Lab Assignment Using R Programming Basics ( Harrisburg Uni Business Analytics Class)
tejvallabh
05_data.csv
| id | biz_focus | internet | time.1 | time.2 |
| S001 | forward | high | 7.54461929529665 | 9.71145794011495 |
| S002 | forward | high | 7.56602152676232 | 10.2370062514367 |
| S003 | forward | high | 5.93051435993184 | 9.18305921166751 |
| S004 | forward | high | 6.7732506783744 | 10.4951664237254 |
| S005 | forward | high | 7.62174813424695 | 8.68935571516054 |
| S006 | forward | high | 8.10704890640817 | 10.2653401775158 |
| S007 | forward | high | 6.79841138355494 | 9.75216574681602 |
| S008 | forward | high | 7.91462841545952 | 9.9141849651032 |
| S009 | forward | high | 8.58367124280874 | 10.7145756849435 |
| S010 | forward | high | 6.65878178339148 | 9.27371478501158 |
| S011 | forward | high | 9.90137292140763 | 10.891754641729 |
| S012 | forward | high | 7.67713190424759 | 9.37641074740424 |
| S013 | forward | high | 6.75184301479029 | 9.66527756565728 |
| S014 | forward | high | 7.82519481433456 | 8.13060693311065 |
| S015 | forward | high | 5.6483885918889 | 8.23469346431753 |
| S016 | forward | high | 6.70791419438336 | 9.67670840524234 |
| S017 | forward | high | 6.87372968527167 | 8.58825605639852 |
| S018 | forward | high | 6.3065345051155 | 9.71059269046615 |
| S019 | forward | high | 7.4213664782951 | 10.5613438679928 |
| S020 | forward | high | 7.63892701823191 | 9.86925913633171 |
| S021 | forward | high | 6.58668596394098 | 12.0859779459997 |
| S022 | forward | high | 7.69775459149464 | 9.33750972730646 |
| S023 | forward | high | 5.64963240475352 | 10.4552458031867 |
| S024 | forward | high | 7.01539067575059 | 11.3716701171014 |
| S025 | forward | high | 8.06135435196159 | 10.6611375413098 |
| S026 | forward | high | 5.20511410906889 | 9.24607261767014 |
| S027 | forward | high | 6.90767343206744 | 9.06809640025142 |
| S028 | forward | high | 5.6831534769812 | 11.4007111772506 |
| S029 | forward | high | 7.15816607737674 | 9.71734241888108 |
| S030 | forward | high | 6.84591858458249 | 11.4414902617871 |
| S031 | forward | high | 6.25896901564771 | 9.95950102600627 |
| S032 | forward | high | 8.00697053181114 | 10.8107018692896 |
| S033 | forward | high | 6.04974279466079 | 9.40663717576452 |
| S034 | forward | high | 7.03821289657728 | 10.3053916949988 |
| S035 | forward | high | 6.42450197425806 | 10.9768907849876 |
| S036 | forward | high | 7.50423761955648 | 9.73280636798897 |
| S037 | forward | high | 6.65724942822282 | 9.07721207968952 |
| S038 | forward | high | 6.87593849457879 | 9.95299831454234 |
| S039 | forward | high | 6.93695747335472 | 10.8044459921966 |
| S040 | forward | high | 7.70787714241247 | 10.7237507476209 |
| S041 | forward | high | 5.56598884577403 | 9.91914040692672 |
| S042 | forward | high | 8.7296558651959 | 8.47019334372043 |
| S043 | forward | high | 8.40212501833999 | 11.0446437138799 |
| S044 | forward | high | 7.81474791982205 | 9.73794453764732 |
| S045 | forward | high | 8.17789112950716 | 10.716139456982 |
| S046 | forward | high | 7.31110223764717 | 9.68666335565061 |
| S047 | forward | high | 5.8632773893131 | 12.1846964817445 |
| S048 | forward | high | 6.52260287841601 | 9.24926318661747 |
| S049 | forward | high | 7.50444391034815 | 10.4726464467355 |
| S050 | forward | high | 7.93155117178069 | 9.83293744870678 |
| S051 | forward | medium | 5.53050412425453 | 7.67202873899949 |
| S052 | forward | medium | 3.27463341228081 | 6.58774376847211 |
| S053 | forward | medium | 1.97284467974081 | 6.37399292767908 |
| S054 | forward | medium | 4.74191493666454 | 8.16324763455933 |
| S055 | forward | medium | 5.03742986073303 | 6.4708887624374 |
| S056 | forward | medium | 5.23902575216534 | 6.62785412431485 |
| S057 | forward | medium | 4.94439273860393 | 6.80666413119957 |
| S058 | forward | medium | 4.87283614512856 | 8.12177529929948 |
| S059 | forward | medium | 5.06568860995097 | 5.57519673808517 |
| S060 | forward | medium | 4.2343668030625 | 8.74452871596565 |
| S061 | forward | medium | 3.72027960141926 | 5.974953674113 |
| S062 | forward | medium | 5.03053256662061 | 6.25531959735296 |
| S063 | forward | medium | 4.15600834698432 | 7.45187831070885 |
| S064 | forward | medium | 2.00945349741752 | 5.68619197014639 |
| S065 | forward | medium | 4.49737419975861 | 7.32500796968062 |
| S066 | forward | medium | 4.00108918477985 | 6.50797792086588 |
| S067 | forward | medium | 1.93491261864564 | 6.96450969660186 |
| S068 | forward | medium | 2.33335924917849 | 8.43042751594587 |
| S069 | forward | medium | 4.32486948369307 | 8.10224426867773 |
| S070 | forward | medium | 3.81495762804504 | 8.36190336657939 |
| S071 | forward | medium | 4.47052376514903 | 6.93883644220444 |
| S072 | forward | medium | 2.60065639036447 | 5.48073021295923 |
| S073 | forward | medium | 4.87356368645555 | 6.54486689705117 |
| S074 | forward | medium | 5.26344797428397 | 7.58422795592395 |
| S075 | forward | medium | 4.24562551452259 | 8.65343569717921 |
| S076 | forward | medium | 2.61203857926874 | 7.14742381760506 |
| S077 | forward | medium | 3.94635389288572 | 7.01130906355649 |
| S078 | forward | medium | 4.00292757024377 | 5.16013872809007 |
| S079 | forward | medium | 5.4674302809398 | 6.16324140669347 |
| S080 | forward | medium | 4.11986070824017 | 7.3571939133091 |
| S081 | forward | medium | 3.41440223974978 | 7.55019495181102 |
| S082 | forward | medium | 4.44507936902107 | 7.25137460830833 |
| S083 | forward | medium | 3.29808677767549 | 7.78175694476839 |
| S084 | forward | medium | 5.18651220932369 | 7.11128998323117 |
| S085 | forward | medium | 2.09561117341194 | 6.08586574264685 |
| S086 | forward | medium | 3.38034435103487 | 6.62854520232481 |
| S087 | forward | medium | 6.16945705950303 | 7.0354668414747 |
| S088 | forward | medium | 5.88532338450724 | 7.51828035237105 |
| S089 | forward | medium | 3.81506711284279 | 8.49856376945731 |
| S090 | forward | medium | 4.28558796284775 | 7.64630167618766 |
| S091 | forward | medium | 3.12079860963116 | 8.76894130380037 |
| S092 | forward | medium | 5.91036337477615 | 6.73308521923742 |
| S093 | forward | medium | 3.60120475880078 | 5.52385204139341 |
| S094 | forward | medium | 3.95473600570103 | 8.36521321971612 |
| S095 | forward | medium | 4.60977541375463 | 7.69752302724078 |
| S096 | forward | medium | 4.09622691164078 | 5.4362098981989 |
| S097 | forward | medium | 2.88837333578443 | 7.51609722274239 |
| S098 | forward | medium | 3.85414707374194 | 7.2812639845584 |
| S099 | forward | medium | 3.246549620235 | 8.59280453996882 |
| S100 | forward | medium | 2.59224211846774 | 9.34921387889298 |
| S101 | forward | low | 2.5224764028538 | 6.43760213326591 |
| S102 | forward | low | 2.49535894895484 | 5.3284044349101 |
| S103 | forward | low | 1.13113466355417 | 5.50123931554487 |
| S104 | forward | low | 0.369410278821574 | 5.88046404080231 |
| S105 | forward | low | 2.32366426586579 | 3.15864786912819 |
| S106 | forward | low | 3.06724603014418 | 6.0078186697006 |
| S107 | forward | low | 1.52867391621601 | 4.77985407588937 |
| S108 | forward | low | 2.53700834137686 | 4.9068021090862 |
| S109 | forward | low | 0.507158739077561 | 3.75469372715338 |
| S110 | forward | low | 2.83677137191173 | 4.7630555964915 |
| S111 | forward | low | 0.670135422841367 | 4.42313955165662 |
| S112 | forward | low | 2.28315697524468 | 6.04017817080486 |
| S113 | forward | low | 0.518672507575507 | 4.33758809299173 |
| S114 | forward | low | 3.48677295105904 | 4.61227392372148 |
| S115 | forward | low | 2.8328494500908 | 4.66731613496541 |
| S116 | forward | low | 2.0431909625076 | 4.10906135166517 |
| S117 | forward | low | 1.68600722680227 | 4.50330402818514 |
| S118 | forward | low | 2.41325358744643 | 6.2361523978994 |
| S119 | forward | low | 1.97842355459453 | 5.0254662106184 |
| S120 | forward | low | 1.9733637549102 | 5.58492139964552 |
| S121 | forward | low | 1.26763266021599 | 6.18411777152465 |
| S122 | forward | low | 2.43205053504974 | 6.81887353814225 |
| S123 | forward | low | 2.18332757560437 | 4.08822504015179 |
| S124 | forward | low | 1.93382566408145 | 4.90640484901976 |
| S125 | forward | low | 1.37288180447535 | 5.73224842478843 |
| S126 | forward | low | 1.2726022723841 | 5.68258643086488 |
| S127 | forward | low | 1.14610654755311 | 4.07773395856666 |
| S128 | forward | low | 2.58762115620635 | 4.96400611612151 |
| S129 | forward | low | 2.23474507744813 | 4.29838452649832 |
| S130 | forward | low | 1.81775097999248 | 3.84898399455681 |
| S131 | forward | low | 0.362512543079549 | 6.64786270223142 |
| S132 | forward | low | 1.21322344435731 | 4.36898188154846 |
| S133 | forward | low | 1.77424243925402 | 5.47288054920528 |
| S134 | forward | low | 2.73253185766085 | 5.94388091291604 |
| S135 | forward | low | 1.63070624284371 | 5.52794947045231 |
| S136 | forward | low | 4.79087989824301 | 4.56830298667407 |
| S137 | forward | low | 3.81119832846429 | 5.95955178885144 |
| S138 | forward | low | 1.45631712271429 | 5.77626563295125 |
| S139 | forward | low | 1.58621347717641 | 5.14858730721087 |
| S140 | forward | low | 1.6654065880424 | 4.28035377536376 |
| S141 | forward | low | 3.8652015021633 | 4.4567949073068 |
| S142 | forward | low | 3.12439670060425 | 5.29011079134462 |
| S143 | forward | low | 0.995041597064434 | 7.50990677458358 |
| S144 | forward | low | 1.91780366486253 | 3.98530949643074 |
| S145 | forward | low | 1.84303493464892 | 4.93699488754145 |
| S146 | forward | low | 2.96083518362924 | 4.74811876232209 |
| S147 | forward | low | -0.144514760764628 | 5.91067660472638 |
| S148 | forward | low | 1.03510301671488 | 4.60531490633815 |
| S149 | forward | low | 0.582686130318729 | 4.92280948911802 |
| S150 | forward | low | 0.390303077588046 | 4.861156064162 |
| S151 | traditional | high | 5.10486642555408 | 4.89477506239371 |
| S152 | traditional | high | 4.32584450945467 | 2.96994317375893 |
| S153 | traditional | high | 2.99945562081046 | 3.49682442995458 |
| S154 | traditional | high | 4.17794883607209 | 2.85231028726775 |
| S155 | traditional | high | 5.32948811774453 | 5.96627322289305 |
| S156 | traditional | high | 4.71314023130953 | 3.61643719607096 |
| S157 | traditional | high | 4.7792160310686 | 2.90326137240848 |
| S158 | traditional | high | 4.37012991363398 | 2.8132836027212 |
| S159 | traditional | high | 2.86409722263786 | 2.66039645485193 |
| S160 | traditional | high | 4.52237125256325 | 3.50652980334439 |
| S161 | traditional | high | 2.7743171948156 | -0.116869039455652 |
| S162 | traditional | high | 4.31862140801232 | 2.11463068741107 |
| S163 | traditional | high | 3.52809773953858 | 2.27913733965272 |
| S164 | traditional | high | 3.36254593007139 | 3.4760220745818 |
| S165 | traditional | high | 3.15013718226357 | 1.77082458469596 |
| S166 | traditional | high | 4.09909612165016 | 2.2415165063053 |
| S167 | traditional | high | 6.60143352863028 | 3.62756410404583 |
| S168 | traditional | high | 3.37054334387635 | 1.96190444639666 |
| S169 | traditional | high | 4.48062966801298 | 3.67540839287553 |
| S170 | traditional | high | 2.60647636028678 | 1.81170916367949 |
| S171 | traditional | high | 4.10907115067891 | 3.1783307444849 |
| S172 | traditional | high | 4.24828747441281 | 2.98197746758632 |
| S173 | traditional | high | 3.28185738016245 | 3.68199792603888 |
| S174 | traditional | high | 3.60487400031031 | 3.1049975198627 |
| S175 | traditional | high | 3.18299472735906 | 2.70456992514632 |
| S176 | traditional | high | 4.95026445328983 | 2.99499574331079 |
| S177 | traditional | high | 4.19426474211022 | 3.99814765608117 |
| S178 | traditional | high | 3.36484220536335 | 4.62481724084762 |
| S179 | traditional | high | 3.0043213571271 | 3.98444316958438 |
| S180 | traditional | high | 5.19550574369923 | 3.34784211431729 |
| S181 | traditional | high | 4.38272578824077 | 3.05784035084241 |
| S182 | traditional | high | 4.7544201804972 | 3.31133005189653 |
| S183 | traditional | high | 3.34346141319934 | 2.47827559880738 |
| S184 | traditional | high | 2.3894321823773 | 1.40679498195295 |
| S185 | traditional | high | 2.95639667404261 | 3.45866244609069 |
| S186 | traditional | high | 3.3501078647514 | 3.1983571868968 |
| S187 | traditional | high | 3.8444885114533 | 3.04406202810174 |
| S188 | traditional | high | 4.18410829424586 | 3.21289114954232 |
| S189 | traditional | high | 1.76693891801572 | 3.63318723677819 |
| S190 | traditional | high | 4.29337291912788 | 2.01499956050721 |
| S191 | traditional | high | 4.55009015038142 | 4.03238865585671 |
| S192 | traditional | high | 4.35849229808837 | 2.73762655650565 |
| S193 | traditional | high | 3.68692616556658 | 3.95266676881715 |
| S194 | traditional | high | 4.01708989478033 | 2.6771773952751 |
| S195 | traditional | high | 5.44633317808987 | 2.47770881594843 |
| S196 | traditional | high | 3.93959834013851 | 4.22808351834006 |
| S197 | traditional | high | 3.37495329665322 | 2.31752928849275 |
| S198 | traditional | high | 3.06858343406928 | 2.9982637999933 |
| S199 | traditional | high | 5.47589175755472 | 1.75351294930081 |
| S200 | traditional | high | 4.21699541423814 | 2.55160506057931 |
| S201 | traditional | medium | 2.87806758823668 | 1.02265119719803 |
| S202 | traditional | medium | 3.0284393306278 | 2.65146211425856 |
| S203 | traditional | medium | 2.78020345138241 | 4.43553158447917 |
| S204 | traditional | medium | 3.09626746753202 | 2.27166378516219 |
| S205 | traditional | medium | 2.07204422960439 | 4.54464030987667 |
| S206 | traditional | medium | 1.05168900652312 | 2.70111612051296 |
| S207 | traditional | medium | 4.11035675492932 | 1.12231392508704 |
| S208 | traditional | medium | 2.82822807024731 | 2.30649035376884 |
| S209 | traditional | medium | 3.43548977840032 | 1.72031391138705 |
| S210 | traditional | medium | 1.11169947060888 | 2.71708924969339 |
| S211 | traditional | medium | 3.47773931693664 | 3.66270915714005 |
| S212 | traditional | medium | 3.59227517403855 | 3.89419128071218 |
| S213 | traditional | medium | 0.951344438795716 | 2.74676105662409 |
| S214 | traditional | medium | 4.04294966418015 | 2.65131864691799 |
| S215 | traditional | medium | 3.32277633505429 | 1.68616660596064 |
| S216 | traditional | medium | 3.33178348336525 | 3.49358885309412 |
| S217 | traditional | medium | 3.61701877306332 | 2.70284108484591 |
| S218 | traditional | medium | 5.37518717311234 | 3.65048633724812 |
| S219 | traditional | medium | 3.21517007171227 | 5.34557350692346 |
| S220 | traditional | medium | 2.87644928808159 | 2.14296484574596 |
| S221 | traditional | medium | 2.55162106783373 | 3.7047426665825 |
| S222 | traditional | medium | 2.4107419739109 | 4.35283137892456 |
| S223 | traditional | medium | 2.04090905233197 | 3.81121882414248 |
| S224 | traditional | medium | 3.65325781006136 | 3.76377292927952 |
| S225 | traditional | medium | 3.22545294475338 | 3.29346516949283 |
| S226 | traditional | medium | 3.15596448696556 | 1.88094899726818 |
| S227 | traditional | medium | 2.23314506817295 | 0.163138450132196 |
| S228 | traditional | medium | 4.07581166702842 | 3.93318047975908 |
| S229 | traditional | medium | 2.02189006264489 | 3.13516052992036 |
| S230 | traditional | medium | 2.97743143813245 | 1.53544055714706 |
| S231 | traditional | medium | 3.65191234946375 | 4.17218164818306 |
| S232 | traditional | medium | 2.88893725787753 | 3.47222860530029 |
| S233 | traditional | medium | 1.98195360837207 | 4.16917872963527 |
| S234 | traditional | medium | 5.3333525152977 | 2.3009746650283 |
| S235 | traditional | medium | 4.23814916412874 | 4.41442721900396 |
| S236 | traditional | medium | 3.97456693071416 | 3.72028325320143 |
| S237 | traditional | medium | 3.35811873048462 | 4.39886684231091 |
| S238 | traditional | medium | 3.65735445675191 | 3.68627815916697 |
| S239 | traditional | medium | 2.21693256503039 | 2.55293327228446 |
| S240 | traditional | medium | 0.718092123639438 | 4.00453696461036 |
| S241 | traditional | medium | 2.26782358095627 | 3.00369161216148 |
| S242 | traditional | medium | 2.58573502433888 | 2.03265169231416 |
| S243 | traditional | medium | 3.45132552274386 | 2.00540370615431 |
| S244 | traditional | medium | 2.81292029488496 | 3.19922504096468 |
| S245 | traditional | medium | 3.78424564272117 | 4.63091298228113 |
| S246 | traditional | medium | 5.38942148660895 | 2.86443921381766 |
| S247 | traditional | medium | 2.59174875456492 | 2.85879517223661 |
| S248 | traditional | medium | 1.47453249503981 | 3.23663140244414 |
| S249 | traditional | medium | 2.92107078979369 | 3.40165040580426 |
| S250 | traditional | medium | 1.22508629425531 | 0.93582458465494 |
| S251 | traditional | low | 2.28974188176165 | 4.2760079437755 |
| S252 | traditional | low | -0.308674126790704 | 2.29529483239886 |
| S253 | traditional | low | 2.16455080673153 | 1.06866627640947 |
| S254 | traditional | low | 3.93774408679007 | 4.41584041560037 |
| S255 | traditional | low | 1.68957793605257 | 1.83911659639597 |
| S256 | traditional | low | 1.01995721391721 | 4.06624513307756 |
| S257 | traditional | low | 2.16166217887545 | 3.21052884362644 |
| S258 | traditional | low | 1.83712739140446 | 3.78410987205034 |
| S259 | traditional | low | 1.95250422090006 | 2.22132522965679 |
| S260 | traditional | low | 0.982929467739303 | 2.87277043781162 |
| S261 | traditional | low | 3.19116099164729 | 4.48407180441971 |
| S262 | traditional | low | 2.36563826851947 | 2.56684027605361 |
| S263 | traditional | low | 1.54776360128332 | 2.64892763769259 |
| S264 | traditional | low | 1.76837896882579 | 2.28187564646681 |
| S265 | traditional | low | 2.05441880273733 | 2.40711869948123 |
| S266 | traditional | low | 1.65169242599132 | 2.85308532222485 |
| S267 | traditional | low | 2.16242275804515 | 2.11580847027816 |
| S268 | traditional | low | 1.2833349278387 | 3.65650009820828 |
| S269 | traditional | low | 2.2126507118665 | 3.77804359357284 |
| S270 | traditional | low | 2.370031043618 | 4.89042177747777 |
| S271 | traditional | low | 1.66679441529513 | 3.60437912638431 |
| S272 | traditional | low | -0.680472275247324 | 3.21960026432146 |
| S273 | traditional | low | 2.31206493490589 | 3.63534699230581 |
| S274 | traditional | low | 2.85443460177426 | 3.73376193166432 |
| S275 | traditional | low | 1.26866375790466 | 2.70471044875428 |
| S276 | traditional | low | 1.70485772119727 | 3.03059644424898 |
| S277 | traditional | low | 3.11157449119429 | 3.38374613208857 |
| S278 | traditional | low | 0.339356786206704 | 2.8584741913014 |
| S279 | traditional | low | 1.03967377355092 | 3.3370592756186 |
| S280 | traditional | low | -0.0915399866628661 | 3.2239817390753 |
| S281 | traditional | low | 1.72548195438368 | 3.51568037317951 |
| S282 | traditional | low | 1.335599824669 | 1.28967969488519 |
| S283 | traditional | low | 0.481749701391933 | 3.64868530462606 |
| S284 | traditional | low | 1.94575590282316 | 3.23594771859749 |
| S285 | traditional | low | 1.85752855770561 | 2.69487598175704 |
| S286 | traditional | low | 2.12007783024363 | 4.24269115397261 |
| S287 | traditional | low | 2.57760785766667 | 2.35329419445331 |
| S288 | traditional | low | 1.56333493613417 | 1.34250038899892 |
| S289 | traditional | low | 1.91446768103361 | 2.97472754797591 |
| S290 | traditional | low | 0.724503548778628 | 2.31682634634588 |
| S291 | traditional | low | 1.06645785436572 | 3.00517423921576 |
| S292 | traditional | low | 2.4852340289949 | 1.92239592556838 |
| S293 | traditional | low | 0.926140186067892 | 3.66560967926094 |
| S294 | traditional | low | 1.88486932750216 | 2.07162161604311 |
| S295 | traditional | low | 3.47731960018689 | 2.66959988658149 |
| S296 | traditional | low | 1.59920684326217 | 1.78339300047364 |
| S297 | traditional | low | 2.65419571838196 | 3.85365439631702 |
| S298 | traditional | low | 1.62496631843465 | 2.54932967885565 |
| S299 | traditional | low | 2.01232027874897 | 4.45122184589534 |
| S300 | traditional | low | 1.0844427638479 | 2.16882186786265 |
