Licenciado Benito Juarez International Airport AICM \n", + "13057 Itami Airport ITM \n", + "13058 Adelaide International Airport ADL \n", + "\n", + " OriginCityName OriginCountry \\\n", + "0 Frankfurt am Main DE \n", + "3 Naples IT \n", + "4 Mexico City MX \n", + "5 Edmonton CA \n", + "6 Zurich CH \n", + "7 Rome IT \n", + "8 Milan IT \n", + "9 Moscow RU \n", + "10 Albuquerque US \n", + "11 Venice IT \n", + "12 Mexico City MX \n", + "13 Naples IT \n", + "14 Rome IT \n", + "15 Chengdu CN \n", + "16 Mexico City MX \n", + "17 Cleveland US \n", + "18 Olenegorsk RU \n", + "19 Casper US \n", + "20 Erie US \n", + "21 Newark US \n", + "22 Copenhagen DK \n", + "23 Seattle US \n", + "24 Berlin DE \n", + "25 Manchester GB \n", + "26 Helsinki FI \n", + "27 Phoenix US \n", + "28 Chitose / Tomakomai JP \n", + "29 Tulsa US \n", + "30 Abu Dhabi AE \n", + "31 Catania IT \n", + "... ... ... \n", + "13029 Osaka JP \n", + "13030 Tokyo JP \n", + "13031 Johannesburg ZA \n", + "13032 Bogota CO \n", + "13033 Lima PE \n", + "13034 Seoul KR \n", + "13035 Shanghai CN \n", + "13036 Venice IT \n", + "13037 Belogorsk RU \n", + "13038 Johannesburg ZA \n", + "13039 Montreal CA \n", + "13040 London GB \n", + "13041 Casper US \n", + "13042 Frankfurt am Main DE \n", + "13043 Tokyo JP \n", + "13044 Vienna AT \n", + "13045 Amsterdam NL \n", + "13046 Winnipeg CA \n", + "13047 Jeju City KR \n", + "13048 Dubai AE \n", + "13049 Buenos Aires AR \n", + "13050 Beijing CN \n", + "13051 Rome IT \n", + "13052 Bologna IT \n", + "13053 Portland US \n", + "13054 Pisa IT \n", + "13055 Winnipeg CA \n", + "13056 Mexico City MX \n", + "13057 Osaka JP \n", + "13058 Adelaide AU \n", + "\n", + " OriginLocation OriginRegion \\\n", + "0 {'lat': '50.033333', 'lon': '8.570556'} DE-HE \n", + "3 {'lat': '40.886002', 'lon': '14.2908'} IT-72 \n", + "4 {'lat': '19.4363', 'lon': '-99.072098'} MX-DIF \n", + "5 {'lat': '53.30970001', 'lon': '-113.5800018'} CA-AB \n", + "6 {'lat': '47.464699', 'lon': '8.54917'} CH-ZH \n", + "7 {'lat': '41.7994', 'lon': '12.5949'} IT-62 \n", + "8 {'lat': '45.445099', 'lon': '9.27674'} IT-25 \n", + "9 {'lat': '55.972599', 'lon': '37.4146'} RU-MOS \n", + "10 {'lat': '35.040199', 'lon': '-106.609001'} US-NM \n", + "11 {'lat': '45.505299', 'lon': '12.3519'} IT-34 \n", + "12 {'lat': '19.4363', 'lon': '-99.072098'} MX-DIF \n", + "13 {'lat': '40.886002', 'lon': '14.2908'} IT-72 \n", + "14 {'lat': '41.7994', 'lon': '12.5949'} IT-62 \n", + "15 {'lat': '30.57850075', 'lon': '103.9469986'} SE-BD \n", + "16 {'lat': '19.4363', 'lon': '-99.072098'} MX-DIF \n", + "17 {'lat': '41.4117012', 'lon': '-81.84980011'} US-OH \n", + "18 {'lat': '68.15180206', 'lon': '33.46390152'} RU-MUR \n", + "19 {'lat': '42.90800095', 'lon': '-106.4639969'} US-WY \n", + "20 {'lat': '42.08312701', 'lon': '-80.17386675'} US-PA \n", + "21 {'lat': '40.69250107', 'lon': '-74.16870117'} US-NJ \n", + "22 {'lat': '55.61790085', 'lon': '12.65600014'} DK-84 \n", + "23 {'lat': '47.44900131', 'lon': '-122.3089981'} US-WA \n", + "24 {'lat': '52.5597', 'lon': '13.2877'} DE-BE \n", + "25 {'lat': '53.35369873', 'lon': '-2.274950027'} GB-ENG \n", + "26 {'lat': '60.31719971', 'lon': '24.9633007'} FI-ES \n", + "27 {'lat': '33.43429947', 'lon': '-112.012001'} US-AZ \n", + "28 {'lat': '42.77519989', 'lon': '141.6920013'} SE-BD \n", + "29 {'lat': '36.19839859', 'lon': '-95.88809967'} US-OK \n", + "30 {'lat': '24.43300056', 'lon': '54.65110016'} SE-BD \n", + "31 {'lat': '37.466801', 'lon': '15.0664'} IT-82 \n", + "... ... ... \n", + "13029 {'lat': '34.78549957', 'lon': '135.4380035'} SE-BD \n", + "13030 {'lat': '35.552299', 'lon': '139.779999'} SE-BD \n", + "13031 {'lat': '-26.1392', 'lon': '28.246'} SE-BD \n", + "13032 {'lat': '4.70159', 'lon': '-74.1469'} CO-CUN \n", + "13033 {'lat': '-12.0219', 'lon': '-77.114304'} SE-BD \n", + "13034 {'lat': '37.5583', 'lon': '126.791'} SE-BD \n", + "13035 {'lat': '31.14340019', 'lon': '121.8050003'} SE-BD \n", + "13036 {'lat': '45.505299', 'lon': '12.3519'} IT-34 \n", + "13037 {'lat': '51.169997', 'lon': '128.445007'} RU-AMU \n", + "13038 {'lat': '-26.1392', 'lon': '28.246'} SE-BD \n", + "13039 {'lat': '45.47060013', 'lon': '-73.74079895'} CA-QC \n", + "13040 {'lat': '51.4706', 'lon': '-0.461941'} GB-ENG \n", + "13041 {'lat': '42.90800095', 'lon': '-106.4639969'} US-WY \n", + "13042 {'lat': '50.033333', 'lon': '8.570556'} DE-HE \n", + "13043 {'lat': '35.552299', 'lon': '139.779999'} SE-BD \n", + "13044 {'lat': '48.11029816', 'lon': '16.56970024'} AT-9 \n", + "13045 {'lat': '52.30860138', 'lon': '4.76388979'} NL-NH \n", + "13046 {'lat': '49.90999985', 'lon': '-97.23989868'} CA-MB \n", + "13047 {'lat': '33.51129913', 'lon': '126.4929962'} SE-BD \n", + "13048 {'lat': '25.25279999', 'lon': '55.36439896'} SE-BD \n", + "13049 {'lat': '-34.8222', 'lon': '-58.5358'} AR-B \n", + "13050 {'lat': '40.08010101', 'lon': '116.5849991'} SE-BD \n", + "13051 {'lat': '41.8002778', 'lon': '12.2388889'} IT-62 \n", + "13052 {'lat': '44.5354', 'lon': '11.2887'} IT-45 \n", + "13053 {'lat': '43.64619827', 'lon': '-70.30930328'} US-ME \n", + "13054 {'lat': '43.683899', 'lon': '10.3927'} IT-52 \n", + "13055 {'lat': '49.90999985', 'lon': '-97.23989868'} CA-MB \n", + "13056 {'lat': '19.4363', 'lon': '-99.072098'} MX-DIF \n", + "13057 {'lat': '34.78549957', 'lon': '135.4380035'} SE-BD \n", + "13058 {'lat': '-34.945', 'lon': '138.531006'} SE-BD \n", + "\n", + " OriginWeather dayOfWeek timestamp \n", + "0 Sunny 0 2018-01-01 00:00:00 \n", + "3 Thunder & Lightning 0 2018-01-01 10:33:28 \n", + "4 Damaging Wind 0 2018-01-01 05:13:00 \n", + "5 Rain 0 2018-01-01 01:43:03 \n", + "6 Clear 0 2018-01-01 13:49:53 \n", + "7 Thunder & Lightning 0 2018-01-01 04:54:59 \n", + "8 Heavy Fog 0 2018-01-01 12:09:35 \n", + "9 Cloudy 0 2018-01-01 12:09:35 \n", + "10 Rain 0 2018-01-01 22:06:14 \n", + "11 Rain 0 2018-01-01 11:52:34 \n", + "12 Heavy Fog 0 2018-01-01 02:13:46 \n", + "13 Rain 0 2018-01-01 14:21:13 \n", + "14 Cloudy 0 2018-01-01 17:42:53 \n", + "15 Thunder & Lightning 0 2018-01-01 19:55:32 \n", + "16 Thunder & Lightning 0 2018-01-01 07:49:27 \n", + "17 Rain 0 2018-01-01 01:30:47 \n", + "18 Hail 0 2018-01-01 07:58:17 \n", + "19 Cloudy 0 2018-01-01 00:02:06 \n", + "20 Cloudy 0 2018-01-01 01:08:20 \n", + "21 Clear 0 2018-01-01 01:08:20 \n", + "22 Sunny 0 2018-01-01 07:48:35 \n", + "23 Heavy Fog 0 2018-01-01 18:57:21 \n", + "24 Rain 0 2018-01-01 13:18:25 \n", + "25 Thunder & Lightning 0 2018-01-01 08:20:35 \n", + "26 Rain 0 2018-01-01 15:38:32 \n", + "27 Clear 0 2018-01-01 03:08:45 \n", + "28 Damaging Wind 0 2018-01-01 01:16:59 \n", + "29 Rain 0 2018-01-01 18:00:59 \n", + "30 Thunder & Lightning 0 2018-01-01 12:05:14 \n", + "31 Damaging Wind 0 2018-01-01 04:18:52 \n", + "... ... ... ... \n", + "13029 Sunny 6 2018-02-11 20:10:13 \n", + "13030 Clear 6 2018-02-11 18:59:53 \n", + "13031 Hail 6 2018-02-11 00:57:48 \n", + "13032 Thunder & Lightning 6 2018-02-11 12:02:49 \n", + "13033 Thunder & Lightning 6 2018-02-11 02:07:40 \n", + "13034 Sunny 6 2018-02-11 00:35:04 \n", + "13035 Thunder & Lightning 6 2018-02-11 11:19:12 \n", + "13036 Cloudy 6 2018-02-11 15:07:11 \n", + "13037 Damaging Wind 6 2018-02-11 10:24:42 \n", + "13038 Damaging Wind 6 2018-02-11 00:42:06 \n", + "13039 Thunder & Lightning 6 2018-02-11 10:56:31 \n", + "13040 Clear 6 2018-02-11 00:39:37 \n", + "13041 Rain 6 2018-02-11 10:24:30 \n", + "13042 Clear 6 2018-02-11 09:02:07 \n", + "13043 Thunder & Lightning 6 2018-02-11 04:45:06 \n", + "13044 Thunder & Lightning 6 2018-02-11 00:51:14 \n", + "13045 Sunny 6 2018-02-11 05:41:51 \n", + "13046 Hail 6 2018-02-11 10:02:21 \n", + "13047 Cloudy 6 2018-02-11 15:55:10 \n", + "13048 Hail 6 2018-02-11 04:11:14 \n", + "13049 Sunny 6 2018-02-11 10:13:32 \n", + "13050 Cloudy 6 2018-02-11 11:23:23 \n", + "13051 Hail 6 2018-02-11 01:13:50 \n", + "13052 Cloudy 6 2018-02-11 18:35:42 \n", + "13053 Clear 6 2018-02-11 19:02:10 \n", + "13054 Sunny 6 2018-02-11 20:42:25 \n", + "13055 Rain 6 2018-02-11 01:41:57 \n", + "13056 Sunny 6 2018-02-11 04:09:27 \n", + "13057 Hail 6 2018-02-11 08:28:21 \n", + "13058 Rain 6 2018-02-11 14:54:34 \n", + "\n", + "[13057 rows x 27 columns]" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pd_idx0" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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AvgTicketPriceCancelledCarrierDestDestAirportIDDestCityNameDestCountryDestLocationDestRegionDestWeather...FlightTimeMinOriginOriginAirportIDOriginCityNameOriginCountryOriginLocationOriginRegionOriginWeatherdayOfWeektimestamp
0841.265642FalseKibana AirlinesSydney Kingsford Smith International AirportSYDSydneyAU{'lat': '-33.94609833', 'lon': '151.177002'}SE-BDRain...1030.770416Frankfurt am Main AirportFRAFrankfurt am MainDE{'lat': '50.033333', 'lon': '8.570556'}DE-HESunny02018-01-01 00:00:00
3181.694216TrueKibana AirlinesTreviso-Sant'Angelo AirportTV01TrevisoIT{'lat': '45.648399', 'lon': '12.1944'}IT-34Clear...222.749059Naples International AirportNA01NaplesIT{'lat': '40.886002', 'lon': '14.2908'}IT-72Thunder & Lightning02018-01-01 10:33:28
4730.041778FalseKibana AirlinesXi'an Xianyang International AirportXIYXi'anCN{'lat': '34.447102', 'lon': '108.751999'}SE-BDClear...785.779071Licenciado Benito Juarez International AirportAICMMexico CityMX{'lat': '19.4363', 'lon': '-99.072098'}MX-DIFDamaging Wind02018-01-01 05:13:00
5418.152089FalseJetBeatsGenoa Cristoforo Colombo AirportGE01GenovaIT{'lat': '44.4133', 'lon': '8.8375'}IT-42Thunder & Lightning...393.590441Edmonton International AirportCYEGEdmontonCA{'lat': '53.30970001', 'lon': '-113.5800018'}CA-ABRain02018-01-01 01:43:03
6180.246816FalseJetBeatsZurich AirportZRHZurichCH{'lat': '47.464699', 'lon': '8.54917'}CH-ZHHail...300.000000Zurich AirportZRHZurichCH{'lat': '47.464699', 'lon': '8.54917'}CH-ZHClear02018-01-01 13:49:53
7585.184310FalseKibana AirlinesOttawa Macdonald-Cartier International AirportYOWOttawaCA{'lat': '45.32249832', 'lon': '-75.66919708'}CA-ONClear...614.942480Ciampino___G. B. Pastine International AirportRM12RomeIT{'lat': '41.7994', 'lon': '12.5949'}IT-62Thunder & Lightning02018-01-01 04:54:59
8960.869736TrueKibana AirlinesRajiv Gandhi International AirportHYDHyderabadIN{'lat': '17.23131752', 'lon': '78.42985535'}SE-BDCloudy...602.030591Milano Linate AirportMI11MilanIT{'lat': '45.445099', 'lon': '9.27674'}IT-25Heavy Fog02018-01-01 12:09:35
9296.877773FalseLogstash AirwaysTreviso-Sant'Angelo AirportTV01TrevisoIT{'lat': '45.648399', 'lon': '12.1944'}IT-34Rain...174.822216Sheremetyevo International AirportSVOMoscowRU{'lat': '55.972599', 'lon': '37.4146'}RU-MOSCloudy02018-01-01 12:09:35
10906.437948FalseJetBeatsHelsinki Vantaa AirportHELHelsinkiFI{'lat': '60.31719971', 'lon': '24.9633007'}FI-ESRain...503.045170Albuquerque International Sunport AirportABQAlbuquerqueUS{'lat': '35.040199', 'lon': '-106.609001'}US-NMRain02018-01-01 22:06:14
11704.463771FalseLogstash AirwaysVienna International AirportVIEViennaAT{'lat': '48.11029816', 'lon': '16.56970024'}AT-9Cloudy...36.075018Venice Marco Polo AirportVE05VeniceIT{'lat': '45.505299', 'lon': '12.3519'}IT-34Rain02018-01-01 11:52:34
12922.499077TrueLogstash AirwaysShanghai Pudong International AirportPVGShanghaiCN{'lat': '31.14340019', 'lon': '121.8050003'}SE-BDClear...679.768391Licenciado Benito Juarez International AirportAICMMexico CityMX{'lat': '19.4363', 'lon': '-99.072098'}MX-DIFHeavy Fog02018-01-01 02:13:46
13374.959276FalseLogstash AirwaysOttawa Macdonald-Cartier International AirportYOWOttawaCA{'lat': '45.32249832', 'lon': '-75.66919708'}CA-ONRain...330.418282Naples International AirportNA01NaplesIT{'lat': '40.886002', 'lon': '14.2908'}IT-72Rain02018-01-01 14:21:13
14552.917371FalseLogstash AirwaysLuis Munoz Marin International AirportSJUSan JuanPR{'lat': '18.43939972', 'lon': '-66.00180054'}PR-U-AClear...407.145031Ciampino___G. B. Pastine International AirportRM12RomeIT{'lat': '41.7994', 'lon': '12.5949'}IT-62Cloudy02018-01-01 17:42:53
15566.487557TrueKibana AirlinesCologne Bonn AirportCGNCologneDE{'lat': '50.86589813', 'lon': '7.142739773'}DE-NWSunny...656.712658Chengdu Shuangliu International AirportCTUChengduCN{'lat': '30.57850075', 'lon': '103.9469986'}SE-BDThunder & Lightning02018-01-01 19:55:32
16989.952787TrueLogstash AirwaysVenice Marco Polo AirportVE05VeniceIT{'lat': '45.505299', 'lon': '12.3519'}IT-34Damaging Wind...773.030334Licenciado Benito Juarez International AirportAICMMexico CityMX{'lat': '19.4363', 'lon': '-99.072098'}MX-DIFThunder & Lightning02018-01-01 07:49:27
17569.613255FalseES-AirMinistro Pistarini International AirportEZEBuenos AiresAR{'lat': '-34.8222', 'lon': '-58.5358'}SE-BDCloudy...704.716920Cleveland Hopkins International AirportCLEClevelandUS{'lat': '41.4117012', 'lon': '-81.84980011'}US-OHRain02018-01-01 01:30:47
18277.429707FalseES-AirShanghai Pudong International AirportPVGShanghaiCN{'lat': '31.14340019', 'lon': '121.8050003'}SE-BDClear...355.957996Olenya Air BaseXLMOOlenegorskRU{'lat': '68.15180206', 'lon': '33.46390152'}RU-MURHail02018-01-01 07:58:17
19772.100846FalseJetBeatsIndira Gandhi International AirportDELNew DelhiIN{'lat': '28.5665', 'lon': '77.103104'}SE-BDClear...875.114675Casper-Natrona County International AirportCPRCasperUS{'lat': '42.90800095', 'lon': '-106.4639969'}US-WYCloudy02018-01-01 00:02:06
20167.599922FalseJetBeatsWichita Mid Continent AirportICTWichitaUS{'lat': '37.64989853', 'lon': '-97.43309784'}US-KSClear...373.966883Erie International Tom Ridge FieldERIErieUS{'lat': '42.08312701', 'lon': '-80.17386675'}US-PACloudy02018-01-01 01:08:20
21253.210065FalseES-AirOttawa Macdonald-Cartier International AirportYOWOttawaCA{'lat': '45.32249832', 'lon': '-75.66919708'}CA-ONHail...130.667700Newark Liberty International AirportEWRNewarkUS{'lat': '40.69250107', 'lon': '-74.16870117'}US-NJClear02018-01-01 01:08:20
22917.247620FalseJetBeatsItami AirportITMOsakaJP{'lat': '34.78549957', 'lon': '135.4380035'}SE-BDDamaging Wind...574.495310Copenhagen Kastrup AirportCPHCopenhagenDK{'lat': '55.61790085', 'lon': '12.65600014'}DK-84Sunny02018-01-01 07:48:35
23451.591176FalseLogstash AirwaysVienna International AirportVIEViennaAT{'lat': '48.11029816', 'lon': '16.56970024'}AT-9Heavy Fog...579.728943Seattle Tacoma International AirportSEASeattleUS{'lat': '47.44900131', 'lon': '-122.3089981'}US-WAHeavy Fog02018-01-01 18:57:21
24307.067201FalseLogstash AirwaysCharles de Gaulle International AirportCDGParisFR{'lat': '49.01279831', 'lon': '2.549999952'}FR-JClear...50.157229Berlin-Tegel AirportTXLBerlinDE{'lat': '52.5597', 'lon': '13.2877'}DE-BERain02018-01-01 13:18:25
25268.241596FalseES-AirNarita International AirportNRTTokyoJP{'lat': '35.76470184', 'lon': '140.3860016'}SE-BDRain...527.567422Manchester AirportMANManchesterGB{'lat': '53.35369873', 'lon': '-2.274950027'}GB-ENGThunder & Lightning02018-01-01 08:20:35
26975.812632TrueKibana AirlinesItami AirportITMOsakaJP{'lat': '34.78549957', 'lon': '135.4380035'}SE-BDHail...386.259764Helsinki Vantaa AirportHELHelsinkiFI{'lat': '60.31719971', 'lon': '24.9633007'}FI-ESRain02018-01-01 15:38:32
27134.214546FalseJetBeatsSan Diego International AirportSANSan DiegoUS{'lat': '32.73360062', 'lon': '-117.1900024'}US-CAClear...24.479650Phoenix Sky Harbor International AirportPHXPhoenixUS{'lat': '33.43429947', 'lon': '-112.012001'}US-AZClear02018-01-01 03:08:45
28988.897564FalseKibana AirlinesVerona Villafranca AirportVR10VeronaIT{'lat': '45.395699', 'lon': '10.8885'}IT-34Sunny...568.351033New Chitose AirportCTSChitose / TomakomaiJP{'lat': '42.77519989', 'lon': '141.6920013'}SE-BDDamaging Wind02018-01-01 01:16:59
29511.067220FalseLogstash AirwaysZurich AirportZRHZurichCH{'lat': '47.464699', 'lon': '8.54917'}CH-ZHRain...425.889194Tulsa International AirportTULTulsaUS{'lat': '36.19839859', 'lon': '-95.88809967'}US-OKRain02018-01-01 18:00:59
30252.911966FalseKibana AirlinesChengdu Shuangliu International AirportCTUChengduCN{'lat': '30.57850075', 'lon': '103.9469986'}SE-BDSunny...490.350002Abu Dhabi International AirportAUHAbu DhabiAE{'lat': '24.43300056', 'lon': '54.65110016'}SE-BDThunder & Lightning02018-01-01 12:05:14
31572.072088FalseES-AirNarita International AirportNRTTokyoJP{'lat': '35.76470184', 'lon': '140.3860016'}SE-BDDamaging Wind...979.741044Catania-Fontanarossa AirportCT03CataniaIT{'lat': '37.466801', 'lon': '15.0664'}IT-82Damaging Wind02018-01-01 04:18:52
..................................................................
13029795.905278FalseKibana AirlinesMalpensa International AirportMI12MilanIT{'lat': '45.6306', 'lon': '8.72811'}IT-25Sunny...534.375826Itami AirportITMOsakaJP{'lat': '34.78549957', 'lon': '135.4380035'}SE-BDSunny62018-02-11 20:10:13
13030863.388068FalseLogstash AirwaysXi'an Xianyang International AirportXIYXi'anCN{'lat': '34.447102', 'lon': '108.751999'}SE-BDDamaging Wind...141.172633Tokyo Haneda International AirportHNDTokyoJP{'lat': '35.552299', 'lon': '139.779999'}SE-BDClear62018-02-11 18:59:53
13031575.183008FalseJetBeatsSavannah Hilton Head International AirportSAVSavannahUS{'lat': '32.12760162', 'lon': '-81.20210266'}US-GAThunder & Lightning...1113.137060OR Tambo International AirportJNBJohannesburgZA{'lat': '-26.1392', 'lon': '28.246'}SE-BDHail62018-02-11 00:57:48
13032817.368952FalseJetBeatsSyracuse Hancock International AirportSYRSyracuseUS{'lat': '43.11119843', 'lon': '-76.10630035'}US-NYRain...714.964864El Dorado International AirportBOGBogotaCO{'lat': '4.70159', 'lon': '-74.1469'}CO-CUNThunder & Lightning62018-02-11 12:02:49
13033579.582455FalseES-AirTampa International AirportTPATampaUS{'lat': '27.97550011', 'lon': '-82.53320313'}US-FLRain...234.929046Jorge Chavez International AirportLIMLimaPE{'lat': '-12.0219', 'lon': '-77.114304'}SE-BDThunder & Lightning62018-02-11 02:07:40
130341004.916638FalseJetBeatsOlenya Air BaseXLMOOlenegorskRU{'lat': '68.15180206', 'lon': '33.46390152'}RU-MURClear...526.895776Gimpo International AirportGMPSeoulKR{'lat': '37.5583', 'lon': '126.791'}SE-BDSunny62018-02-11 00:35:04
13035357.562842TrueLogstash AirwaysShanghai Pudong International AirportPVGShanghaiCN{'lat': '31.14340019', 'lon': '121.8050003'}SE-BDThunder & Lightning...0.000000Shanghai Pudong International AirportPVGShanghaiCN{'lat': '31.14340019', 'lon': '121.8050003'}SE-BDThunder & Lightning62018-02-11 11:19:12
13036429.580539FalseLogstash AirwaysVenice Marco Polo AirportVE05VeniceIT{'lat': '45.505299', 'lon': '12.3519'}IT-34Sunny...150.000000Venice Marco Polo AirportVE05VeniceIT{'lat': '45.505299', 'lon': '12.3519'}IT-34Cloudy62018-02-11 15:07:11
13037729.788171TrueES-AirVienna International AirportVIEViennaAT{'lat': '48.11029816', 'lon': '16.56970024'}AT-9Rain...691.944839Ukrainka Air BaseXHBUBelogorskRU{'lat': '51.169997', 'lon': '128.445007'}RU-AMUDamaging Wind62018-02-11 10:24:42
13038564.897695FalseES-AirPisa International AirportPI05PisaIT{'lat': '43.683899', 'lon': '10.3927'}IT-52Heavy Fog...567.387339OR Tambo International AirportJNBJohannesburgZA{'lat': '-26.1392', 'lon': '28.246'}SE-BDDamaging Wind62018-02-11 00:42:06
130391014.052787FalseLogstash AirwaysVienna International AirportVIEViennaAT{'lat': '48.11029816', 'lon': '16.56970024'}AT-9Thunder & Lightning...690.092327Montreal / Pierre Elliott Trudeau Internationa...YULMontrealCA{'lat': '45.47060013', 'lon': '-73.74079895'}CA-QCThunder & Lightning62018-02-11 10:56:31
13040455.243843FalseES-AirLondon Luton AirportLTNLondonGB{'lat': '51.87469864', 'lon': '-0.368333012'}GB-ENGCloudy...3.028293London Heathrow AirportLHRLondonGB{'lat': '51.4706', 'lon': '-0.461941'}GB-ENGClear62018-02-11 00:39:37
13041611.370232FalseLogstash AirwaysJorge Chavez International AirportLIMLimaPE{'lat': '-12.0219', 'lon': '-77.114304'}SE-BDSunny...338.875531Casper-Natrona County International AirportCPRCasperUS{'lat': '42.90800095', 'lon': '-106.4639969'}US-WYRain62018-02-11 10:24:30
13042595.961285FalseJetBeatsOttawa Macdonald-Cartier International AirportYOWOttawaCA{'lat': '45.32249832', 'lon': '-75.66919708'}CA-ONClear...375.129587Frankfurt am Main AirportFRAFrankfurt am MainDE{'lat': '50.033333', 'lon': '8.570556'}DE-HEClear62018-02-11 09:02:07
13043782.747648FalseLogstash AirwaysXi'an Xianyang International AirportXIYXi'anCN{'lat': '34.447102', 'lon': '108.751999'}SE-BDClear...156.858481Tokyo Haneda International AirportHNDTokyoJP{'lat': '35.552299', 'lon': '139.779999'}SE-BDThunder & Lightning62018-02-11 04:45:06
13044891.117221FalseJetBeatsWinnipeg / James Armstrong Richardson Internat...YWGWinnipegCA{'lat': '49.90999985', 'lon': '-97.23989868'}CA-MBClear...354.106457Vienna International AirportVIEViennaAT{'lat': '48.11029816', 'lon': '16.56970024'}AT-9Thunder & Lightning62018-02-11 00:51:14
13045587.169921FalseLogstash AirwaysBrisbane International AirportBNEBrisbaneAU{'lat': '-27.38419914', 'lon': '153.1170044'}SE-BDRain...771.305442Amsterdam Airport SchipholAMSAmsterdamNL{'lat': '52.30860138', 'lon': '4.76388979'}NL-NHSunny62018-02-11 05:41:51
13046739.132165FalseLogstash AirwaysXi'an Xianyang International AirportXIYXi'anCN{'lat': '34.447102', 'lon': '108.751999'}SE-BDRain...542.955572Winnipeg / James Armstrong Richardson Internat...YWGWinnipegCA{'lat': '49.90999985', 'lon': '-97.23989868'}CA-MBHail62018-02-11 10:02:21
13047605.191876FalseJetBeatsPortland International Jetport AirportPWMPortlandUS{'lat': '43.64619827', 'lon': '-70.30930328'}US-METhunder & Lightning...564.599857Jeju International AirportCJUJeju CityKR{'lat': '33.51129913', 'lon': '126.4929962'}SE-BDCloudy62018-02-11 15:55:10
13048361.767659TrueLogstash AirwaysDubai International AirportDXBDubaiAE{'lat': '25.25279999', 'lon': '55.36439896'}SE-BDSunny...180.000000Dubai International AirportDXBDubaiAE{'lat': '25.25279999', 'lon': '55.36439896'}SE-BDHail62018-02-11 04:11:14
13049662.306992FalseES-AirWinnipeg / James Armstrong Richardson Internat...YWGWinnipegCA{'lat': '49.90999985', 'lon': '-97.23989868'}CA-MBHeavy Fog...835.954429Ministro Pistarini International AirportEZEBuenos AiresAR{'lat': '-34.8222', 'lon': '-58.5358'}AR-BSunny62018-02-11 10:13:32
13050630.779526FalseJetBeatsHelsinki Vantaa AirportHELHelsinkiFI{'lat': '60.31719971', 'lon': '24.9633007'}FI-ESSunny...451.755639Beijing Capital International AirportPEKBeijingCN{'lat': '40.08010101', 'lon': '116.5849991'}SE-BDCloudy62018-02-11 11:23:23
13051937.771279TrueLogstash AirwaysLester B. Pearson International AirportYYZTorontoCA{'lat': '43.67720032', 'lon': '-79.63059998'}CA-ONSunny...507.451571Leonardo da Vinci___Fiumicino AirportRM11RomeIT{'lat': '41.8002778', 'lon': '12.2388889'}IT-62Hail62018-02-11 01:13:50
130521085.155339FalseLogstash AirwaysMelbourne International AirportMELMelbourneAU{'lat': '-37.673302', 'lon': '144.843002'}SE-BDCloudy...1044.451122Bologna Guglielmo Marconi AirportBO08BolognaIT{'lat': '44.5354', 'lon': '11.2887'}IT-45Cloudy62018-02-11 18:35:42
130531191.964104FalseLogstash AirwaysZurich AirportZRHZurichCH{'lat': '47.464699', 'lon': '8.54917'}CH-ZHHail...728.715904Portland International Jetport AirportPWMPortlandUS{'lat': '43.64619827', 'lon': '-70.30930328'}US-MEClear62018-02-11 19:02:10
130541080.446279FalseLogstash AirwaysXi'an Xianyang International AirportXIYXi'anCN{'lat': '34.447102', 'lon': '108.751999'}SE-BDRain...402.929088Pisa International AirportPI05PisaIT{'lat': '43.683899', 'lon': '10.3927'}IT-52Sunny62018-02-11 20:42:25
13055646.612941FalseLogstash AirwaysZurich AirportZRHZurichCH{'lat': '47.464699', 'lon': '8.54917'}CH-ZHRain...644.418029Winnipeg / James Armstrong Richardson Internat...YWGWinnipegCA{'lat': '49.90999985', 'lon': '-97.23989868'}CA-MBRain62018-02-11 01:41:57
13056997.751876FalseLogstash AirwaysUkrainka Air BaseXHBUBelogorskRU{'lat': '51.169997', 'lon': '128.445007'}RU-AMURain...937.540811Licenciado Benito Juarez International AirportAICMMexico CityMX{'lat': '19.4363', 'lon': '-99.072098'}MX-DIFSunny62018-02-11 04:09:27
130571102.814465FalseJetBeatsMinistro Pistarini International AirportEZEBuenos AiresAR{'lat': '-34.8222', 'lon': '-58.5358'}SE-BDHail...1697.404971Itami AirportITMOsakaJP{'lat': '34.78549957', 'lon': '135.4380035'}SE-BDHail62018-02-11 08:28:21
13058858.144337FalseJetBeatsWashington Dulles International AirportIADWashingtonUS{'lat': '38.94449997', 'lon': '-77.45580292'}US-DCHeavy Fog...1610.761827Adelaide International AirportADLAdelaideAU{'lat': '-34.945', 'lon': '138.531006'}SE-BDRain62018-02-11 14:54:34
\n", + "
\n", + "

13057 rows x 27 columns

" + ], + "text/plain": [ + " AvgTicketPrice Cancelled Carrier \\\n", + "0 841.265642 False Kibana Airlines \n", + "3 181.694216 True Kibana Airlines \n", + "4 730.041778 False Kibana Airlines \n", + "5 418.152089 False JetBeats \n", + "6 180.246816 False JetBeats \n", + "7 585.184310 False Kibana Airlines \n", + "8 960.869736 True Kibana Airlines \n", + "9 296.877773 False Logstash Airways \n", + "10 906.437948 False JetBeats \n", + "11 704.463771 False Logstash Airways \n", + "12 922.499077 True Logstash Airways \n", + "13 374.959276 False Logstash Airways \n", + "14 552.917371 False Logstash Airways \n", + "15 566.487557 True Kibana Airlines \n", + "16 989.952787 True Logstash Airways \n", + "17 569.613255 False ES-Air \n", + "18 277.429707 False ES-Air \n", + "19 772.100846 False JetBeats \n", + "20 167.599922 False JetBeats \n", + "21 253.210065 False ES-Air \n", + "22 917.247620 False JetBeats \n", + "23 451.591176 False Logstash Airways \n", + "24 307.067201 False Logstash Airways \n", + "25 268.241596 False ES-Air \n", + "26 975.812632 True Kibana Airlines \n", + "27 134.214546 False JetBeats \n", + "28 988.897564 False Kibana Airlines \n", + "29 511.067220 False Logstash Airways \n", + "30 252.911966 False Kibana Airlines \n", + "31 572.072088 False ES-Air \n", + "... ... ... ... \n", + "13029 795.905278 False Kibana Airlines \n", + "13030 863.388068 False Logstash Airways \n", + "13031 575.183008 False JetBeats \n", + "13032 817.368952 False JetBeats \n", + "13033 579.582455 False ES-Air \n", + "13034 1004.916638 False JetBeats \n", + "13035 357.562842 True Logstash Airways \n", + "13036 429.580539 False Logstash Airways \n", + "13037 729.788171 True ES-Air \n", + "13038 564.897695 False ES-Air \n", + "13039 1014.052787 False Logstash Airways \n", + "13040 455.243843 False ES-Air \n", + "13041 611.370232 False Logstash Airways \n", + "13042 595.961285 False JetBeats \n", + "13043 782.747648 False Logstash Airways \n", + "13044 891.117221 False JetBeats \n", + "13045 587.169921 False Logstash Airways \n", + "13046 739.132165 False Logstash Airways \n", + "13047 605.191876 False JetBeats \n", + "13048 361.767659 True Logstash Airways \n", + "13049 662.306992 False ES-Air \n", + "13050 630.779526 False JetBeats \n", + "13051 937.771279 True Logstash Airways \n", + "13052 1085.155339 False Logstash Airways \n", + "13053 1191.964104 False Logstash Airways \n", + "13054 1080.446279 False Logstash Airways \n", + "13055 646.612941 False Logstash Airways \n", + "13056 997.751876 False Logstash Airways \n", + "13057 1102.814465 False JetBeats \n", + "13058 858.144337 False JetBeats \n", + "\n", + " Dest DestAirportID \\\n", + "0 Sydney Kingsford Smith International Airport SYD \n", + "3 Treviso-Sant'Angelo Airport TV01 \n", + "4 Xi'an Xianyang International Airport XIY \n", + "5 Genoa Cristoforo Colombo Airport GE01 \n", + "6 Zurich Airport ZRH \n", + "7 Ottawa Macdonald-Cartier International Airport YOW \n", + "8 Rajiv Gandhi International Airport HYD \n", + "9 Treviso-Sant'Angelo Airport TV01 \n", + "10 Helsinki Vantaa Airport HEL \n", + "11 Vienna International Airport VIE \n", + "12 Shanghai Pudong International Airport PVG \n", + "13 Ottawa Macdonald-Cartier International Airport YOW \n", + "14 Luis Munoz Marin International Airport SJU \n", + "15 Cologne Bonn Airport CGN \n", + "16 Venice Marco Polo Airport VE05 \n", + "17 Ministro Pistarini International Airport EZE \n", + "18 Shanghai Pudong International Airport PVG \n", + "19 Indira Gandhi International Airport DEL \n", + "20 Wichita Mid Continent Airport ICT \n", + "21 Ottawa Macdonald-Cartier International Airport YOW \n", + "22 Itami Airport ITM \n", + "23 Vienna International Airport VIE \n", + "24 Charles de Gaulle International Airport CDG \n", + "25 Narita International Airport NRT \n", + "26 Itami Airport ITM \n", + "27 San Diego International Airport SAN \n", + "28 Verona Villafranca Airport VR10 \n", + "29 Zurich Airport ZRH \n", + "30 Chengdu Shuangliu International Airport CTU \n", + "31 Narita International Airport NRT \n", + "... ... ... \n", + "13029 Malpensa International Airport MI12 \n", + "13030 Xi'an Xianyang International Airport XIY \n", + "13031 Savannah Hilton Head International Airport SAV \n", + "13032 Syracuse Hancock International Airport SYR \n", + "13033 Tampa International Airport TPA \n", + "13034 Olenya Air Base XLMO \n", + "13035 Shanghai Pudong International Airport PVG \n", + "13036 Venice Marco Polo Airport VE05 \n", + "13037 Vienna International Airport VIE \n", + "13038 Pisa International Airport PI05 \n", + "13039 Vienna International Airport VIE \n", + "13040 London Luton Airport LTN \n", + "13041 Jorge Chavez International Airport LIM \n", + "13042 Ottawa Macdonald-Cartier International Airport YOW \n", + "13043 Xi'an Xianyang International Airport XIY \n", + "13044 Winnipeg / James Armstrong Richardson Internat... YWG \n", + "13045 Brisbane International Airport BNE \n", + "13046 Xi'an Xianyang International Airport XIY \n", + "13047 Portland International Jetport Airport PWM \n", + "13048 Dubai International Airport DXB \n", + "13049 Winnipeg / James Armstrong Richardson Internat... YWG \n", + "13050 Helsinki Vantaa Airport HEL \n", + "13051 Lester B. Pearson International Airport YYZ \n", + "13052 Melbourne International Airport MEL \n", + "13053 Zurich Airport ZRH \n", + "13054 Xi'an Xianyang International Airport XIY \n", + "13055 Zurich Airport ZRH \n", + "13056 Ukrainka Air Base XHBU \n", + "13057 Ministro Pistarini International Airport EZE \n", + "13058 Washington Dulles International Airport IAD \n", + "\n", + " DestCityName DestCountry \\\n", + "0 Sydney AU \n", + "3 Treviso IT \n", + "4 Xi'an CN \n", + "5 Genova IT \n", + "6 Zurich CH \n", + "7 Ottawa CA \n", + "8 Hyderabad IN \n", + "9 Treviso IT \n", + "10 Helsinki FI \n", + "11 Vienna AT \n", + "12 Shanghai CN \n", + "13 Ottawa CA \n", + "14 San Juan PR \n", + "15 Cologne DE \n", + "16 Venice IT \n", + "17 Buenos Aires AR \n", + "18 Shanghai CN \n", + "19 New Delhi IN \n", + "20 Wichita US \n", + "21 Ottawa CA \n", + "22 Osaka JP \n", + "23 Vienna AT \n", + "24 Paris FR \n", + "25 Tokyo JP \n", + "26 Osaka JP \n", + "27 San Diego US \n", + "28 Verona IT \n", + "29 Zurich CH \n", + "30 Chengdu CN \n", + "31 Tokyo JP \n", + "... ... ... \n", + "13029 Milan IT \n", + "13030 Xi'an CN \n", + "13031 Savannah US \n", + "13032 Syracuse US \n", + "13033 Tampa US \n", + "13034 Olenegorsk RU \n", + "13035 Shanghai CN \n", + "13036 Venice IT \n", + "13037 Vienna AT \n", + "13038 Pisa IT \n", + "13039 Vienna AT \n", + "13040 London GB \n", + "13041 Lima PE \n", + "13042 Ottawa CA \n", + "13043 Xi'an CN \n", + "13044 Winnipeg CA \n", + "13045 Brisbane AU \n", + "13046 Xi'an CN \n", + "13047 Portland US \n", + "13048 Dubai AE \n", + "13049 Winnipeg CA \n", + "13050 Helsinki FI \n", + "13051 Toronto CA \n", + "13052 Melbourne AU \n", + "13053 Zurich CH \n", + "13054 Xi'an CN \n", + "13055 Zurich CH \n", + "13056 Belogorsk RU \n", + "13057 Buenos Aires AR \n", + "13058 Washington US \n", + "\n", + " DestLocation DestRegion \\\n", + "0 {'lat': '-33.94609833', 'lon': '151.177002'} SE-BD \n", + "3 {'lat': '45.648399', 'lon': '12.1944'} IT-34 \n", + "4 {'lat': '34.447102', 'lon': '108.751999'} SE-BD \n", + "5 {'lat': '44.4133', 'lon': '8.8375'} IT-42 \n", + "6 {'lat': '47.464699', 'lon': '8.54917'} CH-ZH \n", + "7 {'lat': '45.32249832', 'lon': '-75.66919708'} CA-ON \n", + "8 {'lat': '17.23131752', 'lon': '78.42985535'} SE-BD \n", + "9 {'lat': '45.648399', 'lon': '12.1944'} IT-34 \n", + "10 {'lat': '60.31719971', 'lon': '24.9633007'} FI-ES \n", + "11 {'lat': '48.11029816', 'lon': '16.56970024'} AT-9 \n", + "12 {'lat': '31.14340019', 'lon': '121.8050003'} SE-BD \n", + "13 {'lat': '45.32249832', 'lon': '-75.66919708'} CA-ON \n", + "14 {'lat': '18.43939972', 'lon': '-66.00180054'} PR-U-A \n", + "15 {'lat': '50.86589813', 'lon': '7.142739773'} DE-NW \n", + "16 {'lat': '45.505299', 'lon': '12.3519'} IT-34 \n", + "17 {'lat': '-34.8222', 'lon': '-58.5358'} SE-BD \n", + "18 {'lat': '31.14340019', 'lon': '121.8050003'} SE-BD \n", + "19 {'lat': '28.5665', 'lon': '77.103104'} SE-BD \n", + "20 {'lat': '37.64989853', 'lon': '-97.43309784'} US-KS \n", + "21 {'lat': '45.32249832', 'lon': '-75.66919708'} CA-ON \n", + "22 {'lat': '34.78549957', 'lon': '135.4380035'} SE-BD \n", + "23 {'lat': '48.11029816', 'lon': '16.56970024'} AT-9 \n", + "24 {'lat': '49.01279831', 'lon': '2.549999952'} FR-J \n", + "25 {'lat': '35.76470184', 'lon': '140.3860016'} SE-BD \n", + "26 {'lat': '34.78549957', 'lon': '135.4380035'} SE-BD \n", + "27 {'lat': '32.73360062', 'lon': '-117.1900024'} US-CA \n", + "28 {'lat': '45.395699', 'lon': '10.8885'} IT-34 \n", + "29 {'lat': '47.464699', 'lon': '8.54917'} CH-ZH \n", + "30 {'lat': '30.57850075', 'lon': '103.9469986'} SE-BD \n", + "31 {'lat': '35.76470184', 'lon': '140.3860016'} SE-BD \n", + "... ... ... \n", + "13029 {'lat': '45.6306', 'lon': '8.72811'} IT-25 \n", + "13030 {'lat': '34.447102', 'lon': '108.751999'} SE-BD \n", + "13031 {'lat': '32.12760162', 'lon': '-81.20210266'} US-GA \n", + "13032 {'lat': '43.11119843', 'lon': '-76.10630035'} US-NY \n", + "13033 {'lat': '27.97550011', 'lon': '-82.53320313'} US-FL \n", + "13034 {'lat': '68.15180206', 'lon': '33.46390152'} RU-MUR \n", + "13035 {'lat': '31.14340019', 'lon': '121.8050003'} SE-BD \n", + "13036 {'lat': '45.505299', 'lon': '12.3519'} IT-34 \n", + "13037 {'lat': '48.11029816', 'lon': '16.56970024'} AT-9 \n", + "13038 {'lat': '43.683899', 'lon': '10.3927'} IT-52 \n", + "13039 {'lat': '48.11029816', 'lon': '16.56970024'} AT-9 \n", + "13040 {'lat': '51.87469864', 'lon': '-0.368333012'} GB-ENG \n", + "13041 {'lat': '-12.0219', 'lon': '-77.114304'} SE-BD \n", + "13042 {'lat': '45.32249832', 'lon': '-75.66919708'} CA-ON \n", + "13043 {'lat': '34.447102', 'lon': '108.751999'} SE-BD \n", + "13044 {'lat': '49.90999985', 'lon': '-97.23989868'} CA-MB \n", + "13045 {'lat': '-27.38419914', 'lon': '153.1170044'} SE-BD \n", + "13046 {'lat': '34.447102', 'lon': '108.751999'} SE-BD \n", + "13047 {'lat': '43.64619827', 'lon': '-70.30930328'} US-ME \n", + "13048 {'lat': '25.25279999', 'lon': '55.36439896'} SE-BD \n", + "13049 {'lat': '49.90999985', 'lon': '-97.23989868'} CA-MB \n", + "13050 {'lat': '60.31719971', 'lon': '24.9633007'} FI-ES \n", + "13051 {'lat': '43.67720032', 'lon': '-79.63059998'} CA-ON \n", + "13052 {'lat': '-37.673302', 'lon': '144.843002'} SE-BD \n", + "13053 {'lat': '47.464699', 'lon': '8.54917'} CH-ZH \n", + "13054 {'lat': '34.447102', 'lon': '108.751999'} SE-BD \n", + "13055 {'lat': '47.464699', 'lon': '8.54917'} CH-ZH \n", + "13056 {'lat': '51.169997', 'lon': '128.445007'} RU-AMU \n", + "13057 {'lat': '-34.8222', 'lon': '-58.5358'} SE-BD \n", + "13058 {'lat': '38.94449997', 'lon': '-77.45580292'} US-DC \n", + "\n", + " DestWeather ... FlightTimeMin \\\n", + "0 Rain ... 1030.770416 \n", + "3 Clear ... 222.749059 \n", + "4 Clear ... 785.779071 \n", + "5 Thunder & Lightning ... 393.590441 \n", + "6 Hail ... 300.000000 \n", + "7 Clear ... 614.942480 \n", + "8 Cloudy ... 602.030591 \n", + "9 Rain ... 174.822216 \n", + "10 Rain ... 503.045170 \n", + "11 Cloudy ... 36.075018 \n", + "12 Clear ... 679.768391 \n", + "13 Rain ... 330.418282 \n", + "14 Clear ... 407.145031 \n", + "15 Sunny ... 656.712658 \n", + "16 Damaging Wind ... 773.030334 \n", + "17 Cloudy ... 704.716920 \n", + "18 Clear ... 355.957996 \n", + "19 Clear ... 875.114675 \n", + "20 Clear ... 373.966883 \n", + "21 Hail ... 130.667700 \n", + "22 Damaging Wind ... 574.495310 \n", + "23 Heavy Fog ... 579.728943 \n", + "24 Clear ... 50.157229 \n", + "25 Rain ... 527.567422 \n", + "26 Hail ... 386.259764 \n", + "27 Clear ... 24.479650 \n", + "28 Sunny ... 568.351033 \n", + "29 Rain ... 425.889194 \n", + "30 Sunny ... 490.350002 \n", + "31 Damaging Wind ... 979.741044 \n", + "... ... ... ... \n", + "13029 Sunny ... 534.375826 \n", + "13030 Damaging Wind ... 141.172633 \n", + "13031 Thunder & Lightning ... 1113.137060 \n", + "13032 Rain ... 714.964864 \n", + "13033 Rain ... 234.929046 \n", + "13034 Clear ... 526.895776 \n", + "13035 Thunder & Lightning ... 0.000000 \n", + "13036 Sunny ... 150.000000 \n", + "13037 Rain ... 691.944839 \n", + "13038 Heavy Fog ... 567.387339 \n", + "13039 Thunder & Lightning ... 690.092327 \n", + "13040 Cloudy ... 3.028293 \n", + "13041 Sunny ... 338.875531 \n", + "13042 Clear ... 375.129587 \n", + "13043 Clear ... 156.858481 \n", + "13044 Clear ... 354.106457 \n", + "13045 Rain ... 771.305442 \n", + "13046 Rain ... 542.955572 \n", + "13047 Thunder & Lightning ... 564.599857 \n", + "13048 Sunny ... 180.000000 \n", + "13049 Heavy Fog ... 835.954429 \n", + "13050 Sunny ... 451.755639 \n", + "13051 Sunny ... 507.451571 \n", + "13052 Cloudy ... 1044.451122 \n", + "13053 Hail ... 728.715904 \n", + "13054 Rain ... 402.929088 \n", + "13055 Rain ... 644.418029 \n", + "13056 Rain ... 937.540811 \n", + "13057 Hail ... 1697.404971 \n", + "13058 Heavy Fog ... 1610.761827 \n", + "\n", + " Origin OriginAirportID \\\n", + "0 Frankfurt am Main Airport FRA \n", + "3 Naples International Airport NA01 \n", + "4 Licenciado Benito Juarez International Airport AICM \n", + "5 Edmonton International Airport CYEG \n", + "6 Zurich Airport ZRH \n", + "7 Ciampino___G. B. Pastine International Airport RM12 \n", + "8 Milano Linate Airport MI11 \n", + "9 Sheremetyevo International Airport SVO \n", + "10 Albuquerque International Sunport Airport ABQ \n", + "11 Venice Marco Polo Airport VE05 \n", + "12 Licenciado Benito Juarez International Airport AICM \n", + "13 Naples International Airport NA01 \n", + "14 Ciampino___G. B. Pastine International Airport RM12 \n", + "15 Chengdu Shuangliu International Airport CTU \n", + "16 Licenciado Benito Juarez International Airport AICM \n", + "17 Cleveland Hopkins International Airport CLE \n", + "18 Olenya Air Base XLMO \n", + "19 Casper-Natrona County International Airport CPR \n", + "20 Erie International Tom Ridge Field ERI \n", + "21 Newark Liberty International Airport EWR \n", + "22 Copenhagen Kastrup Airport CPH \n", + "23 Seattle Tacoma International Airport SEA \n", + "24 Berlin-Tegel Airport TXL \n", + "25 Manchester Airport MAN \n", + "26 Helsinki Vantaa Airport HEL \n", + "27 Phoenix Sky Harbor International Airport PHX \n", + "28 New Chitose Airport CTS \n", + "29 Tulsa International Airport TUL \n", + "30 Abu Dhabi International Airport AUH \n", + "31 Catania-Fontanarossa Airport CT03 \n", + "... ... ... \n", + "13029 Itami Airport ITM \n", + "13030 Tokyo Haneda International Airport HND \n", + "13031 OR Tambo International Airport JNB \n", + "13032 El Dorado International Airport BOG \n", + "13033 Jorge Chavez International Airport LIM \n", + "13034 Gimpo International Airport GMP \n", + "13035 Shanghai Pudong International Airport PVG \n", + "13036 Venice Marco Polo Airport VE05 \n", + "13037 Ukrainka Air Base XHBU \n", + "13038 OR Tambo International Airport JNB \n", + "13039 Montreal / Pierre Elliott Trudeau Internationa... YUL \n", + "13040 London Heathrow Airport LHR \n", + "13041 Casper-Natrona County International Airport CPR \n", + "13042 Frankfurt am Main Airport FRA \n", + "13043 Tokyo Haneda International Airport HND \n", + "13044 Vienna International Airport VIE \n", + "13045 Amsterdam Airport Schiphol AMS \n", + "13046 Winnipeg / James Armstrong Richardson Internat... YWG \n", + "13047 Jeju International Airport CJU \n", + "13048 Dubai International Airport DXB \n", + "13049 Ministro Pistarini International Airport EZE \n", + "13050 Beijing Capital International Airport PEK \n", + "13051 Leonardo da Vinci___Fiumicino Airport RM11 \n", + "13052 Bologna Guglielmo Marconi Airport BO08 \n", + "13053 Portland International Jetport Airport PWM \n", + "13054 Pisa International Airport PI05 \n", + "13055 Winnipeg / James Armstrong Richardson Internat... YWG \n", + "13056 Licenciado Benito Juarez International Airport AICM \n", + "13057 Itami Airport ITM \n", + "13058 Adelaide International Airport ADL \n", + "\n", + " OriginCityName OriginCountry \\\n", + "0 Frankfurt am Main DE \n", + "3 Naples IT \n", + "4 Mexico City MX \n", + "5 Edmonton CA \n", + "6 Zurich CH \n", + "7 Rome IT \n", + "8 Milan IT \n", + "9 Moscow RU \n", + "10 Albuquerque US \n", + "11 Venice IT \n", + "12 Mexico City MX \n", + "13 Naples IT \n", + "14 Rome IT \n", + "15 Chengdu CN \n", + "16 Mexico City MX \n", + "17 Cleveland US \n", + "18 Olenegorsk RU \n", + "19 Casper US \n", + "20 Erie US \n", + "21 Newark US \n", + "22 Copenhagen DK \n", + "23 Seattle US \n", + "24 Berlin DE \n", + "25 Manchester GB \n", + "26 Helsinki FI \n", + "27 Phoenix US \n", + "28 Chitose / Tomakomai JP \n", + "29 Tulsa US \n", + "30 Abu Dhabi AE \n", + "31 Catania IT \n", + "... ... ... \n", + "13029 Osaka JP \n", + "13030 Tokyo JP \n", + "13031 Johannesburg ZA \n", + "13032 Bogota CO \n", + "13033 Lima PE \n", + "13034 Seoul KR \n", + "13035 Shanghai CN \n", + "13036 Venice IT \n", + "13037 Belogorsk RU \n", + "13038 Johannesburg ZA \n", + "13039 Montreal CA \n", + "13040 London GB \n", + "13041 Casper US \n", + "13042 Frankfurt am Main DE \n", + "13043 Tokyo JP \n", + "13044 Vienna AT \n", + "13045 Amsterdam NL \n", + "13046 Winnipeg CA \n", + "13047 Jeju City KR \n", + "13048 Dubai AE \n", + "13049 Buenos Aires AR \n", + "13050 Beijing CN \n", + "13051 Rome IT \n", + "13052 Bologna IT \n", + "13053 Portland US \n", + "13054 Pisa IT \n", + "13055 Winnipeg CA \n", + "13056 Mexico City MX \n", + "13057 Osaka JP \n", + "13058 Adelaide AU \n", + "\n", + " OriginLocation OriginRegion \\\n", + "0 {'lat': '50.033333', 'lon': '8.570556'} DE-HE \n", + "3 {'lat': '40.886002', 'lon': '14.2908'} IT-72 \n", + "4 {'lat': '19.4363', 'lon': '-99.072098'} MX-DIF \n", + "5 {'lat': '53.30970001', 'lon': '-113.5800018'} CA-AB \n", + "6 {'lat': '47.464699', 'lon': '8.54917'} CH-ZH \n", + "7 {'lat': '41.7994', 'lon': '12.5949'} IT-62 \n", + "8 {'lat': '45.445099', 'lon': '9.27674'} IT-25 \n", + "9 {'lat': '55.972599', 'lon': '37.4146'} RU-MOS \n", + "10 {'lat': '35.040199', 'lon': '-106.609001'} US-NM \n", + "11 {'lat': '45.505299', 'lon': '12.3519'} IT-34 \n", + "12 {'lat': '19.4363', 'lon': '-99.072098'} MX-DIF \n", + "13 {'lat': '40.886002', 'lon': '14.2908'} IT-72 \n", + "14 {'lat': '41.7994', 'lon': '12.5949'} IT-62 \n", + "15 {'lat': '30.57850075', 'lon': '103.9469986'} SE-BD \n", + "16 {'lat': '19.4363', 'lon': '-99.072098'} MX-DIF \n", + "17 {'lat': '41.4117012', 'lon': '-81.84980011'} US-OH \n", + "18 {'lat': '68.15180206', 'lon': '33.46390152'} RU-MUR \n", + "19 {'lat': '42.90800095', 'lon': '-106.4639969'} US-WY \n", + "20 {'lat': '42.08312701', 'lon': '-80.17386675'} US-PA \n", + "21 {'lat': '40.69250107', 'lon': '-74.16870117'} US-NJ \n", + "22 {'lat': '55.61790085', 'lon': '12.65600014'} DK-84 \n", + "23 {'lat': '47.44900131', 'lon': '-122.3089981'} US-WA \n", + "24 {'lat': '52.5597', 'lon': '13.2877'} DE-BE \n", + "25 {'lat': '53.35369873', 'lon': '-2.274950027'} GB-ENG \n", + "26 {'lat': '60.31719971', 'lon': '24.9633007'} FI-ES \n", + "27 {'lat': '33.43429947', 'lon': '-112.012001'} US-AZ \n", + "28 {'lat': '42.77519989', 'lon': '141.6920013'} SE-BD \n", + "29 {'lat': '36.19839859', 'lon': '-95.88809967'} US-OK \n", + "30 {'lat': '24.43300056', 'lon': '54.65110016'} SE-BD \n", + "31 {'lat': '37.466801', 'lon': '15.0664'} IT-82 \n", + "... ... ... \n", + "13029 {'lat': '34.78549957', 'lon': '135.4380035'} SE-BD \n", + "13030 {'lat': '35.552299', 'lon': '139.779999'} SE-BD \n", + "13031 {'lat': '-26.1392', 'lon': '28.246'} SE-BD \n", + "13032 {'lat': '4.70159', 'lon': '-74.1469'} CO-CUN \n", + "13033 {'lat': '-12.0219', 'lon': '-77.114304'} SE-BD \n", + "13034 {'lat': '37.5583', 'lon': '126.791'} SE-BD \n", + "13035 {'lat': '31.14340019', 'lon': '121.8050003'} SE-BD \n", + "13036 {'lat': '45.505299', 'lon': '12.3519'} IT-34 \n", + "13037 {'lat': '51.169997', 'lon': '128.445007'} RU-AMU \n", + "13038 {'lat': '-26.1392', 'lon': '28.246'} SE-BD \n", + "13039 {'lat': '45.47060013', 'lon': '-73.74079895'} CA-QC \n", + "13040 {'lat': '51.4706', 'lon': '-0.461941'} GB-ENG \n", + "13041 {'lat': '42.90800095', 'lon': '-106.4639969'} US-WY \n", + "13042 {'lat': '50.033333', 'lon': '8.570556'} DE-HE \n", + "13043 {'lat': '35.552299', 'lon': '139.779999'} SE-BD \n", + "13044 {'lat': '48.11029816', 'lon': '16.56970024'} AT-9 \n", + "13045 {'lat': '52.30860138', 'lon': '4.76388979'} NL-NH \n", + "13046 {'lat': '49.90999985', 'lon': '-97.23989868'} CA-MB \n", + "13047 {'lat': '33.51129913', 'lon': '126.4929962'} SE-BD \n", + "13048 {'lat': '25.25279999', 'lon': '55.36439896'} SE-BD \n", + "13049 {'lat': '-34.8222', 'lon': '-58.5358'} AR-B \n", + "13050 {'lat': '40.08010101', 'lon': '116.5849991'} SE-BD \n", + "13051 {'lat': '41.8002778', 'lon': '12.2388889'} IT-62 \n", + "13052 {'lat': '44.5354', 'lon': '11.2887'} IT-45 \n", + "13053 {'lat': '43.64619827', 'lon': '-70.30930328'} US-ME \n", + "13054 {'lat': '43.683899', 'lon': '10.3927'} IT-52 \n", + "13055 {'lat': '49.90999985', 'lon': '-97.23989868'} CA-MB \n", + "13056 {'lat': '19.4363', 'lon': '-99.072098'} MX-DIF \n", + "13057 {'lat': '34.78549957', 'lon': '135.4380035'} SE-BD \n", + "13058 {'lat': '-34.945', 'lon': '138.531006'} SE-BD \n", + "\n", + " OriginWeather dayOfWeek timestamp \n", + "0 Sunny 0 2018-01-01 00:00:00 \n", + "3 Thunder & Lightning 0 2018-01-01 10:33:28 \n", + "4 Damaging Wind 0 2018-01-01 05:13:00 \n", + "5 Rain 0 2018-01-01 01:43:03 \n", + "6 Clear 0 2018-01-01 13:49:53 \n", + "7 Thunder & Lightning 0 2018-01-01 04:54:59 \n", + "8 Heavy Fog 0 2018-01-01 12:09:35 \n", + "9 Cloudy 0 2018-01-01 12:09:35 \n", + "10 Rain 0 2018-01-01 22:06:14 \n", + "11 Rain 0 2018-01-01 11:52:34 \n", + "12 Heavy Fog 0 2018-01-01 02:13:46 \n", + "13 Rain 0 2018-01-01 14:21:13 \n", + "14 Cloudy 0 2018-01-01 17:42:53 \n", + "15 Thunder & Lightning 0 2018-01-01 19:55:32 \n", + "16 Thunder & Lightning 0 2018-01-01 07:49:27 \n", + "17 Rain 0 2018-01-01 01:30:47 \n", + "18 Hail 0 2018-01-01 07:58:17 \n", + "19 Cloudy 0 2018-01-01 00:02:06 \n", + "20 Cloudy 0 2018-01-01 01:08:20 \n", + "21 Clear 0 2018-01-01 01:08:20 \n", + "22 Sunny 0 2018-01-01 07:48:35 \n", + "23 Heavy Fog 0 2018-01-01 18:57:21 \n", + "24 Rain 0 2018-01-01 13:18:25 \n", + "25 Thunder & Lightning 0 2018-01-01 08:20:35 \n", + "26 Rain 0 2018-01-01 15:38:32 \n", + "27 Clear 0 2018-01-01 03:08:45 \n", + "28 Damaging Wind 0 2018-01-01 01:16:59 \n", + "29 Rain 0 2018-01-01 18:00:59 \n", + "30 Thunder & Lightning 0 2018-01-01 12:05:14 \n", + "31 Damaging Wind 0 2018-01-01 04:18:52 \n", + "... ... ... ... \n", + "13029 Sunny 6 2018-02-11 20:10:13 \n", + "13030 Clear 6 2018-02-11 18:59:53 \n", + "13031 Hail 6 2018-02-11 00:57:48 \n", + "13032 Thunder & Lightning 6 2018-02-11 12:02:49 \n", + "13033 Thunder & Lightning 6 2018-02-11 02:07:40 \n", + "13034 Sunny 6 2018-02-11 00:35:04 \n", + "13035 Thunder & Lightning 6 2018-02-11 11:19:12 \n", + "13036 Cloudy 6 2018-02-11 15:07:11 \n", + "13037 Damaging Wind 6 2018-02-11 10:24:42 \n", + "13038 Damaging Wind 6 2018-02-11 00:42:06 \n", + "13039 Thunder & Lightning 6 2018-02-11 10:56:31 \n", + "13040 Clear 6 2018-02-11 00:39:37 \n", + "13041 Rain 6 2018-02-11 10:24:30 \n", + "13042 Clear 6 2018-02-11 09:02:07 \n", + "13043 Thunder & Lightning 6 2018-02-11 04:45:06 \n", + "13044 Thunder & Lightning 6 2018-02-11 00:51:14 \n", + "13045 Sunny 6 2018-02-11 05:41:51 \n", + "13046 Hail 6 2018-02-11 10:02:21 \n", + "13047 Cloudy 6 2018-02-11 15:55:10 \n", + "13048 Hail 6 2018-02-11 04:11:14 \n", + "13049 Sunny 6 2018-02-11 10:13:32 \n", + "13050 Cloudy 6 2018-02-11 11:23:23 \n", + "13051 Hail 6 2018-02-11 01:13:50 \n", + "13052 Cloudy 6 2018-02-11 18:35:42 \n", + "13053 Clear 6 2018-02-11 19:02:10 \n", + "13054 Sunny 6 2018-02-11 20:42:25 \n", + "13055 Rain 6 2018-02-11 01:41:57 \n", + "13056 Sunny 6 2018-02-11 04:09:27 \n", + "13057 Hail 6 2018-02-11 08:28:21 \n", + "13058 Rain 6 2018-02-11 14:54:34 \n", + "\n", + "[13057 rows x 27 columns]" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ed_idx0" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.DataFrame(data={'A': np.random.rand(3),\n", + " 'B': 1,\n", + " 'C': 'foo',\n", + " 'D': pd.Timestamp('20190102'),\n", + " 'E': [1.0, 2.0, 3.0],\n", + " 'F': False,\n", + " 'G': [1, 2, 3]},\n", + " index=['0','1','2'])\n", + "\n", + "expected_mappings = {'mappings': {\n", + " 'properties': {'A': {'type': 'double'},\n", + " 'B': {'type': 'long'},\n", + " 'C': {'type': 'keyword'},\n", + " 'D': {'type': 'date'},\n", + " 'E': {'type': 'double'},\n", + " 'F': {'type': 'boolean'},\n", + " 'G': {'type': 'long'}}}}\n", + "\n", + "mappings = ed.Mappings._generate_es_mappings(df)\n", + "\n", + "assert expected_mappings == mappings\n", + "\n", + "# Now create index\n", + "index_name = 'eland_test_generate_es_mappings'\n", + "\n", + "ed.pandas_to_es(df, 'localhost', index_name, if_exists=\"replace\", refresh=True)\n", + "\n", + "ed_df = ed.DataFrame('localhost', index_name)" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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