{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Exploratory data analysis: N. Y. CityCabs data: 2009-2015" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2019-11-27T10:02:30.858684Z", "start_time": "2019-11-27T10:02:28.064632Z" } }, "outputs": [], "source": [ "import vaex\n", "from vaex.ui.colormaps import cm_plusmin\n", "\n", "import numpy as np\n", "import pylab as plt\n", "import seaborn as sns\n", "\n", "import warnings\n", "warnings.filterwarnings(\"ignore\")" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2019-10-21T19:37:11.238066Z", "start_time": "2019-10-21T19:37:11.235572Z" } }, "source": [ "### Adjusting `matplotlib` parameters" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2019-11-27T10:02:30.863364Z", "start_time": "2019-11-27T10:02:30.859836Z" } }, "outputs": [], "source": [ "SMALL_SIZE = 12\n", "MEDIUM_SIZE = 14\n", "BIGGER_SIZE = 16\n", "\n", "plt.rc('font', size=SMALL_SIZE) # controls default text sizes\n", "plt.rc('axes', titlesize=SMALL_SIZE) # fontsize of the axes title\n", "plt.rc('axes', labelsize=MEDIUM_SIZE) # fontsize of the x and y labels\n", "plt.rc('xtick', labelsize=SMALL_SIZE) # fontsize of the tick labels\n", "plt.rc('ytick', labelsize=SMALL_SIZE) # fontsize of the tick labels\n", "plt.rc('legend', fontsize=SMALL_SIZE) # legend fontsize\n", "plt.rc('figure', titlesize=BIGGER_SIZE) # fontsize of the figure title" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2019-10-21T19:37:27.108008Z", "start_time": "2019-10-21T19:37:27.102992Z" } }, "source": [ "### Obtaining the data\n", "\n", "The original data is courtesy of the New York City Taxi and Limousine Commision, and can be downloaded from [this website](https://www1.nyc.gov/site/tlc/about/tlc-trip-record-data.page). \n", "\n", "The data was then converted to the memory-mappable HDF5 file format. For an example on how to do this, you may want to look at [this notebook](https://nbviewer.jupyter.org/github/vaexio/vaex-examples/blob/master/medium-airline-data-eda/airline-original-data-conversion.ipynb)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Read in the data\n", "\n", "- Can \"read\" the memmory mapped file that we have on disk in no time.\n", "- `Vaex` can also read data stored on S3. The data is streamed on need-to-have basis and is locally cached." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2019-11-27T10:02:30.988385Z", "start_time": "2019-11-27T10:02:30.864718Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-rw-r--r-- 1 jovan staff 107G Jul 3 12:36 ./data/yellow_taxi_2009_2015_f32.hdf5\r\n" ] } ], "source": [ "# Check the file size on disk\n", "!ls -l -h ./data/yellow_taxi_2009_2015_f32.hdf5" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2019-11-27T10:02:31.974677Z", "start_time": "2019-11-27T10:02:31.922660Z" } }, "outputs": [], "source": [ "# Read in the data from disk\n", "df = vaex.open('./data/yellow_taxi_2009_2015_f32.hdf5')" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2019-11-27T10:02:34.241897Z", "start_time": "2019-11-27T10:02:34.240060Z" } }, "outputs": [], "source": [ "# # Read in the data from S3\n", "# df = vaex.open('s3://vaex/taxi/yellow_taxi_2009_2015_f32.hdf5?anon=true')" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2019-11-27T10:02:35.205480Z", "start_time": "2019-11-27T10:02:35.173724Z" } }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
# vendor_id pickup_datetime dropoff_datetime passenger_count payment_type trip_distance pickup_longitude pickup_latitude rate_code store_and_fwd_flag dropoff_longitude dropoff_latitude fare_amount surcharge mta_tax tip_amount tolls_amount total_amount
0 VTS 2009-01-04 02:52:00.0000000002009-01-04 03:02:00.0000000001 CASH 2.630000114440918 -73.9919586181640640.72156524658203 nan nan -73.99380493164062 40.6959228515625 8.899999618530273 0.5 nan 0.0 0.0 9.399999618530273
1 VTS 2009-01-04 03:31:00.0000000002009-01-04 03:38:00.0000000003 Credit 4.550000190734863 -73.9821014404296940.736289978027344nan nan -73.95584869384766 40.76802825927734412.1000003814697270.5 nan 2.0 0.0 14.600000381469727
2 VTS 2009-01-03 15:43:00.0000000002009-01-03 15:57:00.0000000005 Credit 10.350000381469727-74.0025863647461 40.73974609375 nan nan -73.86997985839844 40.77022552490234423.7000007629394530.0 nan 4.739999771118164 0.0 28.440000534057617
3 DDS 2009-01-01 20:52:58.0000000002009-01-01 21:14:00.0000000001 CREDIT 5.0 -73.9742660522461 40.79095458984375 nan nan -73.9965591430664 40.73184967041015614.8999996185302730.5 nan 3.049999952316284 0.0 18.450000762939453
4 DDS 2009-01-24 16:18:23.0000000002009-01-24 16:24:56.0000000001 CASH 0.4000000059604645-74.0015792846679740.719383239746094nan nan -74.00837707519531 40.7203483581543 3.700000047683716 0.0 nan 0.0 0.0 3.700000047683716
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
1,173,057,922VTS 2015-12-31 23:59:56.0000000002016-01-01 00:08:18.0000000005 1 1.2000000476837158-73.9938125610351640.72087097167969 1.0 0.0 -73.98621368408203 40.7224693298339847.5 0.5 0.5 1.75999999046325680.0 10.5600004196167
1,173,057,923CMT 2015-12-31 23:59:58.0000000002016-01-01 00:05:19.0000000002 2 2.0 -73.9652709960937540.76028060913086 1.0 0.0 -73.93951416015625 40.75238800048828 7.5 0.5 0.5 0.0 0.0 8.800000190734863
1,173,057,924CMT 2015-12-31 23:59:59.0000000002016-01-01 00:12:55.0000000002 2 3.799999952316284 -73.9872970581054740.7390785217285161.0 0.0 -73.9886703491211 40.69329833984375 13.5 0.5 0.5 0.0 0.0 14.800000190734863
1,173,057,925VTS 2015-12-31 23:59:59.0000000002016-01-01 00:10:26.0000000001 2 1.9600000381469727-73.99755859375 40.72569274902344 1.0 0.0 -74.01712036132812 40.705322265625 8.5 0.5 0.5 0.0 0.0 9.800000190734863
1,173,057,926VTS 2015-12-31 23:59:59.0000000002016-01-01 00:21:30.0000000001 1 1.059999942779541 -73.9843978881836 40.76725769042969 1.0 0.0 -73.99098205566406 40.76057052612305 13.5 0.5 0.5 2.96000003814697270.0 17.760000228881836
" ], "text/plain": [ "# vendor_id pickup_datetime dropoff_datetime passenger_count payment_type trip_distance pickup_longitude pickup_latitude rate_code store_and_fwd_flag dropoff_longitude dropoff_latitude fare_amount surcharge mta_tax tip_amount tolls_amount total_amount\n", "0 VTS 2009-01-04 02:52:00.000000000 2009-01-04 03:02:00.000000000 1 CASH 2.630000114440918 -73.99195861816406 40.72156524658203 nan nan -73.99380493164062 40.6959228515625 8.899999618530273 0.5 nan 0.0 0.0 9.399999618530273\n", "1 VTS 2009-01-04 03:31:00.000000000 2009-01-04 03:38:00.000000000 3 Credit 4.550000190734863 -73.98210144042969 40.736289978027344 nan nan -73.95584869384766 40.768028259277344 12.100000381469727 0.5 nan 2.0 0.0 14.600000381469727\n", "2 VTS 2009-01-03 15:43:00.000000000 2009-01-03 15:57:00.000000000 5 Credit 10.350000381469727 -74.0025863647461 40.73974609375 nan nan -73.86997985839844 40.770225524902344 23.700000762939453 0.0 nan 4.739999771118164 0.0 28.440000534057617\n", "3 DDS 2009-01-01 20:52:58.000000000 2009-01-01 21:14:00.000000000 1 CREDIT 5.0 -73.9742660522461 40.79095458984375 nan nan -73.9965591430664 40.731849670410156 14.899999618530273 0.5 nan 3.049999952316284 0.0 18.450000762939453\n", "4 DDS 2009-01-24 16:18:23.000000000 2009-01-24 16:24:56.000000000 1 CASH 0.4000000059604645 -74.00157928466797 40.719383239746094 nan nan -74.00837707519531 40.7203483581543 3.700000047683716 0.0 nan 0.0 0.0 3.700000047683716\n", "... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...\n", "1,173,057,922 VTS 2015-12-31 23:59:56.000000000 2016-01-01 00:08:18.000000000 5 1 1.2000000476837158 -73.99381256103516 40.72087097167969 1.0 0.0 -73.98621368408203 40.722469329833984 7.5 0.5 0.5 1.7599999904632568 0.0 10.5600004196167\n", "1,173,057,923 CMT 2015-12-31 23:59:58.000000000 2016-01-01 00:05:19.000000000 2 2 2.0 -73.96527099609375 40.76028060913086 1.0 0.0 -73.93951416015625 40.75238800048828 7.5 0.5 0.5 0.0 0.0 8.800000190734863\n", "1,173,057,924 CMT 2015-12-31 23:59:59.000000000 2016-01-01 00:12:55.000000000 2 2 3.799999952316284 -73.98729705810547 40.739078521728516 1.0 0.0 -73.9886703491211 40.69329833984375 13.5 0.5 0.5 0.0 0.0 14.800000190734863\n", "1,173,057,925 VTS 2015-12-31 23:59:59.000000000 2016-01-01 00:10:26.000000000 1 2 1.9600000381469727 -73.99755859375 40.72569274902344 1.0 0.0 -74.01712036132812 40.705322265625 8.5 0.5 0.5 0.0 0.0 9.800000190734863\n", "1,173,057,926 VTS 2015-12-31 23:59:59.000000000 2016-01-01 00:21:30.000000000 1 1 1.059999942779541 -73.9843978881836 40.76725769042969 1.0 0.0 -73.99098205566406 40.76057052612305 13.5 0.5 0.5 2.9600000381469727 0.0 17.760000228881836" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# A view into the data\n", "df" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Quick insights into this dataset\n", "\n", "This is done with a single pass over the data" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2019-11-27T10:05:33.774148Z", "start_time": "2019-11-27T10:02:38.840693Z" } }, "outputs": [ { "data": { "text/html": [ "
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vendor_idpickup_datetimedropoff_datetimepassenger_countpayment_typetrip_distancepickup_longitudepickup_latituderate_codestore_and_fwd_flagdropoff_longitudedropoff_latitudefare_amountsurchargemta_taxtip_amounttolls_amounttotal_amount
dtypestrdatetime64[ns]datetime64[ns]int64strfloat32float32float32float32float32float32float32float32float32float32float32float32float32
count11730579271173057927117305792711730579271173057927117305792711730579271173057926100216187163891443811730434321173050240117305792511730579251032017356117305792511730579251173057925
NA0000000117089605653414348914495768722141040571222
mean--1970-01-01T00:00:01.9535336251970-01-01T00:00:14.5065984221.6844313554517245--5.390923660971188-72.5322484470291839.9345313935188461.0358207541504040.017168377090266976-72.5374180642503939.9369487231104411.2173081558009020.30363852323796540.49630692051163841.12945718930263480.1867806751775812313.314765814201273
std--6.22239e+166.22266e+161.33032--7756.5212.75059.516750.4419960.12989912.67689.50487633.5050.3954070.0683994132.842886.7181098.43
min--2009-01-01T00:00:27.3650155521899-12-31T23:59:43.3706987520---4.08401e+07-3509.02-3579.1400-3579.14-3579.14-2.14748e+07-79-3-1.67772e+06-2.14748e+07-2.14748e+07
max--2016-01-01T00:00:49.6323133442253-08-23T08:00:13.061652480255--1.98623e+083570.223577.1425223460.433577.14825999999.991311.223.95059e+065510.073.95061e+06
\n", "
" ], "text/plain": [ " vendor_id pickup_datetime \\\n", "dtype str datetime64[ns] \n", "count 1173057927 1173057927 \n", "NA 0 0 \n", "mean -- 1970-01-01T00:00:01.953533625 \n", "std -- 6.22239e+16 \n", "min -- 2009-01-01T00:00:27.365015552 \n", "max -- 2016-01-01T00:00:49.632313344 \n", "\n", " dropoff_datetime passenger_count payment_type \\\n", "dtype datetime64[ns] int64 str \n", "count 1173057927 1173057927 1173057927 \n", "NA 0 0 0 \n", "mean 1970-01-01T00:00:14.506598422 1.6844313554517245 -- \n", "std 6.22266e+16 1.33032 -- \n", "min 1899-12-31T23:59:43.370698752 0 -- \n", "max 2253-08-23T08:00:13.061652480 255 -- \n", "\n", " trip_distance pickup_longitude pickup_latitude \\\n", "dtype float32 float32 float32 \n", "count 1173057927 1173057927 1173057926 \n", "NA 0 0 1 \n", "mean 5.390923660971188 -72.53224844702918 39.934531393518846 \n", "std 7756.52 12.7505 9.51675 \n", "min -4.08401e+07 -3509.02 -3579.14 \n", "max 1.98623e+08 3570.22 3577.14 \n", "\n", " rate_code store_and_fwd_flag dropoff_longitude \\\n", "dtype float32 float32 float32 \n", "count 1002161871 638914438 1173043432 \n", "NA 170896056 534143489 14495 \n", "mean 1.035820754150404 0.017168377090266976 -72.53741806425039 \n", "std 0.441996 0.129899 12.6768 \n", "min 0 0 -3579.14 \n", "max 252 2 3460.43 \n", "\n", " dropoff_latitude fare_amount surcharge \\\n", "dtype float32 float32 float32 \n", "count 1173050240 1173057925 1173057925 \n", "NA 7687 2 2 \n", "mean 39.93694872311044 11.217308155800902 0.3036385232379654 \n", "std 9.50487 633.505 0.395407 \n", "min -3579.14 -2.14748e+07 -79 \n", "max 3577.14 825999 999.99 \n", "\n", " mta_tax tip_amount tolls_amount \\\n", "dtype float32 float32 float32 \n", "count 1032017356 1173057925 1173057925 \n", "NA 141040571 2 2 \n", "mean 0.4963069205116384 1.1294571893026348 0.18678067517758123 \n", "std 0.0683994 132.842 886.718 \n", "min -3 -1.67772e+06 -2.14748e+07 \n", "max 1311.22 3.95059e+06 5510.07 \n", "\n", " total_amount \n", "dtype float32 \n", "count 1173057925 \n", "NA 2 \n", "mean 13.314765814201273 \n", "std 1098.43 \n", "min -2.14748e+07 \n", "max 3.95061e+06 " ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Get a high level overview of the DataFrame\n", "df.describe()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Getting read of outliers and errouneous data\n", "\n", "In this section we will use the output of describe to get rid of outliers, and other erroneous data.\n", "Let's start with the City of New York itself. \n", "\n", "Let's visualise the pickup locations." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2019-11-27T10:05:52.914086Z", "start_time": "2019-11-27T10:05:42.158586Z" } }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "3696ae57ce7a44a490698362f316ea11", "version_major": 2, "version_minor": 0 }, "text/plain": [ "PlotTemplate(components={'main-widget': VBox(children=(VBox(children=(Figure(axes=[Axis(color='#666', grid_col…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "Plot2dDefault(w=None, what='count(*)', x='pickup_longitude', y='pickup_latitude', z=None)" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Interactively visualise the pickup locations of all taxi trips in our dataset.\n", "df.plot_widget(df.pickup_longitude, \n", " df.pickup_latitude, \n", " shape=512, \n", " limits='minmax',\n", " f='log1p', \n", " colormap='plasma')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With Vaex we can interactively explore such heamaps as the one above, even when the data contains over 1 billion samples. This way we can choose the spatial extent over which the taxi company operates in New York City. In fact, it is mostly Manhattan." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2019-11-27T10:06:26.216050Z", "start_time": "2019-11-27T10:06:24.579551Z" } }, "outputs": [], "source": [ "# Define the boundaries by interactively choosing the area of interest!\n", "long_min = -74.05\n", "long_max = -73.75\n", "lat_min = 40.58\n", "lat_max = 40.90\n", "\n", "# Make a selection based on the boundaries\n", "df_filtered = df[(df.pickup_longitude > long_min) & (df.pickup_longitude < long_max) & \\\n", " (df.pickup_latitude > lat_min) & (df.pickup_latitude < lat_max) & \\\n", " (df.dropoff_longitude > long_min) & (df.dropoff_longitude < long_max) & \\\n", " (df.dropoff_latitude > lat_min) & (df.dropoff_latitude < lat_max)]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the output of the `describe` method we see that the maximum number of passengers is 255! \n", "Let's make a bar plot showing the common number of passengers in a taxi trip." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2019-11-27T10:06:49.808674Z", "start_time": "2019-11-27T10:06:26.217603Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[########################################]: 100.00% elapsed time : 23s = 0.4m = 0.0h \n", " " ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Get number of unique trips with certain number of passengers\n", "num_passengers = df_filtered.passenger_count.value_counts(progress=True)\n", "\n", "# Plot the result\n", "plt.figure(figsize=(16, 4))\n", "sns.barplot(x=num_passengers.index, y=np.log10(num_passengers.values))\n", "plt.xlabel('Number of passengers')\n", "plt.ylabel('Number of trips [dex]')\n", "plt.xticks(rotation='45')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First impressions: Typical number of passengers in a ride between 1-6. Very large number of taxi trips with 0 passengeres. Are these deliveries maybe, or were passengers not recorded. There are few hundreds of taxi trips with 7-9 passengers, and beyond that the numbers look erroneous. \n", "\n", "In this analysis we will focus only on the trips with typical number of passengers, that is between 1 and 6. So let's add that do the filter." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2019-11-27T10:06:50.642920Z", "start_time": "2019-11-27T10:06:49.811618Z" } }, "outputs": [], "source": [ "# Filterd based on the number of passengers\n", "df_filtered = df_filtered[(df_filtered.passenger_count>0) & (df_filtered.passenger_count<7)]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next up, we turn to the distance column. Here we see that the minimum value is negative, i.e. for sure something has gone wrong, and the maximum values is.. well very large! In fact, to put this in perspective:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2019-11-27T10:06:58.364763Z", "start_time": "2019-11-27T10:06:50.644667Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The largest distance in the data is 198623008 miles!\n", "This is 831.4 times larger than the distance between the Earth and the Moon!\n" ] } ], "source": [ "# What is the largest distance?\n", "max_trip_distance = df_filtered.trip_distance.max().astype('int')\n", "\n", "print(f'The largest distance in the data is {max_trip_distance} miles!')\n", "\n", "print(f'This is {max_trip_distance/238_900:.1f} times larger than the distance between the Earth and the Moon!')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's plot the distribution of distances, but in a more sensible range, relative to the scale of the part of New York City we selected above." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2019-11-27T10:06:59.314606Z", "start_time": "2019-11-27T10:06:58.366227Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[########################################]: 100.00% elapsed time : 0s = 0.0m = 0.0h\n", " " ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot the distribution of distances.\n", "plt.figure(figsize=(8, 4))\n", "df_filtered.plot1d('trip_distance', limits=[0, 250], f='log10', shape=128, lw=3, progress=True)\n", "plt.xlabel('Trip distance [miles]')\n", "plt.ylabel('Number of trips [dex]')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So we observe that at ~100 miles, the number of taxi trips drops considerably, and becomes more sporadic. Thus we decide to only consider taxi trip that in total are up to 100 miles." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2019-11-27T10:06:59.906743Z", "start_time": "2019-11-27T10:06:59.316152Z" } }, "outputs": [], "source": [ "# Select taxi trips have travelled maximum 100 miles (but also with non-zero distance).\n", "df_filtered = df_filtered[(df_filtered.trip_distance > 0) & (df_filtered.trip_distance < 100)]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the next step of our data cleaning process, let's look at the distributions of trip times and speeds, and make sure they are sensible. These quantities are not readily available in the dataset, but are trivial to compute. We will do this in a rather standard way, but here is the kick: these additional columns do not cost any memory what so ever. This is what we call _virtual columns_." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2019-11-27T10:06:59.914149Z", "start_time": "2019-11-27T10:06:59.908902Z" } }, "outputs": [], "source": [ "# Time in transit (minutes)\n", "df_filtered['trip_duration_min'] = (df_filtered.dropoff_datetime - df_filtered.pickup_datetime) / \\\n", " np.timedelta64(1, 'm')\n", "\n", "# Speed (miles per hour)\n", "df_filtered['trip_speed_mph'] = df_filtered.trip_distance / \\\n", " ((df_filtered.dropoff_datetime - df_filtered.pickup_datetime) / \\\n", " np.timedelta64(1, 'h'))" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2019-11-27T10:07:25.126296Z", "start_time": "2019-11-27T10:06:59.915569Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[########################################]: 100.00% elapsed time : 24s = 0.4m = 0.0h \n", " " ] }, { "data": { "image/png": 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6pq4JzbvbP4/rca6AwdNggKq6CLh7x+dJkiR11jWhueVIo9DU6zfjyYX3JEnj0HXrg3NHHYimz7q1a4auQTOz8J4JjSRplDovrJfkD5J8LMmZSW7elj05ycGjC0+TrMuie+DCe5Kk0evUQtPOSHoz8DbgYK6ewr0GeA7wHyOJThNt0KJ74MJ7kqTx6dpC8xzgkKp6BlfvlA3NdO79ljwqSZKkeeia0NwW+FKP8kuBvZYuHEmSpPnrmtD8ANjYo/wA4Owe5ZIkSWPTNaE5AXhdkvu072+e5AnAscCbRhKZJElSR12nbR+b5LrAp4DdgVOA7cCrq+oNI4xPK0SvAcKuUSNJWiqdp21X1QuAvYF7APcC1lfVi0YVmKbfsCndM2vUSJK0WJ0TmlYBVwC/pNmPSeqryzo1rlEjSVoKXdeh2Q04BjgMWAsE2J7kBODIqrpidCFqWg1ap8Y1aiRJS6nrXk5vAn4PeDJXT9/eHzga2BN40tKHJkmS1E3XhOZRwCOq6lOzyr6b5ELgA5jQaBEcMCxJWqyuY2guA87vUX4+cPnShaPVwgHDkqSl1DWheT3wkiTXniloX7+oPSfNiwOGJUlLqW+XU5KPzik6CDg/yent+99pP79uNKFpJXPAsCRpKQ0aQ/PjOe8/MOf995Y4FkmSpAXpm9BU1RPHGYjUS7/WGgcNS5Jmm+/CetLIDRtbAw4aliTtrFNCk+T6SV6b5PQkFyS5cPYx6iC1unQZMAwOGpYkXa3rOjT/COwLnAj8iGYLBGkkBg0YBgcNS5KuqWtCcxBwYFV9dSkemuS2wBnA+6vqz5binlqdXJRPkgTdx9CcPY9ru3gD8JUlvJ9WERflkyTN1TVJeTpwdJK7JBk+uGGAJI8GLgH+YzH30erlonySpLlSNXw4TJKbAf9MsyHlNVRVpyQnyV7AVuBg4C+A2wzrctq0aVNt3bq1y+2loeNr7I6SpOmV5LSq2tTrXNcxNO8Brgv8FYsbFPwy4O1V9b9J+l6U5FDgUIANGzYs8FFajdatXTOwdWamO8qERpJWlq4JzSbgHlX1Pwt9UJL9gM3AXYddW1UnACdA00Kz0Gdq9dmyeSPHn7xtaFIjSVpZuiY0ZwJ7LfJZBwH7AOe1rTN7AGuS3LGqfneR95YA94iSpNWqa0LzQuC4JC+kmW595eyTVfWTDvc4AXjvrPfPoklwjugYg7Rk3FJBklaWrgnNSe2fn2Tn8TNp3w8dFFxVvwR++ZsPJpcCV1TVRR1jkBZl2PgacIyNJE2rrgnN/Zf6wVV11FLfUxqky/gacIyNJE2jTtO2l5PTtjUuTvmWpMm26GnbSQYO2l2qLRGk5eSUb0maXl27nLbSjJWZvXjM7KadRa0eLE0Cp3xL0vTqmtDccs77XWnWk3kB8LwljUhaJk75lqTp1SmhqapzexSfleRnwEuAf1/SqCRJkuahawtNP98D9luKQKRp0au1xgHDkrS8Ou22neQGc44bJrkTcDTw7dGGKC2/Lrt7H3/ytjFFI0maq1NCA1wMXDTruBA4Hbg78JTRhCZNji2bN3ZKaiRJy6PTOjRJDpxT9GuaxOasqvrVKAKb4To0mnRdBgzbJSVJi7fodWiq6jNLG5K0crilgiQtv4FdTj3GzvQ8xhWsNIm6dEeBXVKSNEoDu5yS/JqdF9DrpapqsbOl+rLLSdPOLRUkaWkspstp0KaUDwSeDox0DI007dxSQZJGb2BC02vsTLuv0zHAAcBbgJeNJjRpZei6pYLr20jSwnXebTvJLYFXAI8CPgg8v6rOHmFsgF1OWtn2ffHHh46tWbd2Dd946QPHFJEkTa5FzXJKckPgxcDhwBeA/avKDENaAotpvQFbcCRpxrBBwc8HngOcAzy3qj4+prh+wxYarVZdWm/AFhxJq8egFpous5wuB06hWUyvp6p66GKD7MeERqvVWz/73aGtN4PYeiNppVlMQvNOhk/bpqqeuODohjChkXrr2oLTi8mOpGm04IRmEpjQSL0ttgVnEBMeSZPIhEZaZZYi2XFsjqRJs+i9nCRNl0MOuFXf1pWuyY5bNUiaJmNtoUnyLuBgYB1wAXBsVb1t0GdsoZHGy60aJE2qQS00AzenHIGjgX2qai/gocDLk9xtzDFIGmDYRpszWzVI0iQZa0JTVd+oqu0zb9vj1uOMQdJgXXYPtztK0qQZ+6DgJG8E/hy4NvDfwAFVdWm/6+1ykibHsO6oYeyukrQYEzfLKckaYH/gIOCYqrpyzvlDgUMBNmzYcLdzzz137DFKuqbFrH0zzKBkZ9hAZhMlaXWYuITmNw9P3gycWVWv63eNLTTS5Bjl2jeL5TRzaeWb5ITmbcBlVfX0fteY0Egrw6QmQ7buSNNjIhKaJDcC/g/wMZr9oTYDHwQeU1Uf6fc5Expp5euS7PRLPJaiG8zWHWk6TEpCsx54P3AXmtlV5wKvq6q3DvqcCY2kQdwCQlo9JiKhWSgTGkmjMqoNPheTZJlESf2Z0EhSD5M8rscuMOmaTGgkaZ4mOdkZZwuOU+Y1SUxoJGkJLWYQ8yDLtc7PYmOyRWl0TCh3ZkIjSVNgUluFFmPSWpSWI6bFMKHc2aCEZpdxByNJ6u2QA2418JfsciY8vX5pdvllO7OZ6biShy71M+6YFqPL3/VKSoAXw4RGkqbEsISnn8UmQjMtGnNt2byxcwLRax+wUbSUdP2O44xpqZzzygfv9H6xe6utNHY5SZJGYpRjgrqYmwDA6KbqL9R8ks35JjSTnJwtlF1OkqSx69qCMwrr1q7pWb6YmEbRVdU1ll7fZ93aNQM/e9mOq3jFSd/kFSd9c95x9UuGFpOAjZotNJKksZvEFZ6XqmtuPs/t0m20FMnFchhFQuMsJ0mSFmGx3Wf9kpLZCc1SJgCTkOyY0MxhQiNJWm7jSBDG3UXTzySvfWNCI0nSCC1Fd9VqWUtmMRwULEnSCA2aUt+1xUOLY0IjSdIILXT9IM3PtZY7AEmSpMUyoZEkSVPPhEaSJE09ExpJkjT1TGgkSdLUM6GRJElTz4RGkiRNvYlfKTjJRcC5I7r93sDFI7r3SmfdLYz1tnDW3cJYbwtjvS3cKOvuFlW1vteJiU9oRinJ1n5LKGsw625hrLeFs+4WxnpbGOtt4Zar7uxykiRJU8+ERpIkTb3VntCcsNwBTDHrbmGst4Wz7hbGelsY623hlqXuVvUYGkmStDKs9hYaSZK0ApjQSJKkqbcqE5okN0jyoSSXJTk3yWOWO6ZJkeSpSbYm2Z7knXPOHZzkW0l+meSUJLeYdS5Jjkny4/Y4NknG/gWWSZLdkry9/Xn6RZL/TvIHs85bd30keVeSHyb5eZJtSZ4865z1NkSS2ya5Ism7ZpVZbwMk+XRbZ5e2x7dnnbPuBkjy6CTfbH9/np3kfm358tdbVa26A3gP8M/AHsB9gZ8B+y53XJNwAI8AHg68CXjnrPK923p6FLA78Crg1FnnDwO+Dfw2cDPgTODw5f4+Y6y3dcBRwD40/1B4CPCL9r11N7ju9gV2a1/fHrgAuJv11rn+Pgl8DnhX+956G15nnwae3KPcuhtcbw+gWej2Xu3/527WHhNRb8teQcvwF7IO2AFsnFX2/4BXLndsk3QAL5+T0BwKfHFOPV4O3L59/0Xg0Fnn/2L2D/RqPIDTgUdad/Oqs9sBPwT+xHrrVF+PBt5Hk0zPJDTW2/B665fQWHeD6+2LwF9Mar2txi6njcBVVbVtVtnXaf6VqP72paknAKrqMuBsrq63nc6zyus0yY1pfta+gXU3VJI3Jvkl8C2ahOYkrLeBkuwFvBR45pxT1ls3Rye5OMkXkhzUlll3fSRZA2wC1ic5K8n3k/x9kmszIfW2GhOaPWiaxmb7GbDnMsQyTYbV29zzPwP2WG39ywBJdgX+CTixqr6FdTdUVT2Fpj7uB3wQ2I71NszLgLdX1f/OKbfehjsSuBVN98cJwL8muTXW3SA3BnYF/pjmv9P9gLsCL2RC6m01JjSXAnvNKduLZryD+htWb3PP7wVcWm374mqR5Fo0XZg7gKe2xdZdB1V1VVV9nqaf/Qist76S7AdsBl7T47T1NkRVfbmqflFV26vqROALwIOw7ga5vP3z9VX1w6q6GDiOCaq31ZjQbAN2SXLbWWV3oekaUH/foKknAJKsA27N1fW203lWYZ22/9p4O82/ZB5ZVVe2p6y7+dmFq+vHeuvtIJoB5+cluQB4FvDIJF/FeluIAoJ111dV/RT4Pk1dzTUZ9bbcg4yWaWDTe2lmOq0D7oOznGbXzS40o9SPpmlp2L0tW9/W0yPbsmPYeRT74cA3aZpwf6v9YV01o//bOngzcCqwx5xy665/nd2IZmDrHsAa4PeBy4CHWW8D6+06wE1mHa8G3t/WmfU2uO6u1/6czfy/7bHtz9ztrLuhdfdS4Cvtf7fXp5ld97JJqbdlr6Bl+ku5AfDh9of4POAxyx3TpBw0syVqznFUe24zzaDNy2lmCewz63MBjgV+0h7H0m6tsRoO4BZtXV1B07w6czzWuhtYb+uBzwCXAD8HzgAOmXXeeutWj0fRznKy3jr9zH2FpjvkEpp/hDzAuutUd7sCb2zr7QLgdcDuk1Jv7uUkSZKm3mocQyNJklYYExpJkjT1TGgkSdLUM6GRJElTz4RGkiRNPRMaSZI09UxopAmW5IFJKskeI7j3r5I8eqnvO4/n3779bnca8XMOb59TSY5f5L12b+/zkKWKb5SSvHfWd5+KmKWFMqGRRmzWL5R+xzsHfPw/gZvSLAI5tZKcmuTVc4q/Q/PdvjWGEH7SPutFi7lJVV3R3udTSxHUjBEmrofRbJEgrXi7LHcA0ipw01mvHwK8dU7Z5fSQZNeq2kGzIudEamO8cviV11RVVzG+71ZVtSTPWqr7jENV/SzJ9uWOQxoHW2ikEauqC2YOmiXDdyprf+nMdL88KslnklwBPGHuv9zb7pOLkzwyyXeSXJHkU0k2DIqhvf/n2uvPTPJ7Pc7v1P0zt3tlQIw3TvLPSc5P8ssk/5PksbPu817gnsAzZ7VK3aTPMw9O8pUk25P8MMmxSXaddf7UJK9J8qokP0lyQZK/bTcGnZf2XscneV2SS5JcmOSIJNdOckKSnyU5N8mfdqiThyU5Zdb3P2jWZ67R+jL7uye5PfDv7alftOVvbq+7VpIXJPleksuTnJ7kT2bdJ0leluS8ts5+kORt860LaSUwoZEmyyuB1wB3AE7qc82ewJHA42g2V92DZmPCnpKsAT4KbKdJLA6j2Xx0of/9z43x2jT74TwYuBPwJuDEJPdtrz8M+GpbftP2uLBHnPsA/9be6y7AEcATafYpmu1JNBvh3RN4Jk1dPHyB3+VJNK1Ed2+/0xuADwBfBzbRbGT7jiTrh9znb4FXAfvR7Ef13iS7d4zhO8Bj2te3pqmf57TvX9WeOwy4I/B3NHW7uT3/GOAvgUOA29Js6nlax+dKK4pdTtJkOa6qPjzzJsmde1yzFjiiqk5rr3k8sC3Jfavq8z2ufzDNOIoDq+qH7WeOZOHjQHaKsfWaWa/fkOQBNLtof75tgboS+OXs7poejSpPA84G/qqaTea+leQmwHFJjprVtfXVqnp5+/o7SQ4HDgY+tIDvclpV/W0bzzHAc4FLq+oNbdlRwLNpkqePDbjPsVV1UvuZFwJn0SR3W4cFUFVXJflp+/bCqrq0vc/1aOrkPlX1lfb895LsDzwFOJlmU9TzgZPbLrzzaDZelFYdW2ikyTL0FyCwg6bFA4Cq+g5wMc2/4Hu5A3DOTDLT+tKCI5wTY5JdkrwkyRltN9ClNEnUwG6wPnF+sXbeMffzNC1At5xVdvqcz/0AuNE8n3WNe1XVr2nq8YxZZZfT7Mo87P6zY/pB++dCY5rxOzS7G5+S5NKZg6bV6tbtNe8FbkCT6Ly17Yrctc/9pBXNFhppsnSZzVTDL9lJl/Elv+5xbb9fjHNjfAFNt8cW4Bvt+b8DdptHjDPP7vfdZpfPHYRcwJp5PmvQvXqVDfvH3+zPzMQ685n51O1sM59/INccPL0DoKq+m+Q2wANoWqleB7wgyb3bGVnSqmELjTR9dgPuOvMmya2BvYFv9rn+TGCftvtmxr3mXGJNefEAAAIuSURBVHNR++fs2Vf7dYznvsCHqurdVfV14LvAxjnX7GB40nEmcJ85A3zvSzML7JyOsUyiLnW7o/1zdh2dAfwKuHlVnTXnOG/moqq6vKo+WlVPB+5N87Nxj6X9CtLks4VGmj47gDcmeTpNy8Drga1V9bk+158EnAv8Y5Jn0wwqPoZZrR5V9dMkXwOel+R/aRKkV3aMZxvw4HZsxyXAXwO/1T5zxjnAvZLcgqYF58c97vN6mpae1yZ5I3A74GXAaxY6NXxCnEnTwvLSJC8CbkMzVme2c9o/H5LkkzTjjX6S5LU09bEr8AVgL5qk5fKq+ockh9AkPV+hqdfH0fx8nD3i7yRNHFtopOnzC5ounffQjIW5AnhUv4ur6lc0s1/WAf8FvB14IVd3hcx4PM14ldNokosXdIznJTRjSD4FfJpmBtPcWVevpGl9+CZNi8WNe8R5Ds3Ym3vTzDJ6C/AOrjnLaapU1XaaAdL70tTTC4Dnz7nmu8ArgOOAH9H8/UIz2+mV7fXfBD4BPBT4Xnv+EuBwmmTnDJr6e1hVnT+6byRNpuw8/k7SJGtn9Ly8qvZe7limxWqvs3b6+OXAH1bVoJla0lSzhUbSanDDdpbQMcsdyDil2Vbj4uWOQxoHW2ikKbLaWxsWIsleXD2F+pKqWjW/4JPcmGbMFMAPquqXyxmPNEomNJIkaerZ5SRJkqaeCY0kSZp6JjSSJGnqmdBIkqSpZ0IjSZKmngmNJEmaev8ffTmQtyDIIQcAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot the distribution of trip durtaions\n", "plt.figure(figsize=(8, 4))\n", "df_filtered.plot1d('trip_duration_min', limits=[0, 600], f='log10', shape=64, lw=3, progress=True)\n", "plt.xlabel('Trip duration [minutes]')\n", "plt.ylabel('Number of trips [dex]')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2019-10-21T20:30:29.750093Z", "start_time": "2019-10-21T20:30:29.744281Z" } }, "source": [ "We see that the majority of taxi trips, 95% to be exact last less than 30 minutes. From the above plot, we see the distribution falls of, and almost becomes flat after 200 minutes. Can you imagine, spending over 3 hours in a taxi in New York City! Perhaps it happens.. \n", "\n", "So let's be..open minded for now, and consider all trips that last less than 3 hours in total." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "ExecuteTime": { "end_time": "2019-11-27T10:07:26.020666Z", "start_time": "2019-11-27T10:07:25.128825Z" } }, "outputs": [], "source": [ "# Filter taxi trips that have unreasonably long dirations\n", "df_filtered = df_filtered[(df_filtered.trip_duration_min > 0) & (df_filtered.trip_duration_min < 180)]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's look at the mean speed of a trip. Let us first look a the extremes:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "ExecuteTime": { "end_time": "2019-11-27T10:07:54.858829Z", "start_time": "2019-11-27T10:07:26.021946Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Minimal mean speed: 0.003 miles/hour.\n", "maximal mean speed: 234359.995 miles/hour.\n" ] } ], "source": [ "# Minimum and maximum average speed of a taxi trip\n", "print('Minimal mean speed: %.3f miles/hour.' % (df_filtered.trip_speed_mph.min()))\n", "print('maximal mean speed: %.3f miles/hour.' % (df_filtered.trip_speed_mph.max()))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the extremes of this column we notice that we have some serious outliers. On the lower end of the spectrum, the slowest speeds are considerably slower than walking sleeds. On the high end of the spectrum, those cars are flying so fast, they can be used as spaceships! \n", "\n", "Let us plot the distribution of mean speeds, for a more sensible, or at least physically viable range." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "ExecuteTime": { "end_time": "2019-11-27T10:08:02.491510Z", "start_time": "2019-11-27T10:07:54.860455Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[########################################]: 100.00% elapsed time : 7s = 0.1m = 0.0h \n", " " ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot the distribution of trip durtaions\n", "plt.figure(figsize=(8, 4))\n", "df_filtered.plot1d('trip_speed_mph', limits=[0, 120], f='log10', shape=64, lw=3, progress=True)\n", "plt.xlabel('Mean speed during a trip [miles/hour]')\n", "plt.ylabel('Number of trips [dex]')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Based on this plot we can make a sensible choce of a typical trip speed: somewhere in the range of 1-60 miles per hour." ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "ExecuteTime": { "end_time": "2019-11-27T10:08:03.037936Z", "start_time": "2019-11-27T10:08:02.492822Z" } }, "outputs": [], "source": [ "# Filter out errouneous average trip speeds.\n", "df_filtered = df_filtered[(df_filtered.trip_speed_mph > 1) & (df_filtered.trip_speed_mph < 60)]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, let's look at the cost of the taxi trips. From the output of the `describe()` function, we can see that there are some crazy outliers in the *fare_amount*, *total_amount*, and *tip_amount*. For starters, no value in these columns should be negative. Also their upper limits are ridiculously high. Let's look at their distributions, but in a more sensible range." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "ExecuteTime": { "end_time": "2019-11-27T10:08:34.253311Z", "start_time": "2019-11-27T10:08:03.039412Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[########################################]: 100.00% elapsed time : 19s = 0.3m = 0.0h \n", "[########################################]: 100.00% elapsed time : 5s = 0.1m = 0.0h \n", "[########################################]: 100.00% elapsed time : 5s = 0.1m = 0.0h \n", " " ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(18, 5))\n", "\n", "plt.subplot(131)\n", "df_filtered.plot1d('fare_amount', shape=64, lw=3, limits=[0, 1000], f='log10', progress=True)\n", "plt.xlabel('Fare amount [$]')\n", "plt.ylabel('Number of trips [dex]')\n", "plt.tick_params(labelsize=14)\n", "\n", "plt.subplot(132)\n", "df_filtered.plot1d('total_amount', shape=64, lw=3, limits=[0, 1000], f='log10', progress=True)\n", "plt.xlabel('Total amount [$]')\n", "plt.ylabel('')\n", "plt.tick_params(labelsize=14)\n", "\n", "plt.subplot(133)\n", "df_filtered.plot1d('tip_amount', shape=64, lw=3, limits=[0, 1000], f='log10', progress=True)\n", "plt.xlabel('Tip amount [$]')\n", "plt.ylabel('')\n", "plt.tick_params(labelsize=14)\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that in all three cases, these distribution have some very long tail. Perhaps few of these large fares are legit, most are probably or hopefully errouneous data, or maybe some funny business is going on from time to time. In any case, we would like to focus on the regular \"vanilla\" rides, so we will select all trips that have total and fare amount less than \\\\$200 (the elbow of the distributions). Same for the tips. Note that the tips are not included in the total amount column. We also require that the fare and total amount be larger than \\\\$0. This condition is not imposed on the tips, although none of these can be negative." ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "ExecuteTime": { "end_time": "2019-11-27T10:08:35.092881Z", "start_time": "2019-11-27T10:08:34.255713Z" } }, "outputs": [], "source": [ "df_filtered = df_filtered[((df_filtered.total_amount > 0) & (df_filtered.total_amount < 200) & \n", " (df_filtered.fare_amount > 0) & (df_filtered.fare_amount < 200) &\n", " (df_filtered.tip_amount >= 0) & (df_filtered.tip_amount < 200))]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, after this initial cleaning of the data is done, let's see how many taxi trips we have left" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "ExecuteTime": { "end_time": "2019-11-27T10:08:39.716713Z", "start_time": "2019-11-27T10:08:35.095149Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of trips in the filtered dataset: 1129396332\n" ] } ], "source": [ "N_samples = len(df_filtered)\n", "print(f'Number of trips in the filtered dataset: {N_samples}')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have over 1.1 billion taxi trips for our upcoming analysis. Let's get to it!\n", "\n", "### General Exploratory Data Analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's assume we are a prospective taxi driver, or even a manager of a taxi company, and are interested in finding out where are, on average, the best hotspots to pick up passengers from, which will lead to large taxi fees.\n", "\n", "Naively, we can just plot a map of the pickup locations color-coded by the average fare amount for that big, i.e. part of the town. \n", "\n", "However, as a taxi driver, we have our own expences as well. We need to pay for fuel, or taking a passenger somewhere remote might mean that we will spend a lot of time and fuel just getting back to the city centre, and perhaps it will not be so easy to find a passenger for our trip back. Having that into consideration, we decide to instead color code the map of NYC by the mean of the trip fare divided by the trip distance. This is simple way we can introduce normalization, i.e. taking some of our costs into account.\n", "\n", "These two cases are plotted below" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "ExecuteTime": { "end_time": "2019-11-27T10:09:22.077933Z", "start_time": "2019-11-27T10:09:22.074242Z" } }, "outputs": [], "source": [ "# Define new columns that might prove useful:\n", "df_filtered['tip_percentage'] = df_filtered.tip_amount / df_filtered.total_amount * 100.\n", "df_filtered['fare_over_distance'] = df_filtered.fare_amount / df_filtered.trip_distance" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "ExecuteTime": { "end_time": "2019-11-27T10:10:16.838447Z", "start_time": "2019-11-27T10:09:22.980199Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15, 5))\n", "\n", "plt.subplot(121)\n", "df_filtered.plot('pickup_longitude', 'pickup_latitude', what='mean(fare_amount)',\n", " colormap='plasma', f='log1p', shape=512, colorbar=True, \n", " colorbar_label='mean fare amount [$]', vmin=1, vmax=4.5)\n", "\n", "plt.xlabel('pickup longitude')\n", "plt.ylabel('pickup latitude')\n", "\n", "plt.subplot(122)\n", "df_filtered.plot('pickup_longitude', 'pickup_latitude', what='mean(fare_over_distance)',\n", " colormap='plasma', f='log1p', shape=512, colorbar=True, \n", " colorbar_label='mean fare/distance [$/mile]', vmin=0.75, vmax=2.5)\n", "\n", "plt.xlabel('pickup longitude')\n", "plt.ylabel('')\n", "plt.gca().axes.get_yaxis().set_visible(False)\n", "\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that in the 1st case, if we just care about getting the maximum fare for the service provided, it is best to pick up passengers around the NYC airprots, and long the main streets, such as the Van Wyck Expressway, and Long Island Expressway avenues.\n", "\n", "However, when we divide by the distance travelled, we get a slightly different picture. The Van Wyck Expressway, and Long Island Expressway avenues are still relevant, but much less prominant, the airports are not as popular. Some other hotspots appear on the other side of the Hudson river, which seem quite profitable locations to pick up passengers from.\n", "\n", "##### When do trips happens\n", "\n", "Next, we wanna figure out when do most of the taxi usage happens so we can schedule our working hours appropriately." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "ExecuteTime": { "end_time": "2019-11-27T10:10:59.869932Z", "start_time": "2019-11-27T10:10:16.840137Z" } }, "outputs": [], "source": [ "# Extract some date/time features\n", "df_filtered['pickup_hour'] = df_filtered.pickup_datetime.dt.hour\n", "df_filtered['pickup_day_of_week'] = df_filtered.pickup_datetime.dt.dayofweek\n", "df_filtered['pickup_month'] = df_filtered.pickup_datetime.dt.month - 1 # to count from zero\n", "df_filtered['pickup_is_weekend'] = (df_filtered.pickup_day_of_week>=5)\n", "\n", "# Treat these columns as label/ordinal encoded values\n", "df_filtered.categorize(column='pickup_hour')\n", "df_filtered.categorize(column='pickup_day_of_week')\n", "df_filtered.categorize(column='pickup_month')\n", "\n", "# Helper lists for labelling the plots \n", "label_month_list = ['Jan', 'Feb', 'Mar', 'Apr', 'May', 'Jun', 'Jul', 'Aug', 'Sep', 'Oct', 'Nov', 'Dec']\n", "label_day_list = ['Mon', 'Tue', 'Wed', 'Thu', 'Fri', 'Sat', 'Sun']" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "ExecuteTime": { "end_time": "2019-11-27T10:11:15.307165Z", "start_time": "2019-11-27T10:10:59.875109Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot number of taxi trips per hours vs day of week\n", "plt.figure(figsize=(15, 5))\n", "df_filtered.plot('pickup_hour', 'pickup_day_of_week', colorbar=True, colormap=cm_plusmin)\n", "plt.xticks(np.arange(24), np.arange(24))\n", "plt.yticks(np.arange(7), label_day_list)\n", "plt.xlabel('Pick-up hour')\n", "plt.ylabel('Day of week')\n", "plt.tick_params(labelsize=12)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This makes sense: most of the trips happen in the eveings, specifically Friday night and Saturday night are very popular. Conversly there is little taxi traffic in the early hours of the day. Notice that there is a small peak in the distribution at around 8-9 in the morning on the work days. The same time slot during the weekends seem to see little taxi traffic. Is this the time when people hurry to go to work or work-related events (on the weekends this would not be true)?\n", "\n", "Now let's look when the taxi trips take longer (or shorter time)." ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "ExecuteTime": { "end_time": "2019-11-27T10:11:42.889561Z", "start_time": "2019-11-27T10:11:15.308681Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15, 5))\n", "df_filtered.plot('pickup_hour', 'pickup_day_of_week', what='mean(trip_duration_min)', \n", " colorbar_label='trip duration [min]', colorbar=True, colormap=cm_plusmin)\n", "plt.xticks(np.arange(24), np.arange(24))\n", "plt.yticks(np.arange(7), label_day_list)\n", "plt.xlabel('Pick-up hour')\n", "plt.ylabel('Day of week')\n", "plt.tick_params(labelsize=12)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On average the trips take longest time around 14-17 o'clock. The shortest trips happen in the weekends in the mornings 8-10 o'clock, as well as the at ~6 o'clock during the working days.\n", "\n", "Let's see how the mean speed varies as a function of time and day of week." ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "ExecuteTime": { "end_time": "2019-11-27T10:12:08.490972Z", "start_time": "2019-11-27T10:11:42.890536Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15, 5))\n", "df_filtered.plot('pickup_hour', 'pickup_day_of_week', what='mean(trip_speed_mph)', \n", " colorbar_label='mean trip speed [mph]', colorbar=True, colormap=cm_plusmin)\n", "plt.xticks(np.arange(24), np.arange(24))\n", "plt.yticks(np.arange(7), label_day_list)\n", "plt.xlabel('Pick-up hour')\n", "plt.ylabel('Day of week')\n", "plt.tick_params(labelsize=12)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This make sense, this is like inverse of the duration plot above. So the results are consistent, adds confidence in our analysis.\n", "\n", "Let's when we earn the most money. Let's find out when on average we would get the largest tip, and when we would make the most profit." ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "ExecuteTime": { "end_time": "2019-11-27T10:12:37.181626Z", "start_time": "2019-11-27T10:12:08.493418Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15, 5))\n", "df_filtered.plot('pickup_hour', 'pickup_day_of_week', what='mean(tip_percentage)',\n", " colorbar_label='tip [%]', colorbar=True, colormap=cm_plusmin)\n", "plt.xticks(np.arange(24), np.arange(24))\n", "plt.yticks(np.arange(7), label_day_list)\n", "plt.xlabel('Pick-up hour')\n", "plt.ylabel('Day of week')\n", "plt.tick_params(labelsize=12)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we care about profit, simply looking at the fare amount is not optimal. Lets look at the fare divided by distance instead (to account for costs)." ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "ExecuteTime": { "end_time": "2019-11-27T10:13:07.972691Z", "start_time": "2019-11-27T10:12:37.185710Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15, 5))\n", "df_filtered.plot('pickup_hour', 'pickup_day_of_week', what='mean(fare_over_distance)', \n", " colorbar_label='fare/distance [$/mile]', colorbar=True, colormap=cm_plusmin)\n", "plt.xticks(np.arange(24), np.arange(24))\n", "plt.yticks(np.arange(7), label_day_list)\n", "plt.xlabel('Pick-up hour')\n", "plt.ylabel('Day of week')\n", "plt.tick_params(labelsize=12)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This makes sense: the best earnings per mile happen during rush hours, especually around noon. \n", "\n", "Notice the anti-pattern observed between the trip/distance and tip percentage plots. Optimal time for a taxi driver to be working is 8-10 in the morning: best pay, best tip, reasonable demand.\n", "\n", "### Expensive computatons\n", "\n", "Now let's look at the distance. The dataset provides the trip distance, i.e. the distance the taxi travelled from the pickup to the dropoff location. Given that we have the exact pickup and dropoff coordintes, we can calculate the \"true\" distance between the origin and the destination, as if we could fly directly between the two.\n", "\n", "We call this *arc_distance* as it traces an arc on the surface of the Earth." ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "ExecuteTime": { "end_time": "2019-11-27T10:13:09.291211Z", "start_time": "2019-11-27T10:13:07.979309Z" } }, "outputs": [], "source": [ "# arc-distance in miles\n", "def arc_distance(theta_1, phi_1, theta_2, phi_2):\n", " temp = (np.sin((theta_2-theta_1)/2*np.pi/180)**2\n", " + np.cos(theta_1*np.pi/180)*np.cos(theta_2*np.pi/180) * np.sin((phi_2-phi_1)/2*np.pi/180)**2)\n", " distance = 2 * np.arctan2(np.sqrt(temp), np.sqrt(1-temp))\n", " return distance * 3958.8\n", "\n", "# Expression to be executed with numpy - the default option\n", "# df_filtered['arc_distance'] = arc_distance(df_filtered.pickup_longitude, \n", "# df_filtered.pickup_latitude, \n", "# df_filtered.dropoff_longitude, \n", "# df_filtered.dropoff_latitude)\n", "\n", "# Expression to be pre-compiled with numba, and then executed\n", "df_filtered['arc_distance'] = arc_distance(df_filtered.pickup_longitude, \n", " df_filtered.pickup_latitude, \n", " df_filtered.dropoff_longitude, \n", " df_filtered.dropoff_latitude).jit_numba()\n", "\n", "# Expression to be pre-compiled with CUDA, and then executed on you GPU \n", "# provided you have a CUDA compatible NVIDIA GPU.\n", "# df_filtered['arc_distance'] = arc_distance(df_filtered.pickup_longitude, \n", "# df_filtered.pickup_latitude, \n", "# df_filtered.dropoff_longitude, \n", "# df_filtered.dropoff_latitude).jit_cuda()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now this is very computationally expensive feature to compute on the fly, even though all virtual expressions in Vaex and executed in parallel right out of the box. \n", "\n", "In such cases, Vaex provides easy ways to speed things up considerably. One way is to use numba (`jit_numba()`) or pythran (`jit_pythran()`) to pre-compile such expressions to C++ or Fortran respectively, the execution of which is much faster. You can even use CUDA(`jit_cuda()`) to utilise your NVIDIA graphics card if you have one at hand. \n", "\n", "Anyway, let's compare the distributions of actual vs \"true\" distances." ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "ExecuteTime": { "end_time": "2019-11-27T10:14:01.224240Z", "start_time": "2019-11-27T10:13:09.292755Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[########################################]: 100.00% elapsed time : 1s = 0.0m = 0.0h\n", "[########################################]: 100.00% elapsed time : 34s = 0.6m = 0.0h \n", "[########################################]: 100.00% elapsed time : 15s = 0.3m = 0.0h \n", " " ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(16, 4))\n", "\n", "plt.subplot(121)\n", "df_filtered.plot1d('trip_distance', shape=128, limits=[0, 100], lw=3, f='log10', color='C0', \n", " label='trip distance', progress=True)\n", "df_filtered.plot1d('arc_distance', shape=128, limits=[0, 100], lw=3, f='log10', color='C3', \n", " label='arc distance', progress=True)\n", "plt.legend(fontsize=14)\n", "plt.xlabel('Distance [miles]')\n", "plt.ylabel('Number of trips')\n", "\n", "\n", "plt.subplot(122)\n", "df_filtered.plot1d('trip_distance', shape=128, limits=[0, 100], lw=3, f='log10', color='C0', \n", " selection='arc_distance<0.06', label='trip distance', progress=True)\n", "plt.legend(fontsize=14)\n", "plt.xlabel('Distance [miles]')\n", "plt.ylabel('Number of trips')\n", "\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is interesting that the arc distance never exceeds 21 miles, but the distance the taxi travelled can be 5 times larger. In fact, there are millions of taxi trips for which the dropoff location is within 100 meters, or 0.06 miles, from the pickup location." ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "ExecuteTime": { "end_time": "2019-11-27T10:14:15.126687Z", "start_time": "2019-11-27T10:14:01.227438Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of trips with arc distance of less than 100 meters: 13607235\n" ] } ], "source": [ "N_trips_small_arc_distance = len(df_filtered[df_filtered.arc_distance<0.06])\n", "print(f'Number of trips with arc distance of less than 100 meters: {N_trips_small_arc_distance}')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### YellowCabs through the years\n", "\n", "Let us see how some key statistics have evolved throughout the years." ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "ExecuteTime": { "end_time": "2019-11-27T10:16:03.421739Z", "start_time": "2019-11-27T10:14:15.129097Z" } }, "outputs": [], "source": [ "df_filtered['pickup_year'] = df_filtered.pickup_datetime.dt.year\n", "df_groupby_year = df_filtered.groupby(by=df_filtered.pickup_year, \n", " agg={'count': vaex.agg.count(),\n", " 'trip_distance': vaex.agg.mean('trip_distance'),\n", " 'arc_distance': vaex.agg.mean('arc_distance'),\n", " 'tip_amount': vaex.agg.mean('tip_amount'),\n", " 'tip_percentage': vaex.agg.mean('tip_percentage'),\n", " 'fare_amount': vaex.agg.mean('fare_amount'),\n", " 'total_amount': vaex.agg.mean('total_amount'),\n", " 'passenger_count': vaex.agg.sum('passenger_count')})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's see the total number of taxi trips per year" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "ExecuteTime": { "end_time": "2019-11-27T10:16:05.416896Z", "start_time": "2019-11-27T10:16:03.445804Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8,4))\n", "sns.barplot(x=df_groupby_year.pickup_year.values, y=df_groupby_year['count'].values)\n", "plt.xlabel('Year')\n", "plt.ylabel('Number of trips')\n", "plt.xticks(rotation='vertical')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's see how the trip fares and tips have evolved over the years" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "ExecuteTime": { "end_time": "2019-11-27T10:16:05.626071Z", "start_time": "2019-11-27T10:16:05.417980Z" } }, "outputs": [ { "data": { "image/png": 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xHgJwd3d3Yherx9dff82vv/5qN51x+PBhbr/9dhYvXkzfvn159913GTlyJPv37y+1PsDQoUP5z3/+g7u7O8888wyTJk1i586dFT5fa81zzz1Hnz59SE1NZdy4ccyePZv33nvPVmfBggWsWbOGvLw8unfvzo4dO/jss8/o3LkzQ4cO5YMPPmDWrFnl9tuR/zfx8fGkpKQQGxvLmjVruO222xg9ejQPPfQQmzZtkukPIeqwrLws9iftZ3fCbnYn7mbXhV1cyLxQal13kzvjXHoy5E/wXvsHOnMrAOaNG/Ht08dWT7m703Lut07pfz2Xp7XuWdZFrXWuUmo08CHwDLANmA9k13TH6kRQobVOx/imAc5bEzrPKaX8tdapxep+CnwKximljrTf9cuu1dndcu25e0+l75k3bx7Dhw9n4MCBADz11FO8//77bNq0ib5lHHRTcNw4wOzZswkKCiIlJYWAgIByn9W2bVvatm0LQFhYGE888QQvvPCCXZ2HH36YRo0aAXDTTTcRHh5O9+7dARgzZgxr166tcr+LcnNzY+bMmbi6ujJs2DB8fX05dOgQ1113XYX3CiGcR2vN2fSzRgCRsJtdCbs4dPGQ3YZUpbk6pDt3JLalzepD5GzbYLRV5HrygoV2QYWoPlrr3RijEwAopTYBX9b0c+tEUFGKgr93V8RWaHFxcbRo0cL23mQy0axZM2JjY0utn5+fz7Rp0/j+++9JSEjAZDJmsRITEysMKi5cuMAjjzzCr7/+SlpaGhaLhaCgILs6BQEFgJeXV4n36enpVep3cSEhIbi6Fv4V9Pb2trUthKg95lwz+5L2sSthF7sSdrE7YTcXsy5WeJ+XqxddQ7tyvVcX+v6Zi+XzVeTF/0Hxc7082rUjaPJkAkaOqJlvQKCUigIOY6Q5/A2IAL6o6ec6e0mpq/WZLoCLUsoTY/Hx1UAycAQIAj4A1mmtU5zZP2cpvm1skyZN2LOncIRDa82ZM2eItO4KV7z+3LlzWbJkCT/99BMtW7YkJSWFoKAgjCTf8j333HMopdi9ezchISEsXryYKVOmVOn7qKjf3t7emM2FS8Li4+Np2tSx/FzZWlcI59Bacyr1lG0KY3fibo5cOkK+zq/w3pb+LYkOiyYqLIrosGjaBrYlY81a4v7+FDm5ufaVXVzwGzCAoEl34N2rl/wbr3l3Ag8AbsCvwECtdYOb/pgOzCryfjLwAnAIeBUIB1KBNcDt1fXQqkxJ1KRGjRpx/Phx2/uYmBhef/111q5dS58+fXj//ffx8PDg+uuvL7V+WloaHh4ehISEYDabef755x1+dlpaGgEBAQQGBhIbG8tbb71V5e+jon5369aNuXPn0qVLF9asWcP69evp2bPMaUA7xb9nIUT1SM9JZ0/iHts0xu7E3aRkV/z7m5+bH13DuhIVFkVUaBRRYVEEeJQcGfXq1s3uFxyXkBACY8YTNGECbo0bV+v3IsqmtZ4KTHX2c529pHQ2MLuMy/91Xk9q13PPPcfDDz/M008/zfTp03nqqaf45ptvePjhh4mNjaVbt24sW7bMluxYvP5f//pXVq9eTWRkJMHBwbz00kv885//dOjZs2bN4q677iIgIIC2bdty55138u6771bp++jQoUO5/X7//fe5++67+cc//sHo0aMZPXq0w23ff//9jB8/3raqZPHixVXqoxBXMou2cCLlhC2A2JWwi2PJx9CUP6qpULQJbGM3CtEqoBUmZUy15qdnkLZ8NacWLaLRtOfx7NTJdq9bo3D8Bw0kNzaOoMmT8Bs8GFM9TKoXVaMcGTKvq3x8fHRGRkaJ8gMHDtCpyF9y0TDJ/2ch7KVkp9iNQuxJ2ENablqF9wV4BNhGH6LDorkq9Cr83P3s6miLBfPWP0hZtIjUH39EZxobVAXffReNnnvOrq4lKwuTp2f1fWPCjlLKrLWuk2e519VETSGEEOXIt+RzNPmoXS7EiZQTFd5nUibaB7W3CyJa+LcoM8ch58wZUhYtJmXxYnLj4kpcT/1hJeHPPIMyFW57JAHFlUuCCiGEqAcuZl1kT8Ie22qMPYl7MOeZK7wv2DPYFjxEh0XTJaQL3m7l74FkycggddVqUhYtwrxtW6l1PNq1JWDMWAJGjrALKMSVTYIKIYSoY3ItuRy5dKQwmTJhN6fTTld4n6typUNwB1sQERUWRVPfppVeaZFzNpZz06aVKHcJCMB/xAgCxozBs0tnWcEhSpCgQgghalliZqLdnhD7EveVOMGzNGFeYbYRiKiwKDqFdMLLtbSzGsuWc+YMLn5+uAQG2so8O7THs0sXsvbtAxcXfG+6iYAxY/Dt11eSLhsIpdTSKtz2oNb6fHkVJKgQQggnys3P5eDFg7YAYnfibmLTK94wzs3kRqeQTkSFRhEdHk10aDSNfRpXabTAkpFB6uofjemNP/4gfOpUQu6/z65OyAP3kxt3Dv+RI3ALD6/0M0SdNwJj6+7Miipa3QFUmBzaYIMKi8Vi22lSNDwWi6W2uyCEQ+Iz4gsDiITd7E/aT46l+B6TJUX4RNhNY3QK7oS7S9VHCbTFgvmPbYWrN4psTJeyeBHB991rF6D4Dx1a5WeJeuMRrXXpB7YUo5S6zZF6DTKo8PHxITY2lkaNGuHm5ibzfg2I1prc3FzOnz+Pj0+dXFElrmDZ+dkcSDpgm8rYlbCLC+aKP7M9XDzoEtLFFkBEhUUR7l09owM5Z86QsniJsXqjtC30TSbcmkRiyTDj4iv/pq4g/YCK914vNBSocEitQe5TYbFYSExMJCUlhby88g+8EfWPq6srAQEBhIaGymiUqHW7E3bzw4kf2J2wmwMXD5Bnqfgzp6lvU6LDo42pjLBo2ge3x83kVq39yr1wgbgnn8L8xx+lXndv24bAMWNleqMekn0qnMxkMhEeHk64/EMRQtQQrTX/3vNvPtzxYbk7VBYcslV0e+sQr5Aa759rSAg5p07ZlZkCAggYPtxYvXFVFxnFFSUopYYC/THO6PpNa72wMvc3yKBCCCFqkjnXzPSN01lzak2Jay39W9rtC9EmsA2uppr7qM05e5aUxUvw6noVvjfbTrpGubgQMGoUSZ99Vrh6o38/Wb0hyqSUmgVMBJZhnG76gVLqJq314w630RCnP4QQoqacTj3No788ytHko7ayqxtdzX1X3UdUaBSBnoHl3F09LBkZpP64xli9sXUrAD433kjzf//Lrl5eYiLaYpHpjQamuqY/lFKdtNYHirw/BPTQWmdY33cH1mqtgx1tU0YqhBDCQb/F/sbTG54mLafwPI07Ot7BU72eqvaciOK0xYJ52zZSFi0mdfVqu9UbABmbNpF7/jxujRrZylxDQ2u0T6LeW6KUmgu8orXOBeKB8Uqp7wB3YDRwtjINSlAhhBAV0Frz2d7P+ODPD2z5E+4md2b2nsmotqNq9NkF0xspixeTe7aUz3eTCZ+bbiRwzBhcgoJqtC+iwekOvAzsUEr9FXgI+Ab4D6CBfcA9lWlQpj+EEKIcpeVPNPJuxHv93uOq0Ktq9NmWrCwOX39DiVEJAPc2bQgcOwb/kSNleuMKU92rP5RS1wCfAFuBpzECCpPWOqWybclIhRBClOFM6hke+eURu/yJHuE9eKfvO4R6Ve/UgrZYsJjNuPj62spMnp74DxxAyhJjR2WTvz8BIwpWb1wlqzdEtdBab1VK9cIIKHYAUyu76qOABBVCCFGK0vInbu94O1N7Ta3W/Imi0xve115Dk1desbseMHYcecnJBI4Zg2+/fpg8PKrt2eLKppRyxZjy6ATsAt4Evgc+UUrdBfxNa13yvPvy2pTpDyGEKFRW/sSM3jMY3XZ0tTyjtNUbACZvb9r99ism7/KPJhdXtmpc/fEl0AtYCtwEbNdaP2K9di8wE3hLa/2xw21KUCGEEAZzrpkZG2fw46kfbWXh3uG83+/9y86fqGj1BhibUzX/9P/wio6+rGeJhq0ag4pkoLfW+oBSygvYq7VuU+R6OPCe1voOR9uU6Q8hhMDIn3h03aMcuXTEVlYd+RNaaxI//piURRWv3pDpDeFk54FBSqljwC1AUtGL1sPGHA4oQIIKIYRgY+xGnt7wNKk5qbayiR0m8nSvp3Fzubz8CaUU5j+2lQgoZPWGqAOmYCwhnQOcA2Iut0EJKoQQVyytNZ/v+5z3/3wfi7YA4GZyY8Z1MxjTbkzl2rJYyNy+nfyUFPwGDLC7FjhmNOYtW2T1hqhTtNZrlFKNgVCtdUJ1tClBhRDiimTONTNz00xWn1xtKwv3Due9vu/RNayrw+3knI0lZcliUhYvIffMGVybRODbvz+qyAm6fgMHEunujm///jK9IeoUbSRWVktAAcaBIU6jlJqilNqmlMpWSn1RRp1ZSimtlBpQ2nUhhLhcZ9LOcOfKO+0Cih7hPZg3Yp5DAYUlO5uU5Ss4de+9HBswgMQPPyL3zBkA8uLO2a3oAGNVh//QoRJQiDpDKfWDUiqgEvUXKKUaVVTP2SMVcRhbgg4GvIpfVEq1AW7DmNsRQohqtyluE1PXT7XLn5jQYQLP9HqmwvyJzH37SFmwkJTly7Gkppa4bvL3x3/4MFzDK/zsFaK2DQYaK6VcHKw/EKhwxYlTg4qCHbqUUj2BpqVU+Qh4BnB4TawQQjhCa80X+77gvT/fs8ufmH7ddMa2G1vh/WcffoS0NSWPOkcpfG64gcBxY2V6Q9QZSqmWGD9LewPZwP+Ax7TWeQVVgP3V/dw6k1OhlBoP5Gitf5DkJSFEdTLnmpm9aTYrT660lYV7hfNuv3eJCotyqA3PLl3sggq3pk0JHDeWgNGjcYuIqPY+C3GZPgYuABFAILAG+BvwgfV6vyq0GVtRhToRVCilfIFXgUEO1H0IY1tR3N3da7hnQoj67mzaWR795VEOXzpsK+se3p05feeU2H8i5+xZUhYuIufkCSLnzLG7FjBmNEmfforvgFsIHDsO72t62SVjClHHtAI+0lpnAfFKqVVAl4KLWuv1NfHQOhFUAC8AX2utT1RUUWv9KfApGDtq1nTHhBD11+a4zUzdMJWU7MLDFmPax/DsNc/a8icsWVmkrfmJ5IULMG/eYqsXOmUKHq1b2967NWpEu00bMXl6Ou8bEKLq3gcmKqXWAUHAUGBGTT+0rgQVtwBNlVJ/s74PA+Yrpd7QWr9Ri/0SQtRDWmu+3Pcl7/75rl3+xLRrpzGu/Ti01takywWkLF9RatJlytKlhD/2mF2ZBBSijnBVSm0r8v5T6y/cRa0HHgRSARfgS2BxjXesph9QlPVENFeMb9BFKeUJ5GEEFUXTrv8AngBWlmhECCHKkZmXyaxNs1h5ovDjI8wrjHf7vUsX1+Zc/PobkhcsIPvgwZI3m0z43HgDgWPH4du/KlPOQjhFnta6Z1kXlVImYDXwf8D1gC/wH+ANjOPNa4xTDxRTSs0GZhUrfkFrPbtYvZPAA1rrn8prTw4UE0IUFZsey2O/PMbBi4UBQ7ewbszpO4cw7zDiX3yRS3P/W+I+t2bNCpMuGzd2ZpeFqLSKDhRTSoVibGgVqLVOsZaNBl7WWl/eyXgV9U1OKRVCNARbzm1h6vqpJGcnA+Br1gztFsNz1zxny5/I3LOXk+PHA6A8PfEfPIiAsePw7tVTki5FveHIKaVKqeMY+YdvY4xUfA6YtdaTyrknFGgD7NRaZ1epbxJUCCHqM601X+3/ijnb5+CSk881hzW37IbOcSY6bvgVl8BAu7pxzzyDd4+r8R8+DBc/v1rsuRBV42BQ0Q14D4gG8oFfgL9bTx4tXtcP+Axj80kNtNNaH1dKfQLEF59NKPe5ElQIIeqrzLxMZm+cxYHNP9B/t4Ub9mt8swqvN5o2jeA7J9deB4WoAY4EFZVs72OM4OPvwG9AlDWoGAG8orWOdrSturL6QwghKuXM2f3M+3AKfTef454Sv3sBJhO5Z884vV9C1EO3AmO01juVUkVHGg4Arcu4p1QSVAgh6pXMvfs48tGb8OtWhueXvO7WvDmBY8cSMHqUJF0K4ZggIKmUcj+MqROHSVAhhKg3tNas2fpf2q2zPwXU4u5G0NBhBIwbi3evXshW/0JUyh8YoxXvWd8XjFb8BdhUmYYkqBBC1EmWrCzSflT1pgYAACAASURBVFqL/+BBKDc3svKymL15NqtYzj+9IdAMJyLdaHr73XSZ8JAkXQpRdc8Dq5VSXTDigiesr68B+lSmIQkqhBB1htaarL37SF64gNTlK7CkpWHy/JC06zrz2C+PceDiAXBR/N8wE4GtOvD87Z8Q7h1e290Wol7TWm9SSl0PPAUcw9iQ8k+gt9Z6T2XaKnP1h1JqYRX69tfSlqvUFFn9IUTDkHfpEqnLlpG8YCHZhw7ZX+vdjb8PjuVS9iVb2bh243j+2udxd5FDBcWVp7pXf1Sn8kYqRgMLgKxy6hQVg7HBhtOCCiFE/aXz88nYtInkBQtJX7sWnZtbok5W4yAWeu7hUraRI+FqcuW5a54jpkOMs7srRIOllGpexiUNZGmtExxtq6Lpj1I3yiijU6MdfagQ4sqWuXMnZx97nLz4+BLXlKcnPoMGsKB9Cp+5bgJr0mWIZwjv9nuX7uHdnd1dIRq6kxQmZ5aglErF2JHzaa11XnkNlRdUDAQuVqJTI4DYStQXQlyh3Fq0ID/JfgWbZ1QUgePGkXlzdx77Y5qRP4ERUESFRjGn7xwa+TSqhd4K0eDdDrwJfAL8bi27FngImA0EAtOBNEqe32VHdtQUQtSIokmXQePH49m5s931s48/jnnL7wTceisB48bi2b49f8T/wVPrn+JiVuHvM2PbjWXatdMkf0IIqxrYUXMd8IHWemGx8rHAo1rrm5VSt2McANq+vLaqtPrDemR5O+CY1tpclTaEEA2TLenyfwvIPnzYVh4xy/4XnMbTp+Pi54dyd0drzbcHvuWtP94iXxt77bgqV5695lliOsTIvhNC1KxrgdJWeewFellfbwaaVtRQhUGFUmoC4KK1nmt93wn4GWgEpCilbtVa/+pgx4UQDVBFSZepy1fQ6JlnMHl62spcQ0IAyMrL4qUtL7H02FLbtRDPEOb0nUOPRj2c8w0IcWU7hTHVMbVY+YPAaevrMBxIiXBkpOIJ4J0i71/GiFimAo8CbwHXOdCOEKKByTlzhuSFC0lZtLjMpEv/wYMJvG0cysOjxPX4jHge/eVR9iftt5V1De3KnL5zaOwjW2wL4SRPAguUUsMwdtfUGCMUbYBx1jq9gPkVNVTePhXXY2RJLcUILI5Y368AnsYYFgkGvgMGgbGBRlW/o6qQnAohak9uXBxHbxkApXyGeEZHETh2nHG8uK9vqfeXlj8xpu0Ypl03DQ+XkgGIEMJQE/tUKKWaAX8DOmD8rD8AfKK1Pl3ujcWUN1Ix1PrVE2O+pS0QCbhhzKs0A0yAOzDEWtepQYUQwjksZjM6NxeXgABbmVuTJnh160bmjh0AuAQHE3DrrQSOG4tHu3ZltqW1Zu7Bubz9x9vkWVenuSpXnrnmGSZ0mCD5E0LUAq31GeC5y22nwtUfSqntwDKt9Wyl1BsY56wPtV5rCfyqtW52uR2pChmpEKLmWMxm0jdsIHXlKtLXryfkvnsJe+QRuzrJixaTtmoVAePG4te3L8q9/BUa2fnZvLj5Rbv8iWDPYOb0ncPVja6uke9DiIampnbUVEo1AZpjDBbYaK03ONyGA0HFBOAbjONPNTCoIDFTKfUIcL3WemLlul49JKgQonpZMjNJX7+B1NWrSF+3Hp2Zabvm3qoVrX9YUeWRhPiMeB775TH2Je2zlV0VchXv9ntX8ieEqIQaWFLaBJiLcXiYxpj+sAUHWmsXR9uqMFFTaz1PKbULiAa2aa2PFbl8FFjj6MOEEHWPJSuL9A0bSFu1irRf1tkFEnZcTOQnJ+MaFFTpZ2yL38aT65+0y58Y1WYUM3rPkPwJIWrfexgDB50xEjWHYKzwfBF4vDINyeZXQlzBcuPiODZiJNpc+nYz7m3a4D9kCP5DBpebJ1EWrTXfHfqON7e+aZc/8fQ1TzOxw0TJnxCiCmpgpOI8MFxrvc26JXdPrfVhpdRwYIbW2uEVnmWOVCilgrXWDm/TrZQK0lpfqrimEKI2WLKzwWLB5OVlK3ONiMA1LJTcU4UJ3u6tWxuBxNAhVQokCmTnZ/PylpdZfHSxrSzYM5h3bn6Hno17VrldIUS18wISra8vAuHAYWA/EFWZhsqb/khQSkVU4ijzU0qpblrr45XpgBCi5liys8nYuNFItvz5Z8KeeJzgSZNs15VS+A8eQtqaNfgPHYLf4CF4tG932SMI8RnxPP7L4+xN2msr6xLShff6vSf5E0LUPQeBjhgHi+0E/qqUOgP8nUqe6VXePhUWjANE0h1s6w2gS3lBhVJqCnAP0BX4r9b6Hmt5Z+ArjI02ALYDj2it95fSjI1MfwhRkiUnh4zfNpK6aiXpP/+CJb3wn7B3r160+Poru/o6Jwfc3KptKmL7+e08se4Ju/yJW9vcyszeMyV/QohqUAPTH5MAN631F0qpHsAqIATIBu7WWn/vaFvljVTEAf+vEv1KBMo9EtXa5svAYIzhlqLlt2FsFWrCiI6+o5LDLkJcqSw5OWRs3GgkW6792S6QKCovIQFLdjamIrtbVrQM1FFaa+YdmscbW9+w5U+4KBem9prKHR3vkPwJIeoorfW3RV7/ad0uoiNwWmudWNZ9pSkzqNBaV3hwSGUVnICmlOpJkYNJtNbJQLL1msLIQm1b3c8XoiHKOnSIU5PvxJKWVup1t+bN8R882MiR6NSpRn64Z+dn88qWV1h0dJGtLNgzmLdvfptejXuVc6cQorYppWYCbxccEGr9+qdSykspNVNr/aKjbVXplNKaopRKBnwxRitm1nJ3hKhzCg7qUm5utjKPVq2gWKDg1qwZ/kMG4zdkCJ6dO9foKMH5jPM8vu5x9iQWHnLYOaQz7/d7X/InhKgfZgGfAMWXgXlbr9XPoEJrHaiU8gHuxpgKKUEp9RDGaWq4V9OwrRB1mc7NJWPLFlJXrSLtp7VEvPQi/oMG2a4rd3f8BgzAvHWrNZAYimeXmg0kCvx5/k+eWPcESVlJtrJb29zKjOtm4OnqWc6dQog6xG6zqyK648DJpHYN1cY+FUqpl4GmBYmapVw3AQlAp/JWn0iipmiodG4uGb9vNZIt1/xEfkqK7Zr/sKFEzpljV9+SkYHy9nZa3oLWmvmH5vP61tclf0IIJ6soUVMpVTypygv4WGv9cLF6aRjBhA/GKEXRgMAF4+yvT7TWf3e0b3VqpKIIE8awSyTg6JJWIeo1nZdHxu+/G8mWP66xCySKyjp0GG2xoEwmW5nJp9qPAShTVl4Wr299nQVHFtjKgjyCeKfvO5I/IUQdoLW2HQ1sHf0/D5S2gmMKxijFf4BpQNEPnRzgpNZ6c2We7dSgQinlan2mC+CilPLEWDHSD2P1yG6MiOll4BLG0atCNHjmP3dw9m9/Iz85udTrrhERtmRLz6ioWhkJOJt2lvmH57PoyCKSswv72Sm4E+/3e58I3win90kIUaHbMH45/7X4Ba31lwBKqRPAJq117uU+zKGgQinVAbBorY9Y3/cH7gL2Ae9orS0OPm86RtJHgcnAC9Z2PsRYEZKJde9xrXWWg+0KUW/ovDwwmexGGjzatCa/2FSea+PG9oFEkfrOYtEWNsZuZN6heWw4uwFdbNp1ZOuRzOw9U/InhHAuV6XUtiLvP9Vaf1pG3buBr3Q5uQ5a6/VgO1gsHGO2oOj1Px3tmEM5FUqpzcCHWuu5SqlIjO07NwJXAf/RWk939IHVSXIqRH2h8/Mx/7GN1FUrSVvzE00//ADvHj3s6pz+y1/IPnjItmrDKzq6VgIJgJTsFBYdWcS8Q/M4m362xPUmPk14IOoBbmt3m+RPCOFkjm5+pZRqDpwA2mqtT5RTrzvGaeQdMaZDitLVekqpVUegICoaj3Fa6SCl1C3AvzFGIIQQRej8fMzbttsCifzEwj1kUletKhFUNHn9dVwCAmotkADYl7SP7w5+x8oTK8nOzy5x/YYmNzCx40RuirwJF5PDnzNCiNpxF/BbeQGF1afAGeBBjM0oq7yCw9Ggwg0jaQPgFmCF9fVhQBaiC2Gl8/Mxb99O2qpVpP64xi6QKCrzzx0lyqpypHh1yM7PZvXJ1Xx38Du7vSYK+Ln7MabtGCZ0mEBz/+a10EMhRBXdBbzuQL3OQHet9eHLfaCjQcVe4CGl1DKMoGKatTwSSCrzLiGuIOm/bSTuuWfJTyg9kHAJC8V/0GD8hwzGq9goRW04m3aW7w9/z6Iji7iUXfKA4U7Bnbi94+0MaTUEL1evUloQQtRVSqnrMX5GO3Juxx6MAQKnBRXPAouBZ4Bvtda7reW3AlsvtxNC1Dda6xK5BO7NmpYIKFxCQvAfPAi/IUPwvvpqlEvtThlUlHjpZnJjSMshTOg4gajQ2lllIkRDYs7JIyEtmxYhzlv2bXU3sFBrXfr+/faeB95USk3HCDDsVoForR3eAMvhza+sy0GDtNYJRcraABla63hHH1idJFFTOJO2WMjcudPY2XL1j7T4+ivcm9tPBxwfO5a88xfwGzQQ/yFD8e5Z+4EEGImXi48uZt6heZxJO1PiehOfJozvMJ6x7cYS7BlcCz0Uov7RWnMxI4fY5ExiL2UaX62v41KMr5fMuXi7u7DvhcHVFqTXwCmlRVdwFg0KFDWUqInWOk8plauUuhrYo7XO0Vofc/R+Ieqr/NRUkj79lJRly8k7f95WnrpqNaEPPWhXt9k//oFrWBjKtW7sKyeJl0JUXW6+hfiULOKKBAu2wCE5k7jkTLJyK95RwZyTT7I5lyCfOnu0RL/qasjRfSp8gX8BEzCimHbAcaXUP4E4rfVL1dUhIeqStLVriZ/9AnkJCSWuZWzaVCKocIuo/Q2gsvOz+fHkj3x38Dt2J+4ucb0g8TKmQwwt/FvUQg+FqBsysvOIS87kbMHoQtGRhuRM4lOzsFzmSRZuLoqIAC+SM+tuUFGwT0V1cPTXqdeBlsA1wLoi5T8AL1n/CNFg5CUmEv/KK6StXGVX7hIYiN/AgfgPHYL3NdfUUu9KF5sey/xD88tNvJzYcSJDWw2VxEvR4GmtScrIsQsWzhYNHJIzSTZf9gaS+Hq4EhnoRWSQF5GBXjQp8rppkBehvh64mOp+bpJSqivwF6ANcJ/W+pxSajRwSmtdcrlaGRwNKkYB47TW25RSReO2/UBrRx8mRF2ntSZ12TLOv/Kq3dkbLqGhNHruWfwHDbI7dry2WbSFTXGb+O7gd2UmXg5uOZiJHSdK4qVoUAqmJopOSxSfpsjOc3Sz57KF+XnYBQ0FfwqChwCvuvN5UFVKqUHAUmAl0B/jADIwAox7gNGOtuVoUBGCcTZHcb5cxiYZQtQ12mzmwtvv2AUUAWPG0OiZp3EJDKzFntmrKPEywieCmA4xjGk7hhCvkFrooRCXJyM7r/QESOvr89U0NdEk0IsmAcWCBuvriEBPPFyviFyjl4AntNYfW08uLbAOeLIyDTkaVGwDhmOczwGFgcSDQKVOMBOiLjP5+NB49mzO/u1vuDVpQuMXX8T3xhtqu1s2+5P2893B7/jhxA+lJl5e3+R6JnaYSJ+mfSTxUtRZWmsS03NKT4C0vk7JvPypCT8P11KnJQq+hvl6YKoHUxNO0AUjnaG4i0ClloM5GlQ8D6xSSnW23vOoUqoLcD1wc2UeKERdkpeYiGtoqF2ZX/9+RLz2Gv6DBjr1SPGyOJJ4ObrtaCZ0mCCJl6JOKJiaOFt0WqLYFEV1TE2E+3kQGWQEDE2twYJt1CHIC3/P+j814SSXMDbKOlmsvAdQ8vCfclRmn4puwFTgaowTzP4EXtNa76rMA6uT7FMhqkrn5pL0+Rck/uMfNP3oI3xvurG2u1SCJF6KuiwtK5dTSWZOXzRzMimD00mFX8+lZuHgj5YyubuYiAj0LJHDUBA8NA64YqYmSqiBfSreAG4CYjByJXsCEcAXwOda6xcdbquioMK66dV9wDKt9bkq9rlGSFAhqiJr/37ipk8ne/8BAFybRNB66TJcfGt/VKIg8XLewXmsP7u+zMTLCR0mEB0WLYmXosZorblkzuVUUgankooFDhfNJKbnVNxIOfw8XW0rJJoUyWUoGHUIlamJMtVAUOGGEUBMxNjwymL9Ohe4R2ud72hbFU5/WDe9eg9YXaXeClFHWLKzSfzHxyR99hnkF/4bcQ0MIj/5Uq0GFQWJl/MPzed02ukS1yXxUtQEi0VzIS3bFjicupjBySSz7X1aVl6V2lXKmJpoUizxsWjgIFMTdYfWOheYpJSagTHlYQJ2aK2PVLYtR3MqtgDdgVOVfYAQdYF5+3bOTZ9BzonCE4CVhwdhjzxM8N1319oOmAWJlytPrCQrP6vEdUm8FJcrL99CXHKWLWA4nVQYOJy+aHZoR8jSuLuYaBrsRcsQH1qEeNMi2JsWoT60CPYmMsjrip2aqI+UUu6ASWt9HDhepNwTsGitHR6WcvST9BPgHaVUU2A7YDfnUOSAMSHqlPz0DBLmzOHS3Ll25d49e9L4pRfxaNXK6X2yJV4e+o7dCWUnXsa0j6FlQEun90/UP9l5+Zy5mMmpJPvA4fRFM2cumsmr4tpLb3cXmgd7FwYOIT60DPGmeYg3EQFe9WJTJ+GQ74H1wJxi5X8F+lKJfSocStQsdthIAU0VDhupTpJTIcqTuWsXZx9/nLy4wlQgk48P4VOfIjAmBmUyObU/FSVedgzuyMQOExnWepgkXooSMrLzjCmKpAxOXTS+nkw0Aoe4lMwqJ0YGersZowylBA5hvh6St1MH1UBORSLQV2u9t1h5F+AXrXW4o205OlLRrhL9E6JOcA0NxZJcuImVz819iJg926nnc1i0hc1xm/nu4HdlJl4OajmIiR0mSuKlINmcY5fTUJgcaSYxveS+JI4K8/OgpTVgKDpN0SLEm0DvunkehXAqb6C0BBoL4FeZhhwKKuQ0UlEfuUVGEvbkEyR++BGNpk3Df8Rwp/3QlsRLURqtNQlp2ZwsZTXFycQMUi8jMbJJgBctQ71pHuxTGECEeNM82Bsfj7pxaq6os3YDtwOzipXfAewtWb1sldmnwgVjj4rmgF1oq7WeW+pNNUymP0SB3PMXyNy+Df9hw+zKtcVCfkoKrkFBTunH/qT9zDs0jx+O/1Bm4uWEDhO4uenNknjZQOVbNHHJmbbVFKeSjIDh9EUzp5LMZOY6vDrPjpuLolmQt22KwvhqvG4qiZFXlBqY/hgOLAbmAz9bi28BxgNjtNbLHW3L0aPP2wPLgLbWIo2x5CQfyMVYyyqE02mtSVmwgPNvvIklMxP3Nm3w7NDBdl2ZTDUeUFSYeOnmx6i2o5jQYYIkXjZAG48msmb/eduUxZlLZnLzq5bg4OlmomWIj5EcGVqwqsL42iRQEiNFzdBar1BKjQSmAx9Yi3cAt2qtV1amLUcTNX/AWPFxPxCLsY41CPgIeFZr/XM5t9cYGam4suWcOcO5GTMxb9liK/O86ipafj/fKdMccelxzD80n4VHFpabeDm01VC83bxrvD/CuZLNObywbD+LdsRW6j5/T1dahvqUuqoizE8SI0XFqnOkwrrB5SDgd6110uW25+hE27UYmaGp1pUgJq31VqXU08D7QLQjjSilpmAco9oV+K/W+h5r+XUYp6RdjTH6sQ54pK7t4CnqBp2fz8Wvvybh/Q/QmZm2crfmzQl/6qka/VAumni5IXYDFm2/MEoSL68Ma/af5/lFe0hIKz15MtTXw7aConjgIImRoi6xbnC5EOgIOC2oMFG4N0Ui0AQ4BJyhcitD4oCXgcEUntcOxqjHpxi7duZhjIB8DgypRNviCpB95Ahx06eTtavINIPJRPA99xD28BRMXjWzFDMlO4UlR5cw79C8UhMvG/s0JqZ9DGPbjZXEywYs2ZzD7KX7WLwzzq781ugmDL2qMS1CfGge4o2vJEaK+mUXRnrDycttyNG/+XuBKIydtn4HnlZK5QAPAQ6vDNFaLwRQSvUEmhYpt5uzUUp9hLERhxAA6JwcEv/1LxI/+T/ILTwS2aN9eyJeeRmvrl2r71laczrtNLsSdrHrwi52JeziSPKREqMSAL0jejOxo7HjpatJfpA0ZD/ui+f5RXvtlnaG+Xnw6piuDOzcqBZ7JsRlm42xweUsSt/g8qKjDTn6KfgqUDB/MxPj3PVfMc5aj3H0YZXQB9hXA+2KeiruuedJXbGisMDNjdD/91dCH3gA5X55w8nmXDP7kvax88JOdiXsYnfC7lJzJApI4uWVpazRiTHdI5k1srNMZ4iGoODDdSHYbaajrO8dXlrk6D4VK4u8Pgq0V0qFA4lal/Lr22VQSkVhBC6jyrj+EMYICe6X+cNE1B/B991L6qpVkJ+PV3Q0ES+/hEe7yu/JprXmbNpZdiYUBhCHLx0mv4JD+BSKLiFdGNd+HMNaDZPEyyuEjE6IK0S/6mqo3NUf1h/we2sgcHgZaFqQqFmkvC3GtMezWuuvK2pHVn9cWRI++gcu/n4ETZqEcnEscM7My2Rf4j5jKsP652JWxSN5/u7+RIVFER0WTXRYNF1Du+Lr7nu534KoJy5l5DB72T6WyOiEqIOqe5+K6lTRSMUOIAK4AKCUWgE8UBOrMpRSLYCfgJccCShEw5SflsaFt97G86ouBMXYz6yFTfl7ufdqrYnLiLPlQexM2Mnhi4fJ0+XvUqhQtAlsYwsgosOiaRnQEpNy7tkgom6Q0QlxJVJKdQX+ArQB7tNan1NKjQZOaa13ONpORUFF8fVwfbBftVEp1vWwrhjzMy7WY1XzgEYYu3j9Q2v9SVXbF/Vb2s+/ED97NnkXLmD6wRffPn1wa9y4zPrZ+dnsT9pvy4XYlbCLxMzECp/j5+ZH17CudAvrZoxChHXFz71S29uLBqis0Ymx3SOZKaMToh5SSk3E2Hq7ORAP3KO1/rWUeoOApcBKoD+FP+fbYGwD4fAppc5OV5+O/d7ik4EXMBJBWgOzrNmnAGitZbz5CpCXlMT5V14l9YcfbGWW9HRSli0j9MEHbWXxGfF2AcSBiwfIs1R8VkLrgNZ2oxCtA1vLKISws3pfPNNKGZ14bUxXBsjohKiHlFIDgTeACcBWjFmHsrwEPKG1/lgplVakfB3wZKWeW0FORT7QWGudYH2fBkRprU9U5iE1RXIq6jetNanLl3P+lVfJT062lbuEhBA67TlOX92EXYm7bUHEBfOFCtv0cfOha2hXWwARFRZFgEdATX4boh6T0QlRHzmSU6GU2gR8prX+zIH20oGrtNYnrT/no7XWx5VSrYADWmtPR/vmyPTHN0qpgvDdE/iXUspctJLW+lZHHygEQO65c5ybPZuM9Rvsys/c2Jb5g735M2kGuatyy7i7UEv/lkSFRdEt3JjKaBPQRg7qEg4pbXQi3Jo7IaMToj6zHgDaE1iqlDqK8bN7MTBVa51Zyi2XgEhKbn7VAzhbmWdXFFR8Wez9N5VpXIjitMVC0n/ncuGdOShz4d/tBH/4dIiJXW1Ogrn0e71dveka2tUWRESFRhHoGeicjosGo8zRiR6RzBrRhQBvt1rqmRAOc1VKbSvy/lOt9adF3jcC3IDbgJswDv5cgpGCMK2U9uYCbymlYjDSEVyVUjcDb2Psbu0wh48+r4tk+qN+SDAnFOZBnPmTe17dQUha4d+7lVcr/nuziSwP+7zg5n7NbdMY3cK70TawrYxCiMsioxOiIaho+kMpFYSxOeU9WusvrWXjgOla6+6l1HcDvgAmYsxQWKxf51rbKH8jnyJkX2FRrXItuRy+eNhuc6nYdPtTHHOGKJ77XhMbDJ8Mc+FQM4WXqxe9Qq+yy4UI9gyupe9CNDSXMnKYtXQfS3fJ6IRo+LTWl5RSZ7HfHbO8+rnAJKXUTKA7xnlfO7TWRyr7bBmpEJclKTPJtifErgu72J+0n6z8LNv1kBRNUkDJkzpHHA9C3XwtXZv0IDosmvZB7eXsDFEjVu2NZ/riPSSm59jKwv08eG1sV27pJKMTov5xMFHzRWAoMBxj+mMpsE5rPaOC+3wBtNbpVembfIoLh+VZ8jh86XDh7pQXdnE2vfQcHrc8zdiNFkZt0bwX40HetdFEhxcu6wz1CnVy78WVRkYnxBXuJSAUOAxkAfOBV8qqrJR6DHgCI2ETpVQcMAd4T1di9EFGKkSZLmVdstveem/iXjLzSksctnd9Ugj3LM0gMN4IdF0bN6b18mW4+Mq2I8I5ShudaORv5E7I6ISo76p7m26l1JsYZ2q9BWy2FvcGngL+pbV+2tG2ZKRC2MnKy+LHUz8y/9B8diXsqrC+u8mdLqFdjGRK3460/m4zWfMWQpFg1a1pJJb0dAkqRI27aB2dWFZsdGJcj6bMHNFZRieEKN0DGEdw/K9I2c9KqUPA/wESVIjKOZV6ivmH5rPk2BJSslPKrNfYp3HhioywbnQM7oibixvpv20k/umZZMUVfpibvL0Jn/oUgRMmoEyyg6WoWWWNTrw2tiv9O8rohBAV2F1GWaU+vCWouILlWnJZd2Yd8w/NZ8u5LSWuuypX2yhEwZ9GPvYfzvnJycS98SYpixbZlfv0uYmI2bNxa9KkRr8HIWR0QojL9hXwd+DRYuX/D6jUAZ8SVFyB4jPiWXBkAQsOLyAhM6HE9UjfSG5rfxtj2o4hxCukzHbM27Zx9rHHyU8sPMTLJTCQRtOex3/ECJQquepDiOq0au85pi/eK6MTQlweD+AOpdRgoOA3zGuBJsC3SqkPCipqrR8pryEJKq4QFm1hc9xm5h2ax/qz67Foi911kzLRJ7IPMR1iuCHyBocO3HKLjESbC7e/9B82jEbTnsc1pOxARIjqUNboxG1XN2XGcBmdEKKSOgJ/Wl+3sH6Nt/7pVKRehSs7ZPVHA3cp6xKLji7i+0Pfl7r8M9QrlLHtxnJbu9uI8C3vELsy2v/vf0n85yc0nj0Lv/79q6PLQpRLRifEla66V39UJwkqGiCtNTsTdjLv0Dx+PPkjuZaSB3Nd2/haYjrE1pjpbwAAIABJREFU0K95P9xMFf9Wl3P2LOZt2wgcPdr+WRYLlowMXPz8qq3/QpSm3NGJEZ0J8JLRCXFlqMtBhUx/NCDpOeksP76c+Yfnc+RSyd1V/dz9GNVmFDEdYmgV0MqhNnV+Ppe+/ZYL776HzsnBs0MHPDsVjoYpk0kCClHjyhqdeH1sFP06htdiz4QQRclIRQNw8OJB5h2ax4rjK0rdnKpraFdiOsQwuOVgvFy9HG43++hRzk2fQebOnbYyz6uuouX38yUJUzjFxYwcZi7Zy/Ld5+zKZXRCXMlkpEJUu4JNquYdmsfuhJLLi71cvRjWahgxHWLoHNK5Um1ri4Wkf/2bxI8+QucWTp14tGtH45kzJKAQTrFyjzE6kZQhoxNC1BcSVNQzFW1S1SagDTEdYhjZZiR+7pWflsi7eJG4p58h47ffCgvd3Aj9y18IfehBlLv75XRfiAqVNTox/uqmTJfRCSHqNAkq6oGCTarmHZrH7+d+L3Hd1eTKwBYDmdBhAj3Ce1R5JMG8fTuxTzxJ3vnztjLPqCgiXn4Jz/btq9x/IRxV2uhEY39PXhvbVUYnhKhBSqkIjM2uCoa2DwD/1FrHlX1XKe1ITkXdFZ8Rz/8O/4+FRxaWuUnV+PbjGd12dLmbVDni0vz5xL/wIuTn28pCHnqIsEceRrlK7ClqVlJ6NjOX7mOFjE4IUaEaOFBsILAEOAMU/OZ6DdAcGK21/tHRtuSnRR1j0RY2xW1i/qH5ZW9S1bQPMe0d36TKER5t24F1hMMlIIAmb72Jb58+1dK2EOUpc3RiXFf6dZDRCSGc4APg38CjRY85///t3Xl4VOXZ+PHvnY0khJAIJJkskACySqRlKW4Vf+AKyvsWQV8VsC8t2L64oLgVZVcEi2CrP/xxUfW1WIrWtlyAilaNpS5QW5VFBFkCZCOEkI1M1nl+f8xkmCQTiDAzZ5Lcn+uaizPPc86Z+zycZO485znPEZHngedpPAHWWWlPRZAorirmrwf+6rdJqlrj5CuvUr51KykrnyPc5p/PUKpBS70Tk4enMnec9k4o1RI/9FTYgUuNMfublPcDvjLGRLd6X5pUWMcYw5eFX7Jh3wbeP/K+Tyapau3n1ubkEJGW1qycujokXH+ZK/96e1c+T2rvhFLnxQ9JxTZglTHmrSblE4EHjTFXtHZfevnDAhU1FWw6tIk39r3BgZIDzepjI2KZ0HcCk/pNavUkVa1VX15O/q/mcnrHDjLeeouI1BR3nYiAJhTKj7R3Qqmg9H+BlSJyMWceKDYK58DNx0Tkhw0rGmP+7WV7t4D2VIjILOBuYAiw3hhzt6s8AvgDMBznw0yuMcZknWt/ba2norWTVN2QfgORYZE+/3z7nj3kPjCb2mPHAIgcMoT019fpbaIqILz1Tti6Ou/sGK29E0q1mh96KhznXgsAY4wJPdsKge6pyAOWANcDTad2/AewCngzwDH5VVVdFVuzt/LGvjfYWeTbSapayxhDyYYNHH96KabmzC/0qMxMDKBTWSl/OllRzbyNe9iyq3nvxBPjBxEbqb0TSlnMZ13iAU0qjDF/BhCR4UCqR3kNzoQCEan3vnXbkl2azRv732DjgY2U1ZQ1q+8b15fJ/Sczvvf485qkqrXqK05TMH8+ZVu2uMtCOnfG9tQSYm+4wW+fqxTAlp35PLlxN8XaO6FU0DLGHPHVvtrcmAoRmQHMAIgIsm77c01SFR4SzrW9rmVy/8kXNElVa1Xt20/u/fdTk53tLus0YACpq1YSkZ7u189WHVtLvRO3DU9j7viB2juhlMVE5CfAJmNMrWu5RQ0dAq3R5pIKY8waYA04x1RYHA4Q2EmqWqvkrT9TsHgxpqrKXRY3aRKJc39FSKTvx2so1UB7J5RqE/4EJAGFruWWGOCs4yg8tbmkIlg0TFK1Yd8G/p7z9xYnqbqt/21cnny5zyapag37zp3kz53rfi9RUdgWLqDrLbcELAbV8RRVVDNfeyeUahOMMSHeli+UJhXfU3FVMX/57i+8uf9Ncitym9V3j+rOxIsnMvHiiX6bpOpcojIzib/zTk69/joRffuQumoVnfr2tSQW1TFo74RSbY+IvIxzFs1yX+0zoEmFiIS5PjMUCBWRSKDOGFMnIp04cyNChKuu2gTB7FzGGP5d+G/e2PdGy5NU2X7E5H6+naTqQiQ8+gih8fF0+++fEhLd6snQlPpeiiqqmbdxN2/vKmhUfvuINH41TnsnlApy04DHAJ8lFYGep2IBML9J8UJjzAIRycY5R4WnDGNMdkv78/c8FVZOUtVajupqilavptv06YR28d9dJEo11VLvxDMTM7m6Xw8LI1OqffPVPBWu+SmSjDGFPgjLuc8g6Ag4b/5KKvae3MuGfRt4+/DbXiepyuyeyeT+k7k+/Xq/TFLVWjVHjpDzwGyq9+6ly7XXkvKb5/1+R4lSBwrLee79/do7oZRFWpNUiEgWzlkx61xFucaY/k3WcQCJxpjmdxicJx1T4VJVV8W72e/y5r43zzpJ1W39b2Ngt1Y/sM1vyt7dSv7cuThcSVX5++9TkZVFl2uusTgy1R4dOlHBlp35bN6Zz77jjXtKk7tGslR7J5QKRrOMMWvPsU7Buf4YPdcsmp40qQBKq0sZ95dxlFaXNqsL1CRVreWoqaFw+bOcWrfOXSbh4SQ8/hgxo0dbF5hqd7KLTrNllzOR2JvffAI30N4JpdqBGUCJr3amSQXQtVNX+sf3Z0fBDuDMJFW39b+NHyT8IGguKdTk5JI7ezZVu3a5y8JTU0lZtYqoSwZbGJlqL44VV7J5Zz5bduWxO9d7ItEpLIT/MyCBKaN6cXnf7gGOUCn1PSwVkWeAfcDcFp6ptcmXYyo0qXCZ3H8yuRW5TO4/mf/o+x9cFHmR1SE1Uv7hh+Q99jiOsjO/6GPGjiH56acJjY21MDLV1uWcquTtXfls2ZnP1znNe+sAIsJCGN2vB+MvTWbMgAQ6d9JfHUpZKExEvvB4v8Y1MaSnR4FvgBrgdmCTiAw1xhz0WMfngyp1oKZLvaMeEQnoJFWtYerqKFy5kuLfvXymMCyMxIfnED91atD0oqi2Ja/E7kwkduXz5VHvPZ8RoSH8uF8PxmfaGDMwgS56iUOpoHA+d3+IyLvAFmPMbz3KfH73h/654RIa0upxKIEVEkLNwUPut2E2G6krnyNq6FALg1Jt0fGyKnePxBdHTnldJzxUuOriHowbYmPsoES6RmkioVQ70eyh1L6cSbOB9lS0AfUlJRz6yU/odPHFJD/zDGHx8VaHpNqIwvIq3t1dwOad+fwzuxhvP+5hIcIVfbszLtPG9YOS6BqtiYRSwexcPRUiEgf8CPgY5y2lt+F8ZtYPjTH7/BqbJhXBxdTXg8OBhDf+xV5bUEBYQgISElyXZ1TwKaqodiUSeWw/7D2RCA0RLu/TjXFDbFw/OIn4zsH1xF+lVMtakVT0AN4GBgD1wLfAk8aY9/0emyYVwaO2sJC8OQ8TOWgQiY89anU4qg0pPl3D1j3OROKzgydxePmxDhEY1bsb4zJt3DA4iW4xnQIfqFLqgvlqRk1/0DEVQeL055+TO+dh6ouKqNyxg+gRw+kyZozVYakgVlJZw3t7jrNpZx6fHjxJvZdMQgRGpl/E+EuTuWFwEj26aCKhlPIfTSosZhwOil56iaIXXgSH6/HpItRkH7E2MBWUSu21vLengC278vnHd0XUeeuSAEakxzM+M5kbL0kiIda6qeSVUh2LJhUWqisuJu/hRzj9ySfustBu3Uj59bN0vuwyCyNTwaS8qpb3vznOlp35/P27E9TWe08khvWKZ9wQGzcNsZHUVRMJpVTgaVJhkcp//YvcBx+i7vhxd1n0iBEkr/g14QkJFkamgkFFdR0f7D3O5p35fLz/BDV1Dq/rDU2LY3ymjRuH2EiJiwpwlEop1ZgmFQFmHA6KX36ZwpWroL7eXd5t5kx63DsLCdP/ko6qsqaOD/YWsmVnPh/tK6S6hUQiM7Wru0ci7aLoAEeplFIt02+wACtcsaLR7JihcXEkL19GzI9/bGFUyir2mno+2udMJD749jhVtd4TicHJsYzLtDF+SDI9u2kioZQKTnpLaYDVHD3K4Z9MxFFRQdTQoaSsfI5wm83qsFQAVdXWk7XvBFt25fPB3uNU1tR7XW9AUhfGZ9oYl5lMRvegvHtMKWWBYL6lVJMKC5S99x72L78i4cHZzSa5Uu1TdV09f99fxOadefztm+OcbiGR6JcYw/jMZG4aYqNvQkyAo1TBoKysjMLCQmpra60ORVkkPDychIQEYlt4WKQmFX4S7ElFfXk59i+/1EsbHVRNnYN/HDjB5q/zef+b45RX13ldr0+PzozPTGZcpo1+iV0CHKUKJmVlZRw/fpyUlBSioqL0gYEdkDEGu91Obm4uiYmJXhOLYE4qdEyFn9j37CH3gdnUFhSQ/ofXiRoyxOqQVADU1jv4x4EituzM5709BZRVeU8kMrp3dl3asNE/sYt+eSgACgsLSUlJITpax810VCJCdHQ0KSkp5OXltdhbEaw0qfAxYwwlGzZw/OmlmJoaAHIfmE3vLZsJidS5A9qjunoHnx48yZad+Wz9poCSSu/d1j0vinYnEoNssZpIqGZqa2uJitJbgxVERUW1yUtgmlT4UH3FaQrmz6dsyxZ3WUjnziQ8PEcTinamrt7B9sPFbN6Zz7u78znVQiKRGh/FuEwbN2cmMzhZEwl1bnqOKGi754EmFT5StW8/ufffT012trus04ABpK5aSUR6umVxKd+pdxh2HC5my6483t1dQFFFjdf1krtGOm//zEwmM7Vrm/3loNS5HD16lEGDBlFaWkpoaKjV4aggoEmFD5S89WcKFi/GVFW5y+ImTybxV49rD0UbVO8wHC+rIueUnZxTleScsnPkZCV//+4EJ8qrvW6TFOtMJMZl2hiaGkdIiCYSqv1JT09n7dq1jB07FoCePXtSUVFhcVT+NXr0aO666y5+9rOfWR1KmxDQpEJEZgF3A0OA9caYuz3qxgAvAj2B7cDdxpigfqqWo7KSgkWLKf3rX91lEhWFbeECut5yi4WRqbOpdxgKyqrIKXYmDLklZ5KHnFN28krsLT6oy1NCl07cNMTG+EwbP+wZr4mEUhapq6sjTGcjDgohAf68PGAJ8LJnoYh0B/4MPAlcBHwBbAhwbN9b9cGDlG7e7H4f0bcPGW++oQmFxerqHeSW2Nl+6CRv/SuH5//2HQ+/+TX/teZzrlr+If2feIcrnvmQ29Z8zkNvfs1z7+/njS9y+PTgSY4WV541oege04mpl/Viw4xRfPb4GBbcMpjh6RdpQqHavSlTpnD06FFuvvlmYmJiWL58OdnZ2YgIdXXOu5xGjx7N448/zsiRI+natSsTJkyguLjY6/6ysrJITU3l6aefpnv37qSnp/P666+766urq5kzZw49e/YkMTGRe+65B7vd3mjbZcuWkZSUxE9/+lMANm7cyNChQ4mNjaVPnz68++67AJSWljJ9+nRsNhspKSk88cQT1Lsek/Dqq69y5ZVXMmfOHOLj48nIyOCdd94BYO7cuWzbto1Zs2YRExPDrFmzALj//vtJS0sjNjaWYcOGsW3bNnfcdrudadOmER8fz8CBA1m+fDmpqanu+ry8PCZOnEiPHj3IyMjgN7/5jU/+f4JFQFM7Y8yfAURkOJDqUfUTYI8x5k1X/QKgSEQGGGO+DWSM30fUkCEkPPgghcuX03XCBJLmzyNEbwXzu7p6h7OnwdWzkHOqktyG5ZJK8kuqWtXTcDbdYyJIiYsiNT6a1PgoUuOj6JfYheHpFxGqCYTqgH7/+9+zbdu2Rpc/sj3GkDV47bXX2Lp1KxkZGUydOpX77ruPdevWed1nQUEBRUVF5Obm8vnnn3PTTTcxfPhw+vfvz6OPPsqhQ4f46quvCA8P54477mDRokUsXbrUvW1xcTFHjhzB4XCwY8cOpk6dyp/+9CfGjBlDfn4+5eXlAEybNo3ExEQOHDjA6dOnGT9+PGlpacycOROA7du3M23aNIqKilizZg3Tp08nNzeXp556ik8++aTZ5Y8RI0Ywb948unbtyvPPP8+kSZPIzs4mMjKShQsXkp2dzaFDhzh9+jQ33XSTezuHw8HNN9/MhAkTWL9+PTk5OYwdO5b+/ftz/fXX++T/yWqWTH4lIkuA1IbLHyLyPBBhjPmFxzq7gfnGmLeabDsDmAEQERExrLra+zXuQDHGcPofn9D5yit0QJ6PeEsaPP/NL62i3hdJg0fC0JA8pMVHkRwXRXSEdqWqwNu7dy8DBw5sVHbity9Q9OKLrdo+btIkbIsXNSrLf3IeJW++2eI23f/nf+hx76xW7b/pmIrs7GwyMjKora0lLCyM0aNHM2rUKJ555hkAvvnmG4YOHYrdbm82kDMrK4uxY8dSWlpK587OeZwmT57MkCFDeOKJJ4iJiWHnzp306dMHgM8++4w77riDw4cPk5WVxXXXXUdZWRmRrnFrM2fOJDo6mpUrVzb6nOPHj9OzZ09KSkrct+uuX7+eNWvW8NFHH/Hqq6+yZMkSDhw4AEBlZSWdO3cmPz+fpKSkVo2piI+PJysri0svvZTevXuzevVqd5Kwdu1aFixYQE5ODtu3b2fSpEkcPXrUve3SpUvZv38/r7zySrP9ejsfQCe/ao0Y4ESTslKg2fSCxpg1wBpwzqjp/9Ccao4cIX/+ApKfWkJ4Soq7XESIuerKQIXRLtTVO8gvrWqSMLh6HEp8lTR0apQwpLiW0+KjSImLJipCR6or5Q9paWnu5V69elFbW0tRURGJiYnN1o2Pj3cnFA3r5+XlceLECSorKxk2bJi7zhjjvmQB0KNHD3dCAXDs2LFGvQINjhw5Qm1tLTaPZyw5HI5GcSYlJbmXGyYeO9sA1BUrVrB27Vry8vIQEcrKyigqKgKclzc89+25fOTIEfLy8oiLi3OX1dfXc9VVV7X4WW1NsCQVFUDTacNigXILYmmm7N2t5M+di+P0aXJmP0j6ut8jERFWhxW0zpY05JyyU1Dm+6ShUQIRF6VJg1J+0Jre2GPHjrmXjx49Snh4ON27d/e67qlTpzh9+rQ7sTh69CiXXHIJ3bt3Jyoqij179pDi8Ufc2WJJS0vj4MGDzdZLS0ujU6dOFBUVnddgzqafs23bNpYtW8YHH3zA4MGDCQkJIT4+noZef5vNRk5ODoMGDQIat0daWhoZGRl899133zuOtiJYkoo9wLSGNyLSGejjKreMo6aGwuXPcsrjemD13r3Yd+0i2iOD7mhq6x0UlFZxzEvCkHvKTn6pnQvMGejRpZPXhCE1PoqUuCgiwzVpUB1Dj3tntfryhDe2xYuaXRI5X4mJiRw6dOis66xbt46pU6eSnp7OvHnzuPXWW886h8X8+fN5+umn2b59O5s3b2bhwoWEhITw85//nNmzZ/PCCy+QkJBAbm4uu3fvbnHswfTp07nuuusYP34811xzjXtMxYABA7juuut46KGHWLx4MTExMRw+fJicnByuvvrq733M5eXlhIWF0aNHD+rq6njmmWcoKytz10+ePJmlS5cyYsQIKisreeGFF9x1I0eOJDY2lmXLlnHfffcRERHB3r17sdvtjBgx4pyxtAWBvqU0zPWZoUCoiEQCdcBfgGdFZCKwBZgH7LRykGZNTi65s2dTtWuXuyw8LY2UVSuJGjzYqrD8wuEwVNc5sNfWO1819VTV1lNmryWnxD9JQ4IrafA2rkGTBqWC0+OPP869997LI488whNPPMGtt97abJ0pU6Zw99138+2333L11VezevXqFveXlJREfHw8ycnJREdH89JLLzFgwAAAli1bxqJFixg1ahRFRUWkpKTwi1/8osWkYuTIkbzyyivMnj2bw4cPk5iYyIsvvsiAAQN47bXXeOyxxxg0aBDl5eX07t2bRx99tFXHfP/99zNt2jRWr17NlClTWLlyJTfeeCP9+vWjc+fOzJ49u9Eljnnz5nHPPfeQkZGBzWbjzjvvdI+XCA0NZdOmTTz00ENkZGRQXV1N//79WbJkSatiaQsCOlDTdVfH/CbFC40xC0RkLPAC0Isz81Rkn21//npKafmHH5L32OM4PLLPLteOxfbUU4QG8OEuxhhq6w32WueXvL2m3v3FX+Wx3JAEOJcd3tc/y/ZVtQ6fx57QrKfhTPKQrEmDUl61NDCvrfg+E0VlZWVx1113kZOTE4DIrLN69Wr++Mc/8vHHH3/vbXWg5jkYYxYAC1qo+xswIJDxNIuhtpbClasoftljGo2wMBIfnkP81KmNrq3VO4zHF3l9o2X3l/jZvuRbSgpc2zS8v9CxB/6SGNupxUsTmjQopTqq/Px8Dh06xGWXXcZ3333HihUr3PNbdATBMqbCci9/tI++yx6lR/Y+d1lpl26sv2EG+0syqFrxcaOkoKbO93/dWykyPISo8FCiwkOJjHD+2zkiDFtcZLMeB1vXSE0alFLKi5qaGmbOnMnhw4eJi4vj9ttv55e//KXVYQWMJhUum/YWMUq60TAX5vbEgawYdjvltZ0hv+ys2/pTWIgQ5fqSb/g3MtzL+4jmSUHDOt7XP7NOp7AQnRFSKXXBsrKyWr3u6NGj2+Wlj169erF7926rwwBARC4GdgF/MsbcFYjP1KTCJSo8lLWX3MLFJbl8mnwJb/W9GiMtz2Iuwpkv8SZf0s4v9ZDmX+qt/JKPdCUIkeGhhIcGeiZ1pZRS7cSLwD8D+YGaVLjcNaoX1w1KpHbiaq6KjOC68FCiI8KIigjxmgR0CgvRGTSVUj5njNHfLYoLvYlCRG4HSoBPgb6+iKk1NKlwuWmI7dwrKaWUH4WHh2O3292zOqqOy263Ex4efl7bikgssAgYA0z3ZVznon3rSikVJBomeaqsrLzgv1RV22SMobKyktzcXBISElpaLUxEvvB4zWhSvxj4nTHmmLeN/Ul7KpRSKkjEuubBycvLo7a21uJolFXCw8NJTEx0nw9e1BljhnurEJGhwFjgB/6K72w0qVBKqSASGxt7ti8Tpc5lNJAOHHWNzYnBOYP1IGPMD/394ZY8+txX/DWjplJKKRWszjajpohE0/gBnXNwJhm/MMY0fRq4z2lPhVJKKdVOGGMqgcqG9yJSAVQFIqEA7alQSiml2pRgfvaH3v2hlFJKKZ9o0z0VIuIA7D7ebRjOx7ErbYumtD0a0/Y4Q9uiMW2PxnzdHlHGmKDsFGjTSYU/iMgXLd2q09FoWzSm7dGYtscZ2haNaXs01pHaIygzHaWUUkq1PZpUKKWUUsonNKlobo3VAQQRbYvGtD0a0/Y4Q9uiMW2PxjpMe+iYCqWUUkr5hPZUKKWUUsonNKlQSimllE+0y6RCRDqJyO9E5IiIlIvIlyJyo0f9GBH5VkQqReQjEenlUSciskxETrpey8X1VBZX/eUissO1350icmWgj+/7usD2uMZVVioi2V72ne6qr3TtY2yADuu8+bk9FovILhGpE5EFgTmi8+evthCRBBFZLyJ5rvpPRORHATy08+Lnc+MjETkhImUi8rWITAjQYZ03f7aHx3pXi4gRkSV+PpwL4udzI1tE7CJS4Xq9F6DD8j1jTLt7AZ2BBTgfohICjAfKXe+7A6XAJCASeBb43GPbmcA+IBVIAb4B7nHVXQQUubYNBe4CTgHxVh+zH9tjJDAFmAFke9n3Z8BzQBQwESgBelh9zBa2xzTgRmAjsMDqY7WqLYDewIOAzfWzMsP1sxNj9TFbeG5kAmGu5R+59muz+pitag/XOuHAV8DnwBKrj9fCcyMbGGv1MfqknawOIIAnxE6cX3ozgE+bnCh2YIDr/afADI/66Q0nh+sk2tNkv/uB6VYfn7/aw6N8rJcvjn5ANdDFo2wbriSsLb180R5N6tfRBpKKQLSFx3plwDCrjy8Y2sP1JVMFjLT6+KxsD+AxYDnwKkGeVPizLdpTUtEuL380JSKJOL8A9wCDga8b6owxp4GDrnKa1ruWG+rE9Wq0e+AS30ftP9+zPc5mMHDIGFPuUebZXm2CD9ujzfNXW4jIUCACOOCbSAPD1+0hIptFpArYDmQBX/gyXn/zZXu4Lg/8N7DI95H6nx9+Vl53XR57T0Qu9WmwAdTukwoRCQdeB/7XGPMtEIOzm8pTKdDFtdy0vhSIERHB2YuRLCL/JSLhIjIN6ANE+/MYfOk82uNsLmTboODj9mjT/NUWIhIL/B5YaIxpur+g5Y/2MMaMd61/E7DVGOPwUbh+54f2+A3wpDGmwndRBoYf2uJOnJdRegEfAVtFJM430QZWu04qRCQE5y+zGmCWq7gCiG2yaizOa2Pe6mOBCuN0EpiA81rxceAG4G9Ajl8OwMfOsz3O5kK2tZwf2qPN8ldbiEgUsAnnJcSlPgg1IPx5bhhjao0x7wDXi8gtFxprIPi6PUTkZpyXTTf4Ms5A8Me5YYz5xBhjN8ZUun5OSoCrfBRyQLXbpMLVs/A7IBGYaIypdVXtAS71WK8zzt6GPd7qXcsNdRhjPjbGjDDGXIRz4E1/YIe/jsNXLqA9zmYP0FtEPLPxRu0VrPzUHm2Sv9pCRDoBfwVycQ6AbhMCeG6EubYPan5qjzHAcBEpEJEC4DbgARHZ6NPgfSyA54ah+aX2tsHqQR3+egEv4RxRHNOkvAfObqmJOEfpLqPxKN17gL047/xIxnlS3ONR/wOcI5ZjgVXAJ1Yfq5/bI8RVfiNwxLUc4VH/OfBrV/l/0gbu/vBze4S7yv4ALHEth1p9vIFuC1c7bMKZVIRZfYxB0B4DXOVRrra5C+dfuj+0+ngtao8uQJLHawOwErjI6uO1oC16AlfgHHMUCTwMnAC6WX2859VGVgfgp//4XjgzvSqc3VINrztd9WOBb3GOzs0C0j22FZyjkYtdr+W4pjN31a93nTylrh+EBKuP18/tMdq1rec41ipVAAAC3UlEQVQry6M+3bWNHeetuEE/gtnP7fGql/q7rT7mQLcFcLXrfWWT/V5l9TFb1B4DcQ7OLMeZeP8T+E+rj9eq9vDyOa8S5Hd/+PHcGIzzLpLTwEngA2C41cd7vi999odSSimlfKLdjqlQSimlVGBpUqGUUkopn9CkQimllFI+oUmFUkoppXxCkwqllFJK+YQmFUoppZTyCU0qlFJKKeUTmlQo1UGJyDoR+UpEIpqUjxGRWhG53KrYlFJtkyYVSnVcs4BuwPyGAtcTRV8GnjXGfOqPD22axCil2g9NKpTqoIwxJcBPgUdEZKSreCVwClgAICKXiMg7IlIuIoUi8rqIJDbsQ0R+JCLvi0iRiJSKyDaPfSEiYSJiROQeEdkoIqeBRQE7SKVUQGlSoVQHZoz5G7AaeE1EbgXuBKYYY2pEJAX4GPgSGAFcC8QBf3E9rRGcD4b6X5yPaR4F7ALeEZH4Jh+1ENgIDMH5UCalVDukz/5QqoMTkSicicPFwGPGmGdd5U8Dw4wx13us2x3nExSHGWP+7WVfAhQC9xpj/igiYUAtsMoYM9v/R6OUspL2VCjVwRlj7DgfX18NrPCoGgZcIyIVDS8g21XXB0BEEkVkjYjsF5FSnE/h7Ibzcc6evvDnMSilgkOY1QEopYJCHeAwxjg8ykKATcCjXtYvcP27DuclkQeAIzgTkyyg6WDM074MVikVnDSpUEq15N/ABCDbGFPXwjpXAjOMMW8DiIgNSApQfEqpIKOXP5RSLfkt0B1YLyIjRaS3iFwrImtd4zAA9gNTRGSg666PP+LsrVBKdUCaVCilvDLG5ABXAKHAVmAP8AJQiXPwJcDdOC9/fAn8Afh/wLFAx6qUCg5694dSSimlfEJ7KpRSSinlE5pUKKWUUsonNKlQSimllE9oUqGUUkopn9CkQimllFI+oUmFUkoppXxCkwqllFJK+YQmFUoppZTyCU0qlFJKKeUT/x8WMD8cIdaMLgAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8,4))\n", "plt.plot(df_groupby_year.pickup_year.values, \n", " df_groupby_year.fare_amount.values, \n", " lw=3, color='C0', label='fare amount')\n", "plt.plot(df_groupby_year.pickup_year.values, \n", " df_groupby_year.total_amount.values, \n", " lw=3, color='C2', label='total amount')\n", "plt.xlabel('Year')\n", "plt.ylabel('Fares [$]')\n", "plt.legend()\n", "\n", "plt.twinx()\n", "plt.plot(df_groupby_year.pickup_year.values, \n", " df_groupby_year.tip_percentage.values, \n", " lw=3, ls='--', color='C3', label='tip percentage')\n", "\n", "plt.legend(loc=4)\n", "plt.ylabel('Tip percentage [%]')\n", "plt.xticks(rotation='vertical')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Total number of passengers transported." ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "ExecuteTime": { "end_time": "2019-11-27T10:16:05.745640Z", "start_time": "2019-11-27T10:16:05.627514Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8,4))\n", "sns.barplot(x=df_groupby_year.pickup_year.values, y=df_groupby_year.passenger_count.values)\n", "plt.xlabel('Year')\n", "plt.ylabel('Total number of passengers')\n", "plt.xticks(rotation='vertical')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Mean trip and arc distance between the pickup and dropoff locations" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "ExecuteTime": { "end_time": "2019-11-27T10:16:05.999545Z", "start_time": "2019-11-27T10:16:05.747009Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8,4))\n", "sns.lineplot(x=df_groupby_year.pickup_year.values, \n", " y=df_groupby_year.trip_distance.values, \n", " lw=3, color='C0', label='Trip distance')\n", "\n", "plt.legend()\n", "plt.xlabel('Year')\n", "plt.ylabel('Trip distance [miles]')\n", "\n", "plt.twinx()\n", "sns.lineplot(x=df_groupby_year.pickup_year.values, \n", " y=df_groupby_year.arc_distance.values, \n", " lw=3, color='C2', label='Arc distance')\n", "\n", "plt.legend(loc=4)\n", "\n", "plt.ylabel('Arc distance [miles]')\n", "plt.xticks(rotation='vertical')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Interesting that even though the trend is very small, we observe an increase in both the arc and the trip distance as time goes on. This is especially interesting in light of increasing fares, and decreasing total number of trips as well as the total number of passengers taken." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Payment methods\n", "\n", "Finally, let's examine the way people way. First of all, let's check all of the options. " ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "ExecuteTime": { "end_time": "2019-11-27T10:16:29.193758Z", "start_time": "2019-11-27T10:16:06.000597Z" }, "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[########################################]: 100.00% elapsed time : 23s = 0.4m = 0.0h \n", " " ] }, { "data": { "text/plain": [ "csh 370685044\n", "crd 364140209\n", "cash 121798668\n", "1 89357065\n", "cas 55020668\n", "2 52186175\n", "credit 43296831\n", "cre 29744372\n", "unk 993923\n", "noc 796745\n", "no charge 384364\n", "3 326293\n", "dis 299200\n", "no 147037\n", "4 118303\n", "dispute 71884\n", "na 29539\n", "5 12\n", "dtype: int64" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Inspect the payment_type\n", "df_filtered.payment_type.str.lower().value_counts(progress=True)" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2019-10-25T13:24:50.575069Z", "start_time": "2019-10-25T13:24:50.556186Z" } }, "source": [ "[From the documentation provided](https://www1.nyc.gov/assets/tlc/downloads/pdf/data_dictionary_trip_records_yellow.pdf):\n", "- 1 = Credit card\n", "- 2 = Cash\n", "- 3 = No charge\n", "- 4 = Dispute\n", "- 5 = Unknown\n", "- 6 = Voided trip\n", "\n", "Given that there are only 6 valid options, we can simply map them to integers." ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "ExecuteTime": { "end_time": "2019-11-27T10:16:42.807971Z", "start_time": "2019-11-27T10:16:29.195412Z" } }, "outputs": [], "source": [ "# Define a mapping dictionary\n", "map_payment_type = {'csh': 2, 'crd': 1, 'cash': 2, '1': 1, 'cas': 2, '2': 2, 'credit': 1, 'cre': 1, 'unk': 5, \n", " 'noc': 3, 'no charge': 3, '3':3, 'dis': 4, 'no ': 3, '4': 4, 'dispute': 4, 'na ': 5, '5':5}\n", "\n", "df_filtered['payment_type_'] = df_filtered.payment_type.str.lower().map(map_payment_type, \n", " default_value=-1, \n", " allow_missing=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's see how the payment habbits of passengeres evolved through the years" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "ExecuteTime": { "end_time": "2019-11-27T10:17:42.355735Z", "start_time": "2019-11-27T10:16:42.810114Z" } }, "outputs": [], "source": [ "# Count the number of trips per year per payment type\n", "df_groupby_year_payment_type = df_filtered.groupby(by=['pickup_year', 'payment_type_'], \n", " agg={'count': vaex.agg.count()})\n", "\n", "# Map meaningful labels to the payment type codes\n", "expr = df_groupby_year_payment_type.payment_type_.map(mapper={1: 'card', \n", " 2: 'cash', \n", " 3: 'No Charge', \n", " 4: 'Dispute', \n", " 5: 'Unknown'})\n", "df_groupby_year_payment_type['payment_type_label'] = expr" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "ExecuteTime": { "end_time": "2019-11-27T10:17:45.276520Z", "start_time": "2019-11-27T10:17:42.363307Z" } }, "outputs": [ { "data": { "image/png": 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f7j5X0lxJKi8vj3YUCAAAAAAASALRLpx5gqRl+yhfJmlMDOKok5Tfpixf0vaONmRmFWY2t7a2bc4DAAAAAAAks2iTFOskXb2P8qslrY9BHCslZZrZ0IiyUZJWxKBtAAAAAACQAtpbkyLStZKeMrOzJf13uOxESaWSvhTtycwsM3zODEkZZpYjqcndd5jZQkl3mNkVCi2OOVHSydG23crdKyVVlpeXT+nocwEAAAAgGc2+vjKwtq+5ryKwtoGOimokhbv/UdJQSQsVmoZREL4/zN3/0IHz3Sppl0I7dlwcvn9ruO5qhbYl3azQGhfTwtuPdgjTPQAAAAAASE3RjqSQu38o6ZaunMzdZ0qauZ+6GknndqX9cDuMpAAAAAAAIAXtdySFmQ3oSENmdrCZWddDAgAAAAAA3VF70z02djBRsUbSYV2Mp8uY7gEAAAAAQGpqb7qHSbrKzOqibCsrBvF0GdM9AAAAAABITe0lKd6X9LUOtPWRpMauhQMAAAAAALqr/SYp3L00jnHEjJlVSKooKytLdCgAAAAAAKADotqCNJW4e6W7Ty0oKEh0KAAAAAAAoAPSLkkBAAAAAABSU9olKdjdAwAAAACA1NTewpkpid09grH4tHGBtT3ulcWBtQ0AAAAASB1pN5ICAAAAAACkpqhGUpjZcEnN7v5u+PHnJH1V0gpJ97h7c3AhAgAAAACQ3oIavZ5qI9ejHUnxiKRjJcnMDpH0jKT+kr4haVYwoXUOa1IAAAAAAJCaol2T4ihJfw/fv0DS/7j7v5rZeEm/kvTdIILrDNakAAAAAJAIQa7jpuNvCK5tIIlEm6TIkNQQvn+GpN+H76+WVBTroAAAAIBEYcFwAEicaKd7vCNpmpmdqlCS4o/h8mJJW4IIDAAAAAAAdC/RJiluljRF0p8lzXf35eHyL0p6I4C4AAAAAABANxPVdA93f8XMCiXlu/u2iKqfS9oZSGQAAACdxHB9AABSU7RrUsjdm81st5mNDBetdvd1wYQFAAAAAAC6m6iSFGaWLeluSVdK6inJJNWb2VxJN7v77uBC7Bgzq5BUUVZWluhQAAAAgL3Mvr4ykHavua8ikHYBIN6iXZPiIUnnS7pC0lBJZdX7EAcAAB8YSURBVOH750n6j2BC6xx3r3T3qQUFBYkOBQAAAAAAdEC00z0ukPQld38pomyNmW2W9KSky2MeGYC0wLxwAAAAANGKdiTFDkkb9lG+QdKu2IUDAAAAAAC6q2iTFD+TdLuZ9WotCN+/LVwXKDMrNbNqM/tz+FYY9DkBAAAAAEB8RTvd4zOSxknaYGbLwmVHh5+fa2bPth7o7l+MbYh7LHb38wNqGwAAAAAAJFi0SYotCq09EWltjGM5kLFm9qqkVyXNcHeP8/kBAAAAAECAokpSuPvXYnEyM7tG0mUKjcKY7+6XRdT1l/SIpLMUSop8193nhas3KrSjyE5JD0v6kj6dNAEAAAAAACks2pEUsVIlaZakCZJ6tal7UFKDpCJJoyU9b2ZL3X2Fu9dLqpckM1uo0PQTkhQAAAAAgLgZ+7OxgbV9V9y/nien/b4K4bUnxrn7NjNbLmm/0yvc/ZhoTubuC8Ntl0s6JOJcuZImSRrp7nWSXguvc3GJpOlmlu/un4QPP1XSP6M5HwAAAAAASB3tpWqeVHj0gqQFAccxTFKzu6+MKFuq0GKdkjTOzGYqNN1jrUK7inyKmU2VNFWSSkpKAgsWAAAAAADE3n6TFO7+fUkysx6S/kvS++FRDkHoI6m2TVmtpLxwLJWSKg/UiLvPlTRXksrLy1lYEwAAIE0x5BqdRd8BkluPKI5xSUskDQwwjjpJ+W3K8iVt72hDZlZhZnNra9vmPAAAAAAAQDI7YJIivNXnu5IKA4xjpaRMMxsaUTZK0oqONuTule4+taCgIGbBAQAAAACA4EUzkkKSbpL0IzMbbWbW2ZOZWaaZ5UjKkJRhZjlmlunuOyQtlHSHmeWa2VhJEyU93olzMJICAAAAAIAUFO2kqSck5Uh6S1KTmdVHVrp726ka+3OrpNsjHl8s6fuSZkq6WtIvJW2WtFXSNHfv1EgKSZXl5eVTOvrcVMf8OgBAKuFzCwAAtBXtJ/g31c4WpNFy95kKJST2VVcj6dyunsPMKiRVlJWVdbUpAAAAAAAQR1ElKdz90YDjiJnuPJICAAAAAIBUFtWaFGbWbGYD9lF+kJk1xz6szmNNCgAAAAAAUlO0C2fub7HMbEkNMYolJtjdAwAAAACA1NTudA8zuy581yVdZWZ1EdUZkk6V9L8BxQYAAAAAALqRA61J8c3wvybpCkmRUzsaJK2TdFXsw+o8Fs4EAABBmn19ZWBtX3NfRWBtAwCQCtpNUrj7YZJkZoskfcndt8Ulqi5g4UwAAAAAAFJTtLt7jA86EAAAAAAA0L1Fu3BmymB3DwAAAAAAUlPaJSnY3QMAAAAAgNQU1XQPAOlt7M/GBtb2XbzNAAAAAIjSfkdSmNkvzSwvfP80M+ObBgAAAAAACEx70z0ulpQbvr9IUv/gwwEAAAAAAN1Ve6Mj1kn6ppm9KMkknWRm+9yC1N1fCSC2TjGzCkkVZWVliQ4FQMBmX18ZWNvX3FcRWNsAAAAA9q29JMWNkh6W9F1JLump/RznkjJiHFenuXulpMry8vIpiY4FAAAAAABEb79JCnd/RtIzZtZXUo2kEZI2xyswAAAAAADQvRxwMUx3/9jMxkt6z92b4hATAAAAAADohqLascPdF5tZtpldKmm4QlM8/iFpnrvXBxkgAAAAAADoHtrb3WMPMxsuaaWkH0s6UdJnJP1E0kozOyq48AAAAAAAQHcRVZJC0v2SlkgqcfdT3f1USSWSlkr6aVDBdYaZVZjZ3Nra2kSHAgAAAAAAOiDaJMVYSbe4+yetBeH7MySdEkRgneXule4+taCgINGhAAAAAACADog2SbFbUt99lBeE6wAAAAAAALok2iRFpaSHzWysmWWEb6dI+rmkZ4MLDwAAAAAAdBfRJim+Lek9Sa8qNHJit6TFCi2m+Z1gQvs0M/uKmVXH63wAAAAAACB+ot2C9GNJE82sTNJRkkzSP9x9VZDBRTKzHpLOl/RBvM4JAAAAAADiJ6okRatwUiJuiYk2LpS0QNL1CTo/AAAAAAAIULTTPWLCzK4xszfNrN7MHm1T19/MnjKzHWa23swujKjLkPRvkn4Xz3gBAAAAAED8dGgkRQxUSZolaYKkXm3qHpTUIKlI0mhJz5vZUndfIeliSU+4e4uZxTNeAAAAAAAQJ3EdSeHuC939aUlbI8vNLFfSJEm3uXudu7+m0K4hl4QPGS7pUjP7o6ShZvZAPOMGAAAAAADBO+BICjPLlDRV0tPuXhVQHMMkNbv7yoiypZLGSZK73xwRz5vu/q39xDo1HKtKSkoCChUAAAAAAAThgCMp3L1J0o8kZQUYRx9JtW3KaiXl7SOe8v014u5z3b3c3csLCwtjHCIAAAAAAAhStNM9/lvScQHGUScpv01ZvqTtHW3IzCrMbG5tbducBwAAAAAASGbRLpz5sKT7zGyIpLck7YisdPe/dzGOlZIyzWyou78XLhslaUVHG3L3SkmV5eXlU7oYEwAAAAAAiKNokxTzwv/+eB91LikjmkbC61tkho/PMLMcSU3uvsPMFkq6w8yuUGh3j4mSTo4yvshzVEiqKCsr6+hTAQAAAABAAkU73eOwdm6Hd+B8t0raJWm6QtuK7gqXSdLVCm1LulnSfEnTwtuPdoi7V7r71IKCgo4+FQAAAAAAJFBUIyncfX0sTubuMyXN3E9djaRzu3oORlIAAAAAAJCaoh1JITP7vJk9Z2b/MLNDw2VXmNkZwYXXcYykAAAAAAAgNUWVpDCziyQ9Iek9haZ4tG5HmiHppmBC6xx29wAAAAAAIDVFO5LiJklT3P1aSU0R5f+t0CKXSYORFAAAAAAApKZokxRDJf11H+V1kvJjFw4AAAAAAOiuok1SVEkato/y0yStjl04Xcd0DwAAAAAAUlO0SYq5kh4ws7Hhx4ea2Vcl3SPpoUAi6ySmewAAAAAAkJqi3YL0HjMrkPSSpBxJiyTVS7rX3R8MMD4AAAAAANBNRJWkkCR3n2Fmd0oartAIjH+4e11gkXWSmVVIqigrK0t0KAAAAAAAoAOine7RyiXtlrRTUnPsw+k6pnsAAAAAAJCaokpSmFm2mf1UUo2kpZKWSaoxs/vNLCfIAAEAAAAAQPcQ7XSPhySdJekK/d9WpCdJ+qGkPEmXxz40AAAAAADQnUSbpLhA0pfc/aWIsjVmtlnSkyJJAQAAAAAAuijaNSl2SNqwj/INknbFLpyuM7MKM5tbW1ub6FAAAAAAAEAHRJuk+Jmk282sV2tB+P5t4bqkwcKZAAAAAACkpv1O9zCzZ9sUnS5pg5ktCz8+Ovz83GBCAwAAAAAA3Ul7a1JsbfP4yTaP18Y4FgAAAAAA0I3tN0nh7l+LZyAAAAAAAKB7i3ZNCgAAAAAAgEBFtQWpmfWTNFPSeEkD1Ca54e4DYh5ZJ5lZhaSKsrKyRIcCAAAAAAA6IKokhaRfSxoh6TFJmyR5YBF1kbtXSqosLy+fkuhYAAAAAABA9KJNUpwuaZy7/z3AWAAAAAAAQDcW7ZoUqztwLAAAAAAAQIdFm3j4tqQfmtkoM8sIMiAAAAAAANA9RTvdY5WkXpL+LklmtleluweauDCzIklPSWqU1CzpInffGOQ5AQAAAABAfEWbpJgvqUDSt5SYhTO3SDrF3VvM7DJJX5c0K84xAAAAAACAAEWbpCiXdIK7vxNkMPvj7s0RD/MkrUhEHAAAAAAAIDjRrknxD0n5XT2ZmV1jZm+aWb2ZPdqmrr+ZPWVmO8xsvZld2KZ+tJn9j6RrFJ52AgAAAAAA0ke0SYpbJf3YzM40s6JwQmHPrQPnq1JomsYv91H3oKQGSUWSLpL0kJmNaK109yXufqKk2yR9twPnBAAAAAAAKSDa6R6/D//7ovZej8LCj6NaONPdF0qSmZVLOmRPI2a5kiZJGunudZJeM7NnJV0iabqZZbt7ffjwWkk7o4wbAAAAAACkiGiTFOMDjUIaJqnZ3VdGlC2VNC58/zgzu1uhnT12S7p8X42Y2VRJUyWppKQkuGgBAAAAAEDMRZWkcPfFAcfRR6EREpFqFVokU+7+V0mnHagRd59rZhslVfTs2XNMzKMEAAAAAACBiSpJYWbHtVfv7l1dyLJOn16YM1/S9o425O6VkirLy8undDEmAAAAAAAQR9FO93hTobUnLKIscm2KqNakaMdKSZlmNtTd3wuXjVIntho1swpJFWVlZV0MCQAAAAAAxFO0u3scJunw8L+HKbSGxJclLZf0hWhPZmaZZpajUFIjw8xyzCzT3XdIWijpDjPLNbOxkiZKejz6Swlx90p3n1pQUNDRpwIAAAAAgASKdk2K9fsoXmVmtZJul/SHKM93a/j4VhdL+r6kmZKuVmhr0s2Stkqa5u6MpAAAAAAAoJuIdiTF/qyVNDrag919prtbm9vMcF2Nu5/r7rnuXuLu8zoTECMpAAAAAABITdEunNm/bZGkQQqNgHg3xjEBAAAAAIBuKNqFM7do74UypVCi4gNJk2MaURcx3QMAAAAAgNQUbZJifJvHLZKqJa1y96bYhtQ1bEEKAAAAAEBqinbhzMVBBxIrjKQAAAAAACA1tbtwppn1j+YWr2CjwcKZAAAAAACkpgONpNjXWhRteRTtAAAAAAAAtOtAyYW2a1FEOlvStyUl1ZoUAAAAAAAgNbWbpNjXWhRmdpykuyWdJunnkn4QTGidw5oUAAAAAACkpnbXpIhkZoeZ2TxJ/yOpRtJwd/+Wu1cHFl0nsCYFAAAAAACp6YBJCjM7yMzul/S/kgZKOsndJ7v76sCjAwAAAAAA3caBdve4RdJqSeMkTXT3z7r7m3GJDAAAAAAAdCsHWjhzlqRdkj6UdLWZXb2vg9z9i7EOrLNYkwIAAAAAgNR0oCTFr3XgLUiTirtXSqosLy+fkuhYAAAAAABA9A60u8dlcYoDAAAAAAB0c1Hv7gEAAAAAABAkkhQAAAAAACApkKQAAAAAAABJIe2SFGZWYWZza2trEx0KAAAAAADogLRLUrh7pbtPLSgoSHQoAAAAAACgA9IuSQEAAAAAAFITSQoAAAAAAJAUSFIAAAAAAICkkDJJCjM7ycz+amaLzWy+mWUlOiYAAAAAABA7KZOkkLRe0mfdfZykNZImJjgeAAAAAAAQQ5mJDiBa7l4V8bBJUkuiYgEAAAAAALEX95EUZnaNmb1pZvVm9mibuv5m9pSZ7TCz9WZ24T6ef5ikz0t6Lk4hAwAAAACAOEjESIoqSbMkTZDUq03dg5IaJBVJGi3peTNb6u4rJMnM8iU9JukSd2+IX8gAAAAAACBocR9J4e4L3f1pSVsjy80sV9IkSbe5e527vybpWUmXhOszJc2XNNPd341z2AAAAAAAIGDJtHDmMEnN7r4yomyppBHh+1+RdKKk75nZn81sctsGzGxqeCrJm9XV1cFHDAAAAAAAYiaZFs7sI6m2TVmtpDxJcvfHJT3eXgPuPlfSXEkqLy/3AGIEAAAAAAABSaaRFHWS8tuU5Uva3pFGzKzCzObW1rbNdwAAAAAAgGSWTEmKlZIyzWxoRNkoSSsSFA8AAAAAAIijRGxBmmlmOZIyJGWYWY6ZZbr7DkkLJd1hZrlmNlbSRB1gikdb7l7p7lMLCgpiHzwAAAAAAAhMIkZS3Cppl6Tpki4O3781XHe1QtuSblZoJ49prduPRovpHgAAAAAApKZEbEE6092tzW1muK7G3c9191x3L3H3eZ1on5EUAAAAAACkoGRakwIAAAAAAHRjaZekYLoHAAAAAACpKe2SFEz3AAAAAAAgNaVdkgIAAAAAAKSmtEtSMN0DAAAAAIDUlHZJCqZ7AAAAAACQmtIuSQEAAAAAAFJT2iUpmO4BAAAAAEBqSrskBdM9AAAAAABITWmXpAAAAAAAAKmJJAUAAAAAAEgKaZekYE0KAAAAAABSU9olKViTAgAAAACA1JR2SQoAAAAAAJCaSFIAAAAAAICkQJICAAAAAAAkBZIUAAAAAAAgKZCkAAAAAAAASSHtkhRsQQoAAAAAQGpKuyQFW5ACAAAAAJCa0i5JAQAAAAAAUhNJCgAAAAAAkBRSIklhZgVm9oaZ1ZnZyETHAwAAAAAAYi8lkhSSdko6R9KCRAcCAAAAAACCkRJJCndvdPfqRMcBAAAAAACCkxnPk5nZNZIuk3S0pPnufllEXX9Jj0g6S9IWSd9193nxjA8AAAAAgHQy+/rKwNq+5r6KmLcZ1ySFpCpJsyRNkNSrTd2DkhokFUkaLel5M1vq7iviGyIAAAAAAEiEuE73cPeF7v60pK2R5WaWK2mSpNvcvc7dX5P0rKRL4hkfAAAAAABInGRZk2KYpGZ3XxlRtlTSiNYHZvZ7haaCPGxml+2rETObamZvmtmb1dUsYQEAAAAAQCqJ93SP/ekjqbZNWa2kvNYH7v6vB2rE3edKmitJ5eXlHssAAQAAAABAsJJlJEWdpPw2ZfmStne0ITOrMLO5tbVtcx4AAAAAACCZJUuSYqWkTDMbGlE2SlKHF81090p3n1pQUBCz4AAAAAAAQPDimqQws0wzy5GUISnDzHLMLNPdd0haKOkOM8s1s7GSJkp6vBPnYCQFAAAAAAApKN4jKW6VtEvSdEkXh+/fGq67WqFtSTdLmi9pWme2H2UkBQAAAAAAqSmuC2e6+0xJM/dTVyPp3K6ew8wqJFWUlZV1tSkAAAAAABBHybImRcwwkgIAAAAAgNSUdkkK1qQAAAAAACA1pV2SgpEUAAAAAACkJnP3RMcQCDOrlrQ+0XEksYMlbUl0EEhZ9B90Fn0HXUH/QWfRd9AV9B90Fn2nfUPcvbBtYdomKdA+M3vT3csTHQdSE/0HnUXfQVfQf9BZ9B10Bf0HnUXf6Zy0m+4BAAAAAABSE0kKAAAAAACQFEhSdF9zEx0AUhr9B51F30FX0H/QWfQddAX9B51F3+kE1qQAAAAAAABJgZEUAAAAAAAgKZCkAAAAAAAASYEkRYozs2wze8TM1pvZdjN728w+H1F/hpn9r5ntNLNFZjYkos7M7G4z2xq+3WNmFlF/spm9EW53mZmdEu/rQ3C62HfGh8tqzWzdPtouDdfvDLdxZpwuC3EScP/5gZktN7MmM5sZnytCvATVd8xsgJnNN7OqcP3rZnZiHC8NcRDwe88iM6s2s0/MbKmZTYzTZSEOguw7EceNMzM3s1kBXw7iLOD3nnVmtsvM6sK3F+N0WUmLJEXqy5T0gaRxkgok3SbpifCXxIMlLQyX9Zf0pqTfRTx3qqRzJY2SdIykL0i6UpLMrL+kZyX9SFJfSfdIqjSzfnG4JsRHV/rODkm/lHTjftqeL+ltSQdJmiFpgZkVBnERSJgg+88qSTdJej6Y0JFgQfWdPpL+JmlM+LmPSXrezPoEdB1IjCDfe74taZC75yv0f6TfmNmgQK4CiRBk35GZZUm6X9L/BBI9Ei3Q/iOpwt37hG9nBXEBqYSFM9OQmS2T9H2FviBe5u4nh8tzJW2RdKy7/6+Z/UXSo+4+N1z/dUlT3P0zZvYFSXe7+4iIdleGyx6J8yUhTqLtOxHHnynpF+5eGlE2TNJySQe7+/Zw2auS/tPd58TrWhB/seg/bdr7jaRV7j4z4NCRYLHuOxHHfSJpvLu/FVTsSLwg+o+ZnSDpFUmnufsbAYaPBIpl3zGz6Qp9QR0g6UN3vzX4K0Aixar/hEdXXOHu/y9OoSc9RlKkGTMrkjRM0gpJIyQtba1z9x2SVofL1bY+fL+1zsK3vZqXNDL2USMZdLDvtGeEpDWtCYqwyL6FNBTD/oNuJqi+Y2ajJfVUaGQO0lSs+4+ZPWdmuxX6a/ifFfqLKNJQLPtOeGj/5ZLuiH2kSEYBfHb9Z3i62YtmNiqmwaYgkhRpJDzM7D8lPRbO2vWRVNvmsFpJeeH7betrJfUxM5P0F0mDzewrZpZlZl+VdISk3kFeAxKjE32nPV15LlJQjPsPupGg+o6Z5Ut6XNL33b1te0gTQfQfd/9C+Ph/lfSCu7fEKFwkkQD6zgOSbnP3uthFiWQVQP+5SFKppCGSFkl6wcz6xiba1ESSIk2YWQ+F/kPWIOmacHGdpPw2h+ZL2r6f+nxJdR6yVdJESddJ2iTpbEn/T9KHgVwAEqaTfac9XXkuUkwA/QfdRFB9x8x6SaqU9N/u/sMYhIokFOR7j7s3uvsfJE0wsy92NVYkl1j3HTOrkJTn7r870LFIfUG897j76+6+y913hj+3PpZ0aoxCTkkkKdJAeOTDI5KKJE1y98Zw1QqFFsVsPS5XodEQK/ZVH77fWid3X+zux7t7f0mXSDpSEvMy00gX+k57Vkg63Mwis8d79S2kh4D6D7qBoPqOmWVLelrSBoUXgkb6ieN7T2b4+UgTAfWdMySVm9lHZvaRpMmSvmNmz8Q0eCRcHN97XJ+edt+tkKRIDw9JOkqhVWF3RZQ/JWmkmU0ysxxJ35O0LGIBl19Lus7Mis1ssKTrJT3a+mQzOzY81SNf0r0KLQL0QhyuB/HTqb5jZj3C5Vmhh5ZjZj0lyd1XSloi6fZw+XkK7R7zZPwuC3ES8/4Trs8K1/eQlBmuz4jXRSEuYt53wsNvF+j/t3f/oX7VdRzHn6/pNsToj5BKSxvZQCNzrbkIm4tapBDVYhWuJW5aZj/+MwPF2B8ZNAqCLIppXY1MF2lt67/UVZqMQYux1DTU9qOkTDC3XefKd3+cc/V4971z3nb3PffyfMDnj3M+n/M5n8843N375vN5f2AUuMRl+jPaVHw/ZyW5KMlJ7c+gVcAFwG+O58Q05abi/63raHITLGjLRmA9sPq4zEjH01T87DkjyflJ5rT3vwycAtx3PCfWO1VlmcaFZu9SAc/SLDUaK59q65cBD9H80rYFmNd5NjRHiz7VlnW0J7609T+l2U/1NM0xOq8d9nwtvfl23ts+2y1bOvXz2mdGgT8Dy4Y9X8u0+n5GBtRfOuw5W/r97dAcC1fAgXH9Lhn2nC3T4vs5myZZ5jM0S623AcuHPV9L/7+dAe8ZAb427Plapsf3Q5NccwfNMaX/Au4CFg17vsMuHkEqSZIkSZJ6we0ekiRJkiSpFwxSSJIkSZKkXjBIIUmSJEmSesEghSRJkiRJ6gWDFJIkSZIkqRcMUkiSJEmSpF4wSCFJko5KknlJKsmio2w/kmTzVI9LkiTNHAYpJEkS8EJQodpyKMmjSb6Z5OS2yW7gVOCPQxymJEmawU4c9gAkSVKv/Br4NDAbWALcCJwMXFlV/wWeGOLYei3JnKp6btjjkCRpOnMlhSRJ6jpYVU9U1e6quhX4CfBRGLzdI8lZSTYmeTrJviT3JzlnUMdJzk3y9yTXt9drk+wc1+bSJPs612uT7ExyeZJdSUaT/CLJKRNNIMndSW4Yd+/VSQ4k+Vh7PSfJN5LsSbI/ybYkH+y0PyHJTUkea9/5SJKrk8zqtBlJsjnJV5LsAfYc1b+wJEmakEEKSZJ0JKM0qyoOk+Q04F6ggA8AC4HvAicMaLsEuAdYV1XXvsIxzANWAR8BlgHzgR8eof16YGWSuZ17FwP7gE3t9Y+ApcBK4BzgZmBTknPb+lnAXuATwNnAtcA1wOpx71oKvB24EHj/K5yXJEkax+0ekiRpoCSLaf6Iv2uCJl8A9gMf72xzeHhAPx8CbgW+WFW3TGIoJwGXVNWutr8rgN8lmV9VjwxofwfwHWA5cFt7bw1wS1UdSnImTdBi3lifwA1JlgFXAJ+vqkPAVzt9Pp5kYfvcTZ37zwJrqurgJOYlSZLGMUghSZK6Lmy3W5xIs4Lil8CXJmj7DuDel8nD8E7gTmBlVf1skmPa2wkmAGwFnqdZ4XBYkKKqDib5MU1g4rYkbwUW8+IqiIVAgAeSdB+dC9w9dpHkc8DlwJtoAiWzgb+Oe91OAxSSJB07BikkSVLXb4HPAoeAv7UrCiaSI9SNeQz4B7AmycZxf9A/P6CPgVtLJuFGYEeSM4DLgPur6oG2bhbNFpXzaObZNQqQ5JPAt4GrgN8D/6ZZObJ8XPv9x2i8kiQJgxSSJOmlDlTVX46y7R+AVS9zqsVTwIdptozcmWR5J1DxT+B1SVJV1d5bMKCPNyQ5vap2t9eLaQIND040sKr6U5KtwGdo8ll082BspwmOvL6q7pmgi/cAW6vqhQSc7TYRSZI0hUycKUmSJut7wKuADUnOS/KWJBcneUmgoaqepEkq+Ubgjk5Cyy3Aa4BrkpyZ5DJgxYD3jAI3J1mQ5N3A94FfTZCPoms9cDXNEaq3d8bzMM2pJSNJViR5c5JFSa4aO/2DJrfGwiQXJZmf5DqaJJmSJGkKGaSQJEmTUlV7gQuAOTQnd2ynyV/xnwFtnwTeB5wO/DzJ3Kp6ELiSZnvJDpoTQr4+4FWP0yTA3ESTM+JRDj9lY5DbgeeADVX1zLi61TQnfKwDHgI2t3MZyznxA2ADTcLPbTQnjHzrKN4pSZL+D3lxdaUkSVK/JFkLrKiqt03i2dOAXcDSqrrvWI9NkiQde+akkCRJM0qS2cCpwPXAdgMUkiRNH273kCRJM835NNs23kWTOFOSJE0TbveQJEmSJEm94EoKSZIkSZLUCwYpJEmSJElSLxikkCRJkiRJvWCQQpIkSZIk9YJBCkmSJEmS1AsGKSRJkiRJUi/8D2vZkq3YxCJTAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(18, 5))\n", "\n", "sns.barplot(x='pickup_year', y='count', hue='payment_type_label', \n", " data=df_groupby_year_payment_type.to_pandas_df(virtual=True))\n", "plt.yscale('log')\n", "plt.legend(bbox_to_anchor=(0.00, 1.1), loc=2, borderaxespad=0., ncol=5)\n", "plt.xlabel('Pickup year')\n", "plt.ylabel('Number of trips [dex]')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's see how the habit of the passengers changes per day of week and time of week." ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "ExecuteTime": { "end_time": "2019-11-27T10:19:08.104218Z", "start_time": "2019-11-27T10:17:45.277807Z" } }, "outputs": [], "source": [ "_filter = df_filtered.payment_type_<3\n", "df_count_payment = df_filtered[_filter].groupby(by=['pickup_day_of_week', 'pickup_hour'], \n", " agg={'card': vaex.agg.count(selection='payment_type_==1'),\n", " 'cash': vaex.agg.count(selection='payment_type_==2')\n", " })\n", "\n", "# Add the ratio between trips paid for by cash over those paid by card\n", "df_count_payment['payment_ratio'] = df_count_payment.cash/df_count_payment.card" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "ExecuteTime": { "end_time": "2019-11-27T10:19:08.122170Z", "start_time": "2019-11-27T10:19:08.110900Z" } }, "outputs": [], "source": [ "# Sort by pickup day of week and hour\n", "df_count_payment_sorted = df_count_payment.sort(by=['pickup_day_of_week', 'pickup_hour'])" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "ExecuteTime": { "end_time": "2019-11-27T10:19:08.775888Z", "start_time": "2019-11-27T10:19:08.124665Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot number of taxi trips per hours vs day of week\n", "plt.figure(figsize=(15, 5))\n", "plt.imshow(df_count_payment_sorted.payment_ratio.values.reshape(7, 24), origin='lower', cmap=cm_plusmin)\n", "plt.colorbar(label='ratio of payments [cash/card]', fraction=0.0143, pad=0.01)\n", "\n", "plt.xticks(np.arange(24), np.arange(24))\n", "plt.yticks(np.arange(7), label_day_list)\n", "plt.xlabel('Pick-up hour')\n", "plt.ylabel('Day of week')\n", "plt.tick_params(labelsize=12)\n", "plt.show()\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is interesting to notice the similar patterns as the tip percentages. Does this mean that passengers that pay by cash, on average don't tip as much as those that that pay by card? Let's look at the distributions." ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "ExecuteTime": { "end_time": "2019-11-27T10:19:52.667392Z", "start_time": "2019-11-27T10:19:08.789586Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[########################################]: 100.00% elapsed time : 26s = 0.4m = 0.0h \n", "[########################################]: 100.00% elapsed time : 16s = 0.3m = 0.0h \n", " " ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8, 4))\n", "f = 'log10'\n", "shape = 64\n", "limits = [0, 10]\n", "df_filtered.plot1d('tip_percentage', limits=limits, shape=shape, \n", " selection='payment_type_ == 1', f=f,\n", " progress=True, label='Card payment', color='C0', lw=3)\n", "df_filtered.plot1d('tip_percentage', limits=limits, shape=shape, \n", " selection='payment_type_ == 2', f=f,\n", " progress=True, label='Cash payment', color='C3', lw=3)\n", "\n", "plt.legend()\n", "plt.xlabel('tip percentage [%]')\n", "plt.ylabel('Number of trips [dex]')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "How often to passengers tip?" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "ExecuteTime": { "end_time": "2019-11-27T10:20:14.290538Z", "start_time": "2019-11-27T10:19:52.671395Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "3.00% of the passengers that pay by card do not leave tips.\n" ] } ], "source": [ "# for card payments\n", "no_tips_card = (df_filtered.count(selection='(payment_type_ == 1) & (tip_amount == 0)') / \n", " df_filtered.count(selection='payment_type_ == 1')) * 100.\n", "\n", "print(f'{no_tips_card:.2f}% of the passengers that pay by card do not leave tips.')" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "ExecuteTime": { "end_time": "2019-11-27T10:20:36.673389Z", "start_time": "2019-11-27T10:20:14.291997Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "99.97% of the passengers that pay by card do not leave tips.\n" ] } ], "source": [ "# for cash payments\n", "no_tips_cash = (df_filtered.count(selection='(payment_type_ == 2) & (tip_amount == 0)') / \n", " df_filtered.count(selection='payment_type_ == 2')) * 100.\n", "\n", "print(f'{no_tips_cash:.2f}% of the passengers that pay by card do not leave tips.')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So it looks like passengers that pay by cash either hardly ever leave a tip, which would be strange, or the tip is small and it is not recorded in the data.\n", "\n", "But let's see the distributions of _fare_amount_ and _total_amount_, depending on whether the payment method was card or cash." ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "ExecuteTime": { "end_time": "2019-11-27T10:21:08.297302Z", "start_time": "2019-11-27T10:20:36.674888Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[########################################]: 100.00% elapsed time : 17s = 0.3m = 0.0h \n", "[########################################]: 100.00% elapsed time : 13s = 0.2m = 0.0h \n", " " ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot the distribution of fare amount, per payment method\n", "plt.figure(figsize=(8, 4))\n", "f = 'log10'\n", "shape = 128\n", "limits = [0, 200]\n", "df_filtered.plot1d('fare_amount', limits=limits, shape=shape, \n", " selection='payment_type_ == 1', f=f,\n", " progress=True, label='Card payment', color='C0', lw=3)\n", "df_filtered.plot1d('fare_amount', limits=limits, shape=shape, \n", " selection='payment_type_ == 2', f=f,\n", " progress=True, label='Cash payment', color='C3', lw=3)\n", "\n", "plt.legend()\n", "plt.xlabel('fare amount [$]')\n", "plt.ylabel('Number of trips [dex]')\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "ExecuteTime": { "end_time": "2019-11-27T10:21:38.418723Z", "start_time": "2019-11-27T10:21:08.299841Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[########################################]: 100.00% elapsed time : 17s = 0.3m = 0.0h \n", "[########################################]: 100.00% elapsed time : 12s = 0.2m = 0.0h \n", " " ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot the distribution of total amount, per payment method\n", "plt.figure(figsize=(8, 4))\n", "f = 'log10'\n", "shape = 64\n", "limits = [0, 200]\n", "df_filtered.plot1d('total_amount', limits=limits, shape=shape, \n", " selection='payment_type_ == 1', f=f,\n", " progress=True, label='Card payment', color='C0', lw=3)\n", "df_filtered.plot1d('total_amount', limits=limits, shape=shape, \n", " selection='payment_type_ == 2', f=f,\n", " progress=True, label='Cash payment', color='C3', lw=3)\n", "\n", "plt.legend()\n", "plt.xlabel('total amount [$]')\n", "plt.ylabel('Number of trips [dex]')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With such a big dataset, comprising over billion taxi trips done over 7 years, one can choose many possible way in which to slide and dice this dataset. I am sure it contains many valuable insights, suprises and secrets inside it. And with the power of Vaex, you can take your time and explore in the comfort of your own laptop." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }