COVID-19 Mobility Survey.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import altair as alt\n",
    "from observable import Observable\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Long-term Mobility Change after COVID in Puget Sound Region"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dataset: COVID-19 Mobility Survey"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The data comes from an online survey designed by the University of Washington (UW) researchers that collected data on stated travel behaviors before and during the pandemic, as well as expected travel choice for post-pandemic. Socio demographics, the use of information communication technologies (ICT), and attitudes towards different transportation modes were also collected. The survey was advertised through the Facebook page of UW Civil and Environmental Engineering Department and was live for 14 consecutive days in June-July 2020). Ads were run on Facebook, Instagram, Messenger, and other social media platforms owned by Facebook, and were set to be shown only to residents of the Puget Sound region. The ads reached 49,146 people, of whom 1,389 completed the survey (2.8%). There were 1,310 valid responses after data cleaning. More details >> https://digital.lib.washington.edu/researchworks/handle/1773/46655  \n",
    "\n",
    "A glimpse of the dataset is shown as below:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Which.of.the.following.best.describes.your.current.job.situation.</th>\n",
       "      <th>Are.you.employed.in.one.of.the.following.industries.</th>\n",
       "      <th>In.a.typical.month.BEFORE.the.outbreak..e.g..in.January...how.often.did.you......work.from.home..</th>\n",
       "      <th>In.a.typical.month.BEFORE.the.outbreak..e.g..in.January...how.often.did.you......shop.in.stores.for.groceries..</th>\n",
       "      <th>In.a.typical.month.BEFORE.the.outbreak..e.g..in.January...how.often.did.you......order.groceries.online.for.pick.up.delivery..</th>\n",
       "      <th>In.a.typical.month.BEFORE.the.outbreak..e.g..in.January...how.often.did.you......shop.in.stores.for.other.items..</th>\n",
       "      <th>In.a.typical.month.BEFORE.the.outbreak..e.g..in.January...how.often.did.you......order.other.items.online.for.pick.up.delivery..</th>\n",
       "      <th>In.a.typical.month.BEFORE.the.outbreak..e.g..in.January...how.often.did.you......eat.a.meal.in.a.restaurant..</th>\n",
       "      <th>In.a.typical.month.BEFORE.the.outbreak..e.g..in.January...how.often.did.you......order.food.for.pick.up.delivery.from.a.restaurant..</th>\n",
       "      <th>In.a.typical.month.BEFORE.the.outbreak..e.g..in.January...how.often.did.you.use.the.following.modes.of.transportation...Drive.alone.</th>\n",
       "      <th>In.a.typical.month.BEFORE.the.outbreak..e.g..in.January...how.often.did.you.use.the.following.modes.of.transportation...Carpool.</th>\n",
       "      <th>In.a.typical.month.BEFORE.the.outbreak..e.g..in.January...how.often.did.you.use.the.following.modes.of.transportation...Public.Transit..Bus..Light.Rail..Streetcar..</th>\n",
       "      <th>In.a.typical.month.BEFORE.the.outbreak..e.g..in.January...how.often.did.you.use.the.following.modes.of.transportation...Ferry.or.Water.Taxi.</th>\n",
       "      <th>In.a.typical.month.BEFORE.the.outbreak..e.g..in.January...how.often.did.you.use.the.following.modes.of.transportation...Solo.Ridehail..UberX..Lyft..or.Taxi.</th>\n",
       "      <th>In.a.typical.month.BEFORE.the.outbreak..e.g..in.January...how.often.did.you.use.the.following.modes.of.transportation...Shared.Ridehail..e.g..UberPool..Lyft.Shared..</th>\n",
       "      <th>In.a.typical.month.BEFORE.the.outbreak..e.g..in.January...how.often.did.you.use.the.following.modes.of.transportation...Bike.or.Scooter.</th>\n",
       "      <th>In.a.typical.month.BEFORE.the.outbreak..e.g..in.January...how.often.did.you.use.the.following.modes.of.transportation...Shared.bike.or.scooter..Lime..JUMP..etc...</th>\n",
       "      <th>In.a.typical.month.BEFORE.the.outbreak..e.g..in.January...how.often.did.you.use.the.following.modes.of.transportation...Walk.</th>\n",
       "      <th>In.a.typical.month.BEFORE.the.outbreak..e.g..in.January...what.mode.of.transportation.did.you.generally.use.for.the.following.purposes...Work.School.</th>\n",
       "      <th>In.a.typical.month.BEFORE.the.outbreak..e.g..in.January...what.mode.of.transportation.did.you.generally.use.for.the.following.purposes...Grocery.Shopping.</th>\n",
       "      <th>In.a.typical.month.BEFORE.the.outbreak..e.g..in.January...what.mode.of.transportation.did.you.generally.use.for.the.following.purposes...Other.Shopping.</th>\n",
       "      <th>In.a.typical.month.BEFORE.the.outbreak..e.g..in.January...what.mode.of.transportation.did.you.generally.use.for.the.following.purposes...Errands..e.g..bank..doctor.appointment..</th>\n",
       "      <th>In.a.typical.month.BEFORE.the.outbreak..e.g..in.January...what.mode.of.transportation.did.you.generally.use.for.the.following.purposes...Social..Meal.or.Recreation.</th>\n",
       "      <th>In.the.past.month..i.e..DURING.the.outbreak...how.often.did.you......work.from.home..</th>\n",
       "      <th>In.the.past.month..i.e..DURING.the.outbreak...how.often.did.you......shop.in.stores.for.groceries..</th>\n",
       "      <th>In.the.past.month..i.e..DURING.the.outbreak...how.often.did.you......order.groceries.online.for.pick.up.delivery..</th>\n",
       "      <th>In.the.past.month..i.e..DURING.the.outbreak...how.often.did.you......shop.in.stores.for.other.items..</th>\n",
       "      <th>In.the.past.month..i.e..DURING.the.outbreak...how.often.did.you......order.other.items.online.for.pick.up.delivery..</th>\n",
       "      <th>In.the.past.month..i.e..DURING.the.outbreak...how.often.did.you......eat.a.meal.in.a.restaurant..</th>\n",
       "      <th>In.the.past.month..i.e..DURING.the.outbreak...how.often.did.you......order.food.for.pick.up.delivery.from.a.restaurant..</th>\n",
       "      <th>In.the.past.month..i.e..DURING.the.outbreak...how.often.did.you.use.the.following.modes.of.transportation...Drive.Alone.</th>\n",
       "      <th>In.the.past.month..i.e..DURING.the.outbreak...how.often.did.you.use.the.following.modes.of.transportation...Carpool.</th>\n",
       "      <th>In.the.past.month..i.e..DURING.the.outbreak...how.often.did.you.use.the.following.modes.of.transportation...Public.Transit..Bus..Light.Rail..Streetcar..</th>\n",
       "      <th>In.the.past.month..i.e..DURING.the.outbreak...how.often.did.you.use.the.following.modes.of.transportation...Ferry.or.Water.Taxi.</th>\n",
       "      <th>In.the.past.month..i.e..DURING.the.outbreak...how.often.did.you.use.the.following.modes.of.transportation...Solo.Ridehail..UberX..Lyft..or.Taxi.</th>\n",
       "      <th>In.the.past.month..i.e..DURING.the.outbreak...how.often.did.you.use.the.following.modes.of.transportation...Shared.Ridehail..e.g..UberPool..Lyft.Shared..</th>\n",
       "      <th>In.the.past.month..i.e..DURING.the.outbreak...how.often.did.you.use.the.following.modes.of.transportation...Bike.or.Scooter.</th>\n",
       "      <th>In.the.past.month..i.e..DURING.the.outbreak...how.often.did.you.use.the.following.modes.of.transportation...Shared.bike.or.scooter..Lime..JUMP..etc...</th>\n",
       "      <th>In.the.past.month..i.e..DURING.the.outbreak...how.often.did.you.use.the.following.modes.of.transportation...Walk.</th>\n",
       "      <th>In.the.past.month..i.e..DURING.the.outbreak...what.mode.of.transportation.did.you.generally.use.for.the.following.travel.purposes...Work.School.</th>\n",
       "      <th>In.the.past.month..i.e..DURING.the.outbreak...what.mode.of.transportation.did.you.generally.use.for.the.following.travel.purposes...Grocery.Shopping.</th>\n",
       "      <th>In.the.past.month..i.e..DURING.the.outbreak...what.mode.of.transportation.did.you.generally.use.for.the.following.travel.purposes...Other.Shopping.</th>\n",
       "      <th>In.the.past.month..i.e..DURING.the.outbreak...what.mode.of.transportation.did.you.generally.use.for.the.following.travel.purposes...Errands..e.g..bank..doctor.appointment..</th>\n",
       "      <th>In.the.past.month..i.e..DURING.the.outbreak...what.mode.of.transportation.did.you.generally.use.for.the.following.travel.purposes...Social..Meal.or.Recreation.</th>\n",
       "      <th>Tell.us.if.your.household.s.IN.STORE.grocery.shopping.behavior.has.changed.as.a.result.of.the.outbreak...Check.all.that.apply..</th>\n",
       "      <th>What.is.the.main.reason.for.the.following.changes.in.your.travel.behaviors.in.the.past.month..i.e..DURING.the.outbreak....Change.in.working.from.home.</th>\n",
       "      <th>What.is.the.main.reason.for.the.following.changes.in.your.travel.behaviors.in.the.past.month..i.e..DURING.the.outbreak....Change.in.work.hours.</th>\n",
       "      <th>What.is.the.main.reason.for.the.following.changes.in.your.travel.behaviors.in.the.past.month..i.e..DURING.the.outbreak....Change.in.mode.of.transportation.for.work.trips.</th>\n",
       "      <th>What.is.the.main.reason.for.the.following.changes.in.your.travel.behaviors.in.the.past.month..i.e..DURING.the.outbreak....Change.in.online.grocery.shopping.</th>\n",
       "      <th>What.is.the.main.reason.for.the.following.changes.in.your.travel.behaviors.in.the.past.month..i.e..DURING.the.outbreak....Change.in.in.store.grocery.shopping.</th>\n",
       "      <th>What.is.the.main.reason.for.the.following.changes.in.your.travel.behaviors.in.the.past.month..i.e..DURING.the.outbreak....Change.in.other.shopping.</th>\n",
       "      <th>What.is.the.main.reason.for.the.following.changes.in.your.travel.behaviors.in.the.past.month..i.e..DURING.the.outbreak....Change.in.mode.of.transportation.for.non.work.trips.</th>\n",
       "      <th>Tell.us.how.your.work.hours.have.changed.as.a.result.of.the.outbreak...I.start.working.....</th>\n",
       "      <th>Tell.us.how.your.work.hours.have.changed.as.a.result.of.the.outbreak...I.stop.working.....</th>\n",
       "      <th>Please.rate.your.agreement.with.the.following.statements.under.today.s.conditions...Media.is.exaggerating.the.spread.of.the.coronavirus..</th>\n",
       "      <th>Please.rate.your.agreement.with.the.following.statements.under.today.s.conditions...Wearing.face.covering.should.be.mandatory..</th>\n",
       "      <th>Please.rate.your.agreement.with.the.following.statements.under.today.s.conditions...Shutting.down.businesses.to.prevent.the.spread.of.the.coronavirus.is.not.worth.the.economic.damage.that.it.causes..</th>\n",
       "      <th>Please.rate.your.agreement.with.the.following.statements.under.today.s.conditions...Everyone.should.stay.at.home.as.much.as.possible.until.the.coronavirus.has.subsided..</th>\n",
       "      <th>Please.rate.your.agreement.with.the.following.statements.under.today.s.conditions...Physical.distancing.is.an.efficient.approach.for.controlling.the.coronavirus.</th>\n",
       "      <th>Please.rate.your.agreement.with.the.following.statements.under.today.s.conditions...I.m.concerned.that.friends.or.family.will.experience.serious.health.issues.if.they.catch.the.coronavirus..</th>\n",
       "      <th>Please.rate.your.agreement.with.the.following.statements.under.today.s.conditions...My.friends.and.family.expect.me.to.stay.at.home.until.the.coronavirus.subsides..</th>\n",
       "      <th>Please.rate.your.agreement.with.the.following.statements.under.today.s.conditions...Working.from.home.increases.family.conflicts..</th>\n",
       "      <th>Please.rate.your.agreement.with.the.following.statements.under.today.s.conditions...I.miss.my.commute..</th>\n",
       "      <th>Please.rate.your.agreement.with.the.following.statements.under.today.s.conditions...I.can.efficiently.replace.most.of.my.in.person.work.meetings.with.online.meetings.</th>\n",
       "      <th>Please.rate.your.agreement.with.the.following.statements.under.today.s.conditions...I.perform.better.when.I.interact.with.my.co.workers.in.person..</th>\n",
       "      <th>Please.rate.your.agreement.with.the.following.statements.under.today.s.conditions...I.enjoy.social.interactions.with.my.colleagues..</th>\n",
       "      <th>Please.rate.your.agreement.with.the.following.statements.under.today.s.conditions...Working.from.home.makes.me.less.disciplined.self.controlled..</th>\n",
       "      <th>Please.rate.your.agreement.with.the.following.statements.under.today.s.conditions...I.don.t.mind.traveling.on.a.crowded.bus..</th>\n",
       "      <th>Please.rate.your.agreement.with.the.following.statements.under.today.s.conditions...Traveling.by.bus.or.light.rail.poses.a.risk.to.my.health..</th>\n",
       "      <th>Please.rate.your.agreement.with.the.following.statements.under.today.s.conditions...I.m.comfortable.sharing.a.ride.with.a.stranger..</th>\n",
       "      <th>Please.rate.your.agreement.with.the.following.statements.under.today.s.conditions...I.try.to.use.transportation.options.that.allow.me.to.avoid.contact.with.other.people..</th>\n",
       "      <th>Please.rate.your.agreement.with.the.following.statements.under.today.s.conditions...I.would.like.to.share.rides.with.others.if.it.saves.money..</th>\n",
       "      <th>Please.rate.your.agreement.with.the.following.statements.under.today.s.conditions...I.would.travel.on.a.bus.or.light.rail.if.physical.distancing¬.measures.are.enforced..</th>\n",
       "      <th>Please.rate.your.agreement.with.the.following.statements.under.today.s.conditions...Personal.space.is.important.to.me.when.I.travel..</th>\n",
       "      <th>Please.rate.your.agreement.with.the.following.statements.under.today.s.conditions...Shopping.online.is.convenient..</th>\n",
       "      <th>Please.rate.your.agreement.with.the.following.statements.under.today.s.conditions...It.is.important.to.me.to.physically.check.out.items.before.buying.them..</th>\n",
       "      <th>Please.rate.your.agreement.with.the.following.statements.under.today.s.conditions...In.store.grocery.shopping.is.fun..</th>\n",
       "      <th>Please.rate.your.agreement.with.the.following.statements.under.today.s.conditions...I.prefer.buying.groceries.online.rather.than.going.to.the.store..</th>\n",
       "      <th>Please.rate.your.agreement.with.the.following.statements.under.today.s.conditions...Even.if.I.don.t.end.up.buying.anything..I.still.enjoy.going.to.stores.and.browsing..</th>\n",
       "      <th>Please.rate.your.agreement.with.the.following.statements.under.today.s.conditions...Eating.in.restaurants.is.a.fun.leisure.activity..</th>\n",
       "      <th>Sometime.in.the.future..when.COVID.19.will.no.longer.be.a.threat..how.often.do.you.think.you.will......work.from.home..</th>\n",
       "      <th>Sometime.in.the.future..when.COVID.19.will.no.longer.be.a.threat..how.often.do.you.think.you.will......shop.in.stores.for.groceries..</th>\n",
       "      <th>Sometime.in.the.future..when.COVID.19.will.no.longer.be.a.threat..how.often.do.you.think.you.will......order.groceries.online.for.pick.up.delivery..</th>\n",
       "      <th>Sometime.in.the.future..when.COVID.19.will.no.longer.be.a.threat..how.often.do.you.think.you.will......shop.in.stores.for.other.items..</th>\n",
       "      <th>Sometime.in.the.future..when.COVID.19.will.no.longer.be.a.threat..how.often.do.you.think.you.will......order.other.items.online.for.pick.up.delivery..</th>\n",
       "      <th>Sometime.in.the.future..when.COVID.19.will.no.longer.be.a.threat..how.often.do.you.think.you.will......eat.a.meal.in.a.restaurant..</th>\n",
       "      <th>Sometime.in.the.future..when.COVID.19.will.no.longer.be.a.threat..how.often.do.you.think.you.will......order.food.for.pick.up.delivery.from.a.restaurant..</th>\n",
       "      <th>Sometime.in.the.future..when.COVID.19.will.no.longer.be.a.threat..how.often.do.you.think.you.will.use.the.following.modes.of.transportation...Drive.Alone.</th>\n",
       "      <th>Sometime.in.the.future..when.COVID.19.will.no.longer.be.a.threat..how.often.do.you.think.you.will.use.the.following.modes.of.transportation...Carpool.</th>\n",
       "      <th>Sometime.in.the.future..when.COVID.19.will.no.longer.be.a.threat..how.often.do.you.think.you.will.use.the.following.modes.of.transportation...Public.Transit..Bus..Light.Rail..Streetcar..</th>\n",
       "      <th>Sometime.in.the.future..when.COVID.19.will.no.longer.be.a.threat..how.often.do.you.think.you.will.use.the.following.modes.of.transportation...Ferry.or.Water.Taxi.</th>\n",
       "      <th>Sometime.in.the.future..when.COVID.19.will.no.longer.be.a.threat..how.often.do.you.think.you.will.use.the.following.modes.of.transportation...Solo.Ridehail..UberX..Lyft..or.Taxi.</th>\n",
       "      <th>Sometime.in.the.future..when.COVID.19.will.no.longer.be.a.threat..how.often.do.you.think.you.will.use.the.following.modes.of.transportation...Shared.Ridehail..e.g..UberPool..Lyft.Shared..</th>\n",
       "      <th>Sometime.in.the.future..when.COVID.19.will.no.longer.be.a.threat..how.often.do.you.think.you.will.use.the.following.modes.of.transportation...Bike.or.Scooter.</th>\n",
       "      <th>Sometime.in.the.future..when.COVID.19.will.no.longer.be.a.threat..how.often.do.you.think.you.will.use.the.following.modes.of.transportation...Shared.bike.or.scooter..Lime..JUMP..etc...</th>\n",
       "      <th>Sometime.in.the.future..when.COVID.19.will.no.longer.be.a.threat..how.often.do.you.think.you.will.use.the.following.modes.of.transportation...Walk.</th>\n",
       "      <th>What.is.your.gender.</th>\n",
       "      <th>What.is.your.age.</th>\n",
       "      <th>What.is.your.race.</th>\n",
       "      <th>What.is.your.annual.household.income.level..</th>\n",
       "      <th>What.is.the.highest.degree.or.level.of.school.you.have.completed.</th>\n",
       "      <th>What.is.your.home.ZIP.code.</th>\n",
       "      <th>Have.you.had.COVID.19.</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>Student</td>\n",
       "      <td>No, none of the above</td>\n",
       "      <td>Never</td>\n",
       "      <td>1-2 days a week</td>\n",
       "      <td>Never</td>\n",
       "      <td>A few times a month</td>\n",
       "      <td>Once a month or less</td>\n",
       "      <td>1-2 days a week</td>\n",
       "      <td>1-2 days a week</td>\n",
       "      <td>3-4 days a week</td>\n",
       "      <td>1-2 days a week</td>\n",
       "      <td>Once a month or less</td>\n",
       "      <td>Never</td>\n",
       "      <td>Once a month or less</td>\n",
       "      <td>Never</td>\n",
       "      <td>3-4 days a week</td>\n",
       "      <td>Once a month or less</td>\n",
       "      <td>Once a month or less</td>\n",
       "      <td>Drive Alone</td>\n",
       "      <td>Carpool</td>\n",
       "      <td>Drive Alone</td>\n",
       "      <td>Drive Alone</td>\n",
       "      <td>Bike or Scooter</td>\n",
       "      <td>1-2 days a week</td>\n",
       "      <td>1-2 days a week</td>\n",
       "      <td>A few times a month</td>\n",
       "      <td>A few times a month</td>\n",
       "      <td>A few times a month</td>\n",
       "      <td>Never</td>\n",
       "      <td>A few times a month</td>\n",
       "      <td>1-2 days a week</td>\n",
       "      <td>3-4 days a week</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>1-2 days a week</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Carpool</td>\n",
       "      <td>Carpool</td>\n",
       "      <td>Drive Alone</td>\n",
       "      <td>NaN</td>\n",
       "      <td>We used to buy items as I ran out of them, but...</td>\n",
       "      <td>Employer's policies</td>\n",
       "      <td>Employer's policies</td>\n",
       "      <td>Other</td>\n",
       "      <td>I did this voluntarily</td>\n",
       "      <td>I did this voluntarily</td>\n",
       "      <td>I did this voluntarily</td>\n",
       "      <td>There has been no change</td>\n",
       "      <td>N/A (I don't have a regular work routine)</td>\n",
       "      <td>N/A (I don't have a regular work routine)</td>\n",
       "      <td>Strongly disagree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Strongly disagree</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>Strongly disagree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Somewhat disagree</td>\n",
       "      <td>Strongly disagree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>A few times a month</td>\n",
       "      <td>1-2 days a week</td>\n",
       "      <td>Never</td>\n",
       "      <td>1-2 days a week</td>\n",
       "      <td>A few times a month</td>\n",
       "      <td>A few times a month</td>\n",
       "      <td>A few times a month</td>\n",
       "      <td>3-4 days a week</td>\n",
       "      <td>3-4 days a week</td>\n",
       "      <td>Once a month or less</td>\n",
       "      <td>Never</td>\n",
       "      <td>Once a month or less</td>\n",
       "      <td>Never</td>\n",
       "      <td>3-4 days a week</td>\n",
       "      <td>Once a month or less</td>\n",
       "      <td>A few times a month</td>\n",
       "      <td>Female</td>\n",
       "      <td>21</td>\n",
       "      <td>White</td>\n",
       "      <td>$100,000 to $149,999</td>\n",
       "      <td>Some college/technical school training</td>\n",
       "      <td>98058</td>\n",
       "      <td>I don't believe so, but I haven't been tested ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>Employed, Full time</td>\n",
       "      <td>No, none of the above</td>\n",
       "      <td>Never</td>\n",
       "      <td>1-2 days a week</td>\n",
       "      <td>Never</td>\n",
       "      <td>A few times a month</td>\n",
       "      <td>A few times a month</td>\n",
       "      <td>A few times a month</td>\n",
       "      <td>Once a month or less</td>\n",
       "      <td>Everyday</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>Drive Alone</td>\n",
       "      <td>Drive Alone</td>\n",
       "      <td>Drive Alone</td>\n",
       "      <td>Drive Alone</td>\n",
       "      <td>Drive Alone</td>\n",
       "      <td>Everyday</td>\n",
       "      <td>A few times a month</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>A few times a month</td>\n",
       "      <td>Never</td>\n",
       "      <td>Once a month or less</td>\n",
       "      <td>1-2 days a week</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>A few times a month</td>\n",
       "      <td>Never</td>\n",
       "      <td>A few times a month</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Walk</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drive Alone</td>\n",
       "      <td>Drive Alone</td>\n",
       "      <td>We used to do grocery shopping only on weekend...</td>\n",
       "      <td>Government mandate</td>\n",
       "      <td>There has been no change</td>\n",
       "      <td>There has been no change</td>\n",
       "      <td>Other</td>\n",
       "      <td>I did this voluntarily</td>\n",
       "      <td>I did this voluntarily</td>\n",
       "      <td>I did this voluntarily</td>\n",
       "      <td>about the same time as before</td>\n",
       "      <td>later than before</td>\n",
       "      <td>Strongly disagree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Somewhat disagree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Somewhat disagree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Somewhat disagree</td>\n",
       "      <td>Somewhat disagree</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Never</td>\n",
       "      <td>1-2 days a week</td>\n",
       "      <td>Never</td>\n",
       "      <td>A few times a month</td>\n",
       "      <td>Once a month or less</td>\n",
       "      <td>1-2 days a week</td>\n",
       "      <td>A few times a month</td>\n",
       "      <td>Everyday</td>\n",
       "      <td>1-2 days a week</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>Female</td>\n",
       "      <td>59</td>\n",
       "      <td>White</td>\n",
       "      <td>$100,000 to $149,999</td>\n",
       "      <td>Graduate degree (e.g. MS, PhD, MBA)</td>\n",
       "      <td>98203</td>\n",
       "      <td>I don't believe so, but I haven't been tested ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>Employed, Full time</td>\n",
       "      <td>No, none of the above</td>\n",
       "      <td>Never</td>\n",
       "      <td>1-2 days a week</td>\n",
       "      <td>Never</td>\n",
       "      <td>A few times a month</td>\n",
       "      <td>A few times a month</td>\n",
       "      <td>1-2 days a week</td>\n",
       "      <td>Never</td>\n",
       "      <td>Everyday</td>\n",
       "      <td>1-2 days a week</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>Drive Alone</td>\n",
       "      <td>Carpool</td>\n",
       "      <td>Carpool</td>\n",
       "      <td>Carpool</td>\n",
       "      <td>Carpool</td>\n",
       "      <td>Everyday</td>\n",
       "      <td>Once a month or less</td>\n",
       "      <td>Once a month or less</td>\n",
       "      <td>1-2 days a week</td>\n",
       "      <td>A few times a month</td>\n",
       "      <td>Never</td>\n",
       "      <td>1-2 days a week</td>\n",
       "      <td>1-2 days a week</td>\n",
       "      <td>1-2 days a week</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>Everyday</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Carpool</td>\n",
       "      <td>Carpool</td>\n",
       "      <td>Carpool</td>\n",
       "      <td>Carpool</td>\n",
       "      <td>My husband shops alone now, my family does not...</td>\n",
       "      <td>Government mandate</td>\n",
       "      <td>Employer's policies</td>\n",
       "      <td>There has been no change</td>\n",
       "      <td>Government recommendation</td>\n",
       "      <td>Government recommendation</td>\n",
       "      <td>I did this voluntarily</td>\n",
       "      <td>There has been no change</td>\n",
       "      <td>later than before</td>\n",
       "      <td>about the same time as before</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Somewhat disagree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Somewhat disagree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Somewhat disagree</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Strongly disagree</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>Strongly disagree</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Somewhat disagree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Never</td>\n",
       "      <td>1-2 days a week</td>\n",
       "      <td>A few times a month</td>\n",
       "      <td>1-2 days a week</td>\n",
       "      <td>A few times a month</td>\n",
       "      <td>1-2 days a week</td>\n",
       "      <td>A few times a month</td>\n",
       "      <td>Everyday</td>\n",
       "      <td>3-4 days a week</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>Female</td>\n",
       "      <td>31</td>\n",
       "      <td>White</td>\n",
       "      <td>$100,000 to $149,999</td>\n",
       "      <td>Graduate degree (e.g. MS, PhD, MBA)</td>\n",
       "      <td>98422</td>\n",
       "      <td>I don't believe so, but I haven't been tested ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>Employed, Full time</td>\n",
       "      <td>No, none of the above</td>\n",
       "      <td>Never</td>\n",
       "      <td>3-4 days a week</td>\n",
       "      <td>Never</td>\n",
       "      <td>3-4 days a week</td>\n",
       "      <td>A few times a month</td>\n",
       "      <td>1-2 days a week</td>\n",
       "      <td>Once a month or less</td>\n",
       "      <td>Never</td>\n",
       "      <td>1-2 days a week</td>\n",
       "      <td>Everyday</td>\n",
       "      <td>Never</td>\n",
       "      <td>A few times a month</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>Everyday</td>\n",
       "      <td>Public Transit (Bus, Light Rail, Streetcar)</td>\n",
       "      <td>Public Transit (Bus, Light Rail, Streetcar)</td>\n",
       "      <td>Public Transit (Bus, Light Rail, Streetcar)</td>\n",
       "      <td>Public Transit (Bus, Light Rail, Streetcar)</td>\n",
       "      <td>Public Transit (Bus, Light Rail, Streetcar)</td>\n",
       "      <td>Everyday</td>\n",
       "      <td>1-2 days a week</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>A few times a month</td>\n",
       "      <td>Never</td>\n",
       "      <td>1-2 days a week</td>\n",
       "      <td>Never</td>\n",
       "      <td>3-4 days a week</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>Everyday</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Carpool</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Carpool</td>\n",
       "      <td>Carpool</td>\n",
       "      <td>We used to make one big trip on the weekend an...</td>\n",
       "      <td>Employer's policies</td>\n",
       "      <td>There has been no change</td>\n",
       "      <td>Employer's policies</td>\n",
       "      <td>There has been no change</td>\n",
       "      <td>I did this voluntarily</td>\n",
       "      <td>I did this voluntarily</td>\n",
       "      <td>I did this voluntarily</td>\n",
       "      <td>about the same time as before</td>\n",
       "      <td>about the same time as before</td>\n",
       "      <td>Strongly disagree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Somewhat disagree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Strongly disagree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Strongly disagree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Strongly disagree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Strongly disagree</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Strongly disagree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Once a month or less</td>\n",
       "      <td>3-4 days a week</td>\n",
       "      <td>Never</td>\n",
       "      <td>A few times a month</td>\n",
       "      <td>A few times a month</td>\n",
       "      <td>1-2 days a week</td>\n",
       "      <td>A few times a month</td>\n",
       "      <td>Never</td>\n",
       "      <td>1-2 days a week</td>\n",
       "      <td>Everyday</td>\n",
       "      <td>Never</td>\n",
       "      <td>A few times a month</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>Everyday</td>\n",
       "      <td>Female</td>\n",
       "      <td>29</td>\n",
       "      <td>White</td>\n",
       "      <td>$100,000 to $149,999</td>\n",
       "      <td>Graduate degree (e.g. MS, PhD, MBA)</td>\n",
       "      <td>98103</td>\n",
       "      <td>I don't believe so, but I haven't been tested ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>Student</td>\n",
       "      <td>Delivery or Postal Service</td>\n",
       "      <td>Never</td>\n",
       "      <td>A few times a month</td>\n",
       "      <td>Never</td>\n",
       "      <td>A few times a month</td>\n",
       "      <td>Once a month or less</td>\n",
       "      <td>A few times a month</td>\n",
       "      <td>Once a month or less</td>\n",
       "      <td>Everyday</td>\n",
       "      <td>Once a month or less</td>\n",
       "      <td>Once a month or less</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>Everyday</td>\n",
       "      <td>Drive Alone</td>\n",
       "      <td>Drive Alone</td>\n",
       "      <td>Drive Alone</td>\n",
       "      <td>Drive Alone</td>\n",
       "      <td>Carpool</td>\n",
       "      <td>3-4 days a week</td>\n",
       "      <td>Never</td>\n",
       "      <td>A few times a month</td>\n",
       "      <td>Never</td>\n",
       "      <td>Once a month or less</td>\n",
       "      <td>Never</td>\n",
       "      <td>A few times a month</td>\n",
       "      <td>A few times a month</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>Everyday</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drive Alone</td>\n",
       "      <td>Drive Alone</td>\n",
       "      <td>Drive Alone</td>\n",
       "      <td>Drive Alone</td>\n",
       "      <td>We used to go to multiple stores, but now we o...</td>\n",
       "      <td>Government mandate</td>\n",
       "      <td>Government mandate</td>\n",
       "      <td>I did this voluntarily</td>\n",
       "      <td>I did this voluntarily</td>\n",
       "      <td>Government recommendation</td>\n",
       "      <td>I did this voluntarily</td>\n",
       "      <td>Government recommendation</td>\n",
       "      <td>later than before</td>\n",
       "      <td>earlier than before</td>\n",
       "      <td>Somewhat disagree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Somewhat disagree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Somewhat disagree</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Somewhat disagree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Never</td>\n",
       "      <td>A few times a month</td>\n",
       "      <td>Once a month or less</td>\n",
       "      <td>A few times a month</td>\n",
       "      <td>Once a month or less</td>\n",
       "      <td>Once a month or less</td>\n",
       "      <td>Once a month or less</td>\n",
       "      <td>Never</td>\n",
       "      <td>Once a month or less</td>\n",
       "      <td>3-4 days a week</td>\n",
       "      <td>Never</td>\n",
       "      <td>A few times a month</td>\n",
       "      <td>A few times a month</td>\n",
       "      <td>Once a month or less</td>\n",
       "      <td>Never</td>\n",
       "      <td>Everyday</td>\n",
       "      <td>Female</td>\n",
       "      <td>18</td>\n",
       "      <td>Asian</td>\n",
       "      <td>$200,000 or more</td>\n",
       "      <td>NaN</td>\n",
       "      <td>98052</td>\n",
       "      <td>I believe so, but I haven't been tested for it.</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Which.of.the.following.best.describes.your.current.job.situation.  \\\n",
       "0                                            Student                  \n",
       "1                                Employed, Full time                  \n",
       "2                                Employed, Full time                  \n",
       "3                                Employed, Full time                  \n",
       "4                                            Student                  \n",
       "\n",
       "  Are.you.employed.in.one.of.the.following.industries.  \\\n",
       "0                              No, none of the above     \n",
       "1                              No, none of the above     \n",
       "2                              No, none of the above     \n",
       "3                              No, none of the above     \n",
       "4                         Delivery or Postal Service     \n",
       "\n",
       "  In.a.typical.month.BEFORE.the.outbreak..e.g..in.January...how.often.did.you......work.from.home..  \\\n",
       "0                                              Never                                                  \n",
       "1                                              Never                                                  \n",
       "2                                              Never                                                  \n",
       "3                                              Never                                                  \n",
       "4                                              Never                                                  \n",
       "\n",
       "  In.a.typical.month.BEFORE.the.outbreak..e.g..in.January...how.often.did.you......shop.in.stores.for.groceries..  \\\n",
       "0                                    1-2 days a week                                                                \n",
       "1                                    1-2 days a week                                                                \n",
       "2                                    1-2 days a week                                                                \n",
       "3                                    3-4 days a week                                                                \n",
       "4                                A few times a month                                                                \n",
       "\n",
       "  In.a.typical.month.BEFORE.the.outbreak..e.g..in.January...how.often.did.you......order.groceries.online.for.pick.up.delivery..  \\\n",
       "0                                              Never                                                                               \n",
       "1                                              Never                                                                               \n",
       "2                                              Never                                                                               \n",
       "3                                              Never                                                                               \n",
       "4                                              Never                                                                               \n",
       "\n",
       "  In.a.typical.month.BEFORE.the.outbreak..e.g..in.January...how.often.did.you......shop.in.stores.for.other.items..  \\\n",
       "0                                A few times a month                                                                  \n",
       "1                                A few times a month                                                                  \n",
       "2                                A few times a month                                                                  \n",
       "3                                    3-4 days a week                                                                  \n",
       "4                                A few times a month                                                                  \n",
       "\n",
       "  In.a.typical.month.BEFORE.the.outbreak..e.g..in.January...how.often.did.you......order.other.items.online.for.pick.up.delivery..  \\\n",
       "0                               Once a month or less                                                                                 \n",
       "1                                A few times a month                                                                                 \n",
       "2                                A few times a month                                                                                 \n",
       "3                                A few times a month                                                                                 \n",
       "4                               Once a month or less                                                                                 \n",
       "\n",
       "  In.a.typical.month.BEFORE.the.outbreak..e.g..in.January...how.often.did.you......eat.a.meal.in.a.restaurant..  \\\n",
       "0                                    1-2 days a week                                                              \n",
       "1                                A few times a month                                                              \n",
       "2                                    1-2 days a week                                                              \n",
       "3                                    1-2 days a week                                                              \n",
       "4                                A few times a month                                                              \n",
       "\n",
       "  In.a.typical.month.BEFORE.the.outbreak..e.g..in.January...how.often.did.you......order.food.for.pick.up.delivery.from.a.restaurant..  \\\n",
       "0                                    1-2 days a week                                                                                     \n",
       "1                               Once a month or less                                                                                     \n",
       "2                                              Never                                                                                     \n",
       "3                               Once a month or less                                                                                     \n",
       "4                               Once a month or less                                                                                     \n",
       "\n",
       "  In.a.typical.month.BEFORE.the.outbreak..e.g..in.January...how.often.did.you.use.the.following.modes.of.transportation...Drive.alone.  \\\n",
       "0                                    3-4 days a week                                                                                     \n",
       "1                                           Everyday                                                                                     \n",
       "2                                           Everyday                                                                                     \n",
       "3                                              Never                                                                                     \n",
       "4                                           Everyday                                                                                     \n",
       "\n",
       "  In.a.typical.month.BEFORE.the.outbreak..e.g..in.January...how.often.did.you.use.the.following.modes.of.transportation...Carpool.  \\\n",
       "0                                    1-2 days a week                                                                                 \n",
       "1                                              Never                                                                                 \n",
       "2                                    1-2 days a week                                                                                 \n",
       "3                                    1-2 days a week                                                                                 \n",
       "4                               Once a month or less                                                                                 \n",
       "\n",
       "  In.a.typical.month.BEFORE.the.outbreak..e.g..in.January...how.often.did.you.use.the.following.modes.of.transportation...Public.Transit..Bus..Light.Rail..Streetcar..  \\\n",
       "0                               Once a month or less                                                                                                                     \n",
       "1                                              Never                                                                                                                     \n",
       "2                                              Never                                                                                                                     \n",
       "3                                           Everyday                                                                                                                     \n",
       "4                               Once a month or less                                                                                                                     \n",
       "\n",
       "  In.a.typical.month.BEFORE.the.outbreak..e.g..in.January...how.often.did.you.use.the.following.modes.of.transportation...Ferry.or.Water.Taxi.  \\\n",
       "0                                              Never                                                                                             \n",
       "1                                              Never                                                                                             \n",
       "2                                              Never                                                                                             \n",
       "3                                              Never                                                                                             \n",
       "4                                              Never                                                                                             \n",
       "\n",
       "  In.a.typical.month.BEFORE.the.outbreak..e.g..in.January...how.often.did.you.use.the.following.modes.of.transportation...Solo.Ridehail..UberX..Lyft..or.Taxi.  \\\n",
       "0                               Once a month or less                                                                                                             \n",
       "1                                              Never                                                                                                             \n",
       "2                                              Never                                                                                                             \n",
       "3                                A few times a month                                                                                                             \n",
       "4                                              Never                                                                                                             \n",
       "\n",
       "  In.a.typical.month.BEFORE.the.outbreak..e.g..in.January...how.often.did.you.use.the.following.modes.of.transportation...Shared.Ridehail..e.g..UberPool..Lyft.Shared..  \\\n",
       "0                                              Never                                                                                                                      \n",
       "1                                              Never                                                                                                                      \n",
       "2                                              Never                                                                                                                      \n",
       "3                                              Never                                                                                                                      \n",
       "4                                              Never                                                                                                                      \n",
       "\n",
       "  In.a.typical.month.BEFORE.the.outbreak..e.g..in.January...how.often.did.you.use.the.following.modes.of.transportation...Bike.or.Scooter.  \\\n",
       "0                                    3-4 days a week                                                                                         \n",
       "1                                              Never                                                                                         \n",
       "2                                              Never                                                                                         \n",
       "3                                              Never                                                                                         \n",
       "4                                              Never                                                                                         \n",
       "\n",
       "  In.a.typical.month.BEFORE.the.outbreak..e.g..in.January...how.often.did.you.use.the.following.modes.of.transportation...Shared.bike.or.scooter..Lime..JUMP..etc...  \\\n",
       "0                               Once a month or less                                                                                                                   \n",
       "1                                              Never                                                                                                                   \n",
       "2                                              Never                                                                                                                   \n",
       "3                                              Never                                                                                                                   \n",
       "4                                              Never                                                                                                                   \n",
       "\n",
       "  In.a.typical.month.BEFORE.the.outbreak..e.g..in.January...how.often.did.you.use.the.following.modes.of.transportation...Walk.  \\\n",
       "0                               Once a month or less                                                                              \n",
       "1                                              Never                                                                              \n",
       "2                                              Never                                                                              \n",
       "3                                           Everyday                                                                              \n",
       "4                                           Everyday                                                                              \n",
       "\n",
       "  In.a.typical.month.BEFORE.the.outbreak..e.g..in.January...what.mode.of.transportation.did.you.generally.use.for.the.following.purposes...Work.School.  \\\n",
       "0                                        Drive Alone                                                                                                      \n",
       "1                                        Drive Alone                                                                                                      \n",
       "2                                        Drive Alone                                                                                                      \n",
       "3        Public Transit (Bus, Light Rail, Streetcar)                                                                                                      \n",
       "4                                        Drive Alone                                                                                                      \n",
       "\n",
       "  In.a.typical.month.BEFORE.the.outbreak..e.g..in.January...what.mode.of.transportation.did.you.generally.use.for.the.following.purposes...Grocery.Shopping.  \\\n",
       "0                                            Carpool                                                                                                           \n",
       "1                                        Drive Alone                                                                                                           \n",
       "2                                            Carpool                                                                                                           \n",
       "3        Public Transit (Bus, Light Rail, Streetcar)                                                                                                           \n",
       "4                                        Drive Alone                                                                                                           \n",
       "\n",
       "  In.a.typical.month.BEFORE.the.outbreak..e.g..in.January...what.mode.of.transportation.did.you.generally.use.for.the.following.purposes...Other.Shopping.  \\\n",
       "0                                        Drive Alone                                                                                                         \n",
       "1                                        Drive Alone                                                                                                         \n",
       "2                                            Carpool                                                                                                         \n",
       "3        Public Transit (Bus, Light Rail, Streetcar)                                                                                                         \n",
       "4                                        Drive Alone                                                                                                         \n",
       "\n",
       "  In.a.typical.month.BEFORE.the.outbreak..e.g..in.January...what.mode.of.transportation.did.you.generally.use.for.the.following.purposes...Errands..e.g..bank..doctor.appointment..  \\\n",
       "0                                        Drive Alone                                                                                                                                  \n",
       "1                                        Drive Alone                                                                                                                                  \n",
       "2                                            Carpool                                                                                                                                  \n",
       "3        Public Transit (Bus, Light Rail, Streetcar)                                                                                                                                  \n",
       "4                                        Drive Alone                                                                                                                                  \n",
       "\n",
       "  In.a.typical.month.BEFORE.the.outbreak..e.g..in.January...what.mode.of.transportation.did.you.generally.use.for.the.following.purposes...Social..Meal.or.Recreation.  \\\n",
       "0                                    Bike or Scooter                                                                                                                     \n",
       "1                                        Drive Alone                                                                                                                     \n",
       "2                                            Carpool                                                                                                                     \n",
       "3        Public Transit (Bus, Light Rail, Streetcar)                                                                                                                     \n",
       "4                                            Carpool                                                                                                                     \n",
       "\n",
       "  In.the.past.month..i.e..DURING.the.outbreak...how.often.did.you......work.from.home..  \\\n",
       "0                                    1-2 days a week                                      \n",
       "1                                           Everyday                                      \n",
       "2                                           Everyday                                      \n",
       "3                                           Everyday                                      \n",
       "4                                    3-4 days a week                                      \n",
       "\n",
       "  In.the.past.month..i.e..DURING.the.outbreak...how.often.did.you......shop.in.stores.for.groceries..  \\\n",
       "0                                    1-2 days a week                                                    \n",
       "1                                A few times a month                                                    \n",
       "2                               Once a month or less                                                    \n",
       "3                                    1-2 days a week                                                    \n",
       "4                                              Never                                                    \n",
       "\n",
       "  In.the.past.month..i.e..DURING.the.outbreak...how.often.did.you......order.groceries.online.for.pick.up.delivery..  \\\n",
       "0                                A few times a month                                                                   \n",
       "1                                              Never                                                                   \n",
       "2                               Once a month or less                                                                   \n",
       "3                                              Never                                                                   \n",
       "4                                A few times a month                                                                   \n",
       "\n",
       "  In.the.past.month..i.e..DURING.the.outbreak...how.often.did.you......shop.in.stores.for.other.items..  \\\n",
       "0                                A few times a month                                                      \n",
       "1                                              Never                                                      \n",
       "2                                    1-2 days a week                                                      \n",
       "3                                              Never                                                      \n",
       "4                                              Never                                                      \n",
       "\n",
       "  In.the.past.month..i.e..DURING.the.outbreak...how.often.did.you......order.other.items.online.for.pick.up.delivery..  \\\n",
       "0                                A few times a month                                                                     \n",
       "1                                A few times a month                                                                     \n",
       "2                                A few times a month                                                                     \n",
       "3                                A few times a month                                                                     \n",
       "4                               Once a month or less                                                                     \n",
       "\n",
       "  In.the.past.month..i.e..DURING.the.outbreak...how.often.did.you......eat.a.meal.in.a.restaurant..  \\\n",
       "0                                              Never                                                  \n",
       "1                                              Never                                                  \n",
       "2                                              Never                                                  \n",
       "3                                              Never                                                  \n",
       "4                                              Never                                                  \n",
       "\n",
       "  In.the.past.month..i.e..DURING.the.outbreak...how.often.did.you......order.food.for.pick.up.delivery.from.a.restaurant..  \\\n",
       "0                                A few times a month                                                                         \n",
       "1                               Once a month or less                                                                         \n",
       "2                                    1-2 days a week                                                                         \n",
       "3                                    1-2 days a week                                                                         \n",
       "4                                A few times a month                                                                         \n",
       "\n",
       "  In.the.past.month..i.e..DURING.the.outbreak...how.often.did.you.use.the.following.modes.of.transportation...Drive.Alone.  \\\n",
       "0                                    1-2 days a week                                                                         \n",
       "1                                    1-2 days a week                                                                         \n",
       "2                                    1-2 days a week                                                                         \n",
       "3                                              Never                                                                         \n",
       "4                                A few times a month                                                                         \n",
       "\n",
       "  In.the.past.month..i.e..DURING.the.outbreak...how.often.did.you.use.the.following.modes.of.transportation...Carpool.  \\\n",
       "0                                    3-4 days a week                                                                     \n",
       "1                                              Never                                                                     \n",
       "2                                    1-2 days a week                                                                     \n",
       "3                                    3-4 days a week                                                                     \n",
       "4                                              Never                                                                     \n",
       "\n",
       "  In.the.past.month..i.e..DURING.the.outbreak...how.often.did.you.use.the.following.modes.of.transportation...Public.Transit..Bus..Light.Rail..Streetcar..  \\\n",
       "0                                              Never                                                                                                         \n",
       "1                                              Never                                                                                                         \n",
       "2                                              Never                                                                                                         \n",
       "3                                              Never                                                                                                         \n",
       "4                                              Never                                                                                                         \n",
       "\n",
       "  In.the.past.month..i.e..DURING.the.outbreak...how.often.did.you.use.the.following.modes.of.transportation...Ferry.or.Water.Taxi.  \\\n",
       "0                                              Never                                                                                 \n",
       "1                                              Never                                                                                 \n",
       "2                                              Never                                                                                 \n",
       "3                                              Never                                                                                 \n",
       "4                                              Never                                                                                 \n",
       "\n",
       "  In.the.past.month..i.e..DURING.the.outbreak...how.often.did.you.use.the.following.modes.of.transportation...Solo.Ridehail..UberX..Lyft..or.Taxi.  \\\n",
       "0                                              Never                                                                                                 \n",
       "1                                              Never                                                                                                 \n",
       "2                                              Never                                                                                                 \n",
       "3                                              Never                                                                                                 \n",
       "4                                              Never                                                                                                 \n",
       "\n",
       "  In.the.past.month..i.e..DURING.the.outbreak...how.often.did.you.use.the.following.modes.of.transportation...Shared.Ridehail..e.g..UberPool..Lyft.Shared..  \\\n",
       "0                                              Never                                                                                                          \n",
       "1                                              Never                                                                                                          \n",
       "2                                              Never                                                                                                          \n",
       "3                                              Never                                                                                                          \n",
       "4                                              Never                                                                                                          \n",
       "\n",
       "  In.the.past.month..i.e..DURING.the.outbreak...how.often.did.you.use.the.following.modes.of.transportation...Bike.or.Scooter.  \\\n",
       "0                                              Never                                                                             \n",
       "1                                A few times a month                                                                             \n",
       "2                                              Never                                                                             \n",
       "3                                              Never                                                                             \n",
       "4                                              Never                                                                             \n",
       "\n",
       "  In.the.past.month..i.e..DURING.the.outbreak...how.often.did.you.use.the.following.modes.of.transportation...Shared.bike.or.scooter..Lime..JUMP..etc...  \\\n",
       "0                                              Never                                                                                                       \n",
       "1                                              Never                                                                                                       \n",
       "2                                              Never                                                                                                       \n",
       "3                                              Never                                                                                                       \n",
       "4                                              Never                                                                                                       \n",
       "\n",
       "  In.the.past.month..i.e..DURING.the.outbreak...how.often.did.you.use.the.following.modes.of.transportation...Walk.  \\\n",
       "0                                    1-2 days a week                                                                  \n",
       "1                                A few times a month                                                                  \n",
       "2                                           Everyday                                                                  \n",
       "3                                           Everyday                                                                  \n",
       "4                                           Everyday                                                                  \n",
       "\n",
       "  In.the.past.month..i.e..DURING.the.outbreak...what.mode.of.transportation.did.you.generally.use.for.the.following.travel.purposes...Work.School.  \\\n",
       "0                                                NaN                                                                                                 \n",
       "1                                                NaN                                                                                                 \n",
       "2                                                NaN                                                                                                 \n",
       "3                                                NaN                                                                                                 \n",
       "4                                                NaN                                                                                                 \n",
       "\n",
       "  In.the.past.month..i.e..DURING.the.outbreak...what.mode.of.transportation.did.you.generally.use.for.the.following.travel.purposes...Grocery.Shopping.  \\\n",
       "0                                            Carpool                                                                                                      \n",
       "1                                               Walk                                                                                                      \n",
       "2                                            Carpool                                                                                                      \n",
       "3                                            Carpool                                                                                                      \n",
       "4                                        Drive Alone                                                                                                      \n",
       "\n",
       "  In.the.past.month..i.e..DURING.the.outbreak...what.mode.of.transportation.did.you.generally.use.for.the.following.travel.purposes...Other.Shopping.  \\\n",
       "0                                            Carpool                                                                                                    \n",
       "1                                                NaN                                                                                                    \n",
       "2                                            Carpool                                                                                                    \n",
       "3                                                NaN                                                                                                    \n",
       "4                                        Drive Alone                                                                                                    \n",
       "\n",
       "  In.the.past.month..i.e..DURING.the.outbreak...what.mode.of.transportation.did.you.generally.use.for.the.following.travel.purposes...Errands..e.g..bank..doctor.appointment..  \\\n",
       "0                                        Drive Alone                                                                                                                             \n",
       "1                                        Drive Alone                                                                                                                             \n",
       "2                                            Carpool                                                                                                                             \n",
       "3                                            Carpool                                                                                                                             \n",
       "4                                        Drive Alone                                                                                                                             \n",
       "\n",
       "  In.the.past.month..i.e..DURING.the.outbreak...what.mode.of.transportation.did.you.generally.use.for.the.following.travel.purposes...Social..Meal.or.Recreation.  \\\n",
       "0                                                NaN                                                                                                                \n",
       "1                                        Drive Alone                                                                                                                \n",
       "2                                            Carpool                                                                                                                \n",
       "3                                            Carpool                                                                                                                \n",
       "4                                        Drive Alone                                                                                                                \n",
       "\n",
       "  Tell.us.if.your.household.s.IN.STORE.grocery.shopping.behavior.has.changed.as.a.result.of.the.outbreak...Check.all.that.apply..  \\\n",
       "0  We used to buy items as I ran out of them, but...                                                                                \n",
       "1  We used to do grocery shopping only on weekend...                                                                                \n",
       "2  My husband shops alone now, my family does not...                                                                                \n",
       "3  We used to make one big trip on the weekend an...                                                                                \n",
       "4  We used to go to multiple stores, but now we o...                                                                                \n",
       "\n",
       "  What.is.the.main.reason.for.the.following.changes.in.your.travel.behaviors.in.the.past.month..i.e..DURING.the.outbreak....Change.in.working.from.home.  \\\n",
       "0                                Employer's policies                                                                                                       \n",
       "1                                 Government mandate                                                                                                       \n",
       "2                                 Government mandate                                                                                                       \n",
       "3                                Employer's policies                                                                                                       \n",
       "4                                 Government mandate                                                                                                       \n",
       "\n",
       "  What.is.the.main.reason.for.the.following.changes.in.your.travel.behaviors.in.the.past.month..i.e..DURING.the.outbreak....Change.in.work.hours.  \\\n",
       "0                                Employer's policies                                                                                                \n",
       "1                           There has been no change                                                                                                \n",
       "2                                Employer's policies                                                                                                \n",
       "3                           There has been no change                                                                                                \n",
       "4                                 Government mandate                                                                                                \n",
       "\n",
       "  What.is.the.main.reason.for.the.following.changes.in.your.travel.behaviors.in.the.past.month..i.e..DURING.the.outbreak....Change.in.mode.of.transportation.for.work.trips.  \\\n",
       "0                                              Other                                                                                                                           \n",
       "1                           There has been no change                                                                                                                           \n",
       "2                           There has been no change                                                                                                                           \n",
       "3                                Employer's policies                                                                                                                           \n",
       "4                             I did this voluntarily                                                                                                                           \n",
       "\n",
       "  What.is.the.main.reason.for.the.following.changes.in.your.travel.behaviors.in.the.past.month..i.e..DURING.the.outbreak....Change.in.online.grocery.shopping.  \\\n",
       "0                             I did this voluntarily                                                                                                             \n",
       "1                                              Other                                                                                                             \n",
       "2                          Government recommendation                                                                                                             \n",
       "3                           There has been no change                                                                                                             \n",
       "4                             I did this voluntarily                                                                                                             \n",
       "\n",
       "  What.is.the.main.reason.for.the.following.changes.in.your.travel.behaviors.in.the.past.month..i.e..DURING.the.outbreak....Change.in.in.store.grocery.shopping.  \\\n",
       "0                             I did this voluntarily                                                                                                               \n",
       "1                             I did this voluntarily                                                                                                               \n",
       "2                          Government recommendation                                                                                                               \n",
       "3                             I did this voluntarily                                                                                                               \n",
       "4                          Government recommendation                                                                                                               \n",
       "\n",
       "  What.is.the.main.reason.for.the.following.changes.in.your.travel.behaviors.in.the.past.month..i.e..DURING.the.outbreak....Change.in.other.shopping.  \\\n",
       "0                             I did this voluntarily                                                                                                    \n",
       "1                             I did this voluntarily                                                                                                    \n",
       "2                             I did this voluntarily                                                                                                    \n",
       "3                             I did this voluntarily                                                                                                    \n",
       "4                             I did this voluntarily                                                                                                    \n",
       "\n",
       "  What.is.the.main.reason.for.the.following.changes.in.your.travel.behaviors.in.the.past.month..i.e..DURING.the.outbreak....Change.in.mode.of.transportation.for.non.work.trips.  \\\n",
       "0                           There has been no change                                                                                                                               \n",
       "1                             I did this voluntarily                                                                                                                               \n",
       "2                           There has been no change                                                                                                                               \n",
       "3                             I did this voluntarily                                                                                                                               \n",
       "4                          Government recommendation                                                                                                                               \n",
       "\n",
       "  Tell.us.how.your.work.hours.have.changed.as.a.result.of.the.outbreak...I.start.working.....  \\\n",
       "0          N/A (I don't have a regular work routine)                                            \n",
       "1                      about the same time as before                                            \n",
       "2                                  later than before                                            \n",
       "3                      about the same time as before                                            \n",
       "4                                  later than before                                            \n",
       "\n",
       "  Tell.us.how.your.work.hours.have.changed.as.a.result.of.the.outbreak...I.stop.working.....  \\\n",
       "0          N/A (I don't have a regular work routine)                                           \n",
       "1                                  later than before                                           \n",
       "2                      about the same time as before                                           \n",
       "3                      about the same time as before                                           \n",
       "4                                earlier than before                                           \n",
       "\n",
       "  Please.rate.your.agreement.with.the.following.statements.under.today.s.conditions...Media.is.exaggerating.the.spread.of.the.coronavirus..  \\\n",
       "0                                  Strongly disagree                                                                                          \n",
       "1                                  Strongly disagree                                                                                          \n",
       "2                                     Somewhat agree                                                                                          \n",
       "3                                  Strongly disagree                                                                                          \n",
       "4                                  Somewhat disagree                                                                                          \n",
       "\n",
       "  Please.rate.your.agreement.with.the.following.statements.under.today.s.conditions...Wearing.face.covering.should.be.mandatory..  \\\n",
       "0                                     Strongly agree                                                                                \n",
       "1                                     Strongly agree                                                                                \n",
       "2                                              Agree                                                                                \n",
       "3                                     Strongly agree                                                                                \n",
       "4                                              Agree                                                                                \n",
       "\n",
       "  Please.rate.your.agreement.with.the.following.statements.under.today.s.conditions...Shutting.down.businesses.to.prevent.the.spread.of.the.coronavirus.is.not.worth.the.economic.damage.that.it.causes..  \\\n",
       "0                                           Disagree                                                                                                                                                        \n",
       "1                                           Disagree                                                                                                                                                        \n",
       "2                                  Somewhat disagree                                                                                                                                                        \n",
       "3                                  Somewhat disagree                                                                                                                                                        \n",
       "4                                  Somewhat disagree                                                                                                                                                        \n",
       "\n",
       "  Please.rate.your.agreement.with.the.following.statements.under.today.s.conditions...Everyone.should.stay.at.home.as.much.as.possible.until.the.coronavirus.has.subsided..  \\\n",
       "0                                     Strongly agree                                                                                                                          \n",
       "1                                              Agree                                                                                                                          \n",
       "2                                              Agree                                                                                                                          \n",
       "3                                     Strongly agree                                                                                                                          \n",
       "4                                              Agree                                                                                                                          \n",
       "\n",
       "  Please.rate.your.agreement.with.the.following.statements.under.today.s.conditions...Physical.distancing.is.an.efficient.approach.for.controlling.the.coronavirus.  \\\n",
       "0                                     Somewhat agree                                                                                                                  \n",
       "1                                              Agree                                                                                                                  \n",
       "2                                              Agree                                                                                                                  \n",
       "3                                     Strongly agree                                                                                                                  \n",
       "4                                     Strongly agree                                                                                                                  \n",
       "\n",
       "  Please.rate.your.agreement.with.the.following.statements.under.today.s.conditions...I.m.concerned.that.friends.or.family.will.experience.serious.health.issues.if.they.catch.the.coronavirus..  \\\n",
       "0                                     Strongly agree                                                                                                                                               \n",
       "1                                     Strongly agree                                                                                                                                               \n",
       "2                                              Agree                                                                                                                                               \n",
       "3                                              Agree                                                                                                                                               \n",
       "4                                              Agree                                                                                                                                               \n",
       "\n",
       "  Please.rate.your.agreement.with.the.following.statements.under.today.s.conditions...My.friends.and.family.expect.me.to.stay.at.home.until.the.coronavirus.subsides..  \\\n",
       "0                                     Strongly agree                                                                                                                     \n",
       "1                                              Agree                                                                                                                     \n",
       "2                                  Somewhat disagree                                                                                                                     \n",
       "3                                     Strongly agree                                                                                                                     \n",
       "4                                     Somewhat agree                                                                                                                     \n",
       "\n",
       "  Please.rate.your.agreement.with.the.following.statements.under.today.s.conditions...Working.from.home.increases.family.conflicts..  \\\n",
       "0                                     Somewhat agree                                                                                   \n",
       "1                                              Agree                                                                                   \n",
       "2                                     Strongly agree                                                                                   \n",
       "3                                           Disagree                                                                                   \n",
       "4                                     Strongly agree                                                                                   \n",
       "\n",
       "  Please.rate.your.agreement.with.the.following.statements.under.today.s.conditions...I.miss.my.commute..  \\\n",
       "0                                           Disagree                                                        \n",
       "1                                              Agree                                                        \n",
       "2                                  Somewhat disagree                                                        \n",
       "3                                  Strongly disagree                                                        \n",
       "4                                  Somewhat disagree                                                        \n",
       "\n",
       "  Please.rate.your.agreement.with.the.following.statements.under.today.s.conditions...I.can.efficiently.replace.most.of.my.in.person.work.meetings.with.online.meetings.  \\\n",
       "0                                              Agree                                                                                                                       \n",
       "1                                  Somewhat disagree                                                                                                                       \n",
       "2                                     Somewhat agree                                                                                                                       \n",
       "3                                     Strongly agree                                                                                                                       \n",
       "4                                     Somewhat agree                                                                                                                       \n",
       "\n",
       "  Please.rate.your.agreement.with.the.following.statements.under.today.s.conditions...I.perform.better.when.I.interact.with.my.co.workers.in.person..  \\\n",
       "0                                              Agree                                                                                                    \n",
       "1                                     Strongly agree                                                                                                    \n",
       "2                                     Strongly agree                                                                                                    \n",
       "3                                           Disagree                                                                                                    \n",
       "4                                     Somewhat agree                                                                                                    \n",
       "\n",
       "  Please.rate.your.agreement.with.the.following.statements.under.today.s.conditions...I.enjoy.social.interactions.with.my.colleagues..  \\\n",
       "0                                     Strongly agree                                                                                     \n",
       "1                                     Strongly agree                                                                                     \n",
       "2                                              Agree                                                                                     \n",
       "3                                              Agree                                                                                     \n",
       "4                                     Somewhat agree                                                                                     \n",
       "\n",
       "  Please.rate.your.agreement.with.the.following.statements.under.today.s.conditions...Working.from.home.makes.me.less.disciplined.self.controlled..  \\\n",
       "0                                     Strongly agree                                                                                                  \n",
       "1                                     Somewhat agree                                                                                                  \n",
       "2                                              Agree                                                                                                  \n",
       "3                                           Disagree                                                                                                  \n",
       "4                                     Strongly agree                                                                                                  \n",
       "\n",
       "  Please.rate.your.agreement.with.the.following.statements.under.today.s.conditions...I.don.t.mind.traveling.on.a.crowded.bus..  \\\n",
       "0                                  Strongly disagree                                                                              \n",
       "1                                           Disagree                                                                              \n",
       "2                                  Strongly disagree                                                                              \n",
       "3                                  Strongly disagree                                                                              \n",
       "4                                           Disagree                                                                              \n",
       "\n",
       "  Please.rate.your.agreement.with.the.following.statements.under.today.s.conditions...Traveling.by.bus.or.light.rail.poses.a.risk.to.my.health..  \\\n",
       "0                                     Somewhat agree                                                                                               \n",
       "1                                              Agree                                                                                               \n",
       "2                                     Somewhat agree                                                                                               \n",
       "3                                     Strongly agree                                                                                               \n",
       "4                                              Agree                                                                                               \n",
       "\n",
       "  Please.rate.your.agreement.with.the.following.statements.under.today.s.conditions...I.m.comfortable.sharing.a.ride.with.a.stranger..  \\\n",
       "0                                  Strongly disagree                                                                                     \n",
       "1                                           Disagree                                                                                     \n",
       "2                                  Strongly disagree                                                                                     \n",
       "3                                  Strongly disagree                                                                                     \n",
       "4                                           Disagree                                                                                     \n",
       "\n",
       "  Please.rate.your.agreement.with.the.following.statements.under.today.s.conditions...I.try.to.use.transportation.options.that.allow.me.to.avoid.contact.with.other.people..  \\\n",
       "0                                     Strongly agree                                                                                                                           \n",
       "1                                              Agree                                                                                                                           \n",
       "2                                     Somewhat agree                                                                                                                           \n",
       "3                                     Strongly agree                                                                                                                           \n",
       "4                                     Strongly agree                                                                                                                           \n",
       "\n",
       "  Please.rate.your.agreement.with.the.following.statements.under.today.s.conditions...I.would.like.to.share.rides.with.others.if.it.saves.money..  \\\n",
       "0                                  Somewhat disagree                                                                                                \n",
       "1                                           Disagree                                                                                                \n",
       "2                                     Strongly agree                                                                                                \n",
       "3                                  Strongly disagree                                                                                                \n",
       "4                                     Somewhat agree                                                                                                \n",
       "\n",
       "  Please.rate.your.agreement.with.the.following.statements.under.today.s.conditions...I.would.travel.on.a.bus.or.light.rail.if.physical.distancing¬.measures.are.enforced..  \\\n",
       "0                                  Strongly disagree                                                                                                                          \n",
       "1                                  Somewhat disagree                                                                                                                          \n",
       "2                                           Disagree                                                                                                                          \n",
       "3                                           Disagree                                                                                                                          \n",
       "4                                     Somewhat agree                                                                                                                          \n",
       "\n",
       "  Please.rate.your.agreement.with.the.following.statements.under.today.s.conditions...Personal.space.is.important.to.me.when.I.travel..  \\\n",
       "0                                     Strongly agree                                                                                      \n",
       "1                                     Strongly agree                                                                                      \n",
       "2                                              Agree                                                                                      \n",
       "3                                     Strongly agree                                                                                      \n",
       "4                                     Strongly agree                                                                                      \n",
       "\n",
       "  Please.rate.your.agreement.with.the.following.statements.under.today.s.conditions...Shopping.online.is.convenient..  \\\n",
       "0                                     Somewhat agree                                                                    \n",
       "1                                              Agree                                                                    \n",
       "2                                     Somewhat agree                                                                    \n",
       "3                                     Strongly agree                                                                    \n",
       "4                                              Agree                                                                    \n",
       "\n",
       "  Please.rate.your.agreement.with.the.following.statements.under.today.s.conditions...It.is.important.to.me.to.physically.check.out.items.before.buying.them..  \\\n",
       "0                                     Somewhat agree                                                                                                             \n",
       "1                                              Agree                                                                                                             \n",
       "2                                     Strongly agree                                                                                                             \n",
       "3                                     Strongly agree                                                                                                             \n",
       "4                                              Agree                                                                                                             \n",
       "\n",
       "  Please.rate.your.agreement.with.the.following.statements.under.today.s.conditions...In.store.grocery.shopping.is.fun..  \\\n",
       "0                                     Somewhat agree                                                                       \n",
       "1                                              Agree                                                                       \n",
       "2                                              Agree                                                                       \n",
       "3                                           Disagree                                                                       \n",
       "4                                  Somewhat disagree                                                                       \n",
       "\n",
       "  Please.rate.your.agreement.with.the.following.statements.under.today.s.conditions...I.prefer.buying.groceries.online.rather.than.going.to.the.store..  \\\n",
       "0                                           Disagree                                                                                                      \n",
       "1                                  Somewhat disagree                                                                                                      \n",
       "2                                  Somewhat disagree                                                                                                      \n",
       "3                                  Strongly disagree                                                                                                      \n",
       "4                                              Agree                                                                                                      \n",
       "\n",
       "  Please.rate.your.agreement.with.the.following.statements.under.today.s.conditions...Even.if.I.don.t.end.up.buying.anything..I.still.enjoy.going.to.stores.and.browsing..  \\\n",
       "0                                              Agree                                                                                                                         \n",
       "1                                  Somewhat disagree                                                                                                                         \n",
       "2                                              Agree                                                                                                                         \n",
       "3                                              Agree                                                                                                                         \n",
       "4                                           Disagree                                                                                                                         \n",
       "\n",
       "  Please.rate.your.agreement.with.the.following.statements.under.today.s.conditions...Eating.in.restaurants.is.a.fun.leisure.activity..  \\\n",
       "0                                     Somewhat agree                                                                                      \n",
       "1                                           Disagree                                                                                      \n",
       "2                                              Agree                                                                                      \n",
       "3                                              Agree                                                                                      \n",
       "4                                           Disagree                                                                                      \n",
       "\n",
       "  Sometime.in.the.future..when.COVID.19.will.no.longer.be.a.threat..how.often.do.you.think.you.will......work.from.home..  \\\n",
       "0                                A few times a month                                                                        \n",
       "1                                              Never                                                                        \n",
       "2                                              Never                                                                        \n",
       "3                               Once a month or less                                                                        \n",
       "4                                              Never                                                                        \n",
       "\n",
       "  Sometime.in.the.future..when.COVID.19.will.no.longer.be.a.threat..how.often.do.you.think.you.will......shop.in.stores.for.groceries..  \\\n",
       "0                                    1-2 days a week                                                                                      \n",
       "1                                    1-2 days a week                                                                                      \n",
       "2                                    1-2 days a week                                                                                      \n",
       "3                                    3-4 days a week                                                                                      \n",
       "4                                A few times a month                                                                                      \n",
       "\n",
       "  Sometime.in.the.future..when.COVID.19.will.no.longer.be.a.threat..how.often.do.you.think.you.will......order.groceries.online.for.pick.up.delivery..  \\\n",
       "0                                              Never                                                                                                     \n",
       "1                                              Never                                                                                                     \n",
       "2                                A few times a month                                                                                                     \n",
       "3                                              Never                                                                                                     \n",
       "4                               Once a month or less                                                                                                     \n",
       "\n",
       "  Sometime.in.the.future..when.COVID.19.will.no.longer.be.a.threat..how.often.do.you.think.you.will......shop.in.stores.for.other.items..  \\\n",
       "0                                    1-2 days a week                                                                                        \n",
       "1                                A few times a month                                                                                        \n",
       "2                                    1-2 days a week                                                                                        \n",
       "3                                A few times a month                                                                                        \n",
       "4                                A few times a month                                                                                        \n",
       "\n",
       "  Sometime.in.the.future..when.COVID.19.will.no.longer.be.a.threat..how.often.do.you.think.you.will......order.other.items.online.for.pick.up.delivery..  \\\n",
       "0                                A few times a month                                                                                                       \n",
       "1                               Once a month or less                                                                                                       \n",
       "2                                A few times a month                                                                                                       \n",
       "3                                A few times a month                                                                                                       \n",
       "4                               Once a month or less                                                                                                       \n",
       "\n",
       "  Sometime.in.the.future..when.COVID.19.will.no.longer.be.a.threat..how.often.do.you.think.you.will......eat.a.meal.in.a.restaurant..  \\\n",
       "0                                A few times a month                                                                                    \n",
       "1                                    1-2 days a week                                                                                    \n",
       "2                                    1-2 days a week                                                                                    \n",
       "3                                    1-2 days a week                                                                                    \n",
       "4                               Once a month or less                                                                                    \n",
       "\n",
       "  Sometime.in.the.future..when.COVID.19.will.no.longer.be.a.threat..how.often.do.you.think.you.will......order.food.for.pick.up.delivery.from.a.restaurant..  \\\n",
       "0                                A few times a month                                                                                                           \n",
       "1                                A few times a month                                                                                                           \n",
       "2                                A few times a month                                                                                                           \n",
       "3                                A few times a month                                                                                                           \n",
       "4                               Once a month or less                                                                                                           \n",
       "\n",
       "  Sometime.in.the.future..when.COVID.19.will.no.longer.be.a.threat..how.often.do.you.think.you.will.use.the.following.modes.of.transportation...Drive.Alone.  \\\n",
       "0                                    3-4 days a week                                                                                                           \n",
       "1                                           Everyday                                                                                                           \n",
       "2                                           Everyday                                                                                                           \n",
       "3                                              Never                                                                                                           \n",
       "4                                              Never                                                                                                           \n",
       "\n",
       "  Sometime.in.the.future..when.COVID.19.will.no.longer.be.a.threat..how.often.do.you.think.you.will.use.the.following.modes.of.transportation...Carpool.  \\\n",
       "0                                    3-4 days a week                                                                                                       \n",
       "1                                    1-2 days a week                                                                                                       \n",
       "2                                    3-4 days a week                                                                                                       \n",
       "3                                    1-2 days a week                                                                                                       \n",
       "4                               Once a month or less                                                                                                       \n",
       "\n",
       "  Sometime.in.the.future..when.COVID.19.will.no.longer.be.a.threat..how.often.do.you.think.you.will.use.the.following.modes.of.transportation...Public.Transit..Bus..Light.Rail..Streetcar..  \\\n",
       "0                               Once a month or less                                                                                                                                           \n",
       "1                                              Never                                                                                                                                           \n",
       "2                                              Never                                                                                                                                           \n",
       "3                                           Everyday                                                                                                                                           \n",
       "4                                    3-4 days a week                                                                                                                                           \n",
       "\n",
       "  Sometime.in.the.future..when.COVID.19.will.no.longer.be.a.threat..how.often.do.you.think.you.will.use.the.following.modes.of.transportation...Ferry.or.Water.Taxi.  \\\n",
       "0                                              Never                                                                                                                   \n",
       "1                                              Never                                                                                                                   \n",
       "2                                              Never                                                                                                                   \n",
       "3                                              Never                                                                                                                   \n",
       "4                                              Never                                                                                                                   \n",
       "\n",
       "  Sometime.in.the.future..when.COVID.19.will.no.longer.be.a.threat..how.often.do.you.think.you.will.use.the.following.modes.of.transportation...Solo.Ridehail..UberX..Lyft..or.Taxi.  \\\n",
       "0                               Once a month or less                                                                                                                                   \n",
       "1                                              Never                                                                                                                                   \n",
       "2                                              Never                                                                                                                                   \n",
       "3                                A few times a month                                                                                                                                   \n",
       "4                                A few times a month                                                                                                                                   \n",
       "\n",
       "  Sometime.in.the.future..when.COVID.19.will.no.longer.be.a.threat..how.often.do.you.think.you.will.use.the.following.modes.of.transportation...Shared.Ridehail..e.g..UberPool..Lyft.Shared..  \\\n",
       "0                                              Never                                                                                                                                            \n",
       "1                                              Never                                                                                                                                            \n",
       "2                                              Never                                                                                                                                            \n",
       "3                                              Never                                                                                                                                            \n",
       "4                                A few times a month                                                                                                                                            \n",
       "\n",
       "  Sometime.in.the.future..when.COVID.19.will.no.longer.be.a.threat..how.often.do.you.think.you.will.use.the.following.modes.of.transportation...Bike.or.Scooter.  \\\n",
       "0                                    3-4 days a week                                                                                                               \n",
       "1                                              Never                                                                                                               \n",
       "2                                              Never                                                                                                               \n",
       "3                                              Never                                                                                                               \n",
       "4                               Once a month or less                                                                                                               \n",
       "\n",
       "  Sometime.in.the.future..when.COVID.19.will.no.longer.be.a.threat..how.often.do.you.think.you.will.use.the.following.modes.of.transportation...Shared.bike.or.scooter..Lime..JUMP..etc...  \\\n",
       "0                               Once a month or less                                                                                                                                         \n",
       "1                                              Never                                                                                                                                         \n",
       "2                                              Never                                                                                                                                         \n",
       "3                                              Never                                                                                                                                         \n",
       "4                                              Never                                                                                                                                         \n",
       "\n",
       "  Sometime.in.the.future..when.COVID.19.will.no.longer.be.a.threat..how.often.do.you.think.you.will.use.the.following.modes.of.transportation...Walk.  \\\n",
       "0                                A few times a month                                                                                                    \n",
       "1                                              Never                                                                                                    \n",
       "2                                              Never                                                                                                    \n",
       "3                                           Everyday                                                                                                    \n",
       "4                                           Everyday                                                                                                    \n",
       "\n",
       "  What.is.your.gender.  What.is.your.age. What.is.your.race.  \\\n",
       "0               Female                 21              White   \n",
       "1               Female                 59              White   \n",
       "2               Female                 31              White   \n",
       "3               Female                 29              White   \n",
       "4               Female                 18              Asian   \n",
       "\n",
       "  What.is.your.annual.household.income.level..  \\\n",
       "0                         $100,000 to $149,999   \n",
       "1                         $100,000 to $149,999   \n",
       "2                         $100,000 to $149,999   \n",
       "3                         $100,000 to $149,999   \n",
       "4                             $200,000 or more   \n",
       "\n",
       "  What.is.the.highest.degree.or.level.of.school.you.have.completed.  \\\n",
       "0             Some college/technical school training                  \n",
       "1                Graduate degree (e.g. MS, PhD, MBA)                  \n",
       "2                Graduate degree (e.g. MS, PhD, MBA)                  \n",
       "3                Graduate degree (e.g. MS, PhD, MBA)                  \n",
       "4                                                NaN                  \n",
       "\n",
       "   What.is.your.home.ZIP.code.  \\\n",
       "0                        98058   \n",
       "1                        98203   \n",
       "2                        98422   \n",
       "3                        98103   \n",
       "4                        98052   \n",
       "\n",
       "                              Have.you.had.COVID.19.  \n",
       "0  I don't believe so, but I haven't been tested ...  \n",
       "1  I don't believe so, but I haven't been tested ...  \n",
       "2  I don't believe so, but I haven't been tested ...  \n",
       "3  I don't believe so, but I haven't been tested ...  \n",
       "4    I believe so, but I haven't been tested for it.  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.set_option('display.max_columns',None)\n",
    "\n",
    "COVID_data = pd.read_csv(\"COVID_data.csv\")\n",
    "\n",
    "COVID_data.head(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analysis Questions\n",
    "\n",
    "In this assignment, I'll start with exploring the physical and virtual mobility charactersitics before, during, and after COVID-19 (Q1 & Q2). And then I'll focus on the transit users (Q3 & Q4).    \n",
    "1. How do people change their physical mobility (e.g., private car, transit) during, and even after COVID-19?\n",
    "2. How do people change their virtual mobility (e.g., work from home) during, and even after COVID-19?\n",
    "3. Are there interesting patterns in transit use in terms of transit use frequency before, during, and after COVID-19? Particularly, is there a \"lost transit user\" group who are reluctant to return to transit when the COVID-19 is over?\n",
    "4. For \"Lost transit users\", are they more likely to turn to private cars, or working from home?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Question 1: How do people change their physical mobility during and after COVID-19?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Physical travel: transit\n",
    "\n",
    "In normal times, almost half of survey respondents did not use transit. An obvious change is during COVID-19, when over 1,200 out of 1,310 are not using transit. However, we also see people change their expected transit use frequency after the pandemic. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Transit\n",
    "## Before COVID\n",
    "source = COVID_data[[\"In.a.typical.month.BEFORE.the.outbreak..e.g..in.January...how.often.did.you.use.the.following.modes.of.transportation...Public.Transit..Bus..Light.Rail..Streetcar..\"]]\n",
    "source.loc[:,'ID'] = source.reset_index().index\n",
    "source.columns = ['Transit use before COVID', 'Frequency']\n",
    "Transit_before = source.groupby(\"Transit use before COVID\").size().reset_index(name='count')\n",
    "\n",
    "## During COVID\n",
    "source = COVID_data[[\"In.the.past.month..i.e..DURING.the.outbreak...how.often.did.you.use.the.following.modes.of.transportation...Public.Transit..Bus..Light.Rail..Streetcar..\"]]\n",
    "source.loc[:,'ID'] = source.reset_index().index\n",
    "source.columns = ['Transit use during COVID', 'Frequency']\n",
    "Transit_during = source.groupby(\"Transit use during COVID\").size().reset_index(name='count')\n",
    "\n",
    "## After COVID\n",
    "source = COVID_data[[\"Sometime.in.the.future..when.COVID.19.will.no.longer.be.a.threat..how.often.do.you.think.you.will.use.the.following.modes.of.transportation...Public.Transit..Bus..Light.Rail..Streetcar..\"]]\n",
    "source.loc[:,'ID'] = source.reset_index().index\n",
    "source.columns = ['Transit use after COVID', 'Frequency']\n",
    "Transit_after = source.groupby(\"Transit use after COVID\").size().reset_index(name='count')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "metadata": {},
   "outputs": [
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       "alt.HConcatChart(...)"
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     "execution_count": 167,
     "metadata": {},
     "output_type": "execute_result"
    }
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   "source": [
    "Transit_0 = alt.Chart(Transit_before).mark_bar().encode(\n",
    "    x = alt.X('Transit use before COVID:O', \n",
    "        sort=['Never', 'Once a month or less', 'A few times a month', '1-2 days a week', '3-4 days a week', 'Everyday'],\n",
    "        axis=alt.Axis(title='Before COVID')),\n",
    "    y = alt.Y('count:Q',\n",
    "        axis=alt.Axis(title='Count'),\n",
    "        scale = alt.Scale(domain=[0,1350]),\n",
    "             )\n",
    ").properties(width=250, height = 180)\n",
    "\n",
    "text_0 = Transit_0.mark_text(\n",
    "    align='center',\n",
    "    baseline='top',\n",
    "    dy=-15  # Nudges text to right so it doesn't appear on top of the bar\n",
    ").encode(\n",
    "    text='count:Q'\n",
    ")\n",
    "\n",
    "Transit_1 = alt.Chart(Transit_during).mark_bar().encode(\n",
    "    x = alt.X('Transit use during COVID:O', sort=['Never', 'Once a month or less', 'A few times a month', '1-2 days a week', '3-4 days a week', 'Everyday'],\n",
    "        axis=alt.Axis(title='During COVID')),\n",
    "    y = alt.Y('count:Q',\n",
    "        axis=alt.Axis(title=''),\n",
    "        scale = alt.Scale(domain=[0,1350]))\n",
    ").properties(width=250, height = 180)\n",
    "\n",
    "text_1 = Transit_1.mark_text(\n",
    "    align='center',\n",
    "    baseline='top',\n",
    "    dy=-15  # Nudges text to right so it doesn't appear on top of the bar\n",
    ").encode(\n",
    "    text='count:Q'\n",
    ")\n",
    "\n",
    "Transit_2 = alt.Chart(Transit_after).mark_bar().encode(\n",
    "    x = alt.X('Transit use after COVID:O', sort=['Never', 'Once a month or less', 'A few times a month', '1-2 days a week', '3-4 days a week', 'Everyday'],\n",
    "        axis=alt.Axis(title='After COVID')),\n",
    "    y = alt.Y('count:Q',\n",
    "        axis=alt.Axis(title=''),\n",
    "        scale = alt.Scale(domain=[0,1350]))\n",
    ").properties(width=250, height = 180)\n",
    "\n",
    "text_2 = Transit_2.mark_text(\n",
    "    align='center',\n",
    "    baseline='top',\n",
    "    dy=-15  # Nudges text to right so it doesn't appear on top of the bar\n",
    ").encode(\n",
    "    text='count:Q'\n",
    ")\n",
    "\n",
    "Transit_0 + text_0 | Transit_1 + text_1 | Transit_2 + text_2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Physical travel: drive alone"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Before COVID\n",
    "source = COVID_data[[\"In.a.typical.month.BEFORE.the.outbreak..e.g..in.January...how.often.did.you.use.the.following.modes.of.transportation...Drive.alone.\"]]\n",
    "source.loc[:,'ID'] = source.reset_index().index\n",
    "source.columns = ['Private car before COVID', 'Frequency']\n",
    "Driving_before = source.groupby(\"Private car before COVID\").size().reset_index(name='count')\n",
    "\n",
    "## During COVID\n",
    "source = COVID_data[[\"In.the.past.month..i.e..DURING.the.outbreak...how.often.did.you.use.the.following.modes.of.transportation...Drive.Alone.\"]]\n",
    "source.loc[:,'ID'] = source.reset_index().index\n",
    "source.columns = ['Private car during COVID', 'Frequency']\n",
    "Driving_during = source.groupby(\"Private car during COVID\").size().reset_index(name='count')\n",
    "\n",
    "## After COVID\n",
    "source = COVID_data[[\"Sometime.in.the.future..when.COVID.19.will.no.longer.be.a.threat..how.often.do.you.think.you.will.use.the.following.modes.of.transportation...Drive.Alone.\"]]\n",
    "source.loc[:,'ID'] = source.reset_index().index\n",
    "source.columns = ['Private car after COVID', 'Frequency']\n",
    "Driving_after = source.groupby(\"Private car after COVID\").size().reset_index(name='count')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 169,
   "metadata": {},
   "outputs": [
    {
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       "    function displayChart(vegaEmbed) {\n",
       "      vegaEmbed(outputDiv, spec, embedOpt)\n",
       "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
       "    }\n",
       "\n",
       "    if(typeof define === \"function\" && define.amd) {\n",
       "      requirejs.config({paths});\n",
       "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
       "    } else if (typeof vegaEmbed === \"function\") {\n",
       "      displayChart(vegaEmbed);\n",
       "    } else {\n",
       "      loadScript(\"vega\")\n",
       "        .then(() => loadScript(\"vega-lite\"))\n",
       "        .then(() => loadScript(\"vega-embed\"))\n",
       "        .catch(showError)\n",
       "        .then(() => displayChart(vegaEmbed));\n",
       "    }\n",
       "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"hconcat\": [{\"layer\": [{\"mark\": \"bar\", \"encoding\": {\"x\": {\"type\": \"ordinal\", \"axis\": {\"title\": \"Before COVID\"}, \"field\": \"Private car before COVID\", \"sort\": [\"Never\", \"Once a month or less\", \"A few times a month\", \"1-2 days a week\", \"3-4 days a week\", \"Everyday\"]}, \"y\": {\"type\": \"quantitative\", \"axis\": {\"title\": \"Count\"}, \"field\": \"count\", \"scale\": {\"domain\": [0, 800]}}}, \"height\": 180, \"width\": 250}, {\"mark\": {\"type\": \"text\", \"align\": \"center\", \"baseline\": \"top\", \"dy\": -15}, \"encoding\": {\"text\": {\"type\": \"quantitative\", \"field\": \"count\"}, \"x\": {\"type\": \"ordinal\", \"axis\": {\"title\": \"Before COVID\"}, \"field\": \"Private car before COVID\", \"sort\": [\"Never\", \"Once a month or less\", \"A few times a month\", \"1-2 days a week\", \"3-4 days a week\", \"Everyday\"]}, \"y\": {\"type\": \"quantitative\", \"axis\": {\"title\": \"Count\"}, \"field\": \"count\", \"scale\": {\"domain\": [0, 800]}}}, \"height\": 180, \"width\": 250}], \"data\": {\"name\": \"data-17dfcd69abcd936f49102eb97bf79f6c\"}}, {\"layer\": [{\"mark\": \"bar\", \"encoding\": {\"x\": {\"type\": \"ordinal\", \"axis\": {\"title\": \"During COVID\"}, \"field\": \"Private car during COVID\", \"sort\": [\"Never\", \"Once a month or less\", \"A few times a month\", \"1-2 days a week\", \"3-4 days a week\", \"Everyday\"]}, \"y\": {\"type\": \"quantitative\", \"axis\": {\"title\": \"\"}, \"field\": \"count\", \"scale\": {\"domain\": [0, 800]}}}, \"height\": 180, \"width\": 250}, {\"mark\": {\"type\": \"text\", \"align\": \"center\", \"baseline\": \"top\", \"dy\": -15}, \"encoding\": {\"text\": {\"type\": \"quantitative\", \"field\": \"count\"}, \"x\": {\"type\": \"ordinal\", \"axis\": {\"title\": \"During COVID\"}, \"field\": \"Private car during COVID\", \"sort\": [\"Never\", \"Once a month or less\", \"A few times a month\", \"1-2 days a week\", \"3-4 days a week\", \"Everyday\"]}, \"y\": {\"type\": \"quantitative\", \"axis\": {\"title\": \"\"}, \"field\": \"count\", \"scale\": {\"domain\": [0, 800]}}}, \"height\": 180, \"width\": 250}], \"data\": {\"name\": \"data-e914cb570c5067a4fa9303570589d998\"}}, {\"layer\": [{\"mark\": \"bar\", \"encoding\": {\"x\": {\"type\": \"ordinal\", \"axis\": {\"title\": \"After COVID\"}, \"field\": \"Private car after COVID\", \"sort\": [\"Never\", \"Once a month or less\", \"A few times a month\", \"1-2 days a week\", \"3-4 days a week\", \"Everyday\"]}, \"y\": {\"type\": \"quantitative\", \"axis\": {\"title\": \"\"}, \"field\": \"count\", \"scale\": {\"domain\": [0, 800]}}}, \"height\": 180, \"width\": 250}, {\"mark\": {\"type\": \"text\", \"align\": \"center\", \"baseline\": \"top\", \"dy\": -15}, \"encoding\": {\"text\": {\"type\": \"quantitative\", \"field\": \"count\"}, \"x\": {\"type\": \"ordinal\", \"axis\": {\"title\": \"After COVID\"}, \"field\": \"Private car after COVID\", \"sort\": [\"Never\", \"Once a month or less\", \"A few times a month\", \"1-2 days a week\", \"3-4 days a week\", \"Everyday\"]}, \"y\": {\"type\": \"quantitative\", \"axis\": {\"title\": \"\"}, \"field\": \"count\", \"scale\": {\"domain\": [0, 800]}}}, \"height\": 180, \"width\": 250}], \"data\": {\"name\": \"data-8c8efc54f5535789cfb0d7adcffc588f\"}}], \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.0.2.json\", \"datasets\": {\"data-17dfcd69abcd936f49102eb97bf79f6c\": [{\"Private car before COVID\": \"1-2 days a week\", \"count\": 147}, {\"Private car before COVID\": \"3-4 days a week\", \"count\": 241}, {\"Private car before COVID\": \"A few times a month\", \"count\": 83}, {\"Private car before COVID\": \"Everyday\", \"count\": 693}, {\"Private car before COVID\": \"Never\", \"count\": 104}, {\"Private car before COVID\": \"Once a month or less\", \"count\": 42}], \"data-e914cb570c5067a4fa9303570589d998\": [{\"Private car during COVID\": \"1-2 days a week\", \"count\": 445}, {\"Private car during COVID\": \"3-4 days a week\", \"count\": 201}, {\"Private car during COVID\": \"A few times a month\", \"count\": 258}, {\"Private car during COVID\": \"Everyday\", \"count\": 219}, {\"Private car during COVID\": \"Never\", \"count\": 108}, {\"Private car during COVID\": \"Once a month or less\", \"count\": 79}], \"data-8c8efc54f5535789cfb0d7adcffc588f\": [{\"Private car after COVID\": \"1-2 days a week\", \"count\": 201}, {\"Private car after COVID\": \"3-4 days a week\", \"count\": 305}, {\"Private car after COVID\": \"A few times a month\", \"count\": 83}, {\"Private car after COVID\": \"Everyday\", \"count\": 625}, {\"Private car after COVID\": \"Never\", \"count\": 66}, {\"Private car after COVID\": \"Once a month or less\", \"count\": 30}]}}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
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       "alt.HConcatChart(...)"
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     "execution_count": 169,
     "metadata": {},
     "output_type": "execute_result"
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   "source": [
    "Driving_0 = alt.Chart(Driving_before).mark_bar().encode(\n",
    "    x = alt.X('Private car before COVID:O', \n",
    "        sort=['Never', 'Once a month or less', 'A few times a month', '1-2 days a week', '3-4 days a week', 'Everyday'],\n",
    "        axis=alt.Axis(title='Before COVID')),\n",
    "    y = alt.Y('count:Q',\n",
    "        axis=alt.Axis(title='Count'),\n",
    "        scale = alt.Scale(domain=[0,800]))\n",
    ").properties(width=250, height = 180)\n",
    "\n",
    "text_0 = Driving_0.mark_text(\n",
    "    align='center',\n",
    "    baseline='top',\n",
    "    dy=-15\n",
    ").encode(\n",
    "    text='count:Q'\n",
    ")\n",
    "\n",
    "Driving_1 = alt.Chart(Driving_during).mark_bar().encode(\n",
    "    x = alt.X('Private car during COVID:O', sort=['Never', 'Once a month or less', 'A few times a month', '1-2 days a week', '3-4 days a week', 'Everyday'],\n",
    "        axis=alt.Axis(title='During COVID')),\n",
    "    y = alt.Y('count:Q',\n",
    "        axis=alt.Axis(title=''),\n",
    "        scale = alt.Scale(domain=[0,800]))\n",
    ").properties(width=250, height = 180)\n",
    "\n",
    "text_1 = Driving_1.mark_text(\n",
    "    align='center',\n",
    "    baseline='top',\n",
    "    dy=-15\n",
    ").encode(\n",
    "    text='count:Q'\n",
    ")\n",
    "\n",
    "Driving_2 = alt.Chart(Driving_after).mark_bar().encode(\n",
    "    x = alt.X('Private car after COVID:O', sort=['Never', 'Once a month or less', 'A few times a month', '1-2 days a week', '3-4 days a week', 'Everyday'],\n",
    "        axis=alt.Axis(title='After COVID')),\n",
    "    y = alt.Y('count:Q',\n",
    "        axis=alt.Axis(title=''),\n",
    "        scale = alt.Scale(domain=[0,800]))\n",
    ").properties(width=250, height = 180)\n",
    "\n",
    "text_2 = Driving_2.mark_text(\n",
    "    align='center',\n",
    "    baseline='top',\n",
    "    dy=-15\n",
    ").encode(\n",
    "    text='count:Q'\n",
    ")\n",
    "\n",
    "Driving_0 + text_0 | Driving_1 + text_1 | Driving_2 + text_2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Physical travel: shared ride hailing\n",
    "\n",
    "Obviously, no one uses shared ride hailing during the COVID!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Before COVID\n",
    "source = COVID_data[[\"In.a.typical.month.BEFORE.the.outbreak..e.g..in.January...how.often.did.you.use.the.following.modes.of.transportation...Shared.Ridehail..e.g..UberPool..Lyft.Shared..\"]]\n",
    "source.loc[:,'ID'] = source.reset_index().index\n",
    "source.columns = ['SharedRH before COVID', 'Frequency']\n",
    "SharedRH_before = source.groupby(\"SharedRH before COVID\").size().reset_index(name='count')\n",
    "\n",
    "## During COVID\n",
    "source = COVID_data[[\"In.the.past.month..i.e..DURING.the.outbreak...how.often.did.you.use.the.following.modes.of.transportation...Shared.Ridehail..e.g..UberPool..Lyft.Shared..\"]]\n",
    "source.loc[:,'ID'] = source.reset_index().index\n",
    "source.columns = ['SharedRH during COVID', 'Frequency']\n",
    "SharedRH_during = source.groupby(\"SharedRH during COVID\").size().reset_index(name='count')\n",
    "\n",
    "## After COVID\n",
    "source = COVID_data[[\"Sometime.in.the.future..when.COVID.19.will.no.longer.be.a.threat..how.often.do.you.think.you.will.use.the.following.modes.of.transportation...Shared.Ridehail..e.g..UberPool..Lyft.Shared..\"]]\n",
    "source.loc[:,'ID'] = source.reset_index().index\n",
    "source.columns = ['SharedRH after COVID', 'Frequency']\n",
    "SharedRH_after = source.groupby(\"SharedRH after COVID\").size().reset_index(name='count')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "metadata": {},
   "outputs": [
    {
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       "</script>"
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      "text/plain": [
       "alt.HConcatChart(...)"
      ]
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     "execution_count": 173,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SharedRH_0 = alt.Chart(SharedRH_before).mark_bar().encode(\n",
    "    x = alt.X('SharedRH before COVID:O', \n",
    "        sort=['Never', 'Once a month or less', 'A few times a month', '1-2 days a week', '3-4 days a week', 'Everyday'],\n",
    "        axis=alt.Axis(title='Before COVID')),\n",
    "    y = alt.Y('count:Q',\n",
    "        axis=alt.Axis(title='Count'),\n",
    "        scale = alt.Scale(domain=[0,1450]))\n",
    ").properties(width=250, height = 180)\n",
    "\n",
    "text_0 = SharedRH_0.mark_text(\n",
    "    align='center',\n",
    "    baseline='top',\n",
    "    dy=-15\n",
    ").encode(\n",
    "    text='count:Q'\n",
    ")\n",
    "\n",
    "SharedRH_1 = alt.Chart(SharedRH_during).mark_bar().encode(\n",
    "    x = alt.X('SharedRH during COVID:O', sort=['Never', 'Once a month or less', 'A few times a month', '1-2 days a week', '3-4 days a week', 'Everyday'],\n",
    "        axis=alt.Axis(title='During COVID')),\n",
    "    y = alt.Y('count:Q',\n",
    "        axis=alt.Axis(title=''),\n",
    "        scale = alt.Scale(domain=[0,1450]))\n",
    ").properties(width=250, height = 180)\n",
    "\n",
    "text_1 = SharedRH_1.mark_text(\n",
    "    align='center',\n",
    "    baseline='top',\n",
    "    dy=-15\n",
    ").encode(\n",
    "    text='count:Q'\n",
    ")\n",
    "\n",
    "SharedRH_2 = alt.Chart(SharedRH_after).mark_bar().encode(\n",
    "    x = alt.X('SharedRH after COVID:O', sort=['Never', 'Once a month or less', 'A few times a month', '1-2 days a week', '3-4 days a week', 'Everyday'],\n",
    "        axis=alt.Axis(title='After COVID')),\n",
    "    y = alt.Y('count:Q',\n",
    "        axis=alt.Axis(title=''),\n",
    "        scale = alt.Scale(domain=[0,1450]))\n",
    ").properties(width=250, height = 180)\n",
    "\n",
    "text_2 = SharedRH_2.mark_text(\n",
    "    align='center',\n",
    "    baseline='top',\n",
    "    dy=-15\n",
    ").encode(\n",
    "    text='count:Q'\n",
    ")\n",
    "\n",
    "SharedRH_0 + text_0 | SharedRH_1 + text_1 | SharedRH_2 + text_2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Physical travel: biking"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Before COVID\n",
    "source = COVID_data[[\"In.a.typical.month.BEFORE.the.outbreak..e.g..in.January...how.often.did.you.use.the.following.modes.of.transportation...Bike.or.Scooter.\"]]\n",
    "source.loc[:,'ID'] = source.reset_index().index\n",
    "source.columns = ['PBiking before COVID', 'Frequency']\n",
    "PBiking_before = source.groupby(\"PBiking before COVID\").size().reset_index(name='count')\n",
    "\n",
    "## During COVID\n",
    "source = COVID_data[[\"In.the.past.month..i.e..DURING.the.outbreak...how.often.did.you.use.the.following.modes.of.transportation...Bike.or.Scooter.\"]]\n",
    "source.loc[:,'ID'] = source.reset_index().index\n",
    "source.columns = ['PBiking during COVID', 'Frequency']\n",
    "PBiking_during = source.groupby(\"PBiking during COVID\").size().reset_index(name='count')\n",
    "\n",
    "## After COVID\n",
    "source = COVID_data[[\"Sometime.in.the.future..when.COVID.19.will.no.longer.be.a.threat..how.often.do.you.think.you.will.use.the.following.modes.of.transportation...Bike.or.Scooter.\"]]\n",
    "source.loc[:,'ID'] = source.reset_index().index\n",
    "source.columns = ['PBiking after COVID', 'Frequency']\n",
    "PBiking_after = source.groupby(\"PBiking after COVID\").size().reset_index(name='count')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "metadata": {},
   "outputs": [
    {
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       "    function displayChart(vegaEmbed) {\n",
       "      vegaEmbed(outputDiv, spec, embedOpt)\n",
       "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
       "    }\n",
       "\n",
       "    if(typeof define === \"function\" && define.amd) {\n",
       "      requirejs.config({paths});\n",
       "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
       "    } else if (typeof vegaEmbed === \"function\") {\n",
       "      displayChart(vegaEmbed);\n",
       "    } else {\n",
       "      loadScript(\"vega\")\n",
       "        .then(() => loadScript(\"vega-lite\"))\n",
       "        .then(() => loadScript(\"vega-embed\"))\n",
       "        .catch(showError)\n",
       "        .then(() => displayChart(vegaEmbed));\n",
       "    }\n",
       "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"hconcat\": [{\"layer\": [{\"mark\": \"bar\", \"encoding\": {\"x\": {\"type\": \"ordinal\", \"axis\": {\"title\": \"Before COVID\"}, \"field\": \"PBiking before COVID\", \"sort\": [\"Never\", \"Once a month or less\", \"A few times a month\", \"1-2 days a week\", \"3-4 days a week\", \"Everyday\"]}, \"y\": {\"type\": \"quantitative\", \"axis\": {\"title\": \"Count\"}, \"field\": \"count\", \"scale\": {\"domain\": [0, 1200]}}}, \"height\": 180, \"width\": 250}, {\"mark\": {\"type\": \"text\", \"align\": \"center\", \"baseline\": \"top\", \"dy\": -15}, \"encoding\": {\"text\": {\"type\": \"quantitative\", \"field\": \"count\"}, \"x\": {\"type\": \"ordinal\", \"axis\": {\"title\": \"Before COVID\"}, \"field\": \"PBiking before COVID\", \"sort\": [\"Never\", \"Once a month or less\", \"A few times a month\", \"1-2 days a week\", \"3-4 days a week\", \"Everyday\"]}, \"y\": {\"type\": \"quantitative\", \"axis\": {\"title\": \"Count\"}, \"field\": \"count\", \"scale\": {\"domain\": [0, 1200]}}}, \"height\": 180, \"width\": 250}], \"data\": {\"name\": \"data-7e342f0dfdf76b9615bda5a42fb81a91\"}}, {\"layer\": [{\"mark\": \"bar\", \"encoding\": {\"x\": {\"type\": \"ordinal\", \"axis\": {\"title\": \"During COVID\"}, \"field\": \"PBiking during COVID\", \"sort\": [\"Never\", \"Once a month or less\", \"A few times a month\", \"1-2 days a week\", \"3-4 days a week\", \"Everyday\"]}, \"y\": {\"type\": \"quantitative\", \"axis\": {\"title\": \"\"}, \"field\": \"count\", \"scale\": {\"domain\": [0, 1200]}}}, \"height\": 180, \"width\": 250}, {\"mark\": {\"type\": \"text\", \"align\": \"center\", \"baseline\": \"top\", \"dy\": -15}, \"encoding\": {\"text\": {\"type\": \"quantitative\", \"field\": \"count\"}, \"x\": {\"type\": \"ordinal\", \"axis\": {\"title\": \"During COVID\"}, \"field\": \"PBiking during COVID\", \"sort\": [\"Never\", \"Once a month or less\", \"A few times a month\", \"1-2 days a week\", \"3-4 days a week\", \"Everyday\"]}, \"y\": {\"type\": \"quantitative\", \"axis\": {\"title\": \"\"}, \"field\": \"count\", \"scale\": {\"domain\": [0, 1200]}}}, \"height\": 180, \"width\": 250}], \"data\": {\"name\": \"data-08fd8cdd052554ee09447de11470c0f4\"}}, {\"layer\": [{\"mark\": \"bar\", \"encoding\": {\"x\": {\"type\": \"ordinal\", \"axis\": {\"title\": \"After COVID\"}, \"field\": \"PBiking after COVID\", \"sort\": [\"Never\", \"Once a month or less\", \"A few times a month\", \"1-2 days a week\", \"3-4 days a week\", \"Everyday\"]}, \"y\": {\"type\": \"quantitative\", \"axis\": {\"title\": \"\"}, \"field\": \"count\", \"scale\": {\"domain\": [0, 1200]}}}, \"height\": 180, \"width\": 250}, {\"mark\": {\"type\": \"text\", \"align\": \"center\", \"baseline\": \"top\", \"dy\": -15}, \"encoding\": {\"text\": {\"type\": \"quantitative\", \"field\": \"count\"}, \"x\": {\"type\": \"ordinal\", \"axis\": {\"title\": \"After COVID\"}, \"field\": \"PBiking after COVID\", \"sort\": [\"Never\", \"Once a month or less\", \"A few times a month\", \"1-2 days a week\", \"3-4 days a week\", \"Everyday\"]}, \"y\": {\"type\": \"quantitative\", \"axis\": {\"title\": \"\"}, \"field\": \"count\", \"scale\": {\"domain\": [0, 1200]}}}, \"height\": 180, \"width\": 250}], \"data\": {\"name\": \"data-5bbabf0d12b45fad509c6a830cc262c5\"}}], \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.0.2.json\", \"datasets\": {\"data-7e342f0dfdf76b9615bda5a42fb81a91\": [{\"PBiking before COVID\": \"1-2 days a week\", \"count\": 49}, {\"PBiking before COVID\": \"3-4 days a week\", \"count\": 33}, {\"PBiking before COVID\": \"A few times a month\", \"count\": 65}, {\"PBiking before COVID\": \"Everyday\", \"count\": 24}, {\"PBiking before COVID\": \"Never\", \"count\": 1030}, {\"PBiking before COVID\": \"Once a month or less\", \"count\": 109}], \"data-08fd8cdd052554ee09447de11470c0f4\": [{\"PBiking during COVID\": \"1-2 days a week\", \"count\": 64}, {\"PBiking during COVID\": \"3-4 days a week\", \"count\": 48}, {\"PBiking during COVID\": \"A few times a month\", \"count\": 59}, {\"PBiking during COVID\": \"Everyday\", \"count\": 17}, {\"PBiking during COVID\": \"Never\", \"count\": 1079}, {\"PBiking during COVID\": \"Once a month or less\", \"count\": 43}], \"data-5bbabf0d12b45fad509c6a830cc262c5\": [{\"PBiking after COVID\": \"1-2 days a week\", \"count\": 92}, {\"PBiking after COVID\": \"3-4 days a week\", \"count\": 68}, {\"PBiking after COVID\": \"A few times a month\", \"count\": 119}, {\"PBiking after COVID\": \"Everyday\", \"count\": 42}, {\"PBiking after COVID\": \"Never\", \"count\": 876}, {\"PBiking after COVID\": \"Once a month or less\", \"count\": 113}]}}, {\"mode\": \"vega-lite\"});\n",
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       "alt.HConcatChart(...)"
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     "execution_count": 174,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "PBiking_0 = alt.Chart(PBiking_before).mark_bar().encode(\n",
    "    x = alt.X('PBiking before COVID:O', \n",
    "        sort=['Never', 'Once a month or less', 'A few times a month', '1-2 days a week', '3-4 days a week', 'Everyday'],\n",
    "        axis=alt.Axis(title='Before COVID')),\n",
    "    y = alt.Y('count:Q',\n",
    "        axis=alt.Axis(title='Count'),\n",
    "        scale = alt.Scale(domain=[0,1200]))\n",
    ").properties(width=250, height = 180)\n",
    "\n",
    "text_0 = PBiking_0.mark_text(\n",
    "    align='center',\n",
    "    baseline='top',\n",
    "    dy=-15\n",
    ").encode(\n",
    "    text='count:Q'\n",
    ")\n",
    "\n",
    "PBiking_1 = alt.Chart(PBiking_during).mark_bar().encode(\n",
    "    x = alt.X('PBiking during COVID:O', sort=['Never', 'Once a month or less', 'A few times a month', '1-2 days a week', '3-4 days a week', 'Everyday'],\n",
    "        axis=alt.Axis(title='During COVID')),\n",
    "    y = alt.Y('count:Q',\n",
    "        axis=alt.Axis(title=''),\n",
    "        scale = alt.Scale(domain=[0,1200]))\n",
    ").properties(width=250, height = 180)\n",
    "\n",
    "text_1 = PBiking_1.mark_text(\n",
    "    align='center',\n",
    "    baseline='top',\n",
    "    dy=-15\n",
    ").encode(\n",
    "    text='count:Q'\n",
    ")\n",
    "\n",
    "PBiking_2 = alt.Chart(PBiking_after).mark_bar().encode(\n",
    "    x = alt.X('PBiking after COVID:O', sort=['Never', 'Once a month or less', 'A few times a month', '1-2 days a week', '3-4 days a week', 'Everyday'],\n",
    "        axis=alt.Axis(title='After COVID')),\n",
    "    y = alt.Y('count:Q',\n",
    "        axis=alt.Axis(title=''),\n",
    "        scale = alt.Scale(domain=[0,1200]))\n",
    ").properties(width=250, height = 180)\n",
    "\n",
    "text_2 = PBiking_2.mark_text(\n",
    "    align='center',\n",
    "    baseline='top',\n",
    "    dy=-15\n",
    ").encode(\n",
    "    text='count:Q'\n",
    ")\n",
    "\n",
    "PBiking_0 + text_0 | PBiking_1 + text_1 | PBiking_2 + text_2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Physical travel: walking"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Before COVID\n",
    "source = COVID_data[[\"In.a.typical.month.BEFORE.the.outbreak..e.g..in.January...how.often.did.you.use.the.following.modes.of.transportation...Walk.\"]]\n",
    "source.loc[:,'ID'] = source.reset_index().index\n",
    "source.columns = ['Walking before COVID', 'Frequency']\n",
    "Walking_before = source.groupby(\"Walking before COVID\").size().reset_index(name='count')\n",
    "\n",
    "## During COVID\n",
    "source = COVID_data[[\"In.the.past.month..i.e..DURING.the.outbreak...how.often.did.you.use.the.following.modes.of.transportation...Walk.\"]]\n",
    "source.loc[:,'ID'] = source.reset_index().index\n",
    "source.columns = ['Walking during COVID', 'Frequency']\n",
    "Walking_during = source.groupby(\"Walking during COVID\").size().reset_index(name='count')\n",
    "\n",
    "## After COVID\n",
    "source = COVID_data[[\"Sometime.in.the.future..when.COVID.19.will.no.longer.be.a.threat..how.often.do.you.think.you.will.use.the.following.modes.of.transportation...Walk.\"]]\n",
    "source.loc[:,'ID'] = source.reset_index().index\n",
    "source.columns = ['Walking after COVID', 'Frequency']\n",
    "Walking_after = source.groupby(\"Walking after COVID\").size().reset_index(name='count')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "metadata": {},
   "outputs": [
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       "    }\n",
       "\n",
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       "      requirejs.config({paths});\n",
       "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
       "    } else if (typeof vegaEmbed === \"function\") {\n",
       "      displayChart(vegaEmbed);\n",
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       "      loadScript(\"vega\")\n",
       "        .then(() => loadScript(\"vega-lite\"))\n",
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       "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"hconcat\": [{\"layer\": [{\"mark\": \"bar\", \"encoding\": {\"x\": {\"type\": \"ordinal\", \"axis\": {\"title\": \"Before COVID\"}, \"field\": \"Walking before COVID\", \"sort\": [\"Never\", \"Once a month or less\", \"A few times a month\", \"1-2 days a week\", \"3-4 days a week\", \"Everyday\"]}, \"y\": {\"type\": \"quantitative\", \"axis\": {\"title\": \"Count\"}, \"field\": \"count\", \"scale\": {\"domain\": [0, 1200]}}}, \"height\": 180, \"width\": 250}, {\"mark\": {\"type\": \"text\", \"align\": \"center\", \"baseline\": \"top\", \"dy\": -15}, \"encoding\": {\"text\": {\"type\": \"quantitative\", \"field\": \"count\"}, \"x\": {\"type\": \"ordinal\", \"axis\": {\"title\": \"Before COVID\"}, \"field\": \"Walking before COVID\", \"sort\": [\"Never\", \"Once a month or less\", \"A few times a month\", \"1-2 days a week\", \"3-4 days a week\", \"Everyday\"]}, \"y\": {\"type\": \"quantitative\", \"axis\": {\"title\": \"Count\"}, \"field\": \"count\", \"scale\": {\"domain\": [0, 1200]}}}, \"height\": 180, \"width\": 250}], \"data\": {\"name\": \"data-d7c552f477424317f1cef53579ca1b72\"}}, {\"layer\": [{\"mark\": \"bar\", \"encoding\": {\"x\": {\"type\": \"ordinal\", \"axis\": {\"title\": \"During COVID\"}, \"field\": \"Walking during COVID\", \"sort\": [\"Never\", \"Once a month or less\", \"A few times a month\", \"1-2 days a week\", \"3-4 days a week\", \"Everyday\"]}, \"y\": {\"type\": \"quantitative\", \"axis\": {\"title\": \"\"}, \"field\": \"count\", \"scale\": {\"domain\": [0, 1200]}}}, \"height\": 180, \"width\": 250}, {\"mark\": {\"type\": \"text\", \"align\": \"center\", \"baseline\": \"top\", \"dy\": -15}, \"encoding\": {\"text\": {\"type\": \"quantitative\", \"field\": \"count\"}, \"x\": {\"type\": \"ordinal\", \"axis\": {\"title\": \"During COVID\"}, \"field\": \"Walking during COVID\", \"sort\": [\"Never\", \"Once a month or less\", \"A few times a month\", \"1-2 days a week\", \"3-4 days a week\", \"Everyday\"]}, \"y\": {\"type\": \"quantitative\", \"axis\": {\"title\": \"\"}, \"field\": \"count\", \"scale\": {\"domain\": [0, 1200]}}}, \"height\": 180, \"width\": 250}], \"data\": {\"name\": \"data-846247b56518dbb5547b6490218b8a1d\"}}, {\"layer\": [{\"mark\": \"bar\", \"encoding\": {\"x\": {\"type\": \"ordinal\", \"axis\": {\"title\": \"After COVID\"}, \"field\": \"Walking after COVID\", \"sort\": [\"Never\", \"Once a month or less\", \"A few times a month\", \"1-2 days a week\", \"3-4 days a week\", \"Everyday\"]}, \"y\": {\"type\": \"quantitative\", \"axis\": {\"title\": \"\"}, \"field\": \"count\", \"scale\": {\"domain\": [0, 1200]}}}, \"height\": 180, \"width\": 250}, {\"mark\": {\"type\": \"text\", \"align\": \"center\", \"baseline\": \"top\", \"dy\": -15}, \"encoding\": {\"text\": {\"type\": \"quantitative\", \"field\": \"count\"}, \"x\": {\"type\": \"ordinal\", \"axis\": {\"title\": \"After COVID\"}, \"field\": \"Walking after COVID\", \"sort\": [\"Never\", \"Once a month or less\", \"A few times a month\", \"1-2 days a week\", \"3-4 days a week\", \"Everyday\"]}, \"y\": {\"type\": \"quantitative\", \"axis\": {\"title\": \"\"}, \"field\": \"count\", \"scale\": {\"domain\": [0, 1200]}}}, \"height\": 180, \"width\": 250}], \"data\": {\"name\": \"data-01ae94b36720292709ee8f0e85aac7a2\"}}], \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.0.2.json\", \"datasets\": {\"data-d7c552f477424317f1cef53579ca1b72\": [{\"Walking before COVID\": \"1-2 days a week\", \"count\": 134}, {\"Walking before COVID\": \"3-4 days a week\", \"count\": 155}, {\"Walking before COVID\": \"A few times a month\", \"count\": 122}, {\"Walking before COVID\": \"Everyday\", \"count\": 356}, {\"Walking before COVID\": \"Never\", \"count\": 430}, {\"Walking before COVID\": \"Once a month or less\", \"count\": 113}], \"data-846247b56518dbb5547b6490218b8a1d\": [{\"Walking during COVID\": \"1-2 days a week\", \"count\": 141}, {\"Walking during COVID\": \"3-4 days a week\", \"count\": 207}, {\"Walking during COVID\": \"A few times a month\", \"count\": 125}, {\"Walking during COVID\": \"Everyday\", \"count\": 354}, {\"Walking during COVID\": \"Never\", \"count\": 412}, {\"Walking during COVID\": \"Once a month or less\", \"count\": 71}], \"data-01ae94b36720292709ee8f0e85aac7a2\": [{\"Walking after COVID\": \"1-2 days a week\", \"count\": 135}, {\"Walking after COVID\": \"3-4 days a week\", \"count\": 207}, {\"Walking after COVID\": \"A few times a month\", \"count\": 118}, {\"Walking after COVID\": \"Everyday\", \"count\": 410}, {\"Walking after COVID\": \"Never\", \"count\": 329}, {\"Walking after COVID\": \"Once a month or less\", \"count\": 111}]}}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
      ],
      "text/plain": [
       "alt.HConcatChart(...)"
      ]
     },
     "execution_count": 175,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Walking_0 = alt.Chart(Walking_before).mark_bar().encode(\n",
    "    x = alt.X('Walking before COVID:O', \n",
    "        sort=['Never', 'Once a month or less', 'A few times a month', '1-2 days a week', '3-4 days a week', 'Everyday'],\n",
    "        axis=alt.Axis(title='Before COVID')),\n",
    "    y = alt.Y('count:Q',\n",
    "        axis=alt.Axis(title='Count'),\n",
    "        scale = alt.Scale(domain=[0,1200]))\n",
    ").properties(width=250, height = 180)\n",
    "\n",
    "text_0 = Walking_0.mark_text(\n",
    "    align='center',\n",
    "    baseline='top',\n",
    "    dy=-15\n",
    ").encode(\n",
    "    text='count:Q'\n",
    ")\n",
    "\n",
    "Walking_1 = alt.Chart(Walking_during).mark_bar().encode(\n",
    "    x = alt.X('Walking during COVID:O', sort=['Never', 'Once a month or less', 'A few times a month', '1-2 days a week', '3-4 days a week', 'Everyday'],\n",
    "        axis=alt.Axis(title='During COVID')),\n",
    "    y = alt.Y('count:Q',\n",
    "        axis=alt.Axis(title=''),\n",
    "        scale = alt.Scale(domain=[0,1200]))\n",
    ").properties(width=250, height = 180)\n",
    "\n",
    "text_1 = Walking_1.mark_text(\n",
    "    align='center',\n",
    "    baseline='top',\n",
    "    dy=-15\n",
    ").encode(\n",
    "    text='count:Q'\n",
    ")\n",
    "\n",
    "Walking_2 = alt.Chart(Walking_after).mark_bar().encode(\n",
    "    x = alt.X('Walking after COVID:O', sort=['Never', 'Once a month or less', 'A few times a month', '1-2 days a week', '3-4 days a week', 'Everyday'],\n",
    "        axis=alt.Axis(title='After COVID')),\n",
    "    y = alt.Y('count:Q',\n",
    "        axis=alt.Axis(title=''),\n",
    "        scale = alt.Scale(domain=[0,1200]))\n",
    ").properties(width=250, height = 180)\n",
    "\n",
    "text_2 = Walking_2.mark_text(\n",
    "    align='center',\n",
    "    baseline='top',\n",
    "    dy=-15\n",
    ").encode(\n",
    "    text='count:Q'\n",
    ")\n",
    "\n",
    "Walking_0 + text_0 | Walking_1 + text_1 | Walking_2 + text_2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Question 2: How do people change their virtual mobility during and after COVID-19?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Virtual mobility: WFH (work from home)\n",
    "\n",
    "As expected, most of the respondents did not work from home before the pandemic. During the pandemic, only 409 people still never work from home, while over half of the respondents began working from home everyday. After the pandemic, we could see the anticipated work from home frequency is higher than before the pandemic."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Before COVID\n",
    "source = COVID_data[[\"In.a.typical.month.BEFORE.the.outbreak..e.g..in.January...how.often.did.you......work.from.home..\"]]\n",
    "source.loc[:,'ID'] = source.reset_index().index\n",
    "source.columns = ['WFH before COVID', 'Frequency']\n",
    "WFH_before = source.groupby(\"WFH before COVID\").size().reset_index(name='count')\n",
    "\n",
    "## During COVID\n",
    "source = COVID_data[[\"In.the.past.month..i.e..DURING.the.outbreak...how.often.did.you......work.from.home..\"]]\n",
    "source.loc[:,'ID'] = source.reset_index().index\n",
    "source.columns = ['WFH during COVID', 'Frequency']\n",
    "WFH_during = source.groupby(\"WFH during COVID\").size().reset_index(name='count')\n",
    "\n",
    "## After COVID\n",
    "source = COVID_data[[\"Sometime.in.the.future..when.COVID.19.will.no.longer.be.a.threat..how.often.do.you.think.you.will......work.from.home..\"]]\n",
    "source.loc[:,'ID'] = source.reset_index().index\n",
    "source.columns = ['WFH after COVID', 'Frequency']\n",
    "WFH_after = source.groupby(\"WFH after COVID\").size().reset_index(name='count')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
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       "alt.HConcatChart(...)"
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     "execution_count": 177,
     "metadata": {},
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   ],
   "source": [
    "WFH_0 = alt.Chart(WFH_before).mark_bar().encode(\n",
    "    x = alt.X('WFH before COVID:O', \n",
    "        sort=['Never', 'Once a month or less', 'A few times a month', '1-2 days a week', '3-4 days a week', 'Everyday'],\n",
    "        axis=alt.Axis(title='Before COVID')),\n",
    "    y = alt.Y('count:Q',\n",
    "        axis=alt.Axis(title='Count'),\n",
    "        scale = alt.Scale(domain=[0,1200]))\n",
    ").properties(width=250, height = 180)\n",
    "\n",
    "text_0 = WFH_0.mark_text(\n",
    "    align='center',\n",
    "    baseline='top',\n",
    "    dy=-15\n",
    ").encode(\n",
    "    text='count:Q'\n",
    ")\n",
    "\n",
    "WFH_1 = alt.Chart(WFH_during).mark_bar().encode(\n",
    "    x = alt.X('WFH during COVID:O', sort=['Never', 'Once a month or less', 'A few times a month', '1-2 days a week', '3-4 days a week', 'Everyday'],\n",
    "        axis=alt.Axis(title='During COVID')),\n",
    "    y = alt.Y('count:Q',\n",
    "        axis=alt.Axis(title=''),\n",
    "        scale = alt.Scale(domain=[0,1200]))\n",
    ").properties(width=250, height = 180)\n",
    "\n",
    "text_1 = WFH_1.mark_text(\n",
    "    align='center',\n",
    "    baseline='top',\n",
    "    dy=-15\n",
    ").encode(\n",
    "    text='count:Q'\n",
    ")\n",
    "\n",
    "WFH_2 = alt.Chart(WFH_after).mark_bar().encode(\n",
    "    x = alt.X('WFH after COVID:O', sort=['Never', 'Once a month or less', 'A few times a month', '1-2 days a week', '3-4 days a week', 'Everyday'],\n",
    "        axis=alt.Axis(title='After COVID')),\n",
    "    y = alt.Y('count:Q',\n",
    "        axis=alt.Axis(title=''),\n",
    "        scale = alt.Scale(domain=[0,1200]))\n",
    ").properties(width=250, height = 180)\n",
    "\n",
    "text_2 = WFH_2.mark_text(\n",
    "    align='center',\n",
    "    baseline='top',\n",
    "    dy=-15\n",
    ").encode(\n",
    "    text='count:Q'\n",
    ")\n",
    "\n",
    "WFH_0 + text_0 | WFH_1 + text_1 | WFH_2 + text_2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Question 3: Are there interesting patterns in transit use in terms of transit use frequency before, during, and after COVID-19?   \n",
    "Here I applied a exploratory clustering approach using transit use frequency before, during, and after COVID-19. We also change the orginal Likert-scale travel frequency to a quantitative one. As a result, a total of 4 groups are identified. \n",
    "+ **Lost transit users**: Lost transit users describe the group who used transit frequently before the pandemic, but would not return to transit after the pandemic.\n",
    "+ **Rebounding moderate transit users**: Rebounding moderate transit users describe the group who used transit at a moderate level before the pandemic, and would return to transit after COVID-19.\n",
    "+ **Rebounding frequent transit users**: Similar to rebounding moderate users, rebounding frequent users have high transit use frequency before the pandemic, and would return to high transit use frequency after the pandemic.\n",
    "+ **Non transit users**: Non-transit users did not use transit most of the times, nor would they in the future."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.cluster import KMeans\n",
    "\n",
    "Transit = COVID_data[[\"In.a.typical.month.BEFORE.the.outbreak..e.g..in.January...how.often.did.you.use.the.following.modes.of.transportation...Public.Transit..Bus..Light.Rail..Streetcar..\",\n",
    "                     \"In.the.past.month..i.e..DURING.the.outbreak...how.often.did.you.use.the.following.modes.of.transportation...Public.Transit..Bus..Light.Rail..Streetcar..\",\n",
    "                     \"Sometime.in.the.future..when.COVID.19.will.no.longer.be.a.threat..how.often.do.you.think.you.will.use.the.following.modes.of.transportation...Public.Transit..Bus..Light.Rail..Streetcar..\"]]\n",
    "Transit.columns = [\"Before COVID\", \"During COVID\", \"After COVID\"]\n",
    "\n",
    "Transit.loc[(Transit.loc[:,\"Before COVID\"] == 'Never'),'Before COVID'] = 0\n",
    "Transit.loc[(Transit.loc[:,\"Before COVID\"] == 'Once a month or less'),'Before COVID'] = 0.125\n",
    "Transit.loc[(Transit.loc[:,\"Before COVID\"] == 'A few times a month'),'Before COVID'] = 0.625\n",
    "Transit.loc[(Transit.loc[:,\"Before COVID\"] == '1-2 days a week'),'Before COVID'] = 1.5\n",
    "Transit.loc[(Transit.loc[:,\"Before COVID\"] == '3-4 days a week'),'Before COVID'] = 3.5\n",
    "Transit.loc[(Transit.loc[:,\"Before COVID\"] == 'Everyday'),'Before COVID'] = 7\n",
    "\n",
    "Transit.loc[(Transit.loc[:,\"During COVID\"] == 'Never'),'During COVID'] = 0\n",
    "Transit.loc[(Transit.loc[:,\"During COVID\"] == 'Once a month or less'),'During COVID'] = 0.125\n",
    "Transit.loc[(Transit.loc[:,\"During COVID\"] == 'A few times a month'),'During COVID'] = 0.625\n",
    "Transit.loc[(Transit.loc[:,\"During COVID\"] == '1-2 days a week'),'During COVID'] = 1.5\n",
    "Transit.loc[(Transit.loc[:,\"During COVID\"] == '3-4 days a week'),'During COVID'] = 3.5\n",
    "Transit.loc[(Transit.loc[:,\"During COVID\"] == 'Everyday'),'During COVID'] = 7\n",
    "\n",
    "Transit.loc[(Transit.loc[:,\"After COVID\"] == 'Never'),'After COVID'] = 0\n",
    "Transit.loc[(Transit.loc[:,\"After COVID\"] == 'Once a month or less'),'After COVID'] = 0.125\n",
    "Transit.loc[(Transit.loc[:,\"After COVID\"] == 'A few times a month'),'After COVID'] = 0.625\n",
    "Transit.loc[(Transit.loc[:,\"After COVID\"] == '1-2 days a week'),'After COVID'] = 1.5\n",
    "Transit.loc[(Transit.loc[:,\"After COVID\"] == '3-4 days a week'),'After COVID'] = 3.5\n",
    "Transit.loc[(Transit.loc[:,\"After COVID\"] == 'Everyday'),'After COVID'] = 7\n",
    "\n",
    "X = np.array(Transit)\n",
    "Transit_kmeans = KMeans(n_clusters=4, random_state=0).fit(X)\n",
    "\n",
    "Transit_cluster = pd.concat([Transit, pd.Series(Transit_kmeans.labels_)], axis=1)\n",
    "Transit_cluster.columns = [\"COVID-before\", \"COVID-during\", \"COVID-after\", \"Cluster\"]\n",
    "\n",
    "Transit_cluster['id'] = Transit_cluster.reset_index().index\n",
    "Transit_cluster_melt = pd.melt(frame=Transit_cluster, \n",
    "        id_vars=[\"id\", \"Cluster\"], \n",
    "        var_name=\"Time\", \n",
    "        value_name=\"Freq\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 184,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\"Freq\": 0}, {\"id\": 44, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 1.5}, {\"id\": 45, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0}, {\"id\": 46, \"Cluster\": \"Lost transit users\", \"Time\": \"COVID-before\", \"Freq\": 7}, {\"id\": 47, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0}, {\"id\": 48, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0}, {\"id\": 49, \"Cluster\": \"Rebounding moderate users\", \"Time\": \"COVID-before\", \"Freq\": 3.5}, {\"id\": 50, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0}, {\"id\": 51, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0}, {\"id\": 52, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0}, {\"id\": 53, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0}, {\"id\": 54, \"Cluster\": \"Non-transit users\", \"Time\": 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\"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0}, {\"id\": 77, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0.125}, {\"id\": 78, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0}, {\"id\": 79, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0.125}, {\"id\": 80, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0}, {\"id\": 81, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0}, {\"id\": 82, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0.125}, {\"id\": 83, \"Cluster\": \"Rebounding moderate users\", \"Time\": \"COVID-before\", \"Freq\": 1.5}, {\"id\": 84, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0.125}, {\"id\": 85, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0}, {\"id\": 86, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0}, {\"id\": 87, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0}, {\"id\": 88, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0.125}, {\"id\": 89, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0}, {\"id\": 90, \"Cluster\": \"Lost transit users\", \"Time\": \"COVID-before\", \"Freq\": 7}, {\"id\": 91, \"Cluster\": \"Rebounding frequent users\", \"Time\": \"COVID-before\", \"Freq\": 7}, {\"id\": 92, \"Cluster\": \"Rebounding frequent users\", \"Time\": \"COVID-before\", \"Freq\": 7}, {\"id\": 93, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 1.5}, {\"id\": 94, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0}, {\"id\": 95, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0}, {\"id\": 96, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 1.5}, {\"id\": 97, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0.125}, {\"id\": 98, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0}, {\"id\": 99, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0.125}, {\"id\": 100, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0.625}, {\"id\": 101, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0.625}, {\"id\": 102, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0.125}, {\"id\": 103, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0}, {\"id\": 104, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0}, {\"id\": 105, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0.625}, {\"id\": 106, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0.625}, {\"id\": 107, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 1.5}, {\"id\": 108, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0}, {\"id\": 109, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0}, {\"id\": 110, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0.625}, {\"id\": 111, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0}, {\"id\": 112, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0.125}, {\"id\": 113, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0}, {\"id\": 114, \"Cluster\": \"Rebounding frequent users\", \"Time\": \"COVID-before\", \"Freq\": 7}, {\"id\": 115, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0}, {\"id\": 116, \"Cluster\": \"Rebounding moderate users\", \"Time\": \"COVID-before\", \"Freq\": 3.5}, {\"id\": 117, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0}, {\"id\": 118, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0}, {\"id\": 119, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0.625}, {\"id\": 120, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0}, {\"id\": 121, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0.625}, {\"id\": 122, \"Cluster\": \"Rebounding moderate users\", \"Time\": \"COVID-before\", \"Freq\": 3.5}, {\"id\": 123, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0}, {\"id\": 124, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0}, {\"id\": 125, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0}, {\"id\": 126, \"Cluster\": \"Lost transit users\", \"Time\": \"COVID-before\", \"Freq\": 7}, {\"id\": 127, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0}, {\"id\": 128, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0.625}, {\"id\": 129, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0.125}, {\"id\": 130, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0}, {\"id\": 131, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0}, {\"id\": 132, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0.125}, {\"id\": 133, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0}, {\"id\": 134, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0}, {\"id\": 135, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0.625}, {\"id\": 136, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0}, {\"id\": 137, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0}, {\"id\": 138, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0.625}, {\"id\": 139, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0}, {\"id\": 140, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0.125}, {\"id\": 141, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 1.5}, {\"id\": 142, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0}, {\"id\": 143, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0}, {\"id\": 144, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0.125}, {\"id\": 145, \"Cluster\": \"Rebounding moderate users\", \"Time\": \"COVID-before\", \"Freq\": 0.625}, {\"id\": 146, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0}, {\"id\": 147, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0.125}, {\"id\": 148, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0}, {\"id\": 149, \"Cluster\": \"Rebounding frequent users\", \"Time\": \"COVID-before\", \"Freq\": 7}, {\"id\": 150, \"Cluster\": 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\"Freq\": 0.125}, {\"id\": 161, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0}, {\"id\": 162, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0.625}, {\"id\": 163, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0}, {\"id\": 164, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0}, {\"id\": 165, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0}, {\"id\": 166, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0}, {\"id\": 167, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0}, {\"id\": 168, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0.125}, {\"id\": 169, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0}, {\"id\": 170, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-before\", \"Freq\": 0.625}, {\"id\": 171, \"Cluster\": \"Non-transit users\", 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\"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0.125}, {\"id\": 1179, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0}, {\"id\": 1180, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0}, {\"id\": 1181, \"Cluster\": \"Rebounding moderate users\", \"Time\": \"COVID-after\", \"Freq\": 3.5}, {\"id\": 1182, \"Cluster\": \"Rebounding frequent users\", \"Time\": \"COVID-after\", \"Freq\": 7}, {\"id\": 1183, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0.625}, {\"id\": 1184, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0.625}, {\"id\": 1185, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0.625}, {\"id\": 1186, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0.125}, {\"id\": 1187, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0}, {\"id\": 1188, \"Cluster\": \"Rebounding moderate users\", \"Time\": \"COVID-after\", \"Freq\": 1.5}, {\"id\": 1189, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 1.5}, {\"id\": 1190, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0.625}, {\"id\": 1191, \"Cluster\": \"Rebounding frequent users\", \"Time\": \"COVID-after\", \"Freq\": 7}, {\"id\": 1192, \"Cluster\": \"Rebounding moderate users\", \"Time\": \"COVID-after\", \"Freq\": 3.5}, {\"id\": 1193, \"Cluster\": \"Lost transit users\", \"Time\": \"COVID-after\", \"Freq\": 0.625}, {\"id\": 1194, \"Cluster\": \"Rebounding frequent users\", \"Time\": \"COVID-after\", \"Freq\": 7}, {\"id\": 1195, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0.125}, {\"id\": 1196, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0.125}, {\"id\": 1197, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 1.5}, {\"id\": 1198, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0}, {\"id\": 1199, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0}, {\"id\": 1200, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0.625}, {\"id\": 1201, \"Cluster\": \"Lost transit users\", \"Time\": \"COVID-after\", \"Freq\": 0}, {\"id\": 1202, \"Cluster\": \"Lost transit users\", \"Time\": \"COVID-after\", \"Freq\": 3.5}, {\"id\": 1203, \"Cluster\": \"Rebounding frequent users\", \"Time\": \"COVID-after\", \"Freq\": 7}, {\"id\": 1204, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0}, {\"id\": 1205, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0}, {\"id\": 1206, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 1.5}, {\"id\": 1207, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0}, {\"id\": 1208, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0}, {\"id\": 1209, \"Cluster\": \"Rebounding moderate users\", \"Time\": \"COVID-after\", \"Freq\": 3.5}, {\"id\": 1210, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0}, {\"id\": 1211, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0.125}, {\"id\": 1212, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0}, {\"id\": 1213, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0}, {\"id\": 1214, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0.125}, {\"id\": 1215, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0}, {\"id\": 1216, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0}, {\"id\": 1217, \"Cluster\": \"Rebounding moderate users\", \"Time\": \"COVID-after\", \"Freq\": 0}, {\"id\": 1218, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0.125}, {\"id\": 1219, \"Cluster\": \"Rebounding frequent users\", \"Time\": \"COVID-after\", \"Freq\": 7}, {\"id\": 1220, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0.625}, {\"id\": 1221, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0.625}, {\"id\": 1222, \"Cluster\": \"Rebounding moderate users\", \"Time\": \"COVID-after\", \"Freq\": 0}, {\"id\": 1223, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0.125}, {\"id\": 1224, \"Cluster\": \"Lost transit users\", \"Time\": \"COVID-after\", \"Freq\": 0.625}, {\"id\": 1225, \"Cluster\": \"Lost transit users\", \"Time\": \"COVID-after\", \"Freq\": 3.5}, {\"id\": 1226, \"Cluster\": \"Rebounding frequent users\", \"Time\": \"COVID-after\", \"Freq\": 7}, {\"id\": 1227, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0}, {\"id\": 1228, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0.625}, {\"id\": 1229, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0.125}, {\"id\": 1230, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0.625}, {\"id\": 1231, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0.125}, {\"id\": 1232, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0.125}, {\"id\": 1233, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0}, {\"id\": 1234, \"Cluster\": \"Rebounding frequent users\", \"Time\": \"COVID-after\", \"Freq\": 7}, {\"id\": 1235, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0.625}, {\"id\": 1236, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0.125}, {\"id\": 1237, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 1.5}, {\"id\": 1238, \"Cluster\": \"Rebounding frequent users\", \"Time\": \"COVID-after\", \"Freq\": 7}, {\"id\": 1239, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0}, {\"id\": 1240, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0}, {\"id\": 1241, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0}, {\"id\": 1242, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0}, {\"id\": 1243, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0}, {\"id\": 1244, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0.125}, {\"id\": 1245, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0}, {\"id\": 1246, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0}, {\"id\": 1247, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0.625}, {\"id\": 1248, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0}, {\"id\": 1249, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0.125}, {\"id\": 1250, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0}, {\"id\": 1251, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0.125}, {\"id\": 1252, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0}, {\"id\": 1253, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0}, {\"id\": 1254, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0.125}, {\"id\": 1255, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0}, {\"id\": 1256, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0}, {\"id\": 1257, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0.125}, {\"id\": 1258, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0}, {\"id\": 1259, \"Cluster\": \"Lost transit users\", \"Time\": \"COVID-after\", \"Freq\": 3.5}, {\"id\": 1260, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0.125}, {\"id\": 1261, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0}, {\"id\": 1262, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0.125}, {\"id\": 1263, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0}, {\"id\": 1264, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0.125}, {\"id\": 1265, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0}, {\"id\": 1266, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0}, {\"id\": 1267, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0.125}, {\"id\": 1268, \"Cluster\": \"Lost transit users\", \"Time\": \"COVID-after\", \"Freq\": 1.5}, {\"id\": 1269, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0}, {\"id\": 1270, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0.125}, {\"id\": 1271, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 1.5}, {\"id\": 1272, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0}, {\"id\": 1273, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0.625}, {\"id\": 1274, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0}, {\"id\": 1275, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0.125}, {\"id\": 1276, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0}, {\"id\": 1277, \"Cluster\": \"Rebounding moderate users\", \"Time\": \"COVID-after\", \"Freq\": 3.5}, {\"id\": 1278, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0}, {\"id\": 1279, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0.125}, {\"id\": 1280, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0}, {\"id\": 1281, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0}, {\"id\": 1282, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0}, {\"id\": 1283, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0.125}, {\"id\": 1284, \"Cluster\": \"Rebounding moderate users\", \"Time\": \"COVID-after\", \"Freq\": 3.5}, {\"id\": 1285, \"Cluster\": \"Rebounding frequent users\", \"Time\": \"COVID-after\", \"Freq\": 7}, {\"id\": 1286, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0}, {\"id\": 1287, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0}, {\"id\": 1288, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0}, {\"id\": 1289, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0}, {\"id\": 1290, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0.125}, {\"id\": 1291, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0}, {\"id\": 1292, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0}, {\"id\": 1293, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0}, {\"id\": 1294, \"Cluster\": \"Rebounding moderate users\", \"Time\": \"COVID-after\", \"Freq\": 1.5}, {\"id\": 1295, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0.125}, {\"id\": 1296, \"Cluster\": \"Rebounding moderate users\", \"Time\": \"COVID-after\", \"Freq\": 3.5}, {\"id\": 1297, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0}, {\"id\": 1298, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0.125}, {\"id\": 1299, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0.625}, {\"id\": 1300, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0.125}, {\"id\": 1301, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0}, {\"id\": 1302, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0.125}, {\"id\": 1303, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0}, {\"id\": 1304, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0}, {\"id\": 1305, \"Cluster\": \"Lost transit users\", \"Time\": \"COVID-after\", \"Freq\": 3.5}, {\"id\": 1306, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0}, {\"id\": 1307, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0}, {\"id\": 1308, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0}, {\"id\": 1309, \"Cluster\": \"Non-transit users\", \"Time\": \"COVID-after\", \"Freq\": 0}]}}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
      ],
      "text/plain": [
       "alt.Chart(...)"
      ]
     },
     "execution_count": 184,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from altair.expr import datum\n",
    "\n",
    "Transit_cluster_melt.loc[(Transit_cluster_melt.Cluster == 0),'Cluster']='Rebounding moderate users'\n",
    "Transit_cluster_melt.loc[(Transit_cluster_melt.Cluster == 1),'Cluster']='Rebounding frequent users'\n",
    "Transit_cluster_melt.loc[(Transit_cluster_melt.Cluster == 2),'Cluster']='Lost transit users'\n",
    "Transit_cluster_melt.loc[(Transit_cluster_melt.Cluster == 3),'Cluster']='Non-transit users'\n",
    "\n",
    "alt.Chart(Transit_cluster_melt).transform_window(\n",
    "    index='count()'\n",
    ").transform_fold(\n",
    "    ['Before COVID', 'During COVID', 'After COVID']\n",
    ").mark_line().encode(\n",
    "    alt.X('Time:O', \n",
    "        sort=['Before COVID', 'During COVID', 'After COVID'],\n",
    "        axis=alt.Axis(title='Time')),\n",
    "    y='Freq:Q',\n",
    "    detail='id:N',\n",
    "    opacity=alt.value(0.05),\n",
    "    facet=alt.Facet('Cluster:N', columns=2)\n",
    ").properties(width=400, height = 100)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Question 4: For \"Lost transit users\", are they more likely to turn to private cars, or working from home?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Driving alone?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following figure shows the driving frequency per week before and after the pandemic. We can see that there isn't much change observed for each group. But to unravel the change in more detail, future analysis is needed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [],
   "source": [
    "Driving = COVID_data[[\"In.a.typical.month.BEFORE.the.outbreak..e.g..in.January...how.often.did.you.use.the.following.modes.of.transportation...Drive.alone.\",\n",
    "                     \"In.the.past.month..i.e..DURING.the.outbreak...how.often.did.you.use.the.following.modes.of.transportation...Drive.Alone.\",\n",
    "                     \"Sometime.in.the.future..when.COVID.19.will.no.longer.be.a.threat..how.often.do.you.think.you.will.use.the.following.modes.of.transportation...Drive.Alone.\"]]\n",
    "Driving.columns = [\"Before COVID\", \"During COVID\", \"After COVID\"]\n",
    "\n",
    "Driving.loc[(Driving.loc[:,\"Before COVID\"] == 'Never'),'Before COVID'] = 0\n",
    "Driving.loc[(Driving.loc[:,\"Before COVID\"] == 'Once a month or less'),'Before COVID'] = 0.125\n",
    "Driving.loc[(Driving.loc[:,\"Before COVID\"] == 'A few times a month'),'Before COVID'] = 0.625\n",
    "Driving.loc[(Driving.loc[:,\"Before COVID\"] == '1-2 days a week'),'Before COVID'] = 1.5\n",
    "Driving.loc[(Driving.loc[:,\"Before COVID\"] == '3-4 days a week'),'Before COVID'] = 3.5\n",
    "Driving.loc[(Driving.loc[:,\"Before COVID\"] == 'Everyday'),'Before COVID'] = 7\n",
    "\n",
    "Driving.loc[(Driving.loc[:,\"During COVID\"] == 'Never'),'During COVID'] = 0\n",
    "Driving.loc[(Driving.loc[:,\"During COVID\"] == 'Once a month or less'),'During COVID'] = 0.125\n",
    "Driving.loc[(Driving.loc[:,\"During COVID\"] == 'A few times a month'),'During COVID'] = 0.625\n",
    "Driving.loc[(Driving.loc[:,\"During COVID\"] == '1-2 days a week'),'During COVID'] = 1.5\n",
    "Driving.loc[(Driving.loc[:,\"During COVID\"] == '3-4 days a week'),'During COVID'] = 3.5\n",
    "Driving.loc[(Driving.loc[:,\"During COVID\"] == 'Everyday'),'During COVID'] = 7\n",
    "\n",
    "Driving.loc[(Driving.loc[:,\"After COVID\"] == 'Never'),'After COVID'] = 0\n",
    "Driving.loc[(Driving.loc[:,\"After COVID\"] == 'Once a month or less'),'After COVID'] = 0.125\n",
    "Driving.loc[(Driving.loc[:,\"After COVID\"] == 'A few times a month'),'After COVID'] = 0.625\n",
    "Driving.loc[(Driving.loc[:,\"After COVID\"] == '1-2 days a week'),'After COVID'] = 1.5\n",
    "Driving.loc[(Driving.loc[:,\"After COVID\"] == '3-4 days a week'),'After COVID'] = 3.5\n",
    "Driving.loc[(Driving.loc[:,\"After COVID\"] == 'Everyday'),'After COVID'] = 7\n",
    "Driving_cluster = pd.concat([Driving, pd.Series(Transit_kmeans.labels_)], axis=1)\n",
    "\n",
    "Driving_cluster.columns = [\"Before COVID\", \"During COVID\", \"After COVID\", \"Cluster\"]\n",
    "\n",
    "Driving1 = Driving_cluster.loc[Driving_cluster[\"Cluster\"] == 0,:]\n",
    "Driving2 = Driving_cluster.loc[Driving_cluster[\"Cluster\"] == 1,:]\n",
    "Driving3 = Driving_cluster.loc[Driving_cluster[\"Cluster\"] == 2,:]\n",
    "Driving4 = Driving_cluster.loc[Driving_cluster[\"Cluster\"] == 3,:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 198,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "### WFH Group 3\n",
    "Driving1_d = alt.Chart(Driving1).transform_fold(\n",
    "    ['Before COVID',\n",
    "     'After COVID'],\n",
    "    as_ = ['Time', 'value']\n",
    ").transform_density(\n",
    "    density='value',\n",
    "    bandwidth=0.1,\n",
    "    groupby=['Time'],\n",
    "    extent= [0, 8]\n",
    ").mark_area().encode(\n",
    "    alt.X('value:Q'),\n",
    "    alt.Y('density:Q'),\n",
    "    alt.Row('Time:O')\n",
    ").properties(width=350, height=40)\n",
    "\n",
    "## WFH Group 4\n",
    "Driving2_d = alt.Chart(Driving2).transform_fold(\n",
    "    ['Before COVID',\n",
    "     'After COVID'],\n",
    "    as_ = ['Time', 'value']\n",
    ").transform_density(\n",
    "    density='value',\n",
    "    bandwidth=0.1,\n",
    "    groupby=['Time'],\n",
    "    extent= [0, 8]\n",
    ").mark_area().encode(\n",
    "    alt.X('value:Q'),\n",
    "    alt.Y('density:Q'),\n",
    "    alt.Row('Time:O')\n",
    ").properties(width=350, height=40)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 199,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    const outputDiv = document.getElementById(\"altair-viz-91133ca1a35549efb0a3d0318d83c844\");\n",
       "    const paths = {\n",
       "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
       "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
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       "\n",
       "    function displayChart(vegaEmbed) {\n",
       "      vegaEmbed(outputDiv, spec, embedOpt)\n",
       "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
       "    }\n",
       "\n",
       "    if(typeof define === \"function\" && define.amd) {\n",
       "      requirejs.config({paths});\n",
       "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
       "    } else if (typeof vegaEmbed === \"function\") {\n",
       "      displayChart(vegaEmbed);\n",
       "    } else {\n",
       "      loadScript(\"vega\")\n",
       "        .then(() => loadScript(\"vega-lite\"))\n",
       "        .then(() => loadScript(\"vega-embed\"))\n",
       "        .catch(showError)\n",
       "        .then(() => displayChart(vegaEmbed));\n",
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       "</script>"
      ],
      "text/plain": [
       "alt.HConcatChart(...)"
      ]
     },
     "execution_count": 199,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### WFH Group 3\n",
    "Driving3_d = alt.Chart(Driving3).transform_fold(\n",
    "    ['Before COVID',\n",
    "     'After COVID'],\n",
    "    as_ = ['Time', 'value']\n",
    ").transform_density(\n",
    "    density='value',\n",
    "    bandwidth=0.1,\n",
    "    groupby=['Time'],\n",
    "    extent= [0, 8]\n",
    ").mark_area().encode(\n",
    "    alt.X('value:Q'),\n",
    "    alt.Y('density:Q'),\n",
    "    alt.Row('Time:O')\n",
    ").properties(width=350, height=40)\n",
    "\n",
    "## WFH Group 4\n",
    "Driving4_d = alt.Chart(Driving4).transform_fold(\n",
    "    ['Before COVID',\n",
    "     'After COVID'],\n",
    "    as_ = ['Time', 'value']\n",
    ").transform_density(\n",
    "    density='value',\n",
    "    bandwidth=0.1,\n",
    "    groupby=['Time'],\n",
    "    extent= [0, 8]\n",
    ").mark_area().encode(\n",
    "    alt.X('value:Q'),\n",
    "    alt.Y('density:Q'),\n",
    "    alt.Row('Time:O')\n",
    ").properties(width=350, height=40)\n",
    "\n",
    "Driving3_d | Driving4_d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 200,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<div id=\"altair-viz-49907627387d4cf9a92a3668fa0002c6\"></div>\n",
       "<script type=\"text/javascript\">\n",
       "  (function(spec, embedOpt){\n",
       "    const outputDiv = document.getElementById(\"altair-viz-49907627387d4cf9a92a3668fa0002c6\");\n",
       "    const paths = {\n",
       "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
       "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
       "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm//vega-lite@4.0.2?noext\",\n",
       "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
       "    };\n",
       "\n",
       "    function loadScript(lib) {\n",
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       "        s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
       "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "      });\n",
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       "\n",
       "    function showError(err) {\n",
       "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
       "      throw err;\n",
       "    }\n",
       "\n",
       "    function displayChart(vegaEmbed) {\n",
       "      vegaEmbed(outputDiv, spec, embedOpt)\n",
       "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
       "    }\n",
       "\n",
       "    if(typeof define === \"function\" && define.amd) {\n",
       "      requirejs.config({paths});\n",
       "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
       "    } else if (typeof vegaEmbed === \"function\") {\n",
       "      displayChart(vegaEmbed);\n",
       "    } else {\n",
       "      loadScript(\"vega\")\n",
       "        .then(() => loadScript(\"vega-lite\"))\n",
       "        .then(() => loadScript(\"vega-embed\"))\n",
       "        .catch(showError)\n",
       "        .then(() => displayChart(vegaEmbed));\n",
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       "</script>"
      ],
      "text/plain": [
       "alt.HConcatChart(...)"
      ]
     },
     "execution_count": 200,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Driving1_d | Driving2_d"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Work from home?\n",
    "\n",
    "Different from private cars, all groups have higher work from home frequency after the pandemic, especially for **lost transit riders** (top left) and **non-transit riders** (bottom right)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [],
   "source": [
    "WFH = COVID_data[[\"In.a.typical.month.BEFORE.the.outbreak..e.g..in.January...how.often.did.you......work.from.home..\",\n",
    "                     \"In.the.past.month..i.e..DURING.the.outbreak...how.often.did.you......work.from.home..\",\n",
    "                     \"Sometime.in.the.future..when.COVID.19.will.no.longer.be.a.threat..how.often.do.you.think.you.will......work.from.home..\"]]\n",
    "WFH.columns = [\"Before COVID\", \"During COVID\", \"After COVID\"]\n",
    "\n",
    "WFH.loc[(WFH.loc[:,\"Before COVID\"] == 'Never'),'Before COVID'] = 0\n",
    "WFH.loc[(WFH.loc[:,\"Before COVID\"] == 'Once a month or less'),'Before COVID'] = 0.125\n",
    "WFH.loc[(WFH.loc[:,\"Before COVID\"] == 'A few times a month'),'Before COVID'] = 0.625\n",
    "WFH.loc[(WFH.loc[:,\"Before COVID\"] == '1-2 days a week'),'Before COVID'] = 1.5\n",
    "WFH.loc[(WFH.loc[:,\"Before COVID\"] == '3-4 days a week'),'Before COVID'] = 3.5\n",
    "WFH.loc[(WFH.loc[:,\"Before COVID\"] == 'Everyday'),'Before COVID'] = 7\n",
    "\n",
    "WFH.loc[(WFH.loc[:,\"During COVID\"] == 'Never'),'During COVID'] = 0\n",
    "WFH.loc[(WFH.loc[:,\"During COVID\"] == 'Once a month or less'),'During COVID'] = 0.125\n",
    "WFH.loc[(WFH.loc[:,\"During COVID\"] == 'A few times a month'),'During COVID'] = 0.625\n",
    "WFH.loc[(WFH.loc[:,\"During COVID\"] == '1-2 days a week'),'During COVID'] = 1.5\n",
    "WFH.loc[(WFH.loc[:,\"During COVID\"] == '3-4 days a week'),'During COVID'] = 3.5\n",
    "WFH.loc[(WFH.loc[:,\"During COVID\"] == 'Everyday'),'During COVID'] = 7\n",
    "\n",
    "WFH.loc[(WFH.loc[:,\"After COVID\"] == 'Never'),'After COVID'] = 0\n",
    "WFH.loc[(WFH.loc[:,\"After COVID\"] == 'Once a month or less'),'After COVID'] = 0.125\n",
    "WFH.loc[(WFH.loc[:,\"After COVID\"] == 'A few times a month'),'After COVID'] = 0.625\n",
    "WFH.loc[(WFH.loc[:,\"After COVID\"] == '1-2 days a week'),'After COVID'] = 1.5\n",
    "WFH.loc[(WFH.loc[:,\"After COVID\"] == '3-4 days a week'),'After COVID'] = 3.5\n",
    "WFH.loc[(WFH.loc[:,\"After COVID\"] == 'Everyday'),'After COVID'] = 7\n",
    "WFH_cluster = pd.concat([WFH, pd.Series(Transit_kmeans.labels_)], axis=1)\n",
    "\n",
    "WFH_cluster.columns = [\"Before COVID\", \"During COVID\", \"After COVID\", \"Cluster\"]\n",
    "\n",
    "WFH1 = WFH_cluster.loc[WFH_cluster[\"Cluster\"] == 0,:]\n",
    "WFH2 = WFH_cluster.loc[WFH_cluster[\"Cluster\"] == 1,:]\n",
    "WFH3 = WFH_cluster.loc[WFH_cluster[\"Cluster\"] == 2,:]\n",
    "WFH4 = WFH_cluster.loc[WFH_cluster[\"Cluster\"] == 3,:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 201,
   "metadata": {},
   "outputs": [],
   "source": [
    "### WFH Group 1\n",
    "WFH1_d = alt.Chart(WFH1).transform_fold(\n",
    "    ['Before COVID',\n",
    "     'After COVID'],\n",
    "    as_ = ['Time', 'value']\n",
    ").transform_density(\n",
    "    density='value',\n",
    "    bandwidth=0.1,\n",
    "    groupby=['Time'],\n",
    "    extent= [0, 8]\n",
    ").mark_area().encode(\n",
    "    alt.X('value:Q'),\n",
    "    alt.Y('density:Q'),\n",
    "    alt.Row('Time:O')\n",
    ").properties(width=350, height=40)\n",
    "\n",
    "## WFH Group 2\n",
    "WFH2_d = alt.Chart(WFH2).transform_fold(\n",
    "    ['Before COVID',\n",
    "     'After COVID'],\n",
    "    as_ = ['Time', 'value']\n",
    ").transform_density(\n",
    "    density='value',\n",
    "    bandwidth=0.1,\n",
    "    groupby=['Time'],\n",
    "    extent= [0, 8]\n",
    ").mark_area().encode(\n",
    "    alt.X('value:Q'),\n",
    "    alt.Y('density:Q'),\n",
    "    alt.Row('Time:O')\n",
    ").properties(width=350, height=40)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 202,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
       "    if(typeof define === \"function\" && define.amd) {\n",
       "      requirejs.config({paths});\n",
       "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
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COVID\": 0.125, \"During COVID\": 7, \"After COVID\": 1.5, \"Cluster\": 3}, {\"Before COVID\": 0, \"During COVID\": 0, \"After COVID\": 0, \"Cluster\": 3}, {\"Before COVID\": 0, \"During COVID\": 1.5, \"After COVID\": 0.625, \"Cluster\": 3}, {\"Before COVID\": 0, \"During COVID\": 7, \"After COVID\": 0, \"Cluster\": 3}, {\"Before COVID\": 0, \"During COVID\": 0, \"After COVID\": 0, \"Cluster\": 3}, {\"Before COVID\": 0, \"During COVID\": 7, \"After COVID\": 1.5, \"Cluster\": 3}, {\"Before COVID\": 0, \"During COVID\": 0, \"After COVID\": 0.125, \"Cluster\": 3}, {\"Before COVID\": 0, \"During COVID\": 7, \"After COVID\": 0, \"Cluster\": 3}, {\"Before COVID\": 0, \"During COVID\": 7, \"After COVID\": 0, \"Cluster\": 3}, {\"Before COVID\": 0, \"During COVID\": 0, \"After COVID\": 0, \"Cluster\": 3}, {\"Before COVID\": 0, \"During COVID\": 3.5, \"After COVID\": 0.625, \"Cluster\": 3}, {\"Before COVID\": 0, \"During COVID\": 3.5, \"After COVID\": 0.625, \"Cluster\": 3}]}}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
      ],
      "text/plain": [
       "alt.HConcatChart(...)"
      ]
     },
     "execution_count": 202,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### WFH Group 3\n",
    "WFH3_d = alt.Chart(WFH3).transform_fold(\n",
    "    ['Before COVID',\n",
    "     'After COVID'],\n",
    "    as_ = ['Time', 'value']\n",
    ").transform_density(\n",
    "    density='value',\n",
    "    bandwidth=0.1,\n",
    "    groupby=['Time'],\n",
    "    extent= [0, 8]\n",
    ").mark_area().encode(\n",
    "    alt.X('value:Q'),\n",
    "    alt.Y('density:Q'),\n",
    "    alt.Row('Time:O')\n",
    ").properties(width=350, height=40)\n",
    "\n",
    "## WFH Group 4\n",
    "WFH4_d = alt.Chart(WFH4).transform_fold(\n",
    "    ['Before COVID',\n",
    "     'After COVID'],\n",
    "    as_ = ['Time', 'value']\n",
    ").transform_density(\n",
    "    density='value',\n",
    "    bandwidth=0.1,\n",
    "    groupby=['Time'],\n",
    "    extent= [0, 8]\n",
    ").mark_area().encode(\n",
    "    alt.X('value:Q'),\n",
    "    alt.Y('density:Q'),\n",
    "    alt.Row('Time:O')\n",
    ").properties(width=350, height=40)\n",
    "\n",
    "WFH3_d | WFH4_d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 203,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<div id=\"altair-viz-c4d0d5a333f8406883fcae9a1ff5845a\"></div>\n",
       "<script type=\"text/javascript\">\n",
       "  (function(spec, embedOpt){\n",
       "    const outputDiv = document.getElementById(\"altair-viz-c4d0d5a333f8406883fcae9a1ff5845a\");\n",
       "    const paths = {\n",
       "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
       "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
       "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm//vega-lite@4.0.2?noext\",\n",
       "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
       "    };\n",
       "\n",
       "    function loadScript(lib) {\n",
       "      return new Promise(function(resolve, reject) {\n",
       "        var s = document.createElement('script');\n",
       "        s.src = paths[lib];\n",
       "        s.async = true;\n",
       "        s.onload = () => resolve(paths[lib]);\n",
       "        s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
       "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "      });\n",
       "    }\n",
       "\n",
       "    function showError(err) {\n",
       "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
       "      throw err;\n",
       "    }\n",
       "\n",
       "    function displayChart(vegaEmbed) {\n",
       "      vegaEmbed(outputDiv, spec, embedOpt)\n",
       "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
       "    }\n",
       "\n",
       "    if(typeof define === \"function\" && define.amd) {\n",
       "      requirejs.config({paths});\n",
       "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
       "    } else if (typeof vegaEmbed === \"function\") {\n",
       "      displayChart(vegaEmbed);\n",
       "    } else {\n",
       "      loadScript(\"vega\")\n",
       "        .then(() => loadScript(\"vega-lite\"))\n",
       "        .then(() => loadScript(\"vega-embed\"))\n",
       "        .catch(showError)\n",
       "        .then(() => displayChart(vegaEmbed));\n",
       "    }\n",
       "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"hconcat\": [{\"data\": {\"name\": \"data-4cb9d6a353a53dfa05169c96b9ac3231\"}, \"mark\": \"area\", \"encoding\": {\"row\": {\"type\": \"ordinal\", \"field\": \"Time\"}, \"x\": {\"type\": \"quantitative\", \"field\": \"value\"}, \"y\": {\"type\": \"quantitative\", \"field\": \"density\"}}, \"height\": 40, \"transform\": [{\"fold\": [\"Before COVID\", \"After COVID\"], \"as\": [\"Time\", \"value\"]}, {\"density\": \"value\", \"bandwidth\": 0.1, \"extent\": [0, 8], \"groupby\": [\"Time\"]}], \"width\": 350}, {\"data\": {\"name\": \"data-a3aa2c2f9ef211ecb56d7fafb46182a4\"}, \"mark\": \"area\", \"encoding\": {\"row\": {\"type\": \"ordinal\", \"field\": \"Time\"}, \"x\": {\"type\": \"quantitative\", \"field\": \"value\"}, \"y\": {\"type\": \"quantitative\", \"field\": \"density\"}}, \"height\": 40, \"transform\": [{\"fold\": [\"Before COVID\", \"After COVID\"], \"as\": [\"Time\", \"value\"]}, 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    "### Summary and future investigations\n",
    "\n",
    "This assignment investigates the physical and virtual mobility change of residents in Puget Sound Region using a travel survey dataset. By applying a K-means clustering method, 4 groups of transit use patterns are identified. For **lost transit riders**, we found that their anticipated driving frequency does not change much, while their working from home frequency increases. Does that mean: those who are reluctant to return to transit after the pandemic, actually prefer working from home rather than switch to private cars?\n",
    "\n",
    "In the future, there is a lot to be explored:\n",
    "\n",
    "+ How much do they switch to private cars, work from home?\n",
    "\n",
    "+ Is this good bad for future transit development and future sustainability?"
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