| \n", + " | Agriculture | \n", + "Production | \n", + "Construction | \n", + "Distribution, transport, hotels and restaurants | \n", + "Information and communication | \n", + "Financial and insurance | \n", + "Real estate | \n", + "Professional and support activities | \n", + "Government, health & education | \n", + "Other services | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|
| Area | \n", + "\n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " |
| Barnsley | \n", + "23.126825 | \n", + "3379.376685 | \n", + "1662.244916 | \n", + "7.664966e+03 | \n", + "312.885986 | \n", + "353.140787 | \n", + "720.837279 | \n", + "4.345860e+03 | \n", + "1.204954e+04 | \n", + "1023.852654 | \n", + "
| Bristol | \n", + "18.519093 | \n", + "14340.238155 | \n", + "12423.257784 | \n", + "6.646806e+04 | \n", + "13362.525481 | \n", + "16118.567537 | \n", + "3463.316609 | \n", + "5.307002e+04 | \n", + "7.810949e+04 | \n", + "9662.668401 | \n", + "
| Basildon | \n", + "4.228683 | \n", + "5962.612930 | \n", + "2836.749037 | \n", + "1.599784e+04 | \n", + "2288.417335 | \n", + "1937.127745 | \n", + "553.573963 | \n", + "8.343613e+03 | \n", + "1.217022e+04 | \n", + "1805.229074 | \n", + "
| Birmingham | \n", + "132.352655 | \n", + "40387.831458 | \n", + "15220.595250 | \n", + "1.104136e+05 | \n", + "11937.448022 | \n", + "16167.933299 | \n", + "8250.568516 | \n", + "7.958704e+04 | \n", + "1.383546e+05 | \n", + "16741.179664 | \n", + "
| Blackpool | \n", + "63.475459 | \n", + "3881.620387 | \n", + "1419.385509 | \n", + "1.559875e+04 | \n", + "954.186865 | \n", + "1356.955945 | \n", + "633.106902 | \n", + "5.367575e+03 | \n", + "2.267793e+04 | \n", + "4014.479570 | \n", + "
| Bradford | \n", + "23.071073 | \n", + "17438.528134 | \n", + "3684.972780 | \n", + "2.685596e+04 | \n", + "3468.130147 | \n", + "4227.473669 | \n", + "898.874450 | \n", + "1.445128e+04 | \n", + "3.358106e+04 | \n", + "2553.461144 | \n", + "
| Burnley | \n", + "7.746954 | \n", + "5077.534673 | \n", + "928.022994 | \n", + "7.327017e+03 | \n", + "558.984562 | \n", + "425.858535 | \n", + "579.513362 | \n", + "3.457437e+03 | \n", + "8.649254e+03 | \n", + "1359.619492 | \n", + "
| Cambridge | \n", + "15.225287 | \n", + "4655.246608 | \n", + "1945.458389 | \n", + "2.436918e+04 | \n", + "9154.888366 | \n", + "1627.404004 | \n", + "1660.943052 | \n", + "2.384207e+04 | \n", + "4.558143e+04 | \n", + "4814.585286 | \n", + "
| Chatham | \n", + "20.902670 | \n", + "1047.851244 | \n", + "1201.906654 | \n", + "4.258068e+03 | \n", + "603.296172 | \n", + "957.535479 | \n", + "390.907702 | \n", + "2.396025e+03 | \n", + "5.808379e+03 | \n", + "753.529076 | \n", + "
| Coventry | \n", + "8.984473 | \n", + "22759.161610 | \n", + "3013.550016 | \n", + "3.573288e+04 | \n", + "4051.739042 | \n", + "4115.719276 | \n", + "2520.323897 | \n", + "2.363635e+04 | \n", + "4.547345e+04 | \n", + "5113.974278 | \n", + "
| Crawley | \n", + "21.357975 | \n", + "8599.576312 | \n", + "2558.514164 | \n", + "4.143637e+04 | \n", + "2889.549735 | \n", + "2445.981717 | \n", + "399.422524 | \n", + "2.006734e+04 | \n", + "1.139288e+04 | \n", + "1975.510570 | \n", + "
| Derby | \n", + "100.116565 | \n", + "30219.856340 | \n", + "4317.538187 | \n", + "3.107760e+04 | \n", + "4063.472172 | \n", + "1375.879227 | \n", + "2106.351929 | \n", + "1.787266e+04 | \n", + "3.775589e+04 | \n", + "3324.211499 | \n", + "
| Doncaster | \n", + "7.551823 | \n", + "6012.867696 | \n", + "3256.732315 | \n", + "1.538377e+04 | \n", + "851.413761 | \n", + "1383.773235 | \n", + "353.072829 | \n", + "6.740702e+03 | \n", + "1.798698e+04 | \n", + "1504.477766 | \n", + "
| Exeter | \n", + "16.853912 | \n", + "4727.771755 | \n", + "3230.341692 | \n", + "1.757522e+04 | \n", + "3420.283360 | \n", + "1930.162443 | \n", + "1181.964611 | \n", + "1.346013e+04 | \n", + "2.676183e+04 | \n", + "2198.457602 | \n", + "
| Gloucester | \n", + "4.434796 | \n", + "6456.635533 | \n", + "2975.016469 | \n", + "1.613231e+04 | \n", + "1999.965210 | \n", + "3656.783298 | \n", + "746.429135 | \n", + "9.166974e+03 | \n", + "2.024541e+04 | \n", + "1893.218665 | \n", + "
| Huddersfield | \n", + "3.584160 | \n", + "7056.982584 | \n", + "1717.414270 | \n", + "1.390717e+04 | \n", + "646.541134 | \n", + "656.750541 | \n", + "1005.428196 | \n", + "6.398389e+03 | \n", + "1.565075e+04 | \n", + "2040.108393 | \n", + "
| Hull | \n", + "19.694716 | \n", + "18838.457361 | \n", + "5284.762590 | \n", + "2.674665e+04 | \n", + "1598.715047 | \n", + "902.200028 | \n", + "1104.952081 | \n", + "1.554385e+04 | \n", + "2.970903e+04 | \n", + "3363.077575 | \n", + "
| Ipswich | \n", + "34.079503 | \n", + "3816.652073 | \n", + "2449.470703 | \n", + "1.735578e+04 | \n", + "1536.887551 | \n", + "3902.890619 | \n", + "716.998500 | \n", + "9.606037e+03 | \n", + "1.944716e+04 | \n", + "2828.889401 | \n", + "
| Leeds | \n", + "35.964925 | \n", + "21131.593017 | \n", + "10339.942955 | \n", + "6.192544e+04 | \n", + "12164.359825 | \n", + "17299.022856 | \n", + "3783.329385 | \n", + "6.420406e+04 | \n", + "7.852302e+04 | \n", + "11941.581907 | \n", + "
| Leicester | \n", + "16.192457 | \n", + "27287.884409 | \n", + "4655.343680 | \n", + "3.377091e+04 | \n", + "4381.399463 | \n", + "3337.938976 | \n", + "1514.102361 | \n", + "2.129955e+04 | \n", + "5.383351e+04 | \n", + "5376.448217 | \n", + "
| Liverpool | \n", + "8.638475 | \n", + "17469.296904 | \n", + "6622.848092 | \n", + "6.284778e+04 | \n", + "5453.985126 | \n", + "7914.439941 | \n", + "4038.774022 | \n", + "3.246585e+04 | \n", + "8.058609e+04 | \n", + "12702.331260 | \n", + "
| London | \n", + "854.839799 | \n", + "167049.079247 | \n", + "236404.530732 | \n", + "1.457080e+06 | \n", + "459305.434020 | \n", + "409497.158543 | \n", + "133602.637249 | \n", + "1.430813e+06 | \n", + "1.397369e+06 | \n", + "294262.602898 | \n", + "
| Luton | \n", + "19.242789 | \n", + "10477.647498 | \n", + "3688.210894 | \n", + "2.893286e+04 | \n", + "1952.537464 | \n", + "1101.872004 | \n", + "2024.244725 | \n", + "2.169597e+04 | \n", + "2.387114e+04 | \n", + "2738.255314 | \n", + "
| Manchester | \n", + "64.789633 | \n", + "12788.916213 | \n", + "7450.827334 | \n", + "7.374261e+04 | \n", + "10908.150664 | \n", + "15829.141683 | \n", + "8077.681643 | \n", + "7.791933e+04 | \n", + "8.573130e+04 | \n", + "14751.338341 | \n", + "
| Mansfield | \n", + "11.960681 | \n", + "4035.532766 | \n", + "1337.274070 | \n", + "6.729387e+03 | \n", + "503.432811 | \n", + "438.327790 | \n", + "298.240837 | \n", + "5.431657e+03 | \n", + "7.517672e+03 | \n", + "1059.027749 | \n", + "
| Middlesbrough | \n", + "0.000000 | \n", + "4608.090118 | \n", + "2308.753977 | \n", + "1.324278e+04 | \n", + "1086.447546 | \n", + "919.669526 | \n", + "525.628839 | \n", + "6.790643e+03 | \n", + "2.550256e+04 | \n", + "1904.554216 | \n", + "
| Milton Keynes | \n", + "10.450912 | \n", + "8332.310118 | \n", + "3004.645205 | \n", + "4.156518e+04 | \n", + "8483.509570 | \n", + "7659.974260 | \n", + "2198.766965 | \n", + "2.749426e+04 | \n", + "3.267081e+04 | \n", + "7931.564470 | \n", + "
| Newcastle | \n", + "4.224002 | \n", + "6555.217897 | \n", + "3238.410059 | \n", + "3.482849e+04 | \n", + "5333.729552 | \n", + "4643.960101 | \n", + "2369.833565 | \n", + "2.222501e+04 | \n", + "5.533414e+04 | \n", + "8014.358728 | \n", + "
| Norwich | \n", + "7.597597 | \n", + "6341.041571 | \n", + "2912.419695 | \n", + "2.395252e+04 | \n", + "2398.408279 | \n", + "6960.803097 | \n", + "1243.245110 | \n", + "1.427697e+04 | \n", + "2.412800e+04 | \n", + "3964.182014 | \n", + "
| Nottingham | \n", + "0.000000 | \n", + "12350.061445 | \n", + "4721.923751 | \n", + "4.062672e+04 | \n", + "7406.769369 | \n", + "3385.677709 | \n", + "2303.635259 | \n", + "2.623364e+04 | \n", + "5.297348e+04 | \n", + "5453.341423 | \n", + "
| Oxford | \n", + "75.923700 | \n", + "5506.635035 | \n", + "6790.970927 | \n", + "1.963983e+04 | \n", + "6391.355486 | \n", + "927.468594 | \n", + "1656.519768 | \n", + "1.521829e+04 | \n", + "6.027851e+04 | \n", + "3601.322616 | \n", + "
| Peterborough | \n", + "41.948942 | \n", + "7190.132756 | \n", + "2010.058747 | \n", + "2.685694e+04 | \n", + "3783.553231 | \n", + "3843.298595 | \n", + "980.626212 | \n", + "2.207185e+04 | \n", + "2.039916e+04 | \n", + "2984.674251 | \n", + "
| Plymouth | \n", + "39.423220 | \n", + "11756.804191 | \n", + "3778.068534 | \n", + "2.256294e+04 | \n", + "1422.299068 | \n", + "1264.163530 | \n", + "1290.216582 | \n", + "9.630641e+03 | \n", + "3.129949e+04 | \n", + "3739.958311 | \n", + "
| Portsmouth | \n", + "43.893254 | \n", + "10589.864422 | \n", + "3785.803101 | \n", + "2.469547e+04 | \n", + "5542.486593 | \n", + "1407.501734 | \n", + "1026.077737 | \n", + "1.113503e+04 | \n", + "2.962114e+04 | \n", + "4372.217334 | \n", + "
| Preston | \n", + "16.181952 | \n", + "3581.368618 | \n", + "3101.548895 | \n", + "1.608964e+04 | \n", + "1277.079083 | \n", + "1667.886678 | \n", + "1134.840020 | \n", + "1.064287e+04 | \n", + "2.489188e+04 | \n", + "2110.805728 | \n", + "
| Reading | \n", + "27.738250 | \n", + "5662.666743 | \n", + "3721.558237 | \n", + "3.713212e+04 | \n", + "22016.108575 | \n", + "5082.672891 | \n", + "1556.226396 | \n", + "2.710454e+04 | \n", + "3.633692e+04 | \n", + "5789.171214 | \n", + "
| Sheffield | \n", + "60.032905 | \n", + "20750.269542 | \n", + "6136.713071 | \n", + "4.969351e+04 | \n", + "5775.597507 | \n", + "6600.148716 | \n", + "2245.390230 | \n", + "3.083484e+04 | \n", + "6.672714e+04 | \n", + "6834.162006 | \n", + "
| Slough | \n", + "20.567315 | \n", + "8632.216953 | \n", + "2956.559224 | \n", + "2.094877e+04 | \n", + "7420.213780 | \n", + "659.521183 | \n", + "576.954177 | \n", + "1.642579e+04 | \n", + "1.785997e+04 | \n", + "1804.820379 | \n", + "
| Southampton | \n", + "19.560368 | \n", + "4981.044514 | \n", + "3749.080382 | \n", + "3.035908e+04 | \n", + "3528.465329 | \n", + "3584.182649 | \n", + "1371.768301 | \n", + "1.745944e+04 | \n", + "3.979477e+04 | \n", + "5102.986032 | \n", + "
| Sunderland | \n", + "0.000000 | \n", + "4433.245563 | \n", + "1952.582238 | \n", + "1.502093e+04 | \n", + "1470.145855 | \n", + "3733.401615 | \n", + "609.654882 | \n", + "6.700225e+03 | \n", + "2.022026e+04 | \n", + "2319.463325 | \n", + "
| Swindon | \n", + "0.000000 | \n", + "10789.611224 | \n", + "3624.096253 | \n", + "2.842990e+04 | \n", + "2984.481417 | \n", + "9527.913342 | \n", + "707.219884 | \n", + "1.776568e+04 | \n", + "1.407370e+04 | \n", + "3587.539183 | \n", + "
| Telford | \n", + "12.597353 | \n", + "12607.717801 | \n", + "1408.457797 | \n", + "1.507132e+04 | \n", + "2272.417613 | \n", + "1346.508872 | \n", + "1177.936263 | \n", + "1.065250e+04 | \n", + "1.500223e+04 | \n", + "1991.786240 | \n", + "
| Wakefield | \n", + "0.000000 | \n", + "3131.944626 | \n", + "2345.041553 | \n", + "1.384654e+04 | \n", + "919.603051 | \n", + "747.299461 | \n", + "610.160400 | \n", + "9.579686e+03 | \n", + "1.821332e+04 | \n", + "1160.693297 | \n", + "
| Warrington | \n", + "17.266137 | \n", + "7320.358354 | \n", + "4964.027481 | \n", + "2.428593e+04 | \n", + "3114.612487 | \n", + "1384.160197 | \n", + "1412.686251 | \n", + "3.163439e+04 | \n", + "1.756363e+04 | \n", + "3275.969483 | \n", + "
| Wigan | \n", + "0.000000 | \n", + "3632.811961 | \n", + "1235.056837 | \n", + "7.679469e+03 | \n", + "531.373614 | \n", + "337.352770 | \n", + "275.444199 | \n", + "5.362442e+03 | \n", + "9.866431e+03 | \n", + "1711.637959 | \n", + "
| Worthing | \n", + "26.768426 | \n", + "3854.398557 | \n", + "1099.420372 | \n", + "8.346394e+03 | \n", + "862.270715 | \n", + "1401.418666 | \n", + "715.150199 | \n", + "3.233680e+03 | \n", + "1.518028e+04 | \n", + "1378.551679 | \n", + "
| York | \n", + "33.890285 | \n", + "3298.436401 | \n", + "2029.892190 | \n", + "2.424537e+04 | \n", + "1910.442958 | \n", + "3104.976633 | \n", + "1386.423004 | \n", + "1.114482e+04 | \n", + "2.522503e+04 | \n", + "3014.124319 | \n", + "
| \n", + " | \n", + " | \n", + " | P_i^m | \n", + "Distance | \n", + "c_{ij})^-β | \n", + "Q_i^m | \n", + "A_i^m | \n", + "B_j^m | \n", + "init_b_ij^m | \n", + "sum_j b_ij^m | \n", + "K | \n", + "b_ij^m | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| City | \n", + "Other_City | \n", + "Sector | \n", + "\n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " |
| Barnsley | \n", + "Bristol | \n", + "Agriculture | \n", + "738279.0 | \n", + "245.655622 | \n", + "0.000017 | \n", + "2.312683e+01 | \n", + "7.476196e-45 | \n", + "1.508345e+44 | \n", + "319.054274 | \n", + "738279.0 | \n", + "0.000001 | \n", + "0.000432 | \n", + "
| Production | \n", + "738279.0 | \n", + "245.655622 | \n", + "0.000017 | \n", + "3.379377e+03 | \n", + "2.129867e-29 | \n", + "1.507862e+27 | \n", + "1327.755052 | \n", + "738279.0 | \n", + "0.000001 | \n", + "0.001798 | \n", + "||
| Construction | \n", + "738279.0 | \n", + "245.655622 | \n", + "0.000017 | \n", + "1.662245e+03 | \n", + "2.145780e-31 | \n", + "2.370314e+29 | \n", + "1034.315682 | \n", + "738279.0 | \n", + "0.000001 | \n", + "0.001401 | \n", + "||
| Distribution, transport, hotels and restaurants | \n", + "738279.0 | \n", + "245.655622 | \n", + "0.000017 | \n", + "7.664966e+03 | \n", + "1.306954e-23 | \n", + "6.481316e+20 | \n", + "794.329687 | \n", + "738279.0 | \n", + "0.000001 | \n", + "0.001076 | \n", + "||
| Information and communication | \n", + "738279.0 | \n", + "245.655622 | \n", + "0.000017 | \n", + "3.128860e+02 | \n", + "3.901782e-30 | \n", + "9.753494e+27 | \n", + "145.672115 | \n", + "738279.0 | \n", + "0.000001 | \n", + "0.000197 | \n", + "||
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| UK | \n", + "York | \n", + "Financial and insurance | \n", + "208163.0 | \n", + "703.500000 | \n", + "0.000002 | \n", + "5.308500e+05 | \n", + "2.063553e-05 | \n", + "1.576030e+03 | \n", + "7261.517635 | \n", + "208163.0 | \n", + "0.000005 | \n", + "0.034884 | \n", + "
| Real estate | \n", + "208163.0 | \n", + "703.500000 | \n", + "0.000002 | \n", + "3.470000e+05 | \n", + "5.347316e-10 | \n", + "1.748608e+08 | \n", + "13646.869313 | \n", + "208163.0 | \n", + "0.000005 | \n", + "0.065559 | \n", + "||
| Professional and support activities | \n", + "208163.0 | \n", + "703.500000 | \n", + "0.000002 | \n", + "3.653200e+06 | \n", + "7.266780e+01 | \n", + "9.912098e-05 | \n", + "11067.674742 | \n", + "208163.0 | \n", + "0.000005 | \n", + "0.053168 | \n", + "||
| Government, health & education | \n", + "208163.0 | \n", + "703.500000 | \n", + "0.000002 | \n", + "5.808000e+06 | \n", + "5.519058e+03 | \n", + "8.464287e-07 | \n", + "11411.881553 | \n", + "208163.0 | \n", + "0.000005 | \n", + "0.054822 | \n", + "||
| Other services | \n", + "208163.0 | \n", + "703.500000 | \n", + "0.000002 | \n", + "1.462150e+06 | \n", + "1.369586e-05 | \n", + "2.473965e+03 | \n", + "20837.717245 | \n", + "208163.0 | \n", + "0.000005 | \n", + "0.100103 | \n", + "
22560 rows × 10 columns
\n", + "| \n", + " | City | \n", + "Other_City | \n", + "Sector | \n", + "P_i^m | \n", + "Distance | \n", + "c_{ij})^-β | \n", + "Q_i^m | \n", + "A_i^m | \n", + "B_j^m | \n", + "init_b_ij^m | \n", + "sum_j b_ij^m | \n", + "K | \n", + "b_ij^m | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "Barnsley | \n", + "Bristol | \n", + "Agriculture | \n", + "738279.0 | \n", + "245.655622 | \n", + "0.000017 | \n", + "2.312683e+01 | \n", + "7.476196e-45 | \n", + "1.508345e+44 | \n", + "319.054274 | \n", + "738279.0 | \n", + "0.000001 | \n", + "0.000432 | \n", + "
| 1 | \n", + "Barnsley | \n", + "Bristol | \n", + "Production | \n", + "738279.0 | \n", + "245.655622 | \n", + "0.000017 | \n", + "3.379377e+03 | \n", + "2.129867e-29 | \n", + "1.507862e+27 | \n", + "1327.755052 | \n", + "738279.0 | \n", + "0.000001 | \n", + "0.001798 | \n", + "
| 2 | \n", + "Barnsley | \n", + "Bristol | \n", + "Construction | \n", + "738279.0 | \n", + "245.655622 | \n", + "0.000017 | \n", + "1.662245e+03 | \n", + "2.145780e-31 | \n", + "2.370314e+29 | \n", + "1034.315682 | \n", + "738279.0 | \n", + "0.000001 | \n", + "0.001401 | \n", + "
| 3 | \n", + "Barnsley | \n", + "Bristol | \n", + "Distribution, transport, hotels and restaurants | \n", + "738279.0 | \n", + "245.655622 | \n", + "0.000017 | \n", + "7.664966e+03 | \n", + "1.306954e-23 | \n", + "6.481316e+20 | \n", + "794.329687 | \n", + "738279.0 | \n", + "0.000001 | \n", + "0.001076 | \n", + "
| 4 | \n", + "Barnsley | \n", + "Bristol | \n", + "Information and communication | \n", + "738279.0 | \n", + "245.655622 | \n", + "0.000017 | \n", + "3.128860e+02 | \n", + "3.901782e-30 | \n", + "9.753494e+27 | \n", + "145.672115 | \n", + "738279.0 | \n", + "0.000001 | \n", + "0.000197 | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 22555 | \n", + "UK | \n", + "York | \n", + "Financial and insurance | \n", + "208163.0 | \n", + "703.500000 | \n", + "0.000002 | \n", + "5.308500e+05 | \n", + "2.063553e-05 | \n", + "1.576030e+03 | \n", + "7261.517635 | \n", + "208163.0 | \n", + "0.000005 | \n", + "0.034884 | \n", + "
| 22556 | \n", + "UK | \n", + "York | \n", + "Real estate | \n", + "208163.0 | \n", + "703.500000 | \n", + "0.000002 | \n", + "3.470000e+05 | \n", + "5.347316e-10 | \n", + "1.748608e+08 | \n", + "13646.869313 | \n", + "208163.0 | \n", + "0.000005 | \n", + "0.065559 | \n", + "
| 22557 | \n", + "UK | \n", + "York | \n", + "Professional and support activities | \n", + "208163.0 | \n", + "703.500000 | \n", + "0.000002 | \n", + "3.653200e+06 | \n", + "7.266780e+01 | \n", + "9.912098e-05 | \n", + "11067.674742 | \n", + "208163.0 | \n", + "0.000005 | \n", + "0.053168 | \n", + "
| 22558 | \n", + "UK | \n", + "York | \n", + "Government, health & education | \n", + "208163.0 | \n", + "703.500000 | \n", + "0.000002 | \n", + "5.808000e+06 | \n", + "5.519058e+03 | \n", + "8.464287e-07 | \n", + "11411.881553 | \n", + "208163.0 | \n", + "0.000005 | \n", + "0.054822 | \n", + "
| 22559 | \n", + "UK | \n", + "York | \n", + "Other services | \n", + "208163.0 | \n", + "703.500000 | \n", + "0.000002 | \n", + "1.462150e+06 | \n", + "1.369586e-05 | \n", + "2.473965e+03 | \n", + "20837.717245 | \n", + "208163.0 | \n", + "0.000005 | \n", + "0.100103 | \n", + "
22560 rows × 13 columns
\n", + "| \n", + " | Unnamed: 0 | \n", + "index | \n", + "City | \n", + "Other_City | \n", + "Sector | \n", + "P_i^m | \n", + "Distance | \n", + "c_{ij})^-β | \n", + "Q_i^m | \n", + "A_i^m | \n", + "B_j^m | \n", + "init_b_ij^m | \n", + "sum_j b_ij^m | \n", + "K | \n", + "b_ij^m | \n", + "y_ij^m | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "0 | \n", + "0 | \n", + "Barnsley | \n", + "Bristol | \n", + "Agriculture | \n", + "738279.0 | \n", + "245.655622 | \n", + "0.000017 | \n", + "23.126825 | \n", + "7.476196e-45 | \n", + "1.508345e+44 | \n", + "319.054274 | \n", + "738279.0 | \n", + "0.000001 | \n", + "0.000432 | \n", + "39.368712 | \n", + "
| 1 | \n", + "1 | \n", + "1 | \n", + "Barnsley | \n", + "Bristol | \n", + "Production | \n", + "738279.0 | \n", + "245.655622 | \n", + "0.000017 | \n", + "3379.376685 | \n", + "2.129867e-29 | \n", + "1.507862e+27 | \n", + "1327.755052 | \n", + "738279.0 | \n", + "0.000001 | \n", + "0.001798 | \n", + "296460.769561 | \n", + "
| 2 | \n", + "2 | \n", + "2 | \n", + "Barnsley | \n", + "Bristol | \n", + "Construction | \n", + "738279.0 | \n", + "245.655622 | \n", + "0.000017 | \n", + "1662.244916 | \n", + "2.145780e-31 | \n", + "2.370314e+29 | \n", + "1034.315682 | \n", + "738279.0 | \n", + "0.000001 | \n", + "0.001401 | \n", + "1989.719209 | \n", + "
| 3 | \n", + "3 | \n", + "3 | \n", + "Barnsley | \n", + "Bristol | \n", + "Distribution, transport, hotels and restaurants | \n", + "738279.0 | \n", + "245.655622 | \n", + "0.000017 | \n", + "7664.965602 | \n", + "1.306954e-23 | \n", + "6.481316e+20 | \n", + "794.329687 | \n", + "738279.0 | \n", + "0.000001 | \n", + "0.001076 | \n", + "103286.827241 | \n", + "
| 4 | \n", + "4 | \n", + "4 | \n", + "Barnsley | \n", + "Bristol | \n", + "Information and communication | \n", + "738279.0 | \n", + "245.655622 | \n", + "0.000017 | \n", + "312.885986 | \n", + "3.901782e-30 | \n", + "9.753494e+27 | \n", + "145.672115 | \n", + "738279.0 | \n", + "0.000001 | \n", + "0.000197 | \n", + "7056.277114 | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 21615 | \n", + "21615 | \n", + "22075 | \n", + "York | \n", + "Worthing | \n", + "Financial and insurance | \n", + "109632.0 | \n", + "353.505924 | \n", + "0.000008 | \n", + "3104.976633 | \n", + "7.260122e-20 | \n", + "1.847218e+17 | \n", + "36.531234 | \n", + "109632.0 | \n", + "0.000009 | \n", + "0.000333 | \n", + "9653.533706 | \n", + "
| 21616 | \n", + "21616 | \n", + "22076 | \n", + "York | \n", + "Worthing | \n", + "Real estate | \n", + "109632.0 | \n", + "353.505924 | \n", + "0.000008 | \n", + "1386.423004 | \n", + "1.255585e-24 | \n", + "3.197613e+22 | \n", + "48.832793 | \n", + "109632.0 | \n", + "0.000009 | \n", + "0.000445 | \n", + "214.747404 | \n", + "
| 21617 | \n", + "21617 | \n", + "22077 | \n", + "York | \n", + "Worthing | \n", + "Professional and support activities | \n", + "109632.0 | \n", + "353.505924 | \n", + "0.000008 | \n", + "11144.818328 | \n", + "4.757387e-14 | \n", + "7.386712e+10 | \n", + "34.358686 | \n", + "109632.0 | \n", + "0.000009 | \n", + "0.000313 | \n", + "9195.903087 | \n", + "
| 21618 | \n", + "21618 | \n", + "22078 | \n", + "York | \n", + "Worthing | \n", + "Government, health & education | \n", + "109632.0 | \n", + "353.505924 | \n", + "0.000008 | \n", + "25225.026228 | \n", + "8.800591e-14 | \n", + "3.754857e+10 | \n", + "73.127520 | \n", + "109632.0 | \n", + "0.000009 | \n", + "0.000667 | \n", + "2147.692951 | \n", + "
| 21619 | \n", + "21619 | \n", + "22079 | \n", + "York | \n", + "Worthing | \n", + "Other services | \n", + "109632.0 | \n", + "353.505924 | \n", + "0.000008 | \n", + "3014.124319 | \n", + "7.315639e-21 | \n", + "2.306104e+18 | \n", + "44.610423 | \n", + "109632.0 | \n", + "0.000009 | \n", + "0.000407 | \n", + "535.336178 | \n", + "
21620 rows × 16 columns
\n", + "| Other_City | \n", + "Barnsley | \n", + "Basildon | \n", + "Birmingham | \n", + "Blackpool | \n", + "Bradford | \n", + "Bristol | \n", + "Burnley | \n", + "Cambridge | \n", + "Chatham | \n", + "Coventry | \n", + "... | \n", + "Slough | \n", + "Southampton | \n", + "Sunderland | \n", + "Swindon | \n", + "Telford | \n", + "Wakefield | \n", + "Warrington | \n", + "Wigan | \n", + "Worthing | \n", + "York | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| City | \n", + "\n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " |
| Barnsley | \n", + "0.000000e+00 | \n", + "-6.013971e+03 | \n", + "-7.044925e+05 | \n", + "-5.357230e+04 | \n", + "-1.610593e+06 | \n", + "-2.701357e+05 | \n", + "-1.216048e+04 | \n", + "-2.529378e+04 | \n", + "-2.686878e+03 | \n", + "-1.078557e+05 | \n", + "... | \n", + "-1.423285e+03 | \n", + "-2.690264e+04 | \n", + "-5.551852e+04 | \n", + "-1.443220e+05 | \n", + "-5.414976e+04 | \n", + "-8.832026e+05 | \n", + "-6.164474e+04 | \n", + "2.387699e+04 | \n", + "-7.727885e+03 | \n", + "-8.661839e+05 | \n", + "
| Basildon | \n", + "6.013971e+03 | \n", + "0.000000e+00 | \n", + "1.841006e+05 | \n", + "9.010422e+03 | \n", + "1.926866e+03 | \n", + "2.924886e+03 | \n", + "5.189782e+03 | \n", + "8.906165e+02 | \n", + "2.799505e+05 | \n", + "1.390569e+04 | \n", + "... | \n", + "4.912621e+03 | \n", + "2.382067e+04 | \n", + "6.904792e+03 | \n", + "-4.158631e+04 | \n", + "9.731337e+03 | \n", + "3.563202e+03 | \n", + "4.436149e+03 | \n", + "7.791215e+03 | \n", + "9.347558e+02 | \n", + "3.552240e+03 | \n", + "
| Birmingham | \n", + "7.044925e+05 | \n", + "-1.841006e+05 | \n", + "0.000000e+00 | \n", + "6.447309e+05 | \n", + "-1.095670e+06 | \n", + "-1.773190e+07 | \n", + "5.726468e+05 | \n", + "-7.254177e+05 | \n", + "-1.989420e+03 | \n", + "-2.488684e+07 | \n", + "... | \n", + "-3.201884e+04 | \n", + "-7.915443e+05 | \n", + "9.567980e+04 | \n", + "-1.407083e+07 | \n", + "9.129067e+05 | \n", + "2.033594e+05 | \n", + "3.202803e+05 | \n", + "1.309052e+06 | \n", + "-2.769794e+05 | \n", + "-1.078417e+06 | \n", + "
| Blackpool | \n", + "5.357230e+04 | \n", + "-9.010422e+03 | \n", + "-6.447309e+05 | \n", + "0.000000e+00 | \n", + "-5.723455e+05 | \n", + "-6.231469e+05 | \n", + "2.330156e+05 | \n", + "-2.995915e+04 | \n", + "-2.710118e+03 | \n", + "-1.171520e+05 | \n", + "... | \n", + "-1.832580e+03 | \n", + "-4.646751e+04 | \n", + "-6.590834e+04 | \n", + "-2.961057e+05 | \n", + "-6.565243e+04 | \n", + "-8.925769e+03 | \n", + "-1.154300e+05 | \n", + "8.735436e+05 | \n", + "-1.406795e+04 | \n", + "-3.531441e+05 | \n", + "
| Bradford | \n", + "1.610593e+06 | \n", + "-1.926866e+03 | \n", + "1.095670e+06 | \n", + "5.723455e+05 | \n", + "0.000000e+00 | \n", + "-8.541310e+04 | \n", + "1.927620e+06 | \n", + "-7.016114e+03 | \n", + "4.630450e+03 | \n", + "3.481099e+04 | \n", + "... | \n", + "1.078373e+03 | \n", + "1.211407e+04 | \n", + "2.428853e+05 | \n", + "-1.145379e+05 | \n", + "1.082900e+05 | \n", + "2.332937e+06 | \n", + "2.758362e+05 | \n", + "7.399006e+05 | \n", + "-2.264405e+03 | \n", + "1.010690e+05 | \n", + "
| Bristol | \n", + "2.701357e+05 | \n", + "-2.924886e+03 | \n", + "1.773190e+07 | \n", + "6.231469e+05 | \n", + "8.541310e+04 | \n", + "0.000000e+00 | \n", + "2.951503e+05 | \n", + "-2.033334e+03 | \n", + "1.088198e+05 | \n", + "8.705138e+05 | \n", + "... | \n", + "5.371363e+04 | \n", + "1.966891e+06 | \n", + "2.788226e+05 | \n", + "-1.300959e+07 | \n", + "1.161782e+06 | \n", + "1.578240e+05 | \n", + "3.265878e+05 | \n", + "5.447766e+05 | \n", + "4.975442e+03 | \n", + "1.258461e+05 | \n", + "
| Burnley | \n", + "1.216048e+04 | \n", + "-5.189782e+03 | \n", + "-5.726468e+05 | \n", + "-2.330156e+05 | \n", + "-1.927620e+06 | \n", + "-2.951503e+05 | \n", + "0.000000e+00 | \n", + "-1.893435e+04 | \n", + "-2.267499e+03 | \n", + "-8.165284e+04 | \n", + "... | \n", + "-1.232240e+03 | \n", + "-2.663844e+04 | \n", + "-7.776693e+04 | \n", + "-1.429948e+05 | \n", + "-5.572904e+04 | \n", + "-7.976568e+04 | \n", + "-1.607969e+05 | \n", + "1.752132e+05 | \n", + "-7.464101e+03 | \n", + "-4.700100e+05 | \n", + "
| Cambridge | \n", + "2.529378e+04 | \n", + "-8.906165e+02 | \n", + "7.254177e+05 | \n", + "2.995915e+04 | \n", + "7.016114e+03 | \n", + "2.033334e+03 | \n", + "1.893435e+04 | \n", + "0.000000e+00 | \n", + "3.007858e+04 | \n", + "6.166524e+04 | \n", + "... | \n", + "6.645289e+03 | \n", + "3.518930e+04 | \n", + "2.278956e+04 | \n", + "-1.017262e+05 | \n", + "3.455626e+04 | \n", + "1.446086e+04 | \n", + "1.584804e+04 | \n", + "2.766920e+04 | \n", + "4.683662e+02 | \n", + "1.345769e+04 | \n", + "
| Chatham | \n", + "2.686878e+03 | \n", + "-2.799505e+05 | \n", + "1.989420e+03 | \n", + "2.710118e+03 | \n", + "-4.630450e+03 | \n", + "-1.088198e+05 | \n", + "2.267499e+03 | \n", + "-3.007858e+04 | \n", + "0.000000e+00 | \n", + "-1.129472e+04 | \n", + "... | \n", + "-1.868764e+03 | \n", + "-2.235209e+04 | \n", + "8.693127e+02 | \n", + "-1.074184e+05 | \n", + "6.210454e+02 | \n", + "8.942490e+02 | \n", + "8.443222e+02 | \n", + "4.023700e+03 | \n", + "-2.996139e+04 | \n", + "-6.526126e+03 | \n", + "
| Coventry | \n", + "1.078557e+05 | \n", + "-1.390569e+04 | \n", + "2.488684e+07 | \n", + "1.171520e+05 | \n", + "-3.481099e+04 | \n", + "-8.705138e+05 | \n", + "8.165284e+04 | \n", + "-6.166524e+04 | \n", + "1.129472e+04 | \n", + "0.000000e+00 | \n", + "... | \n", + "2.959700e+03 | \n", + "5.497020e+03 | \n", + "4.513141e+04 | \n", + "-1.208380e+06 | \n", + "3.322485e+05 | \n", + "4.819017e+04 | \n", + "7.589844e+04 | \n", + "1.519481e+05 | \n", + "-1.791005e+04 | \n", + "-3.138381e+04 | \n", + "
| Crawley | \n", + "7.257230e+03 | \n", + "1.504278e+04 | \n", + "3.191637e+05 | \n", + "1.325913e+04 | \n", + "5.243132e+03 | \n", + "1.017136e+05 | \n", + "6.806583e+03 | \n", + "1.035774e+04 | \n", + "6.637975e+04 | \n", + "2.965491e+04 | \n", + "... | \n", + "1.931382e+04 | \n", + "1.529908e+05 | \n", + "9.709137e+03 | \n", + "-1.701372e+04 | \n", + "1.694178e+04 | \n", + "4.669857e+03 | \n", + "6.760833e+03 | \n", + "1.035691e+04 | \n", + "1.145742e+05 | \n", + "8.133123e+03 | \n", + "
| Derby | \n", + "1.043231e+05 | \n", + "-1.566765e+04 | \n", + "-2.502829e+06 | \n", + "1.876506e+04 | \n", + "-2.489266e+05 | \n", + "-7.851523e+05 | \n", + "4.801005e+04 | \n", + "-7.506758e+04 | \n", + "-3.398223e+03 | \n", + "-6.938292e+05 | \n", + "... | \n", + "-3.207592e+03 | \n", + "-5.974516e+04 | \n", + "-1.296730e+04 | \n", + "-5.383792e+05 | \n", + "-9.765317e+04 | \n", + "5.439345e+03 | \n", + "-1.009035e+04 | \n", + "1.068995e+05 | \n", + "-1.961965e+04 | \n", + "-2.435724e+05 | \n", + "
| Doncaster | \n", + "1.013724e+06 | \n", + "-1.310231e+04 | \n", + "-6.936733e+05 | \n", + "1.734863e+04 | \n", + "-1.148337e+06 | \n", + "-5.000821e+05 | \n", + "9.759722e+04 | \n", + "-5.839122e+04 | \n", + "-3.207146e+03 | \n", + "-1.797426e+05 | \n", + "... | \n", + "-2.257694e+03 | \n", + "-4.449610e+04 | \n", + "-3.985604e+04 | \n", + "-3.085527e+05 | \n", + "-4.175256e+04 | \n", + "3.652205e+03 | \n", + "-1.718100e+04 | \n", + "1.295510e+05 | \n", + "-1.568589e+04 | \n", + "-1.763246e+06 | \n", + "
| Exeter | \n", + "1.621715e+04 | \n", + "-1.036012e+04 | \n", + "1.667109e+05 | \n", + "3.164394e+04 | \n", + "-2.240021e+04 | \n", + "-3.340671e+06 | \n", + "1.844103e+04 | \n", + "-2.110546e+04 | \n", + "1.731959e+03 | \n", + "-3.935798e+04 | \n", + "... | \n", + "-1.034232e+03 | \n", + "-1.182473e+05 | \n", + "9.627012e+03 | \n", + "-8.904933e+05 | \n", + "1.703580e+04 | \n", + "6.559462e+03 | \n", + "1.088219e+04 | \n", + "3.706005e+04 | \n", + "-3.370505e+04 | \n", + "-2.537630e+04 | \n", + "
| Gloucester | \n", + "7.767383e+04 | \n", + "6.611695e+03 | \n", + "1.073967e+07 | \n", + "1.657096e+05 | \n", + "4.630283e+04 | \n", + "3.985609e+06 | \n", + "7.991723e+04 | \n", + "1.990487e+04 | \n", + "2.690090e+04 | \n", + "6.146529e+05 | \n", + "... | \n", + "1.647722e+04 | \n", + "3.608053e+05 | \n", + "7.305482e+04 | \n", + "-1.474909e+06 | \n", + "5.281646e+05 | \n", + "4.688681e+04 | \n", + "1.014428e+05 | \n", + "1.472761e+05 | \n", + "1.720107e+04 | \n", + "5.920015e+04 | \n", + "
| Huddersfield | \n", + "1.097715e+05 | \n", + "-8.080803e+03 | \n", + "-9.235790e+05 | \n", + "-1.108182e+05 | \n", + "-9.397317e+06 | \n", + "-4.047681e+05 | \n", + "5.356730e+03 | \n", + "-3.191434e+04 | \n", + "-3.455640e+03 | \n", + "-1.386101e+05 | \n", + "... | \n", + "-1.888051e+03 | \n", + "-3.800522e+04 | \n", + "-8.884938e+04 | \n", + "-2.092961e+05 | \n", + "-7.946910e+04 | \n", + "-6.826286e+05 | \n", + "-1.356421e+05 | \n", + "9.563115e+04 | \n", + "-1.090570e+04 | \n", + "-1.089853e+06 | \n", + "
| Hull | \n", + "4.927179e+04 | \n", + "-2.707815e+04 | \n", + "-1.274740e+06 | \n", + "-5.536303e+04 | \n", + "-7.671111e+05 | \n", + "-7.705234e+05 | \n", + "1.349411e+04 | \n", + "-1.194606e+05 | \n", + "-1.060511e+04 | \n", + "-2.493663e+05 | \n", + "... | \n", + "-4.989187e+03 | \n", + "-8.924560e+04 | \n", + "-2.085514e+05 | \n", + "-4.478733e+05 | \n", + "-7.925618e+04 | \n", + "-9.722592e+04 | \n", + "-5.002362e+04 | \n", + "4.812310e+04 | \n", + "-2.999097e+04 | \n", + "-3.233862e+06 | \n", + "
| Ipswich | \n", + "5.259271e+04 | \n", + "5.548909e+04 | \n", + "1.323581e+06 | \n", + "7.504068e+04 | \n", + "3.280171e+04 | \n", + "1.822128e+05 | \n", + "4.338530e+04 | \n", + "1.279855e+05 | \n", + "1.539287e+05 | \n", + "1.223072e+05 | \n", + "... | \n", + "1.444169e+04 | \n", + "1.230370e+05 | \n", + "7.162453e+04 | \n", + "-5.918666e+04 | \n", + "7.285700e+04 | \n", + "3.368782e+04 | \n", + "3.704304e+04 | \n", + "5.987531e+04 | \n", + "2.103573e+04 | \n", + "5.990746e+04 | \n", + "
| Leeds | \n", + "1.233232e+07 | \n", + "3.495461e+03 | \n", + "7.631176e+06 | \n", + "2.688624e+06 | \n", + "2.761423e+07 | \n", + "2.003658e+05 | \n", + "5.649429e+06 | \n", + "1.649555e+04 | \n", + "3.489599e+04 | \n", + "4.259850e+05 | \n", + "... | \n", + "9.907558e+03 | \n", + "1.394112e+05 | \n", + "1.738385e+06 | \n", + "-3.074313e+05 | \n", + "6.930648e+05 | \n", + "3.526074e+07 | \n", + "1.348431e+06 | \n", + "2.921154e+06 | \n", + "6.608346e+03 | \n", + "6.874894e+06 | \n", + "
| Leicester | \n", + "1.554701e+05 | \n", + "-4.007463e+04 | \n", + "4.065557e+05 | \n", + "8.871736e+04 | \n", + "-1.962518e+05 | \n", + "-1.532963e+06 | \n", + "9.140064e+04 | \n", + "-2.339038e+05 | \n", + "3.138255e+02 | \n", + "-2.325893e+06 | \n", + "... | \n", + "-5.453960e+03 | \n", + "-1.017395e+05 | \n", + "2.007259e+04 | \n", + "-1.416801e+06 | \n", + "4.501697e+04 | \n", + "4.455179e+04 | \n", + "4.094877e+04 | \n", + "1.700263e+05 | \n", + "-4.450595e+04 | \n", + "-2.277895e+05 | \n", + "
| Liverpool | \n", + "4.817339e+05 | \n", + "-2.310941e+04 | \n", + "1.427029e+06 | \n", + "4.559069e+06 | \n", + "-8.649818e+05 | \n", + "-1.869551e+06 | \n", + "1.400197e+06 | \n", + "-7.764841e+04 | \n", + "3.744981e+03 | \n", + "-2.362040e+05 | \n", + "... | \n", + "-1.708685e+03 | \n", + "-7.359518e+04 | \n", + "1.540616e+05 | \n", + "-1.072976e+06 | \n", + "2.979906e+05 | \n", + "2.029332e+05 | \n", + "3.853474e+06 | \n", + "1.251352e+07 | \n", + "-3.605470e+04 | \n", + "-5.054853e+05 | \n", + "
| London | \n", + "9.395413e+06 | \n", + "2.055868e+07 | \n", + "3.948533e+08 | \n", + "1.502875e+07 | \n", + "4.848704e+06 | \n", + "5.419651e+07 | \n", + "8.262997e+06 | \n", + "1.296494e+07 | \n", + "8.857942e+07 | \n", + "3.597802e+07 | \n", + "... | \n", + "4.226928e+07 | \n", + "7.723550e+07 | \n", + "1.077298e+07 | \n", + "-6.118310e+07 | \n", + "1.952197e+07 | \n", + "5.746323e+06 | \n", + "7.808411e+06 | \n", + "1.261178e+07 | \n", + "1.281808e+07 | \n", + "7.884866e+06 | \n", + "
| Luton | \n", + "6.123405e+03 | \n", + "-1.393693e+04 | \n", + "1.578098e+05 | \n", + "7.094469e+03 | \n", + "-3.339632e+03 | \n", + "-1.064680e+05 | \n", + "4.886532e+03 | \n", + "-5.345215e+04 | \n", + "5.944230e+03 | \n", + "-7.341917e+03 | \n", + "... | \n", + "1.499511e+03 | \n", + "-4.052914e+03 | \n", + "3.729442e+03 | \n", + "-1.789146e+05 | \n", + "7.460476e+03 | \n", + "2.811262e+03 | \n", + "3.388558e+03 | \n", + "8.194886e+03 | \n", + "-8.719446e+03 | \n", + "-4.028228e+03 | \n", + "
| Manchester | \n", + "3.149747e+06 | \n", + "-1.035362e+05 | \n", + "-6.077757e+06 | \n", + "2.228511e+06 | \n", + "-1.345778e+07 | \n", + "-6.463088e+06 | \n", + "7.968400e+06 | \n", + "-3.877606e+05 | \n", + "-1.770715e+04 | \n", + "-1.693097e+06 | \n", + "... | \n", + "-1.771949e+04 | \n", + "-4.323826e+05 | \n", + "-1.324336e+05 | \n", + "-3.608166e+06 | \n", + "-5.103326e+05 | \n", + "5.347734e+05 | \n", + "7.637613e+05 | \n", + "2.523747e+07 | \n", + "-1.481047e+05 | \n", + "-4.905358e+06 | \n", + "
| Mansfield | \n", + "-4.026612e+03 | \n", + "-1.531445e+04 | \n", + "-2.315107e+06 | \n", + "-5.130509e+04 | \n", + "-4.206278e+05 | \n", + "-6.119332e+05 | \n", + "-7.773062e+03 | \n", + "-7.664337e+04 | \n", + "-6.682609e+03 | \n", + "-4.108527e+05 | \n", + "... | \n", + "-3.807173e+03 | \n", + "-6.296761e+04 | \n", + "-5.525563e+04 | \n", + "-3.657841e+05 | \n", + "-1.279651e+05 | \n", + "-7.949548e+04 | \n", + "-6.404665e+04 | \n", + "1.920362e+04 | \n", + "-1.811175e+04 | \n", + "-4.807654e+05 | \n", + "
| Middlesbrough | \n", + "-3.580601e+04 | \n", + "-2.997303e+04 | \n", + "-1.918255e+06 | \n", + "-3.390979e+05 | \n", + "-1.785159e+06 | \n", + "-1.192280e+06 | \n", + "-7.907521e+04 | \n", + "-1.048094e+05 | \n", + "-1.497648e+04 | \n", + "-2.899874e+05 | \n", + "... | \n", + "-6.544991e+03 | \n", + "-1.357620e+05 | \n", + "-9.312820e+06 | \n", + "-5.816022e+05 | \n", + "-1.494187e+05 | \n", + "-2.033409e+05 | \n", + "-1.494096e+05 | \n", + "2.076600e+04 | \n", + "-4.031235e+04 | \n", + "-4.791280e+06 | \n", + "
| Milton Keynes | \n", + "1.215386e+05 | \n", + "4.743517e+04 | \n", + "8.845995e+06 | \n", + "1.712394e+05 | \n", + "8.063006e+04 | \n", + "9.796590e+05 | \n", + "9.717337e+04 | \n", + "2.683283e+05 | \n", + "1.086512e+05 | \n", + "1.289932e+06 | \n", + "... | \n", + "9.209717e+04 | \n", + "4.263731e+05 | \n", + "1.102484e+05 | \n", + "-1.418629e+05 | \n", + "3.204623e+05 | \n", + "7.402171e+04 | \n", + "1.030985e+05 | \n", + "1.496523e+05 | \n", + "5.029262e+04 | \n", + "1.192373e+05 | \n", + "
| Newcastle | \n", + "9.008328e+04 | \n", + "-2.682263e+04 | \n", + "-1.012577e+06 | \n", + "-2.873381e+04 | \n", + "-9.786315e+05 | \n", + "-1.130370e+06 | \n", + "1.229675e+05 | \n", + "-8.754027e+04 | \n", + "-8.581650e+03 | \n", + "-2.098131e+05 | \n", + "... | \n", + "-4.679262e+03 | \n", + "-1.103646e+05 | \n", + "-2.757023e+07 | \n", + "-5.839267e+05 | \n", + "-7.488155e+04 | \n", + "-2.725132e+04 | \n", + "-5.020666e+04 | \n", + "1.885532e+05 | \n", + "-3.763655e+04 | \n", + "-1.766979e+06 | \n", + "
| Norwich | \n", + "1.625357e+05 | \n", + "8.684131e+03 | \n", + "2.707673e+06 | \n", + "1.971298e+05 | \n", + "6.175337e+04 | \n", + "9.706878e+04 | \n", + "1.250303e+05 | \n", + "4.837998e+04 | \n", + "1.106233e+05 | \n", + "2.058372e+05 | \n", + "... | \n", + "1.589400e+04 | \n", + "1.500295e+05 | \n", + "2.099209e+05 | \n", + "-2.705324e+05 | \n", + "1.577586e+05 | \n", + "1.001327e+05 | \n", + "9.333725e+04 | \n", + "1.663594e+05 | \n", + "8.654058e+03 | \n", + "1.329912e+05 | \n", + "
| Nottingham | \n", + "2.920212e+05 | \n", + "-5.299531e+04 | \n", + "-4.931348e+06 | \n", + "3.531686e+04 | \n", + "-7.106630e+05 | \n", + "-2.051368e+06 | \n", + "1.140068e+05 | \n", + "-2.854181e+05 | \n", + "-1.208541e+04 | \n", + "-1.635495e+06 | \n", + "... | \n", + "-1.032306e+04 | \n", + "-1.766317e+05 | \n", + "-4.634432e+04 | \n", + "-1.456891e+06 | \n", + "-1.894715e+05 | \n", + "6.525862e+03 | \n", + "-3.034016e+04 | \n", + "2.315723e+05 | \n", + "-6.050139e+04 | \n", + "-8.269802e+05 | \n", + "
| Oxford | \n", + "1.096040e+04 | \n", + "-8.861872e+03 | \n", + "4.771877e+05 | \n", + "1.471769e+04 | \n", + "-6.655223e+03 | \n", + "-5.230350e+05 | \n", + "9.567849e+03 | \n", + "-2.373961e+04 | \n", + "4.439887e+03 | \n", + "-2.648052e+04 | \n", + "... | \n", + "1.313022e+03 | \n", + "-1.772492e+04 | \n", + "6.286713e+03 | \n", + "-1.920185e+06 | \n", + "2.060742e+04 | \n", + "4.941702e+03 | \n", + "7.271371e+03 | \n", + "1.744767e+04 | \n", + "-1.596548e+04 | \n", + "-7.359467e+03 | \n", + "
| Peterborough | \n", + "1.524139e+05 | \n", + "3.606814e+03 | \n", + "3.895404e+06 | \n", + "1.436390e+05 | \n", + "4.833061e+04 | \n", + "7.519604e+04 | \n", + "9.785748e+04 | \n", + "6.621267e+04 | \n", + "4.672740e+04 | \n", + "3.802059e+05 | \n", + "... | \n", + "1.366986e+04 | \n", + "1.017861e+05 | \n", + "1.068871e+05 | \n", + "-2.639546e+05 | \n", + "1.757493e+05 | \n", + "8.505547e+04 | \n", + "8.255117e+04 | \n", + "1.384676e+05 | \n", + "4.495188e+03 | \n", + "8.934247e+04 | \n", + "
| Plymouth | \n", + "2.141178e+03 | \n", + "-3.127025e+04 | \n", + "-1.216842e+06 | \n", + "-3.316282e+04 | \n", + "-9.131822e+04 | \n", + "-5.970527e+06 | \n", + "2.672665e+02 | \n", + "-6.391542e+04 | \n", + "-1.556795e+04 | \n", + "-1.947064e+05 | \n", + "... | \n", + "-9.409465e+03 | \n", + "-5.367550e+05 | \n", + "-3.858287e+04 | \n", + "-1.549095e+06 | \n", + "-8.416116e+04 | \n", + "-9.301830e+03 | \n", + "-2.486884e+04 | \n", + "1.432235e+04 | \n", + "-9.940343e+04 | \n", + "-1.117981e+05 | \n", + "
| Portsmouth | \n", + "5.795825e+03 | \n", + "-5.994215e+04 | \n", + "-5.592835e+05 | \n", + "-2.383269e+03 | \n", + "-3.994649e+04 | \n", + "-2.838892e+06 | \n", + "4.827256e+03 | \n", + "-7.858551e+04 | \n", + "-2.451112e+04 | \n", + "-1.377837e+05 | \n", + "... | \n", + "-2.552878e+04 | \n", + "-9.515747e+06 | \n", + "-1.029949e+04 | \n", + "-2.293809e+06 | \n", + "-2.682554e+04 | \n", + "-1.711517e+03 | \n", + "-5.405907e+03 | \n", + "1.329988e+04 | \n", + "-8.470666e+05 | \n", + "-5.230655e+04 | \n", + "
| Preston | \n", + "6.951764e+04 | \n", + "-1.266039e+04 | \n", + "-1.181329e+06 | \n", + "-1.317940e+06 | \n", + "-1.365568e+06 | \n", + "-8.252650e+05 | \n", + "5.171070e+05 | \n", + "-4.387747e+04 | \n", + "-4.553786e+03 | \n", + "-1.864417e+05 | \n", + "... | \n", + "-2.792443e+03 | \n", + "-6.596256e+04 | \n", + "-1.237890e+05 | \n", + "-3.951576e+05 | \n", + "-1.236641e+05 | \n", + "-4.816146e+04 | \n", + "-4.163052e+05 | \n", + "2.259677e+06 | \n", + "-1.915206e+04 | \n", + "-6.484255e+05 | \n", + "
| Reading | \n", + "3.336136e+04 | \n", + "1.089619e+04 | \n", + "2.008817e+06 | \n", + "5.828572e+04 | \n", + "1.710155e+04 | \n", + "3.980491e+05 | \n", + "3.078630e+04 | \n", + "2.052129e+04 | \n", + "5.964069e+04 | \n", + "1.768651e+05 | \n", + "... | \n", + "1.954065e+05 | \n", + "6.763894e+05 | \n", + "3.572273e+04 | \n", + "-8.258674e+05 | \n", + "9.399548e+04 | \n", + "2.017988e+04 | \n", + "3.146708e+04 | \n", + "4.978842e+04 | \n", + "3.723354e+04 | \n", + "2.585809e+04 | \n", + "
| Sheffield | \n", + "8.773248e+06 | \n", + "-3.469041e+04 | \n", + "1.262245e+04 | \n", + "4.083962e+05 | \n", + "-2.891249e+06 | \n", + "-1.562805e+06 | \n", + "7.980538e+05 | \n", + "-1.508824e+05 | \n", + "-3.359266e+02 | \n", + "-4.977797e+05 | \n", + "... | \n", + "-4.010730e+03 | \n", + "-9.906941e+04 | \n", + "7.455625e+04 | \n", + "-1.063506e+06 | \n", + "4.893264e+04 | \n", + "1.013083e+06 | \n", + "2.142840e+05 | \n", + "1.028662e+06 | \n", + "-4.319997e+04 | \n", + "-2.025819e+06 | \n", + "
| Slough | \n", + "1.423285e+03 | \n", + "-4.912621e+03 | \n", + "3.201884e+04 | \n", + "1.832580e+03 | \n", + "-1.078373e+03 | \n", + "-5.371363e+04 | \n", + "1.232240e+03 | \n", + "-6.645289e+03 | \n", + "1.868764e+03 | \n", + "-2.959700e+03 | \n", + "... | \n", + "0.000000e+00 | \n", + "-6.222140e+03 | \n", + "8.737475e+02 | \n", + "-9.735568e+04 | \n", + "1.718819e+03 | \n", + "6.306222e+02 | \n", + "8.123986e+02 | \n", + "2.152450e+03 | \n", + "-7.765345e+03 | \n", + "-1.317160e+03 | \n", + "
| Southampton | \n", + "2.690264e+04 | \n", + "-2.382067e+04 | \n", + "7.915443e+05 | \n", + "4.646751e+04 | \n", + "-1.211407e+04 | \n", + "-1.966891e+06 | \n", + "2.663844e+04 | \n", + "-3.518930e+04 | \n", + "2.235209e+04 | \n", + "-5.497020e+03 | \n", + "... | \n", + "6.222140e+03 | \n", + "0.000000e+00 | \n", + "2.289215e+04 | \n", + "-2.562765e+06 | \n", + "4.854370e+04 | \n", + "1.336834e+04 | \n", + "2.065233e+04 | \n", + "4.725440e+04 | \n", + "-1.789101e+05 | \n", + "-1.286326e+04 | \n", + "
| Sunderland | \n", + "5.551852e+04 | \n", + "-6.904792e+03 | \n", + "-9.567980e+04 | \n", + "6.590834e+04 | \n", + "-2.428853e+05 | \n", + "-2.788226e+05 | \n", + "7.776693e+04 | \n", + "-2.278956e+04 | \n", + "-8.693127e+02 | \n", + "-4.513141e+04 | \n", + "... | \n", + "-8.737475e+02 | \n", + "-2.289215e+04 | \n", + "0.000000e+00 | \n", + "-1.595514e+05 | \n", + "-4.462181e+03 | \n", + "1.758915e+04 | \n", + "6.730720e+03 | \n", + "8.953382e+04 | \n", + "-9.429088e+03 | \n", + "-4.794895e+05 | \n", + "
| Swindon | \n", + "1.443220e+05 | \n", + "4.158631e+04 | \n", + "1.407083e+07 | \n", + "2.961057e+05 | \n", + "1.145379e+05 | \n", + "1.300959e+07 | \n", + "1.429948e+05 | \n", + "1.017262e+05 | \n", + "1.074184e+05 | \n", + "1.208380e+06 | \n", + "... | \n", + "9.735568e+04 | \n", + "2.562765e+06 | \n", + "1.595514e+05 | \n", + "0.000000e+00 | \n", + "6.579247e+05 | \n", + "9.168031e+04 | \n", + "1.711752e+05 | \n", + "2.418430e+05 | \n", + "1.259799e+05 | \n", + "1.530961e+05 | \n", + "
| Telford | \n", + "5.414976e+04 | \n", + "-9.731337e+03 | \n", + "-9.129067e+05 | \n", + "6.565243e+04 | \n", + "-1.082900e+05 | \n", + "-1.161782e+06 | \n", + "5.572904e+04 | \n", + "-3.455626e+04 | \n", + "-6.210454e+02 | \n", + "-3.322485e+05 | \n", + "... | \n", + "-1.718819e+03 | \n", + "-4.854370e+04 | \n", + "4.462181e+03 | \n", + "-6.579247e+05 | \n", + "0.000000e+00 | \n", + "1.422568e+04 | \n", + "3.460718e+04 | \n", + "1.605880e+05 | \n", + "-1.581766e+04 | \n", + "-9.241644e+04 | \n", + "
| Wakefield | \n", + "8.832026e+05 | \n", + "-3.563202e+03 | \n", + "-2.033594e+05 | \n", + "8.925769e+03 | \n", + "-2.332937e+06 | \n", + "-1.578240e+05 | \n", + "7.976568e+04 | \n", + "-1.446086e+04 | \n", + "-8.942490e+02 | \n", + "-4.819017e+04 | \n", + "... | \n", + "-6.306222e+02 | \n", + "-1.336834e+04 | \n", + "-1.758915e+04 | \n", + "-9.168031e+04 | \n", + "-1.422568e+04 | \n", + "0.000000e+00 | \n", + "-9.045258e+03 | \n", + "7.309026e+04 | \n", + "-4.580393e+03 | \n", + "-8.369234e+05 | \n", + "
| Warrington | \n", + "6.164474e+04 | \n", + "-4.436149e+03 | \n", + "-3.202803e+05 | \n", + "1.154300e+05 | \n", + "-2.758362e+05 | \n", + "-3.265878e+05 | \n", + "1.607969e+05 | \n", + "-1.584804e+04 | \n", + "-8.443222e+02 | \n", + "-7.589844e+04 | \n", + "... | \n", + "-8.123986e+02 | \n", + "-2.065233e+04 | \n", + "-6.730720e+03 | \n", + "-1.711752e+05 | \n", + "-3.460718e+04 | \n", + "9.045258e+03 | \n", + "0.000000e+00 | \n", + "2.500169e+06 | \n", + "-6.706702e+03 | \n", + "-1.416320e+05 | \n", + "
| Wigan | \n", + "-2.387699e+04 | \n", + "-7.791215e+03 | \n", + "-1.309052e+06 | \n", + "-8.735436e+05 | \n", + "-7.399006e+05 | \n", + "-5.447766e+05 | \n", + "-1.752132e+05 | \n", + "-2.766920e+04 | \n", + "-4.023700e+03 | \n", + "-1.519481e+05 | \n", + "... | \n", + "-2.152450e+03 | \n", + "-4.725440e+04 | \n", + "-8.953382e+04 | \n", + "-2.418430e+05 | \n", + "-1.605880e+05 | \n", + "-7.309026e+04 | \n", + "-2.500169e+06 | \n", + "0.000000e+00 | \n", + "-1.189304e+04 | \n", + "-3.523900e+05 | \n", + "
| Worthing | \n", + "7.727885e+03 | \n", + "-9.347558e+02 | \n", + "2.769794e+05 | \n", + "1.406795e+04 | \n", + "2.264405e+03 | \n", + "-4.975442e+03 | \n", + "7.464101e+03 | \n", + "-4.683662e+02 | \n", + "2.996139e+04 | \n", + "1.791005e+04 | \n", + "... | \n", + "7.765345e+03 | \n", + "1.789101e+05 | \n", + "9.429088e+03 | \n", + "-1.259799e+05 | \n", + "1.581766e+04 | \n", + "4.580393e+03 | \n", + "6.706702e+03 | \n", + "1.189304e+04 | \n", + "0.000000e+00 | \n", + "3.989815e+03 | \n", + "
| York | \n", + "8.661839e+05 | \n", + "-3.552240e+03 | \n", + "1.078417e+06 | \n", + "3.531441e+05 | \n", + "-1.010690e+05 | \n", + "-1.258461e+05 | \n", + "4.700100e+05 | \n", + "-1.345769e+04 | \n", + "6.526126e+03 | \n", + "3.138381e+04 | \n", + "... | \n", + "1.317160e+03 | \n", + "1.286326e+04 | \n", + "4.794895e+05 | \n", + "-1.530961e+05 | \n", + "9.241644e+04 | \n", + "8.369234e+05 | \n", + "1.416320e+05 | \n", + "3.523900e+05 | \n", + "-3.989815e+03 | \n", + "0.000000e+00 | \n", + "
47 rows × 47 columns
\n", + "| \n", + " | City | \n", + "Other_City | \n", + "flow | \n", + "
|---|---|---|---|
| 1 | \n", + "Basildon | \n", + "Barnsley | \n", + "6.013971e+03 | \n", + "
| 2 | \n", + "Birmingham | \n", + "Barnsley | \n", + "7.044925e+05 | \n", + "
| 3 | \n", + "Blackpool | \n", + "Barnsley | \n", + "5.357230e+04 | \n", + "
| 4 | \n", + "Bradford | \n", + "Barnsley | \n", + "1.610593e+06 | \n", + "
| 5 | \n", + "Bristol | \n", + "Barnsley | \n", + "2.701357e+05 | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 2066 | \n", + "Worthing | \n", + "Warrington | \n", + "6.706702e+03 | \n", + "
| 2067 | \n", + "York | \n", + "Warrington | \n", + "1.416320e+05 | \n", + "
| 2113 | \n", + "Worthing | \n", + "Wigan | \n", + "1.189304e+04 | \n", + "
| 2114 | \n", + "York | \n", + "Wigan | \n", + "3.523900e+05 | \n", + "
| 2161 | \n", + "York | \n", + "Worthing | \n", + "-3.989815e+03 | \n", + "
1081 rows × 3 columns
\n", + "| City | \n", + "Barnsley | \n", + "Basildon | \n", + "Birmingham | \n", + "Blackpool | \n", + "Bradford | \n", + "Bristol | \n", + "Burnley | \n", + "Cambridge | \n", + "Chatham | \n", + "Coventry | \n", + "... | \n", + "Slough | \n", + "Southampton | \n", + "Sunderland | \n", + "Swindon | \n", + "Telford | \n", + "Wakefield | \n", + "Warrington | \n", + "Wigan | \n", + "Worthing | \n", + "York | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Other_City | \n", + "\n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " |
| Barnsley | \n", + "0.000000e+00 | \n", + "6.537188e+03 | \n", + "9.424542e+05 | \n", + "9.488024e+04 | \n", + "1.813364e+06 | \n", + "2.945074e+05 | \n", + "7.374561e+04 | \n", + "2.755151e+04 | \n", + "3.578022e+03 | \n", + "1.263616e+05 | \n", + "... | \n", + "1.734538e+03 | \n", + "3.167807e+04 | \n", + "7.892173e+04 | \n", + "1.488306e+05 | \n", + "7.426170e+04 | \n", + "1.449190e+06 | \n", + "9.272622e+04 | \n", + "2.339739e+04 | \n", + "8.439442e+03 | \n", + "9.833614e+05 | \n", + "
| Basildon | \n", + "5.232170e+02 | \n", + "0.000000e+00 | \n", + "8.544204e+04 | \n", + "2.029558e+03 | \n", + "4.852296e+03 | \n", + "8.615384e+04 | \n", + "5.501175e+02 | \n", + "3.734470e+04 | \n", + "1.325639e+05 | \n", + "1.675769e+04 | \n", + "... | \n", + "3.955346e+03 | \n", + "2.696205e+04 | \n", + "2.552604e+03 | \n", + "6.691252e+04 | \n", + "4.082365e+03 | \n", + "9.184290e+02 | \n", + "1.391508e+03 | \n", + "3.213594e+02 | \n", + "1.749506e+04 | \n", + "7.267070e+03 | \n", + "
| Birmingham | \n", + "2.379617e+05 | \n", + "2.695427e+05 | \n", + "0.000000e+00 | \n", + "8.901527e+05 | \n", + "1.966620e+06 | \n", + "2.637697e+07 | \n", + "2.481733e+05 | \n", + "1.073975e+06 | \n", + "1.464008e+05 | \n", + "5.925853e+07 | \n", + "... | \n", + "1.106753e+05 | \n", + "1.964349e+06 | \n", + "5.484857e+05 | \n", + "1.598921e+07 | \n", + "1.257254e+07 | \n", + "3.719073e+05 | \n", + "9.777928e+05 | \n", + "1.869475e+05 | \n", + "4.158385e+05 | \n", + "2.042214e+06 | \n", + "
| Blackpool | \n", + "4.130793e+04 | \n", + "1.103998e+04 | \n", + "1.534884e+06 | \n", + "0.000000e+00 | \n", + "7.701506e+05 | \n", + "7.693915e+05 | \n", + "2.537888e+05 | \n", + "3.690556e+04 | \n", + "6.333046e+03 | \n", + "1.765367e+05 | \n", + "... | \n", + "3.117515e+03 | \n", + "7.107896e+04 | \n", + "2.066845e+05 | \n", + "3.182501e+05 | \n", + "1.737106e+05 | \n", + "8.671209e+04 | \n", + "5.016789e+05 | \n", + "2.399262e+05 | \n", + "1.744666e+04 | \n", + "4.862229e+05 | \n", + "
| Bradford | \n", + "2.027703e+05 | \n", + "6.779161e+03 | \n", + "8.709500e+05 | \n", + "1.978051e+05 | \n", + "0.000000e+00 | \n", + "3.285958e+05 | \n", + "2.980116e+05 | \n", + "2.626149e+04 | \n", + "3.772773e+03 | \n", + "1.123964e+05 | \n", + "... | \n", + "1.783134e+03 | \n", + "3.479675e+04 | \n", + "1.470327e+05 | \n", + "1.570983e+05 | \n", + "7.615466e+04 | \n", + "9.359062e+05 | \n", + "1.380810e+05 | \n", + "4.334711e+04 | \n", + "9.205257e+03 | \n", + "1.539689e+06 | \n", + "
| Bristol | \n", + "2.437173e+04 | \n", + "8.907873e+04 | \n", + "8.645066e+06 | \n", + "1.462446e+05 | \n", + "2.431827e+05 | \n", + "0.000000e+00 | \n", + "3.246494e+04 | \n", + "2.081336e+05 | \n", + "5.414889e+04 | \n", + "1.130937e+06 | \n", + "... | \n", + "4.597179e+04 | \n", + "2.393847e+06 | \n", + "1.079308e+05 | \n", + "2.052211e+07 | \n", + "5.112026e+05 | \n", + "4.243211e+04 | \n", + "1.070603e+05 | \n", + "2.326549e+04 | \n", + "2.640823e+05 | \n", + "2.860605e+05 | \n", + "
| Burnley | \n", + "6.158513e+04 | \n", + "5.739900e+03 | \n", + "8.208202e+05 | \n", + "4.868044e+05 | \n", + "2.225632e+06 | \n", + "3.276152e+05 | \n", + "0.000000e+00 | \n", + "2.099447e+04 | \n", + "3.231158e+03 | \n", + "9.901763e+04 | \n", + "... | \n", + "1.569487e+03 | \n", + "3.250633e+04 | \n", + "1.205858e+05 | \n", + "1.483772e+05 | \n", + "8.247623e+04 | \n", + "1.498432e+05 | \n", + "2.686141e+05 | \n", + "1.234363e+05 | \n", + "8.302317e+03 | \n", + "5.482377e+05 | \n", + "
| Cambridge | \n", + "2.257730e+03 | \n", + "3.823532e+04 | \n", + "3.485570e+05 | \n", + "6.946414e+03 | \n", + "1.924537e+04 | \n", + "2.061002e+05 | \n", + "2.060116e+03 | \n", + "0.000000e+00 | \n", + "1.474923e+04 | \n", + "7.833612e+04 | \n", + "... | \n", + "5.585229e+03 | \n", + "4.191116e+04 | \n", + "8.702628e+03 | \n", + "1.613885e+05 | \n", + "1.499231e+04 | \n", + "3.839839e+03 | \n", + "5.128046e+03 | \n", + "1.169622e+03 | \n", + "1.621086e+04 | \n", + "2.963372e+04 | \n", + "
| Chatham | \n", + "8.911437e+02 | \n", + "4.125144e+05 | \n", + "1.444114e+05 | \n", + "3.622928e+03 | \n", + "8.403223e+03 | \n", + "1.629687e+05 | \n", + "9.636587e+02 | \n", + "4.482780e+04 | \n", + "0.000000e+00 | \n", + "2.741569e+04 | \n", + "... | \n", + "6.685766e+03 | \n", + "5.662627e+04 | \n", + "4.560382e+03 | \n", + "1.222932e+05 | \n", + "7.106798e+03 | \n", + "1.574077e+03 | \n", + "2.441346e+03 | \n", + "5.657238e+02 | \n", + "4.529487e+04 | \n", + "1.251267e+04 | \n", + "
| Coventry | \n", + "1.850597e+04 | \n", + "3.066338e+04 | \n", + "3.437168e+07 | \n", + "5.938461e+04 | \n", + "1.472074e+05 | \n", + "2.001451e+06 | \n", + "1.736479e+04 | \n", + "1.400014e+05 | \n", + "1.612097e+04 | \n", + "0.000000e+00 | \n", + "... | \n", + "1.313815e+04 | \n", + "1.873822e+05 | \n", + "4.403923e+04 | \n", + "1.523521e+06 | \n", + "3.912322e+05 | \n", + "2.891242e+04 | \n", + "5.889210e+04 | \n", + "1.187440e+04 | \n", + "4.221127e+04 | \n", + "1.684077e+05 | \n", + "
| Crawley | \n", + "2.952362e+02 | \n", + "1.436155e+04 | \n", + "5.846549e+04 | \n", + "1.307964e+03 | \n", + "2.818163e+03 | \n", + "9.106416e+04 | \n", + "3.342650e+02 | \n", + "9.448231e+03 | \n", + "1.235837e+04 | \n", + "1.079768e+04 | \n", + "... | \n", + "5.379310e+03 | \n", + "5.356220e+04 | \n", + "1.474266e+03 | \n", + "7.559928e+04 | \n", + "2.857922e+03 | \n", + "5.194037e+02 | \n", + "8.925560e+02 | \n", + "2.043324e+02 | \n", + "9.904164e+04 | \n", + "3.970771e+03 | \n", + "
| Derby | \n", + "6.014013e+04 | \n", + "2.005778e+04 | \n", + "8.086162e+06 | \n", + "9.845797e+04 | \n", + "3.585756e+05 | \n", + "1.014809e+06 | \n", + "3.739898e+04 | \n", + "9.674833e+04 | \n", + "1.065598e+04 | \n", + "1.157344e+06 | \n", + "... | \n", + "6.298301e+03 | \n", + "1.016502e+05 | \n", + "6.858462e+04 | \n", + "5.870091e+05 | \n", + "3.764819e+05 | \n", + "7.994875e+04 | \n", + "1.210597e+05 | \n", + "2.362216e+04 | \n", + "2.549890e+04 | \n", + "3.613101e+05 | \n", + "
| Doncaster | \n", + "6.445346e+05 | \n", + "1.649997e+04 | \n", + "1.979717e+06 | \n", + "1.444304e+05 | \n", + "1.612132e+06 | \n", + "6.353557e+05 | \n", + "8.497425e+04 | \n", + "7.399067e+04 | \n", + "8.928144e+03 | \n", + "2.884155e+05 | \n", + "... | \n", + "4.193924e+03 | \n", + "7.268780e+04 | \n", + "1.681195e+05 | \n", + "3.346341e+05 | \n", + "1.376967e+05 | \n", + "7.581138e+05 | \n", + "1.248551e+05 | \n", + "3.085770e+04 | \n", + "2.003105e+04 | \n", + "2.542807e+06 | \n", + "
| Exeter | \n", + "4.417065e+03 | \n", + "1.654684e+04 | \n", + "9.287082e+05 | \n", + "3.060882e+04 | \n", + "4.689814e+04 | \n", + "5.446017e+06 | \n", + "6.356429e+03 | \n", + "3.419593e+04 | \n", + "1.059430e+04 | \n", + "1.246095e+05 | \n", + "... | \n", + "6.394863e+03 | \n", + "3.997807e+05 | \n", + "2.498796e+04 | \n", + "1.037287e+06 | \n", + "6.424874e+04 | \n", + "7.956021e+03 | \n", + "1.923118e+04 | \n", + "4.391671e+03 | \n", + "5.560677e+04 | \n", + "5.723813e+04 | \n", + "
| Gloucester | \n", + "4.271864e+03 | \n", + "1.235087e+04 | \n", + "2.794274e+06 | \n", + "2.254081e+04 | \n", + "4.043899e+04 | \n", + "6.784642e+06 | \n", + "5.320906e+03 | \n", + "3.480254e+04 | \n", + "7.121086e+03 | \n", + "3.397097e+05 | \n", + "... | \n", + "6.746810e+03 | \n", + "1.907245e+05 | \n", + "1.558215e+04 | \n", + "3.521038e+06 | \n", + "1.258990e+05 | \n", + "7.222394e+03 | \n", + "1.868207e+04 | \n", + "3.900473e+03 | \n", + "2.786257e+04 | \n", + "4.604121e+04 | \n", + "
| Huddersfield | \n", + "5.041612e+05 | \n", + "8.953436e+03 | \n", + "1.333624e+06 | \n", + "2.358649e+05 | \n", + "1.087862e+07 | \n", + "4.501287e+05 | \n", + "3.164064e+05 | \n", + "3.545202e+04 | \n", + "4.959930e+03 | \n", + "1.686951e+05 | \n", + "... | \n", + "2.415979e+03 | \n", + "4.655058e+04 | \n", + "1.390667e+05 | \n", + "2.173127e+05 | \n", + "1.185738e+05 | \n", + "1.301708e+06 | \n", + "2.291944e+05 | \n", + "6.548181e+04 | \n", + "1.215352e+04 | \n", + "1.274838e+06 | \n", + "
| Hull | \n", + "1.103998e+05 | \n", + "3.062300e+04 | \n", + "2.008032e+06 | \n", + "1.494988e+05 | \n", + "9.151074e+05 | \n", + "8.752842e+05 | \n", + "6.493449e+04 | \n", + "1.355226e+05 | \n", + "1.657610e+04 | \n", + "3.163803e+05 | \n", + "... | \n", + "6.737877e+03 | \n", + "1.141290e+05 | \n", + "3.651637e+05 | \n", + "4.683956e+05 | \n", + "1.302903e+05 | \n", + "2.234358e+05 | \n", + "9.709466e+04 | \n", + "2.503474e+04 | \n", + "3.415605e+04 | \n", + "3.907242e+06 | \n", + "
| Ipswich | \n", + "2.614250e+03 | \n", + "8.039588e+04 | \n", + "3.055329e+05 | \n", + "9.158003e+03 | \n", + "2.409441e+04 | \n", + "2.437370e+05 | \n", + "2.608003e+03 | \n", + "1.752009e+05 | \n", + "3.613701e+04 | \n", + "5.844356e+04 | \n", + "... | \n", + "5.177235e+03 | \n", + "5.634931e+04 | \n", + "1.361118e+04 | \n", + "1.642867e+05 | \n", + "1.543840e+04 | \n", + "4.648129e+03 | \n", + "6.094032e+03 | \n", + "1.436951e+03 | \n", + "2.695144e+04 | \n", + "3.950665e+04 | \n", + "
| Leeds | \n", + "9.297095e+05 | \n", + "2.466730e+04 | \n", + "2.933131e+06 | \n", + "5.160098e+05 | \n", + "4.640427e+07 | \n", + "1.110277e+06 | \n", + "5.177031e+05 | \n", + "9.764598e+04 | \n", + "1.366983e+04 | \n", + "3.911344e+05 | \n", + "... | \n", + "6.352121e+03 | \n", + "1.211863e+05 | \n", + "5.381975e+05 | \n", + "5.413782e+05 | \n", + "2.420560e+05 | \n", + "7.713773e+06 | \n", + "3.565886e+05 | \n", + "1.049951e+05 | \n", + "3.260078e+04 | \n", + "9.824303e+06 | \n", + "
| Leicester | \n", + "5.086179e+04 | \n", + "5.934235e+04 | \n", + "1.673992e+07 | \n", + "1.157934e+05 | \n", + "3.591869e+05 | \n", + "2.307673e+06 | \n", + "3.827860e+04 | \n", + "3.503813e+05 | \n", + "3.026953e+04 | \n", + "5.730440e+06 | \n", + "... | \n", + "2.004808e+04 | \n", + "2.619082e+05 | \n", + "9.889594e+04 | \n", + "1.615312e+06 | \n", + "4.562782e+05 | \n", + "7.623930e+04 | \n", + "1.138110e+05 | \n", + "2.362596e+04 | \n", + "6.764186e+04 | \n", + "4.409389e+05 | \n", + "
| Liverpool | \n", + "1.293403e+05 | \n", + "3.716167e+04 | \n", + "7.397462e+06 | \n", + "4.313533e+06 | \n", + "1.833750e+06 | \n", + "3.069751e+06 | \n", + "4.753715e+05 | \n", + "1.267019e+05 | \n", + "2.119429e+04 | \n", + "7.667009e+05 | \n", + "... | \n", + "1.122616e+04 | \n", + "2.557339e+05 | \n", + "3.841907e+05 | \n", + "1.252195e+06 | \n", + "1.066056e+06 | \n", + "2.401032e+05 | \n", + "6.602370e+06 | \n", + "1.464265e+06 | \n", + "5.992561e+04 | \n", + "1.156658e+06 | \n", + "
| London | \n", + "5.906253e+05 | \n", + "5.820177e+07 | \n", + "1.207865e+08 | \n", + "2.362627e+06 | \n", + "5.444284e+06 | \n", + "1.357720e+08 | \n", + "6.298232e+05 | \n", + "3.363117e+07 | \n", + "2.758618e+07 | \n", + "2.437278e+07 | \n", + "... | \n", + "2.078164e+07 | \n", + "4.986810e+07 | \n", + "2.684039e+06 | \n", + "1.254252e+08 | \n", + "5.454594e+06 | \n", + "1.025521e+06 | \n", + "1.672985e+06 | \n", + "3.803115e+05 | \n", + "3.012235e+07 | \n", + "7.770572e+06 | \n", + "
| Luton | \n", + "1.200015e+03 | \n", + "2.724439e+04 | \n", + "2.917551e+05 | \n", + "4.281620e+03 | \n", + "1.051561e+04 | \n", + "2.151000e+05 | \n", + "1.192873e+03 | \n", + "1.069249e+05 | \n", + "1.143211e+04 | \n", + "6.911084e+04 | \n", + "... | \n", + "1.576616e+04 | \n", + "5.065222e+04 | \n", + "4.605968e+03 | \n", + "2.194938e+05 | \n", + "1.142870e+04 | \n", + "2.032047e+03 | \n", + "3.240698e+03 | \n", + "7.232501e+02 | \n", + "1.796139e+04 | \n", + "1.476662e+04 | \n", + "
| Manchester | \n", + "1.507025e+06 | \n", + "1.375563e+05 | \n", + "2.765252e+07 | \n", + "6.453658e+06 | \n", + "2.056282e+07 | \n", + "8.683610e+06 | \n", + "5.041688e+06 | \n", + "5.192407e+05 | \n", + "7.685645e+04 | \n", + "3.092666e+06 | \n", + "... | \n", + "3.977363e+04 | \n", + "8.094328e+05 | \n", + "1.582472e+06 | \n", + "3.980805e+06 | \n", + "3.128218e+06 | \n", + "2.585578e+06 | \n", + "2.135156e+07 | \n", + "4.813164e+06 | \n", + "2.002855e+05 | \n", + "7.764222e+06 | \n", + "
| Mansfield | \n", + "1.081235e+05 | \n", + "1.659305e+04 | \n", + "3.058623e+06 | \n", + "8.832847e+04 | \n", + "4.713739e+05 | \n", + "6.649080e+05 | \n", + "3.965895e+04 | \n", + "8.320798e+04 | \n", + "8.790422e+03 | \n", + "4.782910e+05 | \n", + "... | \n", + "4.602270e+03 | \n", + "7.365794e+04 | \n", + "7.733401e+04 | \n", + "3.767729e+05 | \n", + "1.730987e+05 | \n", + "1.273986e+05 | \n", + "9.456357e+04 | \n", + "2.031585e+04 | \n", + "1.971183e+04 | \n", + "5.430675e+05 | \n", + "
| Middlesbrough | \n", + "1.094692e+05 | \n", + "3.167921e+04 | \n", + "2.310885e+06 | \n", + "4.796058e+05 | \n", + "1.930413e+06 | \n", + "1.262589e+06 | \n", + "1.805167e+05 | \n", + "1.109261e+05 | \n", + "1.799184e+04 | \n", + "3.216898e+05 | \n", + "... | \n", + "7.443839e+03 | \n", + "1.510885e+05 | \n", + "1.163439e+07 | \n", + "5.937049e+05 | \n", + "1.827174e+05 | \n", + "2.758320e+05 | \n", + "1.929255e+05 | \n", + "5.774451e+04 | \n", + "4.273706e+04 | \n", + "5.208957e+06 | \n", + "
| Milton Keynes | \n", + "4.606518e+03 | \n", + "3.980340e+04 | \n", + "1.495712e+06 | \n", + "1.567815e+04 | \n", + "3.910125e+04 | \n", + "7.737336e+05 | \n", + "4.443536e+03 | \n", + "2.156969e+05 | \n", + "1.866768e+04 | \n", + "4.284832e+05 | \n", + "... | \n", + "2.353068e+04 | \n", + "1.363037e+05 | \n", + "1.548350e+04 | \n", + "8.323661e+05 | \n", + "4.994512e+04 | \n", + "7.635078e+03 | \n", + "1.260522e+04 | \n", + "2.754536e+03 | \n", + "3.842532e+04 | \n", + "5.268790e+04 | \n", + "
| Newcastle | \n", + "7.678084e+04 | \n", + "3.247059e+04 | \n", + "2.243826e+06 | \n", + "5.337586e+05 | \n", + "1.292798e+06 | \n", + "1.378241e+06 | \n", + "1.509012e+05 | \n", + "1.065082e+05 | \n", + "1.870745e+04 | \n", + "3.077694e+05 | \n", + "... | \n", + "7.670650e+03 | \n", + "1.641391e+05 | \n", + "7.754242e+07 | \n", + "6.250794e+05 | \n", + "1.820038e+05 | \n", + "1.802010e+05 | \n", + "1.849000e+05 | \n", + "5.560317e+04 | \n", + "4.607997e+04 | \n", + "2.384475e+06 | \n", + "
| Norwich | \n", + "1.282443e+04 | \n", + "9.197464e+04 | \n", + "1.104025e+06 | \n", + "3.979849e+04 | \n", + "1.167324e+05 | \n", + "7.377515e+05 | \n", + "1.200009e+04 | \n", + "4.014302e+05 | \n", + "4.598515e+04 | \n", + "2.053079e+05 | \n", + "... | \n", + "1.093341e+04 | \n", + "1.413605e+05 | \n", + "6.871792e+04 | \n", + "4.618443e+05 | \n", + "5.835910e+04 | \n", + "2.306990e+04 | \n", + "2.604681e+04 | \n", + "6.247509e+03 | \n", + "5.660197e+04 | \n", + "2.113034e+05 | \n", + "
| Nottingham | \n", + "1.791532e+05 | \n", + "6.712498e+04 | \n", + "1.467902e+07 | \n", + "2.435234e+05 | \n", + "1.006730e+06 | \n", + "2.622040e+06 | \n", + "9.529750e+04 | \n", + "3.638301e+05 | \n", + "3.503332e+04 | \n", + "2.660083e+06 | \n", + "... | \n", + "1.954905e+04 | \n", + "2.926646e+05 | \n", + "2.105552e+05 | \n", + "1.583014e+06 | \n", + "6.585101e+05 | \n", + "2.402695e+05 | \n", + "2.561836e+05 | \n", + "5.368016e+04 | \n", + "7.773978e+04 | \n", + "1.204443e+06 | \n", + "
| Oxford | \n", + "2.211622e+03 | \n", + "1.693413e+04 | \n", + "9.471893e+05 | \n", + "9.239092e+03 | \n", + "1.992460e+04 | \n", + "1.031361e+06 | \n", + "2.407783e+03 | \n", + "4.637132e+04 | \n", + "9.185493e+03 | \n", + "2.072746e+05 | \n", + "... | \n", + "1.910147e+04 | \n", + "1.734885e+05 | \n", + "8.205907e+03 | \n", + "2.342902e+06 | \n", + "3.361812e+04 | \n", + "3.726578e+03 | \n", + "7.297881e+03 | \n", + "1.581304e+03 | \n", + "3.206918e+04 | \n", + "2.535091e+04 | \n", + "
| Peterborough | \n", + "1.213870e+04 | \n", + "4.244108e+04 | \n", + "1.607823e+06 | \n", + "2.930285e+04 | \n", + "9.369385e+04 | \n", + "6.172779e+05 | \n", + "9.481697e+03 | \n", + "5.972676e+05 | \n", + "1.966417e+04 | \n", + "3.858728e+05 | \n", + "... | \n", + "9.542281e+03 | \n", + "9.753784e+04 | \n", + "3.539465e+04 | \n", + "4.478844e+05 | \n", + "6.579130e+04 | \n", + "1.980630e+04 | \n", + "2.329368e+04 | \n", + "5.246984e+03 | \n", + "3.144491e+04 | \n", + "1.451924e+05 | \n", + "
| Plymouth | \n", + "9.745962e+03 | \n", + "3.465312e+04 | \n", + "1.758350e+06 | \n", + "7.071255e+04 | \n", + "1.057397e+05 | \n", + "6.640819e+06 | \n", + "1.438973e+04 | \n", + "7.101312e+04 | \n", + "2.236063e+04 | \n", + "2.370501e+05 | \n", + "... | \n", + "1.204594e+04 | \n", + "6.576817e+05 | \n", + "6.044496e+04 | \n", + "1.608529e+06 | \n", + "1.256747e+05 | \n", + "1.776374e+04 | \n", + "4.206775e+04 | \n", + "9.780356e+03 | \n", + "1.107975e+05 | \n", + "1.308100e+05 | \n", + "
| Portsmouth | \n", + "5.303776e+03 | \n", + "7.200252e+04 | \n", + "1.185947e+06 | \n", + "2.681720e+04 | \n", + "5.215041e+04 | \n", + "3.433531e+06 | \n", + "6.456314e+03 | \n", + "9.485206e+04 | \n", + "5.119571e+04 | \n", + "1.986764e+05 | \n", + "... | \n", + "4.088117e+04 | \n", + "1.390140e+07 | \n", + "2.714570e+04 | \n", + "2.449075e+06 | \n", + "6.192068e+04 | \n", + "9.370029e+03 | \n", + "1.810962e+04 | \n", + "4.119594e+03 | \n", + "1.028554e+06 | \n", + "6.968401e+04 | \n", + "
| Preston | \n", + "8.159873e+04 | \n", + "1.486352e+04 | \n", + "2.218877e+06 | \n", + "6.803323e+06 | \n", + "1.722211e+06 | \n", + "9.746337e+05 | \n", + "9.461058e+05 | \n", + "5.172761e+04 | \n", + "8.452444e+03 | \n", + "2.558279e+05 | \n", + "... | \n", + "4.182318e+03 | \n", + "9.151026e+04 | \n", + "2.745804e+05 | \n", + "4.186446e+05 | \n", + "2.480989e+05 | \n", + "1.740471e+05 | \n", + "1.097750e+06 | \n", + "8.241425e+05 | \n", + "2.269587e+04 | \n", + "8.320380e+05 | \n", + "
| Reading | \n", + "2.126713e+03 | \n", + "3.247139e+04 | \n", + "6.251612e+05 | \n", + "9.303498e+03 | \n", + "1.974957e+04 | \n", + "1.045010e+06 | \n", + "2.380041e+03 | \n", + "5.585332e+04 | \n", + "1.889740e+04 | \n", + "1.224976e+05 | \n", + "... | \n", + "9.797959e+04 | \n", + "4.463093e+05 | \n", + "9.047719e+03 | \n", + "1.670130e+06 | \n", + "2.670925e+04 | \n", + "3.657693e+03 | \n", + "6.850563e+03 | \n", + "1.521852e+03 | \n", + "9.150056e+04 | \n", + "2.616147e+04 | \n", + "
| Sheffield | \n", + "2.957750e+06 | \n", + "5.082412e+04 | \n", + "8.831420e+06 | \n", + "5.619432e+05 | \n", + "5.195410e+06 | \n", + "2.326360e+06 | \n", + "3.451530e+05 | \n", + "2.235336e+05 | \n", + "2.758241e+04 | \n", + "1.187617e+06 | \n", + "... | \n", + "1.391220e+04 | \n", + "2.463790e+05 | \n", + "4.233213e+05 | \n", + "1.208737e+06 | \n", + "6.599659e+05 | \n", + "1.845284e+06 | \n", + "6.504259e+05 | \n", + "1.466650e+05 | \n", + "6.490407e+04 | \n", + "3.841230e+06 | \n", + "
| Slough | \n", + "3.112535e+02 | \n", + "8.867967e+03 | \n", + "7.865642e+04 | \n", + "1.284935e+03 | \n", + "2.861507e+03 | \n", + "9.968543e+04 | \n", + "3.372473e+02 | \n", + "1.223052e+04 | \n", + "4.817002e+03 | \n", + "1.609785e+04 | \n", + "... | \n", + "0.000000e+00 | \n", + "3.890914e+04 | \n", + "1.339022e+03 | \n", + "1.171295e+05 | \n", + "3.375255e+03 | \n", + "5.360333e+02 | \n", + "9.359811e+02 | \n", + "2.097959e+02 | \n", + "1.464765e+04 | \n", + "3.920699e+03 | \n", + "
| Southampton | \n", + "4.775430e+03 | \n", + "5.078272e+04 | \n", + "1.172805e+06 | \n", + "2.461145e+04 | \n", + "4.691082e+04 | \n", + "4.360738e+06 | \n", + "5.867892e+03 | \n", + "7.710046e+04 | \n", + "3.427418e+04 | \n", + "1.928792e+05 | \n", + "... | \n", + "3.268700e+04 | \n", + "0.000000e+00 | \n", + "2.367107e+04 | \n", + "3.207286e+06 | \n", + "6.094372e+04 | \n", + "8.403737e+03 | \n", + "1.687914e+04 | \n", + "3.809892e+03 | \n", + "4.059653e+05 | \n", + "6.138664e+04 | \n", + "
| Sunderland | \n", + "2.340321e+04 | \n", + "9.457397e+03 | \n", + "6.441655e+05 | \n", + "1.407762e+05 | \n", + "3.899180e+05 | \n", + "3.867533e+05 | \n", + "4.281890e+04 | \n", + "3.149219e+04 | \n", + "5.429695e+03 | \n", + "8.917064e+04 | \n", + "... | \n", + "2.212769e+03 | \n", + "4.656321e+04 | \n", + "0.000000e+00 | \n", + "1.777055e+05 | \n", + "5.146279e+04 | \n", + "5.547747e+04 | \n", + "5.162830e+04 | \n", + "1.540063e+04 | \n", + "1.317513e+04 | \n", + "8.016061e+05 | \n", + "
| Swindon | \n", + "4.508644e+03 | \n", + "2.532622e+04 | \n", + "1.918377e+06 | \n", + "2.214444e+04 | \n", + "4.256040e+04 | \n", + "7.512517e+06 | \n", + "5.382467e+03 | \n", + "5.966226e+04 | \n", + "1.487480e+04 | \n", + "3.151414e+05 | \n", + "... | \n", + "1.977377e+04 | \n", + "6.445218e+05 | \n", + "1.815414e+04 | \n", + "0.000000e+00 | \n", + "8.286252e+04 | \n", + "7.709271e+03 | \n", + "1.700724e+04 | \n", + "3.681201e+03 | \n", + "7.064864e+04 | \n", + "5.218917e+04 | \n", + "
| Telford | \n", + "2.011194e+04 | \n", + "1.381370e+04 | \n", + "1.348545e+07 | \n", + "1.080582e+05 | \n", + "1.844446e+05 | \n", + "1.672985e+06 | \n", + "2.674719e+04 | \n", + "4.954858e+04 | \n", + "7.727843e+03 | \n", + "7.234807e+05 | \n", + "... | \n", + "5.094074e+03 | \n", + "1.094874e+05 | \n", + "4.700061e+04 | \n", + "7.407872e+05 | \n", + "0.000000e+00 | \n", + "3.217828e+04 | \n", + "1.456012e+05 | \n", + "2.485680e+04 | \n", + "2.296809e+04 | \n", + "1.650262e+05 | \n", + "
| Wakefield | \n", + "5.659870e+05 | \n", + "4.481631e+03 | \n", + "5.752666e+05 | \n", + "7.778632e+04 | \n", + "3.268843e+06 | \n", + "2.002561e+05 | \n", + "7.007750e+04 | \n", + "1.830070e+04 | \n", + "2.468326e+03 | \n", + "7.710259e+04 | \n", + "... | \n", + "1.166655e+03 | \n", + "2.177208e+04 | \n", + "7.306662e+04 | \n", + "9.938958e+04 | \n", + "4.640396e+04 | \n", + "0.000000e+00 | \n", + "6.381489e+04 | \n", + "1.751331e+04 | \n", + "5.841454e+03 | \n", + "1.204389e+06 | \n", + "
| Warrington | \n", + "3.108147e+04 | \n", + "5.827657e+03 | \n", + "1.298073e+06 | \n", + "3.862488e+05 | \n", + "4.139172e+05 | \n", + "4.336482e+05 | \n", + "1.078172e+05 | \n", + "2.097609e+04 | \n", + "3.285669e+03 | \n", + "1.347905e+05 | \n", + "... | \n", + "1.748380e+03 | \n", + "3.753147e+04 | \n", + "5.835902e+04 | \n", + "1.881825e+05 | \n", + "1.802084e+05 | \n", + "5.476963e+04 | \n", + "0.000000e+00 | \n", + "4.972682e+05 | \n", + "8.960600e+03 | \n", + "2.197528e+05 | \n", + "
| Wigan | \n", + "4.727438e+04 | \n", + "8.112574e+03 | \n", + "1.495999e+06 | \n", + "1.113470e+06 | \n", + "7.832477e+05 | \n", + "5.680421e+05 | \n", + "2.986495e+05 | \n", + "2.883882e+04 | \n", + "4.589424e+03 | \n", + "1.638225e+05 | \n", + "... | \n", + "2.362246e+03 | \n", + "5.106430e+04 | \n", + "1.049344e+05 | \n", + "2.455242e+05 | \n", + "1.854448e+05 | \n", + "9.060357e+04 | \n", + "2.997437e+06 | \n", + "0.000000e+00 | \n", + "1.241094e+04 | \n", + "3.744749e+05 | \n", + "
| Worthing | \n", + "7.115577e+02 | \n", + "1.842982e+04 | \n", + "1.388591e+05 | \n", + "3.378710e+03 | \n", + "6.940852e+03 | \n", + "2.690577e+05 | \n", + "8.382161e+02 | \n", + "1.667922e+04 | \n", + "1.533348e+04 | \n", + "2.430122e+04 | \n", + "... | \n", + "6.882306e+03 | \n", + "2.270552e+05 | \n", + "3.746039e+03 | \n", + "1.966285e+05 | \n", + "7.150431e+03 | \n", + "1.261061e+03 | \n", + "2.253899e+03 | \n", + "5.178960e+02 | \n", + "0.000000e+00 | \n", + "9.653534e+03 | \n", + "
| York | \n", + "1.171775e+05 | \n", + "1.081931e+04 | \n", + "9.637967e+05 | \n", + "1.330788e+05 | \n", + "1.640758e+06 | \n", + "4.119067e+05 | \n", + "7.822764e+04 | \n", + "4.309140e+04 | \n", + "5.986547e+03 | \n", + "1.370238e+05 | \n", + "... | \n", + "2.603539e+03 | \n", + "4.852338e+04 | \n", + "3.221166e+05 | \n", + "2.052852e+05 | \n", + "7.260971e+04 | \n", + "3.674654e+05 | \n", + "7.812073e+04 | \n", + "2.208489e+04 | \n", + "1.364335e+04 | \n", + "0.000000e+00 | \n", + "
47 rows × 47 columns
\n", + "| \n", + " | City | \n", + "Other_City | \n", + "Sector | \n", + "Q_i^m | \n", + "P_i^m | \n", + "y_ij^m | \n", + "Orig_point | \n", + "Dest_point | \n", + "
|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "Barnsley | \n", + "Bristol | \n", + "Agriculture | \n", + "23.126825 | \n", + "738279.0 | \n", + "39.368712 | \n", + "POINT (434376.000 406446.000) | \n", + "POINT (358337.000 172855.000) | \n", + "
| 1 | \n", + "Barnsley | \n", + "Bristol | \n", + "Production | \n", + "3379.376685 | \n", + "738279.0 | \n", + "296460.769561 | \n", + "POINT (434376.000 406446.000) | \n", + "POINT (358337.000 172855.000) | \n", + "
| 2 | \n", + "Barnsley | \n", + "Bristol | \n", + "Construction | \n", + "1662.244916 | \n", + "738279.0 | \n", + "1989.719209 | \n", + "POINT (434376.000 406446.000) | \n", + "POINT (358337.000 172855.000) | \n", + "
| 3 | \n", + "Barnsley | \n", + "Bristol | \n", + "Distribution, transport, hotels and restaurants | \n", + "7664.965602 | \n", + "738279.0 | \n", + "103286.827241 | \n", + "POINT (434376.000 406446.000) | \n", + "POINT (358337.000 172855.000) | \n", + "
| 4 | \n", + "Barnsley | \n", + "Bristol | \n", + "Information and communication | \n", + "312.885986 | \n", + "738279.0 | \n", + "7056.277114 | \n", + "POINT (434376.000 406446.000) | \n", + "POINT (358337.000 172855.000) | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 21615 | \n", + "York | \n", + "Worthing | \n", + "Financial and insurance | \n", + "3104.976633 | \n", + "109632.0 | \n", + "9653.533706 | \n", + "POINT (460218.000 452158.000) | \n", + "POINT (514843.000 102898.000) | \n", + "
| 21616 | \n", + "York | \n", + "Worthing | \n", + "Real estate | \n", + "1386.423004 | \n", + "109632.0 | \n", + "214.747404 | \n", + "POINT (460218.000 452158.000) | \n", + "POINT (514843.000 102898.000) | \n", + "
| 21617 | \n", + "York | \n", + "Worthing | \n", + "Professional and support activities | \n", + "11144.818328 | \n", + "109632.0 | \n", + "9195.903087 | \n", + "POINT (460218.000 452158.000) | \n", + "POINT (514843.000 102898.000) | \n", + "
| 21618 | \n", + "York | \n", + "Worthing | \n", + "Government, health & education | \n", + "25225.026228 | \n", + "109632.0 | \n", + "2147.692951 | \n", + "POINT (460218.000 452158.000) | \n", + "POINT (514843.000 102898.000) | \n", + "
| 21619 | \n", + "York | \n", + "Worthing | \n", + "Other services | \n", + "3014.124319 | \n", + "109632.0 | \n", + "535.336178 | \n", + "POINT (460218.000 452158.000) | \n", + "POINT (514843.000 102898.000) | \n", + "
21620 rows × 8 columns
\n", + "| \n", + " | City | \n", + "Other_City | \n", + "Sector | \n", + "Q_i^m | \n", + "P_i^m | \n", + "y_ij^m | \n", + "Orig_point | \n", + "Dest_point | \n", + "Line | \n", + "yij_pp | \n", + "yij_pe | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "Barnsley | \n", + "Bristol | \n", + "Agriculture | \n", + "23.126825 | \n", + "738279.0 | \n", + "39.368712 | \n", + "POINT (434376.000 406446.000) | \n", + "POINT (358337.000 172855.000) | \n", + "LINESTRING (434376.000 406446.000, 358337.000 ... | \n", + "0.000053 | \n", + "1.702296 | \n", + "
| 1 | \n", + "Barnsley | \n", + "Bristol | \n", + "Production | \n", + "3379.376685 | \n", + "738279.0 | \n", + "296460.769561 | \n", + "POINT (434376.000 406446.000) | \n", + "POINT (358337.000 172855.000) | \n", + "LINESTRING (434376.000 406446.000, 358337.000 ... | \n", + "0.401557 | \n", + "87.726465 | \n", + "
| 2 | \n", + "Barnsley | \n", + "Bristol | \n", + "Construction | \n", + "1662.244916 | \n", + "738279.0 | \n", + "1989.719209 | \n", + "POINT (434376.000 406446.000) | \n", + "POINT (358337.000 172855.000) | \n", + "LINESTRING (434376.000 406446.000, 358337.000 ... | \n", + "0.002695 | \n", + "1.197007 | \n", + "
| 3 | \n", + "Barnsley | \n", + "Bristol | \n", + "Distribution, transport, hotels and restaurants | \n", + "7664.965602 | \n", + "738279.0 | \n", + "103286.827241 | \n", + "POINT (434376.000 406446.000) | \n", + "POINT (358337.000 172855.000) | \n", + "LINESTRING (434376.000 406446.000, 358337.000 ... | \n", + "0.139902 | \n", + "13.475185 | \n", + "
| 4 | \n", + "Barnsley | \n", + "Bristol | \n", + "Information and communication | \n", + "312.885986 | \n", + "738279.0 | \n", + "7056.277114 | \n", + "POINT (434376.000 406446.000) | \n", + "POINT (358337.000 172855.000) | \n", + "LINESTRING (434376.000 406446.000, 358337.000 ... | \n", + "0.009558 | \n", + "22.552231 | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 21615 | \n", + "York | \n", + "Worthing | \n", + "Financial and insurance | \n", + "3104.976633 | \n", + "109632.0 | \n", + "9653.533706 | \n", + "POINT (460218.000 452158.000) | \n", + "POINT (514843.000 102898.000) | \n", + "LINESTRING (460218.000 452158.000, 514843.000 ... | \n", + "0.088054 | \n", + "3.109052 | \n", + "
| 21616 | \n", + "York | \n", + "Worthing | \n", + "Real estate | \n", + "1386.423004 | \n", + "109632.0 | \n", + "214.747404 | \n", + "POINT (460218.000 452158.000) | \n", + "POINT (514843.000 102898.000) | \n", + "LINESTRING (460218.000 452158.000, 514843.000 ... | \n", + "0.001959 | \n", + "0.154893 | \n", + "
| 21617 | \n", + "York | \n", + "Worthing | \n", + "Professional and support activities | \n", + "11144.818328 | \n", + "109632.0 | \n", + "9195.903087 | \n", + "POINT (460218.000 452158.000) | \n", + "POINT (514843.000 102898.000) | \n", + "LINESTRING (460218.000 452158.000, 514843.000 ... | \n", + "0.083880 | \n", + "0.825128 | \n", + "
| 21618 | \n", + "York | \n", + "Worthing | \n", + "Government, health & education | \n", + "25225.026228 | \n", + "109632.0 | \n", + "2147.692951 | \n", + "POINT (460218.000 452158.000) | \n", + "POINT (514843.000 102898.000) | \n", + "LINESTRING (460218.000 452158.000, 514843.000 ... | \n", + "0.019590 | \n", + "0.085141 | \n", + "
| 21619 | \n", + "York | \n", + "Worthing | \n", + "Other services | \n", + "3014.124319 | \n", + "109632.0 | \n", + "535.336178 | \n", + "POINT (460218.000 452158.000) | \n", + "POINT (514843.000 102898.000) | \n", + "LINESTRING (460218.000 452158.000, 514843.000 ... | \n", + "0.004883 | \n", + "0.177609 | \n", + "
21620 rows × 11 columns
\n", + "| \n", + " | Agriculture | \n", + "Production | \n", + "Construction | \n", + "Distribution, transport, hotels and restaurants | \n", + "Information and communication | \n", + "Financial and insurance | \n", + "Real estate | \n", + "Professional and support activities | \n", + "Government, health & education | \n", + "Other services | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|
| 5 | \n", + "London | \n", + "Bristol | \n", + "Chatham | \n", + "Bristol | \n", + "Chatham | \n", + "Middlesbrough | \n", + "Middlesbrough | \n", + "Middlesbrough | \n", + "Bristol | \n", + "Chatham | \n", + "
| 4 | \n", + "Huddersfield | \n", + "Newcastle | \n", + "Newcastle | \n", + "Chatham | \n", + "Bristol | \n", + "Nottingham | \n", + "Bristol | \n", + "Chatham | \n", + "Chatham | \n", + "Bristol | \n", + "
| 3 | \n", + "Wakefield | \n", + "Birmingham | \n", + "Portsmouth | \n", + "Portsmouth | \n", + "Portsmouth | \n", + "Portsmouth | \n", + "Manchester | \n", + "Portsmouth | \n", + "Portsmouth | \n", + "Portsmouth | \n", + "
| 2 | \n", + "Manchester | \n", + "Manchester | \n", + "Manchester | \n", + "Manchester | \n", + "Manchester | \n", + "Manchester | \n", + "Portsmouth | \n", + "Manchester | \n", + "Birmingham | \n", + "Manchester | \n", + "
| 1 | \n", + "Nottingham | \n", + "London | \n", + "Birmingham | \n", + "Birmingham | \n", + "Birmingham | \n", + "Birmingham | \n", + "Birmingham | \n", + "Birmingham | \n", + "Manchester | \n", + "Birmingham | \n", + "
| \n", + " | 1 | \n", + "
|---|---|
| 0 | \n", + "Derby | \n", + "
| 1 | \n", + "Oxford | \n", + "
| 2 | \n", + "Blackpool | \n", + "
| 3 | \n", + "Slough | \n", + "
| 4 | \n", + "Barnsley | \n", + "
| \n", + " | Agriculture | \n", + "Production | \n", + "Construction | \n", + "Distribution, transport, hotels and restaurants | \n", + "Information and communication | \n", + "Financial and insurance | \n", + "Real estate | \n", + "Professional and support activities | \n", + "Government, health & education | \n", + "Other services | \n", + "Household Purchase | \n", + "Government Purchase | \n", + "Non-profit Purchase | \n", + "Exports to EU | \n", + "Exports outside EU | \n", + "Exports of services | \n", + "Total Purchase | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Agriculture | \n", + "3615648621.331148 | \n", + "12433010641.357439 | \n", + "76771231.539453 | \n", + "782210020.91892 | \n", + "14542889.961135 | \n", + "15292.024176 | \n", + "176770131.513069 | \n", + "118830500.17583 | \n", + "51946474.820382 | \n", + "35302420.2531 | \n", + "7062668718.638894 | \n", + "1994.177565 | \n", + "997.088783 | \n", + "1763926085.612784 | \n", + "684830601.813795 | \n", + "188592343.689565 | \n", + "28188000000.000011 | \n", + "
| Production | \n", + "5727624905.989972 | \n", + "168797486224.777496 | \n", + "40041372155.248131 | \n", + "59031877827.838409 | \n", + "8126719817.671847 | \n", + "4742751506.946955 | \n", + "5241869587.037829 | \n", + "17558197600.832325 | \n", + "34727237420.009071 | \n", + "5346303713.943548 | \n", + "105558431746.339447 | \n", + "10293857909.388012 | \n", + "1000.0 | \n", + "90707759078.791092 | \n", + "86241426906.302612 | \n", + "11151671845.736397 | \n", + "676770005000.000122 | \n", + "
| Construction | \n", + "283194654.340715 | \n", + "5973047491.588834 | \n", + "90642843229.258896 | \n", + "5986822979.027637 | \n", + "212543783.075449 | \n", + "3721262459.271041 | \n", + "20238674426.80685 | \n", + "3230286539.257743 | \n", + "6199957777.642778 | \n", + "214943112.90552 | \n", + "1594970999.99997 | \n", + "1999.999985 | \n", + "999.999992 | \n", + "999.999992 | \n", + "999.999992 | \n", + "2448966992.419703 | \n", + "303108995999.999939 | \n", + "
| Distribution, transport, hotels and restaurants | \n", + "3301759294.793789 | \n", + "66155990157.493652 | \n", + "14337848416.387022 | \n", + "92155766896.208374 | \n", + "8382373292.959646 | \n", + "16662463856.599552 | \n", + "3295653969.651456 | \n", + "25326878501.907269 | \n", + "26324795904.32053 | \n", + "3688939709.678714 | \n", + "268557350000.000092 | \n", + "3086008000.0 | \n", + "4000.0 | \n", + "28804005000.0 | \n", + "27199005000.0 | \n", + "43612149000.000008 | \n", + "643465995000.0 | \n", + "
| Information and communication | \n", + "316057476.775523 | \n", + "6355387049.475625 | \n", + "2726328429.412366 | \n", + "12022535333.556639 | \n", + "19047233141.74818 | \n", + "17753420941.571747 | \n", + "3187719624.257404 | \n", + "12657088553.13332 | \n", + "9071112799.195587 | \n", + "2685569998.347643 | \n", + "31863533999.999992 | \n", + "3312002000.0 | \n", + "1000.0 | \n", + "1335000000.0 | \n", + "1244000000.0 | \n", + "34815001474.625565 | \n", + "197855001000.0 | \n", + "
| Financial and insurance | \n", + "1236049359.711349 | \n", + "17679716297.161942 | \n", + "4660329419.189104 | \n", + "13357767041.898478 | \n", + "3084810502.556663 | \n", + "25967338018.546986 | \n", + "29562858422.906437 | \n", + "9676538869.584078 | \n", + "8499414849.150187 | \n", + "1620043219.294782 | \n", + "64147339000.000015 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "78966798000.000015 | \n", + "258459003000.0 | \n", + "
| Real estate | \n", + "114192.820995 | \n", + "1752441549.619571 | \n", + "370527750.728178 | \n", + "18411366556.149811 | \n", + "3565064801.112846 | \n", + "3869695866.665901 | \n", + "2555013269.629437 | \n", + "5961082515.724539 | \n", + "7926977063.713786 | \n", + "1267937433.834934 | \n", + "288737769000.0 | \n", + "2000.0 | \n", + "1287001000.0 | \n", + "1000.0 | \n", + "1000.0 | \n", + "1706002000.0 | \n", + "346088998000.0 | \n", + "
| Professional and support activities | \n", + "1515340447.803658 | \n", + "26395736062.438213 | \n", + "14256680800.55109 | \n", + "49608974427.686073 | \n", + "20973243438.3102 | \n", + "29496231744.263454 | \n", + "10402992366.572868 | \n", + "81337151278.319443 | \n", + "30295522332.217464 | \n", + "8436245101.83755 | \n", + "32234707000.000027 | \n", + "2000.0 | \n", + "2520002000.0 | \n", + "25001000.0 | \n", + "19001000.0 | \n", + "96094045000.0 | \n", + "445194987999.999939 | \n", + "
| Government, health & education | \n", + "16420981.151697 | \n", + "1788655806.932154 | \n", + "1332445801.04352 | \n", + "3428145462.891937 | \n", + "1089087173.919858 | \n", + "2517287573.117056 | \n", + "4919836036.786192 | \n", + "6437533940.871499 | \n", + "30317309288.980598 | \n", + "201028934.305492 | \n", + "57067262000.000061 | \n", + "360451002999.999939 | \n", + "36340956999.999992 | \n", + "2000.0 | \n", + "2000.0 | \n", + "10855019000.0 | \n", + "517874998000.0 | \n", + "
| Other services | \n", + "23948518.534256 | \n", + "167916634.260883 | \n", + "21972191.547981 | \n", + "407123877.482125 | \n", + "1545261240.739113 | \n", + "1488014312.425617 | \n", + "127533288.94009 | \n", + "1048318982.92349 | \n", + "3935928211.835524 | \n", + "5039512741.310922 | \n", + "65118600000.000008 | \n", + "3988002000.0 | \n", + "7298001000.0 | \n", + "14049000.0 | \n", + "4337829000.0 | \n", + "2205991000.0 | \n", + "96332001000.0 | \n", + "
| Intermediate Demand | \n", + "16036158453.253103 | \n", + "307499387915.105774 | \n", + "168467119424.905792 | \n", + "255192590423.658386 | \n", + "66040880082.054924 | \n", + "106218481571.43251 | \n", + "79708921124.101624 | \n", + "163351907282.729523 | \n", + "157350202121.885986 | \n", + "28535826385.712196 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| Imports | \n", + "888267131.690279 | \n", + "120318963778.837585 | \n", + "7786744752.989701 | \n", + "38238330231.062744 | \n", + "18086445044.11694 | \n", + "23394669833.381851 | \n", + "5057433916.388678 | \n", + "24561054559.269176 | \n", + "20173437536.251312 | \n", + "2983961431.172111 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| Net Subsidies | \n", + "521987953.898735 | \n", + "4872663017.936008 | \n", + "6592315617.674705 | \n", + "10991702380.091007 | \n", + "565784667.636036 | \n", + "12615585935.699503 | \n", + "1569351632.921103 | \n", + "2159137107.004223 | \n", + "17375290718.763371 | \n", + "2173397968.375351 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| Intermediate Demand purchase price | \n", + "17446413538.842113 | \n", + "432691014711.879272 | \n", + "182846179795.570221 | \n", + "304422623034.812073 | \n", + "84693109793.807907 | \n", + "142228737340.513824 | \n", + "86335706673.411453 | \n", + "190072098949.00293 | \n", + "194898930376.900635 | \n", + "33693185785.259666 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| Employee Compensation | \n", + "4123523734.501893 | \n", + "130659960188.045914 | \n", + "51931721405.511612 | \n", + "228328611855.897736 | \n", + "68782891836.730759 | \n", + "64157586680.051682 | \n", + "20880822543.545982 | \n", + "158004187711.315491 | \n", + "246144881507.305023 | \n", + "33955812537.093945 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| Gross Value Added | \n", + "10741586461.157883 | \n", + "244078985288.120575 | \n", + "120262820204.429901 | \n", + "339043376965.187866 | \n", + "113161890206.192123 | \n", + "116230262659.48616 | \n", + "259753293326.588654 | \n", + "255122901050.997101 | \n", + "322976069623.099487 | \n", + "62638814214.740334 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| Total Sales | \n", + "28188000000.0 | \n", + "676770000000.0 | \n", + "303109000000.000122 | \n", + "643465999999.999878 | \n", + "197855000000.0 | \n", + "258458999999.999969 | \n", + "346089000000.000061 | \n", + "445195000000.000061 | \n", + "517875000000.000061 | \n", + "96332000000.0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| \n", - " | Agriculture | \n", - "Production | \n", - "Construction | \n", - "Distribution, transport, hotels and restaurants | \n", - "Information and communication | \n", - "Financial and insurance | \n", - "Real estate | \n", - "Professional and support activities | \n", - "Government, health & education | \n", - "Other services | \n", - "
|---|---|---|---|---|---|---|---|---|---|---|
| Area | \n", - "\n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " |
| Barnsley | \n", - "23.126825 | \n", - "3379.376685 | \n", - "1662.244916 | \n", - "7.664966e+03 | \n", - "312.885986 | \n", - "353.140787 | \n", - "720.837279 | \n", - "4.345860e+03 | \n", - "1.204954e+04 | \n", - "1023.852654 | \n", - "
| Bristol | \n", - "18.519093 | \n", - "14340.238155 | \n", - "12423.257784 | \n", - "6.646806e+04 | \n", - "13362.525481 | \n", - "16118.567537 | \n", - "3463.316609 | \n", - "5.307002e+04 | \n", - "7.810949e+04 | \n", - "9662.668401 | \n", - "
| Basildon | \n", - "4.228683 | \n", - "5962.612930 | \n", - "2836.749037 | \n", - "1.599784e+04 | \n", - "2288.417335 | \n", - "1937.127745 | \n", - "553.573963 | \n", - "8.343613e+03 | \n", - "1.217022e+04 | \n", - "1805.229074 | \n", - "
| Birmingham | \n", - "132.352655 | \n", - "40387.831458 | \n", - "15220.595250 | \n", - "1.104136e+05 | \n", - "11937.448022 | \n", - "16167.933299 | \n", - "8250.568516 | \n", - "7.958704e+04 | \n", - "1.383546e+05 | \n", - "16741.179664 | \n", - "
| Blackpool | \n", - "63.475459 | \n", - "3881.620387 | \n", - "1419.385509 | \n", - "1.559875e+04 | \n", - "954.186865 | \n", - "1356.955945 | \n", - "633.106902 | \n", - "5.367575e+03 | \n", - "2.267793e+04 | \n", - "4014.479570 | \n", - "
| Bradford | \n", - "23.071073 | \n", - "17438.528134 | \n", - "3684.972780 | \n", - "2.685596e+04 | \n", - "3468.130147 | \n", - "4227.473669 | \n", - "898.874450 | \n", - "1.445128e+04 | \n", - "3.358106e+04 | \n", - "2553.461144 | \n", - "
| Burnley | \n", - "7.746954 | \n", - "5077.534673 | \n", - "928.022994 | \n", - "7.327017e+03 | \n", - "558.984562 | \n", - "425.858535 | \n", - "579.513362 | \n", - "3.457437e+03 | \n", - "8.649254e+03 | \n", - "1359.619492 | \n", - "
| Cambridge | \n", - "15.225287 | \n", - "4655.246608 | \n", - "1945.458389 | \n", - "2.436918e+04 | \n", - "9154.888366 | \n", - "1627.404004 | \n", - "1660.943052 | \n", - "2.384207e+04 | \n", - "4.558143e+04 | \n", - "4814.585286 | \n", - "
| Chatham | \n", - "20.902670 | \n", - "1047.851244 | \n", - "1201.906654 | \n", - "4.258068e+03 | \n", - "603.296172 | \n", - "957.535479 | \n", - "390.907702 | \n", - "2.396025e+03 | \n", - "5.808379e+03 | \n", - "753.529076 | \n", - "
| Coventry | \n", - "8.984473 | \n", - "22759.161610 | \n", - "3013.550016 | \n", - "3.573288e+04 | \n", - "4051.739042 | \n", - "4115.719276 | \n", - "2520.323897 | \n", - "2.363635e+04 | \n", - "4.547345e+04 | \n", - "5113.974278 | \n", - "
| Crawley | \n", - "21.357975 | \n", - "8599.576312 | \n", - "2558.514164 | \n", - "4.143637e+04 | \n", - "2889.549735 | \n", - "2445.981717 | \n", - "399.422524 | \n", - "2.006734e+04 | \n", - "1.139288e+04 | \n", - "1975.510570 | \n", - "
| Derby | \n", - "100.116565 | \n", - "30219.856340 | \n", - "4317.538187 | \n", - "3.107760e+04 | \n", - "4063.472172 | \n", - "1375.879227 | \n", - "2106.351929 | \n", - "1.787266e+04 | \n", - "3.775589e+04 | \n", - "3324.211499 | \n", - "
| Doncaster | \n", - "7.551823 | \n", - "6012.867696 | \n", - "3256.732315 | \n", - "1.538377e+04 | \n", - "851.413761 | \n", - "1383.773235 | \n", - "353.072829 | \n", - "6.740702e+03 | \n", - "1.798698e+04 | \n", - "1504.477766 | \n", - "
| Exeter | \n", - "16.853912 | \n", - "4727.771755 | \n", - "3230.341692 | \n", - "1.757522e+04 | \n", - "3420.283360 | \n", - "1930.162443 | \n", - "1181.964611 | \n", - "1.346013e+04 | \n", - "2.676183e+04 | \n", - "2198.457602 | \n", - "
| Gloucester | \n", - "4.434796 | \n", - "6456.635533 | \n", - "2975.016469 | \n", - "1.613231e+04 | \n", - "1999.965210 | \n", - "3656.783298 | \n", - "746.429135 | \n", - "9.166974e+03 | \n", - "2.024541e+04 | \n", - "1893.218665 | \n", - "
| Huddersfield | \n", - "3.584160 | \n", - "7056.982584 | \n", - "1717.414270 | \n", - "1.390717e+04 | \n", - "646.541134 | \n", - "656.750541 | \n", - "1005.428196 | \n", - "6.398389e+03 | \n", - "1.565075e+04 | \n", - "2040.108393 | \n", - "
| Hull | \n", - "19.694716 | \n", - "18838.457361 | \n", - "5284.762590 | \n", - "2.674665e+04 | \n", - "1598.715047 | \n", - "902.200028 | \n", - "1104.952081 | \n", - "1.554385e+04 | \n", - "2.970903e+04 | \n", - "3363.077575 | \n", - "
| Ipswich | \n", - "34.079503 | \n", - "3816.652073 | \n", - "2449.470703 | \n", - "1.735578e+04 | \n", - "1536.887551 | \n", - "3902.890619 | \n", - "716.998500 | \n", - "9.606037e+03 | \n", - "1.944716e+04 | \n", - "2828.889401 | \n", - "
| Leeds | \n", - "35.964925 | \n", - "21131.593017 | \n", - "10339.942955 | \n", - "6.192544e+04 | \n", - "12164.359825 | \n", - "17299.022856 | \n", - "3783.329385 | \n", - "6.420406e+04 | \n", - "7.852302e+04 | \n", - "11941.581907 | \n", - "
| Leicester | \n", - "16.192457 | \n", - "27287.884409 | \n", - "4655.343680 | \n", - "3.377091e+04 | \n", - "4381.399463 | \n", - "3337.938976 | \n", - "1514.102361 | \n", - "2.129955e+04 | \n", - "5.383351e+04 | \n", - "5376.448217 | \n", - "
| Liverpool | \n", - "8.638475 | \n", - "17469.296904 | \n", - "6622.848092 | \n", - "6.284778e+04 | \n", - "5453.985126 | \n", - "7914.439941 | \n", - "4038.774022 | \n", - "3.246585e+04 | \n", - "8.058609e+04 | \n", - "12702.331260 | \n", - "
| London | \n", - "854.839799 | \n", - "167049.079247 | \n", - "236404.530732 | \n", - "1.457080e+06 | \n", - "459305.434020 | \n", - "409497.158543 | \n", - "133602.637249 | \n", - "1.430813e+06 | \n", - "1.397369e+06 | \n", - "294262.602898 | \n", - "
| Luton | \n", - "19.242789 | \n", - "10477.647498 | \n", - "3688.210894 | \n", - "2.893286e+04 | \n", - "1952.537464 | \n", - "1101.872004 | \n", - "2024.244725 | \n", - "2.169597e+04 | \n", - "2.387114e+04 | \n", - "2738.255314 | \n", - "
| Manchester | \n", - "64.789633 | \n", - "12788.916213 | \n", - "7450.827334 | \n", - "7.374261e+04 | \n", - "10908.150664 | \n", - "15829.141683 | \n", - "8077.681643 | \n", - "7.791933e+04 | \n", - "8.573130e+04 | \n", - "14751.338341 | \n", - "
| Mansfield | \n", - "11.960681 | \n", - "4035.532766 | \n", - "1337.274070 | \n", - "6.729387e+03 | \n", - "503.432811 | \n", - "438.327790 | \n", - "298.240837 | \n", - "5.431657e+03 | \n", - "7.517672e+03 | \n", - "1059.027749 | \n", - "
| Middlesbrough | \n", - "0.000000 | \n", - "4608.090118 | \n", - "2308.753977 | \n", - "1.324278e+04 | \n", - "1086.447546 | \n", - "919.669526 | \n", - "525.628839 | \n", - "6.790643e+03 | \n", - "2.550256e+04 | \n", - "1904.554216 | \n", - "
| Milton Keynes | \n", - "10.450912 | \n", - "8332.310118 | \n", - "3004.645205 | \n", - "4.156518e+04 | \n", - "8483.509570 | \n", - "7659.974260 | \n", - "2198.766965 | \n", - "2.749426e+04 | \n", - "3.267081e+04 | \n", - "7931.564470 | \n", - "
| Newcastle | \n", - "4.224002 | \n", - "6555.217897 | \n", - "3238.410059 | \n", - "3.482849e+04 | \n", - "5333.729552 | \n", - "4643.960101 | \n", - "2369.833565 | \n", - "2.222501e+04 | \n", - "5.533414e+04 | \n", - "8014.358728 | \n", - "
| Norwich | \n", - "7.597597 | \n", - "6341.041571 | \n", - "2912.419695 | \n", - "2.395252e+04 | \n", - "2398.408279 | \n", - "6960.803097 | \n", - "1243.245110 | \n", - "1.427697e+04 | \n", - "2.412800e+04 | \n", - "3964.182014 | \n", - "
| Nottingham | \n", - "0.000000 | \n", - "12350.061445 | \n", - "4721.923751 | \n", - "4.062672e+04 | \n", - "7406.769369 | \n", - "3385.677709 | \n", - "2303.635259 | \n", - "2.623364e+04 | \n", - "5.297348e+04 | \n", - "5453.341423 | \n", - "
| Oxford | \n", - "75.923700 | \n", - "5506.635035 | \n", - "6790.970927 | \n", - "1.963983e+04 | \n", - "6391.355486 | \n", - "927.468594 | \n", - "1656.519768 | \n", - "1.521829e+04 | \n", - "6.027851e+04 | \n", - "3601.322616 | \n", - "
| Peterborough | \n", - "41.948942 | \n", - "7190.132756 | \n", - "2010.058747 | \n", - "2.685694e+04 | \n", - "3783.553231 | \n", - "3843.298595 | \n", - "980.626212 | \n", - "2.207185e+04 | \n", - "2.039916e+04 | \n", - "2984.674251 | \n", - "
| Plymouth | \n", - "39.423220 | \n", - "11756.804191 | \n", - "3778.068534 | \n", - "2.256294e+04 | \n", - "1422.299068 | \n", - "1264.163530 | \n", - "1290.216582 | \n", - "9.630641e+03 | \n", - "3.129949e+04 | \n", - "3739.958311 | \n", - "
| Portsmouth | \n", - "43.893254 | \n", - "10589.864422 | \n", - "3785.803101 | \n", - "2.469547e+04 | \n", - "5542.486593 | \n", - "1407.501734 | \n", - "1026.077737 | \n", - "1.113503e+04 | \n", - "2.962114e+04 | \n", - "4372.217334 | \n", - "
| Preston | \n", - "16.181952 | \n", - "3581.368618 | \n", - "3101.548895 | \n", - "1.608964e+04 | \n", - "1277.079083 | \n", - "1667.886678 | \n", - "1134.840020 | \n", - "1.064287e+04 | \n", - "2.489188e+04 | \n", - "2110.805728 | \n", - "
| Reading | \n", - "27.738250 | \n", - "5662.666743 | \n", - "3721.558237 | \n", - "3.713212e+04 | \n", - "22016.108575 | \n", - "5082.672891 | \n", - "1556.226396 | \n", - "2.710454e+04 | \n", - "3.633692e+04 | \n", - "5789.171214 | \n", - "
| Sheffield | \n", - "60.032905 | \n", - "20750.269542 | \n", - "6136.713071 | \n", - "4.969351e+04 | \n", - "5775.597507 | \n", - "6600.148716 | \n", - "2245.390230 | \n", - "3.083484e+04 | \n", - "6.672714e+04 | \n", - "6834.162006 | \n", - "
| Slough | \n", - "20.567315 | \n", - "8632.216953 | \n", - "2956.559224 | \n", - "2.094877e+04 | \n", - "7420.213780 | \n", - "659.521183 | \n", - "576.954177 | \n", - "1.642579e+04 | \n", - "1.785997e+04 | \n", - "1804.820379 | \n", - "
| Southampton | \n", - "19.560368 | \n", - "4981.044514 | \n", - "3749.080382 | \n", - "3.035908e+04 | \n", - "3528.465329 | \n", - "3584.182649 | \n", - "1371.768301 | \n", - "1.745944e+04 | \n", - "3.979477e+04 | \n", - "5102.986032 | \n", - "
| Sunderland | \n", - "0.000000 | \n", - "4433.245563 | \n", - "1952.582238 | \n", - "1.502093e+04 | \n", - "1470.145855 | \n", - "3733.401615 | \n", - "609.654882 | \n", - "6.700225e+03 | \n", - "2.022026e+04 | \n", - "2319.463325 | \n", - "
| Swindon | \n", - "0.000000 | \n", - "10789.611224 | \n", - "3624.096253 | \n", - "2.842990e+04 | \n", - "2984.481417 | \n", - "9527.913342 | \n", - "707.219884 | \n", - "1.776568e+04 | \n", - "1.407370e+04 | \n", - "3587.539183 | \n", - "
| Telford | \n", - "12.597353 | \n", - "12607.717801 | \n", - "1408.457797 | \n", - "1.507132e+04 | \n", - "2272.417613 | \n", - "1346.508872 | \n", - "1177.936263 | \n", - "1.065250e+04 | \n", - "1.500223e+04 | \n", - "1991.786240 | \n", - "
| Wakefield | \n", - "0.000000 | \n", - "3131.944626 | \n", - "2345.041553 | \n", - "1.384654e+04 | \n", - "919.603051 | \n", - "747.299461 | \n", - "610.160400 | \n", - "9.579686e+03 | \n", - "1.821332e+04 | \n", - "1160.693297 | \n", - "
| Warrington | \n", - "17.266137 | \n", - "7320.358354 | \n", - "4964.027481 | \n", - "2.428593e+04 | \n", - "3114.612487 | \n", - "1384.160197 | \n", - "1412.686251 | \n", - "3.163439e+04 | \n", - "1.756363e+04 | \n", - "3275.969483 | \n", - "
| Wigan | \n", - "0.000000 | \n", - "3632.811961 | \n", - "1235.056837 | \n", - "7.679469e+03 | \n", - "531.373614 | \n", - "337.352770 | \n", - "275.444199 | \n", - "5.362442e+03 | \n", - "9.866431e+03 | \n", - "1711.637959 | \n", - "
| Worthing | \n", - "26.768426 | \n", - "3854.398557 | \n", - "1099.420372 | \n", - "8.346394e+03 | \n", - "862.270715 | \n", - "1401.418666 | \n", - "715.150199 | \n", - "3.233680e+03 | \n", - "1.518028e+04 | \n", - "1378.551679 | \n", - "
| York | \n", - "33.890285 | \n", - "3298.436401 | \n", - "2029.892190 | \n", - "2.424537e+04 | \n", - "1910.442958 | \n", - "3104.976633 | \n", - "1386.423004 | \n", - "1.114482e+04 | \n", - "2.522503e+04 | \n", - "3014.124319 | \n", - "
| \n", - " | \n", - " | \n", - " | P_i^m | \n", - "Distance | \n", - "c_{ij})^-β | \n", - "Q_i^m | \n", - "A_i^m | \n", - "B_j^m | \n", - "init_b_ij^m | \n", - "sum_j b_ij^m | \n", - "K | \n", - "b_ij^m | \n", - "
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| City | \n", - "Other_City | \n", - "Sector | \n", - "\n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " |
| Barnsley | \n", - "Bristol | \n", - "Agriculture | \n", - "738279.0 | \n", - "245.655622 | \n", - "0.000017 | \n", - "2.312683e+01 | \n", - "7.476196e-45 | \n", - "1.508345e+44 | \n", - "319.054274 | \n", - "738279.0 | \n", - "0.000001 | \n", - "0.000432 | \n", - "
| Production | \n", - "738279.0 | \n", - "245.655622 | \n", - "0.000017 | \n", - "3.379377e+03 | \n", - "2.129867e-29 | \n", - "1.507862e+27 | \n", - "1327.755052 | \n", - "738279.0 | \n", - "0.000001 | \n", - "0.001798 | \n", - "||
| Construction | \n", - "738279.0 | \n", - "245.655622 | \n", - "0.000017 | \n", - "1.662245e+03 | \n", - "2.145780e-31 | \n", - "2.370314e+29 | \n", - "1034.315682 | \n", - "738279.0 | \n", - "0.000001 | \n", - "0.001401 | \n", - "||
| Distribution, transport, hotels and restaurants | \n", - "738279.0 | \n", - "245.655622 | \n", - "0.000017 | \n", - "7.664966e+03 | \n", - "1.306954e-23 | \n", - "6.481316e+20 | \n", - "794.329687 | \n", - "738279.0 | \n", - "0.000001 | \n", - "0.001076 | \n", - "||
| Information and communication | \n", - "738279.0 | \n", - "245.655622 | \n", - "0.000017 | \n", - "3.128860e+02 | \n", - "3.901782e-30 | \n", - "9.753494e+27 | \n", - "145.672115 | \n", - "738279.0 | \n", - "0.000001 | \n", - "0.000197 | \n", - "||
| ... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "
| UK | \n", - "York | \n", - "Financial and insurance | \n", - "208163.0 | \n", - "703.500000 | \n", - "0.000002 | \n", - "5.308500e+05 | \n", - "2.063553e-05 | \n", - "1.576030e+03 | \n", - "7261.517635 | \n", - "208163.0 | \n", - "0.000005 | \n", - "0.034884 | \n", - "
| Real estate | \n", - "208163.0 | \n", - "703.500000 | \n", - "0.000002 | \n", - "3.470000e+05 | \n", - "5.347316e-10 | \n", - "1.748608e+08 | \n", - "13646.869313 | \n", - "208163.0 | \n", - "0.000005 | \n", - "0.065559 | \n", - "||
| Professional and support activities | \n", - "208163.0 | \n", - "703.500000 | \n", - "0.000002 | \n", - "3.653200e+06 | \n", - "7.266780e+01 | \n", - "9.912098e-05 | \n", - "11067.674742 | \n", - "208163.0 | \n", - "0.000005 | \n", - "0.053168 | \n", - "||
| Government, health & education | \n", - "208163.0 | \n", - "703.500000 | \n", - "0.000002 | \n", - "5.808000e+06 | \n", - "5.519058e+03 | \n", - "8.464287e-07 | \n", - "11411.881553 | \n", - "208163.0 | \n", - "0.000005 | \n", - "0.054822 | \n", - "||
| Other services | \n", - "208163.0 | \n", - "703.500000 | \n", - "0.000002 | \n", - "1.462150e+06 | \n", - "1.369586e-05 | \n", - "2.473965e+03 | \n", - "20837.717245 | \n", - "208163.0 | \n", - "0.000005 | \n", - "0.100103 | \n", - "
22560 rows × 10 columns
\n", - "| \n", - " | City | \n", - "Other_City | \n", - "Sector | \n", - "P_i^m | \n", - "Distance | \n", - "c_{ij})^-β | \n", - "Q_i^m | \n", - "A_i^m | \n", - "B_j^m | \n", - "init_b_ij^m | \n", - "sum_j b_ij^m | \n", - "K | \n", - "b_ij^m | \n", - "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", - "Barnsley | \n", - "Bristol | \n", - "Agriculture | \n", - "738279.0 | \n", - "245.655622 | \n", - "0.000017 | \n", - "2.312683e+01 | \n", - "7.476196e-45 | \n", - "1.508345e+44 | \n", - "319.054274 | \n", - "738279.0 | \n", - "0.000001 | \n", - "0.000432 | \n", - "
| 1 | \n", - "Barnsley | \n", - "Bristol | \n", - "Production | \n", - "738279.0 | \n", - "245.655622 | \n", - "0.000017 | \n", - "3.379377e+03 | \n", - "2.129867e-29 | \n", - "1.507862e+27 | \n", - "1327.755052 | \n", - "738279.0 | \n", - "0.000001 | \n", - "0.001798 | \n", - "
| 2 | \n", - "Barnsley | \n", - "Bristol | \n", - "Construction | \n", - "738279.0 | \n", - "245.655622 | \n", - "0.000017 | \n", - "1.662245e+03 | \n", - "2.145780e-31 | \n", - "2.370314e+29 | \n", - "1034.315682 | \n", - "738279.0 | \n", - "0.000001 | \n", - "0.001401 | \n", - "
| 3 | \n", - "Barnsley | \n", - "Bristol | \n", - "Distribution, transport, hotels and restaurants | \n", - "738279.0 | \n", - "245.655622 | \n", - "0.000017 | \n", - "7.664966e+03 | \n", - "1.306954e-23 | \n", - "6.481316e+20 | \n", - "794.329687 | \n", - "738279.0 | \n", - "0.000001 | \n", - "0.001076 | \n", - "
| 4 | \n", - "Barnsley | \n", - "Bristol | \n", - "Information and communication | \n", - "738279.0 | \n", - "245.655622 | \n", - "0.000017 | \n", - "3.128860e+02 | \n", - "3.901782e-30 | \n", - "9.753494e+27 | \n", - "145.672115 | \n", - "738279.0 | \n", - "0.000001 | \n", - "0.000197 | \n", - "
| ... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "
| 22555 | \n", - "UK | \n", - "York | \n", - "Financial and insurance | \n", - "208163.0 | \n", - "703.500000 | \n", - "0.000002 | \n", - "5.308500e+05 | \n", - "2.063553e-05 | \n", - "1.576030e+03 | \n", - "7261.517635 | \n", - "208163.0 | \n", - "0.000005 | \n", - "0.034884 | \n", - "
| 22556 | \n", - "UK | \n", - "York | \n", - "Real estate | \n", - "208163.0 | \n", - "703.500000 | \n", - "0.000002 | \n", - "3.470000e+05 | \n", - "5.347316e-10 | \n", - "1.748608e+08 | \n", - "13646.869313 | \n", - "208163.0 | \n", - "0.000005 | \n", - "0.065559 | \n", - "
| 22557 | \n", - "UK | \n", - "York | \n", - "Professional and support activities | \n", - "208163.0 | \n", - "703.500000 | \n", - "0.000002 | \n", - "3.653200e+06 | \n", - "7.266780e+01 | \n", - "9.912098e-05 | \n", - "11067.674742 | \n", - "208163.0 | \n", - "0.000005 | \n", - "0.053168 | \n", - "
| 22558 | \n", - "UK | \n", - "York | \n", - "Government, health & education | \n", - "208163.0 | \n", - "703.500000 | \n", - "0.000002 | \n", - "5.808000e+06 | \n", - "5.519058e+03 | \n", - "8.464287e-07 | \n", - "11411.881553 | \n", - "208163.0 | \n", - "0.000005 | \n", - "0.054822 | \n", - "
| 22559 | \n", - "UK | \n", - "York | \n", - "Other services | \n", - "208163.0 | \n", - "703.500000 | \n", - "0.000002 | \n", - "1.462150e+06 | \n", - "1.369586e-05 | \n", - "2.473965e+03 | \n", - "20837.717245 | \n", - "208163.0 | \n", - "0.000005 | \n", - "0.100103 | \n", - "
22560 rows × 13 columns
\n", - "| \n", - " | Unnamed: 0 | \n", - "index | \n", - "City | \n", - "Other_City | \n", - "Sector | \n", - "P_i^m | \n", - "Distance | \n", - "c_{ij})^-β | \n", - "Q_i^m | \n", - "A_i^m | \n", - "B_j^m | \n", - "init_b_ij^m | \n", - "sum_j b_ij^m | \n", - "K | \n", - "b_ij^m | \n", - "y_ij^m | \n", - "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", - "0 | \n", - "0 | \n", - "Barnsley | \n", - "Bristol | \n", - "Agriculture | \n", - "738279.0 | \n", - "245.655622 | \n", - "0.000017 | \n", - "23.126825 | \n", - "7.476196e-45 | \n", - "1.508345e+44 | \n", - "319.054274 | \n", - "738279.0 | \n", - "0.000001 | \n", - "0.000432 | \n", - "39.368712 | \n", - "
| 1 | \n", - "1 | \n", - "1 | \n", - "Barnsley | \n", - "Bristol | \n", - "Production | \n", - "738279.0 | \n", - "245.655622 | \n", - "0.000017 | \n", - "3379.376685 | \n", - "2.129867e-29 | \n", - "1.507862e+27 | \n", - "1327.755052 | \n", - "738279.0 | \n", - "0.000001 | \n", - "0.001798 | \n", - "296460.769561 | \n", - "
| 2 | \n", - "2 | \n", - "2 | \n", - "Barnsley | \n", - "Bristol | \n", - "Construction | \n", - "738279.0 | \n", - "245.655622 | \n", - "0.000017 | \n", - "1662.244916 | \n", - "2.145780e-31 | \n", - "2.370314e+29 | \n", - "1034.315682 | \n", - "738279.0 | \n", - "0.000001 | \n", - "0.001401 | \n", - "1989.719209 | \n", - "
| 3 | \n", - "3 | \n", - "3 | \n", - "Barnsley | \n", - "Bristol | \n", - "Distribution, transport, hotels and restaurants | \n", - "738279.0 | \n", - "245.655622 | \n", - "0.000017 | \n", - "7664.965602 | \n", - "1.306954e-23 | \n", - "6.481316e+20 | \n", - "794.329687 | \n", - "738279.0 | \n", - "0.000001 | \n", - "0.001076 | \n", - "103286.827241 | \n", - "
| 4 | \n", - "4 | \n", - "4 | \n", - "Barnsley | \n", - "Bristol | \n", - "Information and communication | \n", - "738279.0 | \n", - "245.655622 | \n", - "0.000017 | \n", - "312.885986 | \n", - "3.901782e-30 | \n", - "9.753494e+27 | \n", - "145.672115 | \n", - "738279.0 | \n", - "0.000001 | \n", - "0.000197 | \n", - "7056.277114 | \n", - "
| ... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "
| 21615 | \n", - "21615 | \n", - "22075 | \n", - "York | \n", - "Worthing | \n", - "Financial and insurance | \n", - "109632.0 | \n", - "353.505924 | \n", - "0.000008 | \n", - "3104.976633 | \n", - "7.260122e-20 | \n", - "1.847218e+17 | \n", - "36.531234 | \n", - "109632.0 | \n", - "0.000009 | \n", - "0.000333 | \n", - "9653.533706 | \n", - "
| 21616 | \n", - "21616 | \n", - "22076 | \n", - "York | \n", - "Worthing | \n", - "Real estate | \n", - "109632.0 | \n", - "353.505924 | \n", - "0.000008 | \n", - "1386.423004 | \n", - "1.255585e-24 | \n", - "3.197613e+22 | \n", - "48.832793 | \n", - "109632.0 | \n", - "0.000009 | \n", - "0.000445 | \n", - "214.747404 | \n", - "
| 21617 | \n", - "21617 | \n", - "22077 | \n", - "York | \n", - "Worthing | \n", - "Professional and support activities | \n", - "109632.0 | \n", - "353.505924 | \n", - "0.000008 | \n", - "11144.818328 | \n", - "4.757387e-14 | \n", - "7.386712e+10 | \n", - "34.358686 | \n", - "109632.0 | \n", - "0.000009 | \n", - "0.000313 | \n", - "9195.903087 | \n", - "
| 21618 | \n", - "21618 | \n", - "22078 | \n", - "York | \n", - "Worthing | \n", - "Government, health & education | \n", - "109632.0 | \n", - "353.505924 | \n", - "0.000008 | \n", - "25225.026228 | \n", - "8.800591e-14 | \n", - "3.754857e+10 | \n", - "73.127520 | \n", - "109632.0 | \n", - "0.000009 | \n", - "0.000667 | \n", - "2147.692951 | \n", - "
| 21619 | \n", - "21619 | \n", - "22079 | \n", - "York | \n", - "Worthing | \n", - "Other services | \n", - "109632.0 | \n", - "353.505924 | \n", - "0.000008 | \n", - "3014.124319 | \n", - "7.315639e-21 | \n", - "2.306104e+18 | \n", - "44.610423 | \n", - "109632.0 | \n", - "0.000009 | \n", - "0.000407 | \n", - "535.336178 | \n", - "
21620 rows × 16 columns
\n", - "| Other_City | \n", - "Barnsley | \n", - "Basildon | \n", - "Birmingham | \n", - "Blackpool | \n", - "Bradford | \n", - "Bristol | \n", - "Burnley | \n", - "Cambridge | \n", - "Chatham | \n", - "Coventry | \n", - "... | \n", - "Slough | \n", - "Southampton | \n", - "Sunderland | \n", - "Swindon | \n", - "Telford | \n", - "Wakefield | \n", - "Warrington | \n", - "Wigan | \n", - "Worthing | \n", - "York | \n", - "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| City | \n", - "\n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " |
| Barnsley | \n", - "0.000000e+00 | \n", - "-6.013971e+03 | \n", - "-7.044925e+05 | \n", - "-5.357230e+04 | \n", - "-1.610593e+06 | \n", - "-2.701357e+05 | \n", - "-1.216048e+04 | \n", - "-2.529378e+04 | \n", - "-2.686878e+03 | \n", - "-1.078557e+05 | \n", - "... | \n", - "-1.423285e+03 | \n", - "-2.690264e+04 | \n", - "-5.551852e+04 | \n", - "-1.443220e+05 | \n", - "-5.414976e+04 | \n", - "-8.832026e+05 | \n", - "-6.164474e+04 | \n", - "2.387699e+04 | \n", - "-7.727885e+03 | \n", - "-8.661839e+05 | \n", - "
| Basildon | \n", - "6.013971e+03 | \n", - "0.000000e+00 | \n", - "1.841006e+05 | \n", - "9.010422e+03 | \n", - "1.926866e+03 | \n", - "2.924886e+03 | \n", - "5.189782e+03 | \n", - "8.906165e+02 | \n", - "2.799505e+05 | \n", - "1.390569e+04 | \n", - "... | \n", - "4.912621e+03 | \n", - "2.382067e+04 | \n", - "6.904792e+03 | \n", - "-4.158631e+04 | \n", - "9.731337e+03 | \n", - "3.563202e+03 | \n", - "4.436149e+03 | \n", - "7.791215e+03 | \n", - "9.347558e+02 | \n", - "3.552240e+03 | \n", - "
| Birmingham | \n", - "7.044925e+05 | \n", - "-1.841006e+05 | \n", - "0.000000e+00 | \n", - "6.447309e+05 | \n", - "-1.095670e+06 | \n", - "-1.773190e+07 | \n", - "5.726468e+05 | \n", - "-7.254177e+05 | \n", - "-1.989420e+03 | \n", - "-2.488684e+07 | \n", - "... | \n", - "-3.201884e+04 | \n", - "-7.915443e+05 | \n", - "9.567980e+04 | \n", - "-1.407083e+07 | \n", - "9.129067e+05 | \n", - "2.033594e+05 | \n", - "3.202803e+05 | \n", - "1.309052e+06 | \n", - "-2.769794e+05 | \n", - "-1.078417e+06 | \n", - "
| Blackpool | \n", - "5.357230e+04 | \n", - "-9.010422e+03 | \n", - "-6.447309e+05 | \n", - "0.000000e+00 | \n", - "-5.723455e+05 | \n", - "-6.231469e+05 | \n", - "2.330156e+05 | \n", - "-2.995915e+04 | \n", - "-2.710118e+03 | \n", - "-1.171520e+05 | \n", - "... | \n", - "-1.832580e+03 | \n", - "-4.646751e+04 | \n", - "-6.590834e+04 | \n", - "-2.961057e+05 | \n", - "-6.565243e+04 | \n", - "-8.925769e+03 | \n", - "-1.154300e+05 | \n", - "8.735436e+05 | \n", - "-1.406795e+04 | \n", - "-3.531441e+05 | \n", - "
| Bradford | \n", - "1.610593e+06 | \n", - "-1.926866e+03 | \n", - "1.095670e+06 | \n", - "5.723455e+05 | \n", - "0.000000e+00 | \n", - "-8.541310e+04 | \n", - "1.927620e+06 | \n", - "-7.016114e+03 | \n", - "4.630450e+03 | \n", - "3.481099e+04 | \n", - "... | \n", - "1.078373e+03 | \n", - "1.211407e+04 | \n", - "2.428853e+05 | \n", - "-1.145379e+05 | \n", - "1.082900e+05 | \n", - "2.332937e+06 | \n", - "2.758362e+05 | \n", - "7.399006e+05 | \n", - "-2.264405e+03 | \n", - "1.010690e+05 | \n", - "
| Bristol | \n", - "2.701357e+05 | \n", - "-2.924886e+03 | \n", - "1.773190e+07 | \n", - "6.231469e+05 | \n", - "8.541310e+04 | \n", - "0.000000e+00 | \n", - "2.951503e+05 | \n", - "-2.033334e+03 | \n", - "1.088198e+05 | \n", - "8.705138e+05 | \n", - "... | \n", - "5.371363e+04 | \n", - "1.966891e+06 | \n", - "2.788226e+05 | \n", - "-1.300959e+07 | \n", - "1.161782e+06 | \n", - "1.578240e+05 | \n", - "3.265878e+05 | \n", - "5.447766e+05 | \n", - "4.975442e+03 | \n", - "1.258461e+05 | \n", - "
| Burnley | \n", - "1.216048e+04 | \n", - "-5.189782e+03 | \n", - "-5.726468e+05 | \n", - "-2.330156e+05 | \n", - "-1.927620e+06 | \n", - "-2.951503e+05 | \n", - "0.000000e+00 | \n", - "-1.893435e+04 | \n", - "-2.267499e+03 | \n", - "-8.165284e+04 | \n", - "... | \n", - "-1.232240e+03 | \n", - "-2.663844e+04 | \n", - "-7.776693e+04 | \n", - "-1.429948e+05 | \n", - "-5.572904e+04 | \n", - "-7.976568e+04 | \n", - "-1.607969e+05 | \n", - "1.752132e+05 | \n", - "-7.464101e+03 | \n", - "-4.700100e+05 | \n", - "
| Cambridge | \n", - "2.529378e+04 | \n", - "-8.906165e+02 | \n", - "7.254177e+05 | \n", - "2.995915e+04 | \n", - "7.016114e+03 | \n", - "2.033334e+03 | \n", - "1.893435e+04 | \n", - "0.000000e+00 | \n", - "3.007858e+04 | \n", - "6.166524e+04 | \n", - "... | \n", - "6.645289e+03 | \n", - "3.518930e+04 | \n", - "2.278956e+04 | \n", - "-1.017262e+05 | \n", - "3.455626e+04 | \n", - "1.446086e+04 | \n", - "1.584804e+04 | \n", - "2.766920e+04 | \n", - "4.683662e+02 | \n", - "1.345769e+04 | \n", - "
| Chatham | \n", - "2.686878e+03 | \n", - "-2.799505e+05 | \n", - "1.989420e+03 | \n", - "2.710118e+03 | \n", - "-4.630450e+03 | \n", - "-1.088198e+05 | \n", - "2.267499e+03 | \n", - "-3.007858e+04 | \n", - "0.000000e+00 | \n", - "-1.129472e+04 | \n", - "... | \n", - "-1.868764e+03 | \n", - "-2.235209e+04 | \n", - "8.693127e+02 | \n", - "-1.074184e+05 | \n", - "6.210454e+02 | \n", - "8.942490e+02 | \n", - "8.443222e+02 | \n", - "4.023700e+03 | \n", - "-2.996139e+04 | \n", - "-6.526126e+03 | \n", - "
| Coventry | \n", - "1.078557e+05 | \n", - "-1.390569e+04 | \n", - "2.488684e+07 | \n", - "1.171520e+05 | \n", - "-3.481099e+04 | \n", - "-8.705138e+05 | \n", - "8.165284e+04 | \n", - "-6.166524e+04 | \n", - "1.129472e+04 | \n", - "0.000000e+00 | \n", - "... | \n", - "2.959700e+03 | \n", - "5.497020e+03 | \n", - "4.513141e+04 | \n", - "-1.208380e+06 | \n", - "3.322485e+05 | \n", - "4.819017e+04 | \n", - "7.589844e+04 | \n", - "1.519481e+05 | \n", - "-1.791005e+04 | \n", - "-3.138381e+04 | \n", - "
| Crawley | \n", - "7.257230e+03 | \n", - "1.504278e+04 | \n", - "3.191637e+05 | \n", - "1.325913e+04 | \n", - "5.243132e+03 | \n", - "1.017136e+05 | \n", - "6.806583e+03 | \n", - "1.035774e+04 | \n", - "6.637975e+04 | \n", - "2.965491e+04 | \n", - "... | \n", - "1.931382e+04 | \n", - "1.529908e+05 | \n", - "9.709137e+03 | \n", - "-1.701372e+04 | \n", - "1.694178e+04 | \n", - "4.669857e+03 | \n", - "6.760833e+03 | \n", - "1.035691e+04 | \n", - "1.145742e+05 | \n", - "8.133123e+03 | \n", - "
| Derby | \n", - "1.043231e+05 | \n", - "-1.566765e+04 | \n", - "-2.502829e+06 | \n", - "1.876506e+04 | \n", - "-2.489266e+05 | \n", - "-7.851523e+05 | \n", - "4.801005e+04 | \n", - "-7.506758e+04 | \n", - "-3.398223e+03 | \n", - "-6.938292e+05 | \n", - "... | \n", - "-3.207592e+03 | \n", - "-5.974516e+04 | \n", - "-1.296730e+04 | \n", - "-5.383792e+05 | \n", - "-9.765317e+04 | \n", - "5.439345e+03 | \n", - "-1.009035e+04 | \n", - "1.068995e+05 | \n", - "-1.961965e+04 | \n", - "-2.435724e+05 | \n", - "
| Doncaster | \n", - "1.013724e+06 | \n", - "-1.310231e+04 | \n", - "-6.936733e+05 | \n", - "1.734863e+04 | \n", - "-1.148337e+06 | \n", - "-5.000821e+05 | \n", - "9.759722e+04 | \n", - "-5.839122e+04 | \n", - "-3.207146e+03 | \n", - "-1.797426e+05 | \n", - "... | \n", - "-2.257694e+03 | \n", - "-4.449610e+04 | \n", - "-3.985604e+04 | \n", - "-3.085527e+05 | \n", - "-4.175256e+04 | \n", - "3.652205e+03 | \n", - "-1.718100e+04 | \n", - "1.295510e+05 | \n", - "-1.568589e+04 | \n", - "-1.763246e+06 | \n", - "
| Exeter | \n", - "1.621715e+04 | \n", - "-1.036012e+04 | \n", - "1.667109e+05 | \n", - "3.164394e+04 | \n", - "-2.240021e+04 | \n", - "-3.340671e+06 | \n", - "1.844103e+04 | \n", - "-2.110546e+04 | \n", - "1.731959e+03 | \n", - "-3.935798e+04 | \n", - "... | \n", - "-1.034232e+03 | \n", - "-1.182473e+05 | \n", - "9.627012e+03 | \n", - "-8.904933e+05 | \n", - "1.703580e+04 | \n", - "6.559462e+03 | \n", - "1.088219e+04 | \n", - "3.706005e+04 | \n", - "-3.370505e+04 | \n", - "-2.537630e+04 | \n", - "
| Gloucester | \n", - "7.767383e+04 | \n", - "6.611695e+03 | \n", - "1.073967e+07 | \n", - "1.657096e+05 | \n", - "4.630283e+04 | \n", - "3.985609e+06 | \n", - "7.991723e+04 | \n", - "1.990487e+04 | \n", - "2.690090e+04 | \n", - "6.146529e+05 | \n", - "... | \n", - "1.647722e+04 | \n", - "3.608053e+05 | \n", - "7.305482e+04 | \n", - "-1.474909e+06 | \n", - "5.281646e+05 | \n", - "4.688681e+04 | \n", - "1.014428e+05 | \n", - "1.472761e+05 | \n", - "1.720107e+04 | \n", - "5.920015e+04 | \n", - "
| Huddersfield | \n", - "1.097715e+05 | \n", - "-8.080803e+03 | \n", - "-9.235790e+05 | \n", - "-1.108182e+05 | \n", - "-9.397317e+06 | \n", - "-4.047681e+05 | \n", - "5.356730e+03 | \n", - "-3.191434e+04 | \n", - "-3.455640e+03 | \n", - "-1.386101e+05 | \n", - "... | \n", - "-1.888051e+03 | \n", - "-3.800522e+04 | \n", - "-8.884938e+04 | \n", - "-2.092961e+05 | \n", - "-7.946910e+04 | \n", - "-6.826286e+05 | \n", - "-1.356421e+05 | \n", - "9.563115e+04 | \n", - "-1.090570e+04 | \n", - "-1.089853e+06 | \n", - "
| Hull | \n", - "4.927179e+04 | \n", - "-2.707815e+04 | \n", - "-1.274740e+06 | \n", - "-5.536303e+04 | \n", - "-7.671111e+05 | \n", - "-7.705234e+05 | \n", - "1.349411e+04 | \n", - "-1.194606e+05 | \n", - "-1.060511e+04 | \n", - "-2.493663e+05 | \n", - "... | \n", - "-4.989187e+03 | \n", - "-8.924560e+04 | \n", - "-2.085514e+05 | \n", - "-4.478733e+05 | \n", - "-7.925618e+04 | \n", - "-9.722592e+04 | \n", - "-5.002362e+04 | \n", - "4.812310e+04 | \n", - "-2.999097e+04 | \n", - "-3.233862e+06 | \n", - "
| Ipswich | \n", - "5.259271e+04 | \n", - "5.548909e+04 | \n", - "1.323581e+06 | \n", - "7.504068e+04 | \n", - "3.280171e+04 | \n", - "1.822128e+05 | \n", - "4.338530e+04 | \n", - "1.279855e+05 | \n", - "1.539287e+05 | \n", - "1.223072e+05 | \n", - "... | \n", - "1.444169e+04 | \n", - "1.230370e+05 | \n", - "7.162453e+04 | \n", - "-5.918666e+04 | \n", - "7.285700e+04 | \n", - "3.368782e+04 | \n", - "3.704304e+04 | \n", - "5.987531e+04 | \n", - "2.103573e+04 | \n", - "5.990746e+04 | \n", - "
| Leeds | \n", - "1.233232e+07 | \n", - "3.495461e+03 | \n", - "7.631176e+06 | \n", - "2.688624e+06 | \n", - "2.761423e+07 | \n", - "2.003658e+05 | \n", - "5.649429e+06 | \n", - "1.649555e+04 | \n", - "3.489599e+04 | \n", - "4.259850e+05 | \n", - "... | \n", - "9.907558e+03 | \n", - "1.394112e+05 | \n", - "1.738385e+06 | \n", - "-3.074313e+05 | \n", - "6.930648e+05 | \n", - "3.526074e+07 | \n", - "1.348431e+06 | \n", - "2.921154e+06 | \n", - "6.608346e+03 | \n", - "6.874894e+06 | \n", - "
| Leicester | \n", - "1.554701e+05 | \n", - "-4.007463e+04 | \n", - "4.065557e+05 | \n", - "8.871736e+04 | \n", - "-1.962518e+05 | \n", - "-1.532963e+06 | \n", - "9.140064e+04 | \n", - "-2.339038e+05 | \n", - "3.138255e+02 | \n", - "-2.325893e+06 | \n", - "... | \n", - "-5.453960e+03 | \n", - "-1.017395e+05 | \n", - "2.007259e+04 | \n", - "-1.416801e+06 | \n", - "4.501697e+04 | \n", - "4.455179e+04 | \n", - "4.094877e+04 | \n", - "1.700263e+05 | \n", - "-4.450595e+04 | \n", - "-2.277895e+05 | \n", - "
| Liverpool | \n", - "4.817339e+05 | \n", - "-2.310941e+04 | \n", - "1.427029e+06 | \n", - "4.559069e+06 | \n", - "-8.649818e+05 | \n", - "-1.869551e+06 | \n", - "1.400197e+06 | \n", - "-7.764841e+04 | \n", - "3.744981e+03 | \n", - "-2.362040e+05 | \n", - "... | \n", - "-1.708685e+03 | \n", - "-7.359518e+04 | \n", - "1.540616e+05 | \n", - "-1.072976e+06 | \n", - "2.979906e+05 | \n", - "2.029332e+05 | \n", - "3.853474e+06 | \n", - "1.251352e+07 | \n", - "-3.605470e+04 | \n", - "-5.054853e+05 | \n", - "
| London | \n", - "9.395413e+06 | \n", - "2.055868e+07 | \n", - "3.948533e+08 | \n", - "1.502875e+07 | \n", - "4.848704e+06 | \n", - "5.419651e+07 | \n", - "8.262997e+06 | \n", - "1.296494e+07 | \n", - "8.857942e+07 | \n", - "3.597802e+07 | \n", - "... | \n", - "4.226928e+07 | \n", - "7.723550e+07 | \n", - "1.077298e+07 | \n", - "-6.118310e+07 | \n", - "1.952197e+07 | \n", - "5.746323e+06 | \n", - "7.808411e+06 | \n", - "1.261178e+07 | \n", - "1.281808e+07 | \n", - "7.884866e+06 | \n", - "
| Luton | \n", - "6.123405e+03 | \n", - "-1.393693e+04 | \n", - "1.578098e+05 | \n", - "7.094469e+03 | \n", - "-3.339632e+03 | \n", - "-1.064680e+05 | \n", - "4.886532e+03 | \n", - "-5.345215e+04 | \n", - "5.944230e+03 | \n", - "-7.341917e+03 | \n", - "... | \n", - "1.499511e+03 | \n", - "-4.052914e+03 | \n", - "3.729442e+03 | \n", - "-1.789146e+05 | \n", - "7.460476e+03 | \n", - "2.811262e+03 | \n", - "3.388558e+03 | \n", - "8.194886e+03 | \n", - "-8.719446e+03 | \n", - "-4.028228e+03 | \n", - "
| Manchester | \n", - "3.149747e+06 | \n", - "-1.035362e+05 | \n", - "-6.077757e+06 | \n", - "2.228511e+06 | \n", - "-1.345778e+07 | \n", - "-6.463088e+06 | \n", - "7.968400e+06 | \n", - "-3.877606e+05 | \n", - "-1.770715e+04 | \n", - "-1.693097e+06 | \n", - "... | \n", - "-1.771949e+04 | \n", - "-4.323826e+05 | \n", - "-1.324336e+05 | \n", - "-3.608166e+06 | \n", - "-5.103326e+05 | \n", - "5.347734e+05 | \n", - "7.637613e+05 | \n", - "2.523747e+07 | \n", - "-1.481047e+05 | \n", - "-4.905358e+06 | \n", - "
| Mansfield | \n", - "-4.026612e+03 | \n", - "-1.531445e+04 | \n", - "-2.315107e+06 | \n", - "-5.130509e+04 | \n", - "-4.206278e+05 | \n", - "-6.119332e+05 | \n", - "-7.773062e+03 | \n", - "-7.664337e+04 | \n", - "-6.682609e+03 | \n", - "-4.108527e+05 | \n", - "... | \n", - "-3.807173e+03 | \n", - "-6.296761e+04 | \n", - "-5.525563e+04 | \n", - "-3.657841e+05 | \n", - "-1.279651e+05 | \n", - "-7.949548e+04 | \n", - "-6.404665e+04 | \n", - "1.920362e+04 | \n", - "-1.811175e+04 | \n", - "-4.807654e+05 | \n", - "
| Middlesbrough | \n", - "-3.580601e+04 | \n", - "-2.997303e+04 | \n", - "-1.918255e+06 | \n", - "-3.390979e+05 | \n", - "-1.785159e+06 | \n", - "-1.192280e+06 | \n", - "-7.907521e+04 | \n", - "-1.048094e+05 | \n", - "-1.497648e+04 | \n", - "-2.899874e+05 | \n", - "... | \n", - "-6.544991e+03 | \n", - "-1.357620e+05 | \n", - "-9.312820e+06 | \n", - "-5.816022e+05 | \n", - "-1.494187e+05 | \n", - "-2.033409e+05 | \n", - "-1.494096e+05 | \n", - "2.076600e+04 | \n", - "-4.031235e+04 | \n", - "-4.791280e+06 | \n", - "
| Milton Keynes | \n", - "1.215386e+05 | \n", - "4.743517e+04 | \n", - "8.845995e+06 | \n", - "1.712394e+05 | \n", - "8.063006e+04 | \n", - "9.796590e+05 | \n", - "9.717337e+04 | \n", - "2.683283e+05 | \n", - "1.086512e+05 | \n", - "1.289932e+06 | \n", - "... | \n", - "9.209717e+04 | \n", - "4.263731e+05 | \n", - "1.102484e+05 | \n", - "-1.418629e+05 | \n", - "3.204623e+05 | \n", - "7.402171e+04 | \n", - "1.030985e+05 | \n", - "1.496523e+05 | \n", - "5.029262e+04 | \n", - "1.192373e+05 | \n", - "
| Newcastle | \n", - "9.008328e+04 | \n", - "-2.682263e+04 | \n", - "-1.012577e+06 | \n", - "-2.873381e+04 | \n", - "-9.786315e+05 | \n", - "-1.130370e+06 | \n", - "1.229675e+05 | \n", - "-8.754027e+04 | \n", - "-8.581650e+03 | \n", - "-2.098131e+05 | \n", - "... | \n", - "-4.679262e+03 | \n", - "-1.103646e+05 | \n", - "-2.757023e+07 | \n", - "-5.839267e+05 | \n", - "-7.488155e+04 | \n", - "-2.725132e+04 | \n", - "-5.020666e+04 | \n", - "1.885532e+05 | \n", - "-3.763655e+04 | \n", - "-1.766979e+06 | \n", - "
| Norwich | \n", - "1.625357e+05 | \n", - "8.684131e+03 | \n", - "2.707673e+06 | \n", - "1.971298e+05 | \n", - "6.175337e+04 | \n", - "9.706878e+04 | \n", - "1.250303e+05 | \n", - "4.837998e+04 | \n", - "1.106233e+05 | \n", - "2.058372e+05 | \n", - "... | \n", - "1.589400e+04 | \n", - "1.500295e+05 | \n", - "2.099209e+05 | \n", - "-2.705324e+05 | \n", - "1.577586e+05 | \n", - "1.001327e+05 | \n", - "9.333725e+04 | \n", - "1.663594e+05 | \n", - "8.654058e+03 | \n", - "1.329912e+05 | \n", - "
| Nottingham | \n", - "2.920212e+05 | \n", - "-5.299531e+04 | \n", - "-4.931348e+06 | \n", - "3.531686e+04 | \n", - "-7.106630e+05 | \n", - "-2.051368e+06 | \n", - "1.140068e+05 | \n", - "-2.854181e+05 | \n", - "-1.208541e+04 | \n", - "-1.635495e+06 | \n", - "... | \n", - "-1.032306e+04 | \n", - "-1.766317e+05 | \n", - "-4.634432e+04 | \n", - "-1.456891e+06 | \n", - "-1.894715e+05 | \n", - "6.525862e+03 | \n", - "-3.034016e+04 | \n", - "2.315723e+05 | \n", - "-6.050139e+04 | \n", - "-8.269802e+05 | \n", - "
| Oxford | \n", - "1.096040e+04 | \n", - "-8.861872e+03 | \n", - "4.771877e+05 | \n", - "1.471769e+04 | \n", - "-6.655223e+03 | \n", - "-5.230350e+05 | \n", - "9.567849e+03 | \n", - "-2.373961e+04 | \n", - "4.439887e+03 | \n", - "-2.648052e+04 | \n", - "... | \n", - "1.313022e+03 | \n", - "-1.772492e+04 | \n", - "6.286713e+03 | \n", - "-1.920185e+06 | \n", - "2.060742e+04 | \n", - "4.941702e+03 | \n", - "7.271371e+03 | \n", - "1.744767e+04 | \n", - "-1.596548e+04 | \n", - "-7.359467e+03 | \n", - "
| Peterborough | \n", - "1.524139e+05 | \n", - "3.606814e+03 | \n", - "3.895404e+06 | \n", - "1.436390e+05 | \n", - "4.833061e+04 | \n", - "7.519604e+04 | \n", - "9.785748e+04 | \n", - "6.621267e+04 | \n", - "4.672740e+04 | \n", - "3.802059e+05 | \n", - "... | \n", - "1.366986e+04 | \n", - "1.017861e+05 | \n", - "1.068871e+05 | \n", - "-2.639546e+05 | \n", - "1.757493e+05 | \n", - "8.505547e+04 | \n", - "8.255117e+04 | \n", - "1.384676e+05 | \n", - "4.495188e+03 | \n", - "8.934247e+04 | \n", - "
| Plymouth | \n", - "2.141178e+03 | \n", - "-3.127025e+04 | \n", - "-1.216842e+06 | \n", - "-3.316282e+04 | \n", - "-9.131822e+04 | \n", - "-5.970527e+06 | \n", - "2.672665e+02 | \n", - "-6.391542e+04 | \n", - "-1.556795e+04 | \n", - "-1.947064e+05 | \n", - "... | \n", - "-9.409465e+03 | \n", - "-5.367550e+05 | \n", - "-3.858287e+04 | \n", - "-1.549095e+06 | \n", - "-8.416116e+04 | \n", - "-9.301830e+03 | \n", - "-2.486884e+04 | \n", - "1.432235e+04 | \n", - "-9.940343e+04 | \n", - "-1.117981e+05 | \n", - "
| Portsmouth | \n", - "5.795825e+03 | \n", - "-5.994215e+04 | \n", - "-5.592835e+05 | \n", - "-2.383269e+03 | \n", - "-3.994649e+04 | \n", - "-2.838892e+06 | \n", - "4.827256e+03 | \n", - "-7.858551e+04 | \n", - "-2.451112e+04 | \n", - "-1.377837e+05 | \n", - "... | \n", - "-2.552878e+04 | \n", - "-9.515747e+06 | \n", - "-1.029949e+04 | \n", - "-2.293809e+06 | \n", - "-2.682554e+04 | \n", - "-1.711517e+03 | \n", - "-5.405907e+03 | \n", - "1.329988e+04 | \n", - "-8.470666e+05 | \n", - "-5.230655e+04 | \n", - "
| Preston | \n", - "6.951764e+04 | \n", - "-1.266039e+04 | \n", - "-1.181329e+06 | \n", - "-1.317940e+06 | \n", - "-1.365568e+06 | \n", - "-8.252650e+05 | \n", - "5.171070e+05 | \n", - "-4.387747e+04 | \n", - "-4.553786e+03 | \n", - "-1.864417e+05 | \n", - "... | \n", - "-2.792443e+03 | \n", - "-6.596256e+04 | \n", - "-1.237890e+05 | \n", - "-3.951576e+05 | \n", - "-1.236641e+05 | \n", - "-4.816146e+04 | \n", - "-4.163052e+05 | \n", - "2.259677e+06 | \n", - "-1.915206e+04 | \n", - "-6.484255e+05 | \n", - "
| Reading | \n", - "3.336136e+04 | \n", - "1.089619e+04 | \n", - "2.008817e+06 | \n", - "5.828572e+04 | \n", - "1.710155e+04 | \n", - "3.980491e+05 | \n", - "3.078630e+04 | \n", - "2.052129e+04 | \n", - "5.964069e+04 | \n", - "1.768651e+05 | \n", - "... | \n", - "1.954065e+05 | \n", - "6.763894e+05 | \n", - "3.572273e+04 | \n", - "-8.258674e+05 | \n", - "9.399548e+04 | \n", - "2.017988e+04 | \n", - "3.146708e+04 | \n", - "4.978842e+04 | \n", - "3.723354e+04 | \n", - "2.585809e+04 | \n", - "
| Sheffield | \n", - "8.773248e+06 | \n", - "-3.469041e+04 | \n", - "1.262245e+04 | \n", - "4.083962e+05 | \n", - "-2.891249e+06 | \n", - "-1.562805e+06 | \n", - "7.980538e+05 | \n", - "-1.508824e+05 | \n", - "-3.359266e+02 | \n", - "-4.977797e+05 | \n", - "... | \n", - "-4.010730e+03 | \n", - "-9.906941e+04 | \n", - "7.455625e+04 | \n", - "-1.063506e+06 | \n", - "4.893264e+04 | \n", - "1.013083e+06 | \n", - "2.142840e+05 | \n", - "1.028662e+06 | \n", - "-4.319997e+04 | \n", - "-2.025819e+06 | \n", - "
| Slough | \n", - "1.423285e+03 | \n", - "-4.912621e+03 | \n", - "3.201884e+04 | \n", - "1.832580e+03 | \n", - "-1.078373e+03 | \n", - "-5.371363e+04 | \n", - "1.232240e+03 | \n", - "-6.645289e+03 | \n", - "1.868764e+03 | \n", - "-2.959700e+03 | \n", - "... | \n", - "0.000000e+00 | \n", - "-6.222140e+03 | \n", - "8.737475e+02 | \n", - "-9.735568e+04 | \n", - "1.718819e+03 | \n", - "6.306222e+02 | \n", - "8.123986e+02 | \n", - "2.152450e+03 | \n", - "-7.765345e+03 | \n", - "-1.317160e+03 | \n", - "
| Southampton | \n", - "2.690264e+04 | \n", - "-2.382067e+04 | \n", - "7.915443e+05 | \n", - "4.646751e+04 | \n", - "-1.211407e+04 | \n", - "-1.966891e+06 | \n", - "2.663844e+04 | \n", - "-3.518930e+04 | \n", - "2.235209e+04 | \n", - "-5.497020e+03 | \n", - "... | \n", - "6.222140e+03 | \n", - "0.000000e+00 | \n", - "2.289215e+04 | \n", - "-2.562765e+06 | \n", - "4.854370e+04 | \n", - "1.336834e+04 | \n", - "2.065233e+04 | \n", - "4.725440e+04 | \n", - "-1.789101e+05 | \n", - "-1.286326e+04 | \n", - "
| Sunderland | \n", - "5.551852e+04 | \n", - "-6.904792e+03 | \n", - "-9.567980e+04 | \n", - "6.590834e+04 | \n", - "-2.428853e+05 | \n", - "-2.788226e+05 | \n", - "7.776693e+04 | \n", - "-2.278956e+04 | \n", - "-8.693127e+02 | \n", - "-4.513141e+04 | \n", - "... | \n", - "-8.737475e+02 | \n", - "-2.289215e+04 | \n", - "0.000000e+00 | \n", - "-1.595514e+05 | \n", - "-4.462181e+03 | \n", - "1.758915e+04 | \n", - "6.730720e+03 | \n", - "8.953382e+04 | \n", - "-9.429088e+03 | \n", - "-4.794895e+05 | \n", - "
| Swindon | \n", - "1.443220e+05 | \n", - "4.158631e+04 | \n", - "1.407083e+07 | \n", - "2.961057e+05 | \n", - "1.145379e+05 | \n", - "1.300959e+07 | \n", - "1.429948e+05 | \n", - "1.017262e+05 | \n", - "1.074184e+05 | \n", - "1.208380e+06 | \n", - "... | \n", - "9.735568e+04 | \n", - "2.562765e+06 | \n", - "1.595514e+05 | \n", - "0.000000e+00 | \n", - "6.579247e+05 | \n", - "9.168031e+04 | \n", - "1.711752e+05 | \n", - "2.418430e+05 | \n", - "1.259799e+05 | \n", - "1.530961e+05 | \n", - "
| Telford | \n", - "5.414976e+04 | \n", - "-9.731337e+03 | \n", - "-9.129067e+05 | \n", - "6.565243e+04 | \n", - "-1.082900e+05 | \n", - "-1.161782e+06 | \n", - "5.572904e+04 | \n", - "-3.455626e+04 | \n", - "-6.210454e+02 | \n", - "-3.322485e+05 | \n", - "... | \n", - "-1.718819e+03 | \n", - "-4.854370e+04 | \n", - "4.462181e+03 | \n", - "-6.579247e+05 | \n", - "0.000000e+00 | \n", - "1.422568e+04 | \n", - "3.460718e+04 | \n", - "1.605880e+05 | \n", - "-1.581766e+04 | \n", - "-9.241644e+04 | \n", - "
| Wakefield | \n", - "8.832026e+05 | \n", - "-3.563202e+03 | \n", - "-2.033594e+05 | \n", - "8.925769e+03 | \n", - "-2.332937e+06 | \n", - "-1.578240e+05 | \n", - "7.976568e+04 | \n", - "-1.446086e+04 | \n", - "-8.942490e+02 | \n", - "-4.819017e+04 | \n", - "... | \n", - "-6.306222e+02 | \n", - "-1.336834e+04 | \n", - "-1.758915e+04 | \n", - "-9.168031e+04 | \n", - "-1.422568e+04 | \n", - "0.000000e+00 | \n", - "-9.045258e+03 | \n", - "7.309026e+04 | \n", - "-4.580393e+03 | \n", - "-8.369234e+05 | \n", - "
| Warrington | \n", - "6.164474e+04 | \n", - "-4.436149e+03 | \n", - "-3.202803e+05 | \n", - "1.154300e+05 | \n", - "-2.758362e+05 | \n", - "-3.265878e+05 | \n", - "1.607969e+05 | \n", - "-1.584804e+04 | \n", - "-8.443222e+02 | \n", - "-7.589844e+04 | \n", - "... | \n", - "-8.123986e+02 | \n", - "-2.065233e+04 | \n", - "-6.730720e+03 | \n", - "-1.711752e+05 | \n", - "-3.460718e+04 | \n", - "9.045258e+03 | \n", - "0.000000e+00 | \n", - "2.500169e+06 | \n", - "-6.706702e+03 | \n", - "-1.416320e+05 | \n", - "
| Wigan | \n", - "-2.387699e+04 | \n", - "-7.791215e+03 | \n", - "-1.309052e+06 | \n", - "-8.735436e+05 | \n", - "-7.399006e+05 | \n", - "-5.447766e+05 | \n", - "-1.752132e+05 | \n", - "-2.766920e+04 | \n", - "-4.023700e+03 | \n", - "-1.519481e+05 | \n", - "... | \n", - "-2.152450e+03 | \n", - "-4.725440e+04 | \n", - "-8.953382e+04 | \n", - "-2.418430e+05 | \n", - "-1.605880e+05 | \n", - "-7.309026e+04 | \n", - "-2.500169e+06 | \n", - "0.000000e+00 | \n", - "-1.189304e+04 | \n", - "-3.523900e+05 | \n", - "
| Worthing | \n", - "7.727885e+03 | \n", - "-9.347558e+02 | \n", - "2.769794e+05 | \n", - "1.406795e+04 | \n", - "2.264405e+03 | \n", - "-4.975442e+03 | \n", - "7.464101e+03 | \n", - "-4.683662e+02 | \n", - "2.996139e+04 | \n", - "1.791005e+04 | \n", - "... | \n", - "7.765345e+03 | \n", - "1.789101e+05 | \n", - "9.429088e+03 | \n", - "-1.259799e+05 | \n", - "1.581766e+04 | \n", - "4.580393e+03 | \n", - "6.706702e+03 | \n", - "1.189304e+04 | \n", - "0.000000e+00 | \n", - "3.989815e+03 | \n", - "
| York | \n", - "8.661839e+05 | \n", - "-3.552240e+03 | \n", - "1.078417e+06 | \n", - "3.531441e+05 | \n", - "-1.010690e+05 | \n", - "-1.258461e+05 | \n", - "4.700100e+05 | \n", - "-1.345769e+04 | \n", - "6.526126e+03 | \n", - "3.138381e+04 | \n", - "... | \n", - "1.317160e+03 | \n", - "1.286326e+04 | \n", - "4.794895e+05 | \n", - "-1.530961e+05 | \n", - "9.241644e+04 | \n", - "8.369234e+05 | \n", - "1.416320e+05 | \n", - "3.523900e+05 | \n", - "-3.989815e+03 | \n", - "0.000000e+00 | \n", - "
47 rows × 47 columns
\n", - "| \n", - " | City | \n", - "Other_City | \n", - "flow | \n", - "
|---|---|---|---|
| 1 | \n", - "Basildon | \n", - "Barnsley | \n", - "6.013971e+03 | \n", - "
| 2 | \n", - "Birmingham | \n", - "Barnsley | \n", - "7.044925e+05 | \n", - "
| 3 | \n", - "Blackpool | \n", - "Barnsley | \n", - "5.357230e+04 | \n", - "
| 4 | \n", - "Bradford | \n", - "Barnsley | \n", - "1.610593e+06 | \n", - "
| 5 | \n", - "Bristol | \n", - "Barnsley | \n", - "2.701357e+05 | \n", - "
| ... | \n", - "... | \n", - "... | \n", - "... | \n", - "
| 2066 | \n", - "Worthing | \n", - "Warrington | \n", - "6.706702e+03 | \n", - "
| 2067 | \n", - "York | \n", - "Warrington | \n", - "1.416320e+05 | \n", - "
| 2113 | \n", - "Worthing | \n", - "Wigan | \n", - "1.189304e+04 | \n", - "
| 2114 | \n", - "York | \n", - "Wigan | \n", - "3.523900e+05 | \n", - "
| 2161 | \n", - "York | \n", - "Worthing | \n", - "-3.989815e+03 | \n", - "
1081 rows × 3 columns
\n", - "| City | \n", - "Barnsley | \n", - "Basildon | \n", - "Birmingham | \n", - "Blackpool | \n", - "Bradford | \n", - "Bristol | \n", - "Burnley | \n", - "Cambridge | \n", - "Chatham | \n", - "Coventry | \n", - "... | \n", - "Slough | \n", - "Southampton | \n", - "Sunderland | \n", - "Swindon | \n", - "Telford | \n", - "Wakefield | \n", - "Warrington | \n", - "Wigan | \n", - "Worthing | \n", - "York | \n", - "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Other_City | \n", - "\n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " |
| Barnsley | \n", - "0.000000e+00 | \n", - "6.537188e+03 | \n", - "9.424542e+05 | \n", - "9.488024e+04 | \n", - "1.813364e+06 | \n", - "2.945074e+05 | \n", - "7.374561e+04 | \n", - "2.755151e+04 | \n", - "3.578022e+03 | \n", - "1.263616e+05 | \n", - "... | \n", - "1.734538e+03 | \n", - "3.167807e+04 | \n", - "7.892173e+04 | \n", - "1.488306e+05 | \n", - "7.426170e+04 | \n", - "1.449190e+06 | \n", - "9.272622e+04 | \n", - "2.339739e+04 | \n", - "8.439442e+03 | \n", - "9.833614e+05 | \n", - "
| Basildon | \n", - "5.232170e+02 | \n", - "0.000000e+00 | \n", - "8.544204e+04 | \n", - "2.029558e+03 | \n", - "4.852296e+03 | \n", - "8.615384e+04 | \n", - "5.501175e+02 | \n", - "3.734470e+04 | \n", - "1.325639e+05 | \n", - "1.675769e+04 | \n", - "... | \n", - "3.955346e+03 | \n", - "2.696205e+04 | \n", - "2.552604e+03 | \n", - "6.691252e+04 | \n", - "4.082365e+03 | \n", - "9.184290e+02 | \n", - "1.391508e+03 | \n", - "3.213594e+02 | \n", - "1.749506e+04 | \n", - "7.267070e+03 | \n", - "
| Birmingham | \n", - "2.379617e+05 | \n", - "2.695427e+05 | \n", - "0.000000e+00 | \n", - "8.901527e+05 | \n", - "1.966620e+06 | \n", - "2.637697e+07 | \n", - "2.481733e+05 | \n", - "1.073975e+06 | \n", - "1.464008e+05 | \n", - "5.925853e+07 | \n", - "... | \n", - "1.106753e+05 | \n", - "1.964349e+06 | \n", - "5.484857e+05 | \n", - "1.598921e+07 | \n", - "1.257254e+07 | \n", - "3.719073e+05 | \n", - "9.777928e+05 | \n", - "1.869475e+05 | \n", - "4.158385e+05 | \n", - "2.042214e+06 | \n", - "
| Blackpool | \n", - "4.130793e+04 | \n", - "1.103998e+04 | \n", - "1.534884e+06 | \n", - "0.000000e+00 | \n", - "7.701506e+05 | \n", - "7.693915e+05 | \n", - "2.537888e+05 | \n", - "3.690556e+04 | \n", - "6.333046e+03 | \n", - "1.765367e+05 | \n", - "... | \n", - "3.117515e+03 | \n", - "7.107896e+04 | \n", - "2.066845e+05 | \n", - "3.182501e+05 | \n", - "1.737106e+05 | \n", - "8.671209e+04 | \n", - "5.016789e+05 | \n", - "2.399262e+05 | \n", - "1.744666e+04 | \n", - "4.862229e+05 | \n", - "
| Bradford | \n", - "2.027703e+05 | \n", - "6.779161e+03 | \n", - "8.709500e+05 | \n", - "1.978051e+05 | \n", - "0.000000e+00 | \n", - "3.285958e+05 | \n", - "2.980116e+05 | \n", - "2.626149e+04 | \n", - "3.772773e+03 | \n", - "1.123964e+05 | \n", - "... | \n", - "1.783134e+03 | \n", - "3.479675e+04 | \n", - "1.470327e+05 | \n", - "1.570983e+05 | \n", - "7.615466e+04 | \n", - "9.359062e+05 | \n", - "1.380810e+05 | \n", - "4.334711e+04 | \n", - "9.205257e+03 | \n", - "1.539689e+06 | \n", - "
| Bristol | \n", - "2.437173e+04 | \n", - "8.907873e+04 | \n", - "8.645066e+06 | \n", - "1.462446e+05 | \n", - "2.431827e+05 | \n", - "0.000000e+00 | \n", - "3.246494e+04 | \n", - "2.081336e+05 | \n", - "5.414889e+04 | \n", - "1.130937e+06 | \n", - "... | \n", - "4.597179e+04 | \n", - "2.393847e+06 | \n", - "1.079308e+05 | \n", - "2.052211e+07 | \n", - "5.112026e+05 | \n", - "4.243211e+04 | \n", - "1.070603e+05 | \n", - "2.326549e+04 | \n", - "2.640823e+05 | \n", - "2.860605e+05 | \n", - "
| Burnley | \n", - "6.158513e+04 | \n", - "5.739900e+03 | \n", - "8.208202e+05 | \n", - "4.868044e+05 | \n", - "2.225632e+06 | \n", - "3.276152e+05 | \n", - "0.000000e+00 | \n", - "2.099447e+04 | \n", - "3.231158e+03 | \n", - "9.901763e+04 | \n", - "... | \n", - "1.569487e+03 | \n", - "3.250633e+04 | \n", - "1.205858e+05 | \n", - "1.483772e+05 | \n", - "8.247623e+04 | \n", - "1.498432e+05 | \n", - "2.686141e+05 | \n", - "1.234363e+05 | \n", - "8.302317e+03 | \n", - "5.482377e+05 | \n", - "
| Cambridge | \n", - "2.257730e+03 | \n", - "3.823532e+04 | \n", - "3.485570e+05 | \n", - "6.946414e+03 | \n", - "1.924537e+04 | \n", - "2.061002e+05 | \n", - "2.060116e+03 | \n", - "0.000000e+00 | \n", - "1.474923e+04 | \n", - "7.833612e+04 | \n", - "... | \n", - "5.585229e+03 | \n", - "4.191116e+04 | \n", - "8.702628e+03 | \n", - "1.613885e+05 | \n", - "1.499231e+04 | \n", - "3.839839e+03 | \n", - "5.128046e+03 | \n", - "1.169622e+03 | \n", - "1.621086e+04 | \n", - "2.963372e+04 | \n", - "
| Chatham | \n", - "8.911437e+02 | \n", - "4.125144e+05 | \n", - "1.444114e+05 | \n", - "3.622928e+03 | \n", - "8.403223e+03 | \n", - "1.629687e+05 | \n", - "9.636587e+02 | \n", - "4.482780e+04 | \n", - "0.000000e+00 | \n", - "2.741569e+04 | \n", - "... | \n", - "6.685766e+03 | \n", - "5.662627e+04 | \n", - "4.560382e+03 | \n", - "1.222932e+05 | \n", - "7.106798e+03 | \n", - "1.574077e+03 | \n", - "2.441346e+03 | \n", - "5.657238e+02 | \n", - "4.529487e+04 | \n", - "1.251267e+04 | \n", - "
| Coventry | \n", - "1.850597e+04 | \n", - "3.066338e+04 | \n", - "3.437168e+07 | \n", - "5.938461e+04 | \n", - "1.472074e+05 | \n", - "2.001451e+06 | \n", - "1.736479e+04 | \n", - "1.400014e+05 | \n", - "1.612097e+04 | \n", - "0.000000e+00 | \n", - "... | \n", - "1.313815e+04 | \n", - "1.873822e+05 | \n", - "4.403923e+04 | \n", - "1.523521e+06 | \n", - "3.912322e+05 | \n", - "2.891242e+04 | \n", - "5.889210e+04 | \n", - "1.187440e+04 | \n", - "4.221127e+04 | \n", - "1.684077e+05 | \n", - "
| Crawley | \n", - "2.952362e+02 | \n", - "1.436155e+04 | \n", - "5.846549e+04 | \n", - "1.307964e+03 | \n", - "2.818163e+03 | \n", - "9.106416e+04 | \n", - "3.342650e+02 | \n", - "9.448231e+03 | \n", - "1.235837e+04 | \n", - "1.079768e+04 | \n", - "... | \n", - "5.379310e+03 | \n", - "5.356220e+04 | \n", - "1.474266e+03 | \n", - "7.559928e+04 | \n", - "2.857922e+03 | \n", - "5.194037e+02 | \n", - "8.925560e+02 | \n", - "2.043324e+02 | \n", - "9.904164e+04 | \n", - "3.970771e+03 | \n", - "
| Derby | \n", - "6.014013e+04 | \n", - "2.005778e+04 | \n", - "8.086162e+06 | \n", - "9.845797e+04 | \n", - "3.585756e+05 | \n", - "1.014809e+06 | \n", - "3.739898e+04 | \n", - "9.674833e+04 | \n", - "1.065598e+04 | \n", - "1.157344e+06 | \n", - "... | \n", - "6.298301e+03 | \n", - "1.016502e+05 | \n", - "6.858462e+04 | \n", - "5.870091e+05 | \n", - "3.764819e+05 | \n", - "7.994875e+04 | \n", - "1.210597e+05 | \n", - "2.362216e+04 | \n", - "2.549890e+04 | \n", - "3.613101e+05 | \n", - "
| Doncaster | \n", - "6.445346e+05 | \n", - "1.649997e+04 | \n", - "1.979717e+06 | \n", - "1.444304e+05 | \n", - "1.612132e+06 | \n", - "6.353557e+05 | \n", - "8.497425e+04 | \n", - "7.399067e+04 | \n", - "8.928144e+03 | \n", - "2.884155e+05 | \n", - "... | \n", - "4.193924e+03 | \n", - "7.268780e+04 | \n", - "1.681195e+05 | \n", - "3.346341e+05 | \n", - "1.376967e+05 | \n", - "7.581138e+05 | \n", - "1.248551e+05 | \n", - "3.085770e+04 | \n", - "2.003105e+04 | \n", - "2.542807e+06 | \n", - "
| Exeter | \n", - "4.417065e+03 | \n", - "1.654684e+04 | \n", - "9.287082e+05 | \n", - "3.060882e+04 | \n", - "4.689814e+04 | \n", - "5.446017e+06 | \n", - "6.356429e+03 | \n", - "3.419593e+04 | \n", - "1.059430e+04 | \n", - "1.246095e+05 | \n", - "... | \n", - "6.394863e+03 | \n", - "3.997807e+05 | \n", - "2.498796e+04 | \n", - "1.037287e+06 | \n", - "6.424874e+04 | \n", - "7.956021e+03 | \n", - "1.923118e+04 | \n", - "4.391671e+03 | \n", - "5.560677e+04 | \n", - "5.723813e+04 | \n", - "
| Gloucester | \n", - "4.271864e+03 | \n", - "1.235087e+04 | \n", - "2.794274e+06 | \n", - "2.254081e+04 | \n", - "4.043899e+04 | \n", - "6.784642e+06 | \n", - "5.320906e+03 | \n", - "3.480254e+04 | \n", - "7.121086e+03 | \n", - "3.397097e+05 | \n", - "... | \n", - "6.746810e+03 | \n", - "1.907245e+05 | \n", - "1.558215e+04 | \n", - "3.521038e+06 | \n", - "1.258990e+05 | \n", - "7.222394e+03 | \n", - "1.868207e+04 | \n", - "3.900473e+03 | \n", - "2.786257e+04 | \n", - "4.604121e+04 | \n", - "
| Huddersfield | \n", - "5.041612e+05 | \n", - "8.953436e+03 | \n", - "1.333624e+06 | \n", - "2.358649e+05 | \n", - "1.087862e+07 | \n", - "4.501287e+05 | \n", - "3.164064e+05 | \n", - "3.545202e+04 | \n", - "4.959930e+03 | \n", - "1.686951e+05 | \n", - "... | \n", - "2.415979e+03 | \n", - "4.655058e+04 | \n", - "1.390667e+05 | \n", - "2.173127e+05 | \n", - "1.185738e+05 | \n", - "1.301708e+06 | \n", - "2.291944e+05 | \n", - "6.548181e+04 | \n", - "1.215352e+04 | \n", - "1.274838e+06 | \n", - "
| Hull | \n", - "1.103998e+05 | \n", - "3.062300e+04 | \n", - "2.008032e+06 | \n", - "1.494988e+05 | \n", - "9.151074e+05 | \n", - "8.752842e+05 | \n", - "6.493449e+04 | \n", - "1.355226e+05 | \n", - "1.657610e+04 | \n", - "3.163803e+05 | \n", - "... | \n", - "6.737877e+03 | \n", - "1.141290e+05 | \n", - "3.651637e+05 | \n", - "4.683956e+05 | \n", - "1.302903e+05 | \n", - "2.234358e+05 | \n", - "9.709466e+04 | \n", - "2.503474e+04 | \n", - "3.415605e+04 | \n", - "3.907242e+06 | \n", - "
| Ipswich | \n", - "2.614250e+03 | \n", - "8.039588e+04 | \n", - "3.055329e+05 | \n", - "9.158003e+03 | \n", - "2.409441e+04 | \n", - "2.437370e+05 | \n", - "2.608003e+03 | \n", - "1.752009e+05 | \n", - "3.613701e+04 | \n", - "5.844356e+04 | \n", - "... | \n", - "5.177235e+03 | \n", - "5.634931e+04 | \n", - "1.361118e+04 | \n", - "1.642867e+05 | \n", - "1.543840e+04 | \n", - "4.648129e+03 | \n", - "6.094032e+03 | \n", - "1.436951e+03 | \n", - "2.695144e+04 | \n", - "3.950665e+04 | \n", - "
| Leeds | \n", - "9.297095e+05 | \n", - "2.466730e+04 | \n", - "2.933131e+06 | \n", - "5.160098e+05 | \n", - "4.640427e+07 | \n", - "1.110277e+06 | \n", - "5.177031e+05 | \n", - "9.764598e+04 | \n", - "1.366983e+04 | \n", - "3.911344e+05 | \n", - "... | \n", - "6.352121e+03 | \n", - "1.211863e+05 | \n", - "5.381975e+05 | \n", - "5.413782e+05 | \n", - "2.420560e+05 | \n", - "7.713773e+06 | \n", - "3.565886e+05 | \n", - "1.049951e+05 | \n", - "3.260078e+04 | \n", - "9.824303e+06 | \n", - "
| Leicester | \n", - "5.086179e+04 | \n", - "5.934235e+04 | \n", - "1.673992e+07 | \n", - "1.157934e+05 | \n", - "3.591869e+05 | \n", - "2.307673e+06 | \n", - "3.827860e+04 | \n", - "3.503813e+05 | \n", - "3.026953e+04 | \n", - "5.730440e+06 | \n", - "... | \n", - "2.004808e+04 | \n", - "2.619082e+05 | \n", - "9.889594e+04 | \n", - "1.615312e+06 | \n", - "4.562782e+05 | \n", - "7.623930e+04 | \n", - "1.138110e+05 | \n", - "2.362596e+04 | \n", - "6.764186e+04 | \n", - "4.409389e+05 | \n", - "
| Liverpool | \n", - "1.293403e+05 | \n", - "3.716167e+04 | \n", - "7.397462e+06 | \n", - "4.313533e+06 | \n", - "1.833750e+06 | \n", - "3.069751e+06 | \n", - "4.753715e+05 | \n", - "1.267019e+05 | \n", - "2.119429e+04 | \n", - "7.667009e+05 | \n", - "... | \n", - "1.122616e+04 | \n", - "2.557339e+05 | \n", - "3.841907e+05 | \n", - "1.252195e+06 | \n", - "1.066056e+06 | \n", - "2.401032e+05 | \n", - "6.602370e+06 | \n", - "1.464265e+06 | \n", - "5.992561e+04 | \n", - "1.156658e+06 | \n", - "
| London | \n", - "5.906253e+05 | \n", - "5.820177e+07 | \n", - "1.207865e+08 | \n", - "2.362627e+06 | \n", - "5.444284e+06 | \n", - "1.357720e+08 | \n", - "6.298232e+05 | \n", - "3.363117e+07 | \n", - "2.758618e+07 | \n", - "2.437278e+07 | \n", - "... | \n", - "2.078164e+07 | \n", - "4.986810e+07 | \n", - "2.684039e+06 | \n", - "1.254252e+08 | \n", - "5.454594e+06 | \n", - "1.025521e+06 | \n", - "1.672985e+06 | \n", - "3.803115e+05 | \n", - "3.012235e+07 | \n", - "7.770572e+06 | \n", - "
| Luton | \n", - "1.200015e+03 | \n", - "2.724439e+04 | \n", - "2.917551e+05 | \n", - "4.281620e+03 | \n", - "1.051561e+04 | \n", - "2.151000e+05 | \n", - "1.192873e+03 | \n", - "1.069249e+05 | \n", - "1.143211e+04 | \n", - "6.911084e+04 | \n", - "... | \n", - "1.576616e+04 | \n", - "5.065222e+04 | \n", - "4.605968e+03 | \n", - "2.194938e+05 | \n", - "1.142870e+04 | \n", - "2.032047e+03 | \n", - "3.240698e+03 | \n", - "7.232501e+02 | \n", - "1.796139e+04 | \n", - "1.476662e+04 | \n", - "
| Manchester | \n", - "1.507025e+06 | \n", - "1.375563e+05 | \n", - "2.765252e+07 | \n", - "6.453658e+06 | \n", - "2.056282e+07 | \n", - "8.683610e+06 | \n", - "5.041688e+06 | \n", - "5.192407e+05 | \n", - "7.685645e+04 | \n", - "3.092666e+06 | \n", - "... | \n", - "3.977363e+04 | \n", - "8.094328e+05 | \n", - "1.582472e+06 | \n", - "3.980805e+06 | \n", - "3.128218e+06 | \n", - "2.585578e+06 | \n", - "2.135156e+07 | \n", - "4.813164e+06 | \n", - "2.002855e+05 | \n", - "7.764222e+06 | \n", - "
| Mansfield | \n", - "1.081235e+05 | \n", - "1.659305e+04 | \n", - "3.058623e+06 | \n", - "8.832847e+04 | \n", - "4.713739e+05 | \n", - "6.649080e+05 | \n", - "3.965895e+04 | \n", - "8.320798e+04 | \n", - "8.790422e+03 | \n", - "4.782910e+05 | \n", - "... | \n", - "4.602270e+03 | \n", - "7.365794e+04 | \n", - "7.733401e+04 | \n", - "3.767729e+05 | \n", - "1.730987e+05 | \n", - "1.273986e+05 | \n", - "9.456357e+04 | \n", - "2.031585e+04 | \n", - "1.971183e+04 | \n", - "5.430675e+05 | \n", - "
| Middlesbrough | \n", - "1.094692e+05 | \n", - "3.167921e+04 | \n", - "2.310885e+06 | \n", - "4.796058e+05 | \n", - "1.930413e+06 | \n", - "1.262589e+06 | \n", - "1.805167e+05 | \n", - "1.109261e+05 | \n", - "1.799184e+04 | \n", - "3.216898e+05 | \n", - "... | \n", - "7.443839e+03 | \n", - "1.510885e+05 | \n", - "1.163439e+07 | \n", - "5.937049e+05 | \n", - "1.827174e+05 | \n", - "2.758320e+05 | \n", - "1.929255e+05 | \n", - "5.774451e+04 | \n", - "4.273706e+04 | \n", - "5.208957e+06 | \n", - "
| Milton Keynes | \n", - "4.606518e+03 | \n", - "3.980340e+04 | \n", - "1.495712e+06 | \n", - "1.567815e+04 | \n", - "3.910125e+04 | \n", - "7.737336e+05 | \n", - "4.443536e+03 | \n", - "2.156969e+05 | \n", - "1.866768e+04 | \n", - "4.284832e+05 | \n", - "... | \n", - "2.353068e+04 | \n", - "1.363037e+05 | \n", - "1.548350e+04 | \n", - "8.323661e+05 | \n", - "4.994512e+04 | \n", - "7.635078e+03 | \n", - "1.260522e+04 | \n", - "2.754536e+03 | \n", - "3.842532e+04 | \n", - "5.268790e+04 | \n", - "
| Newcastle | \n", - "7.678084e+04 | \n", - "3.247059e+04 | \n", - "2.243826e+06 | \n", - "5.337586e+05 | \n", - "1.292798e+06 | \n", - "1.378241e+06 | \n", - "1.509012e+05 | \n", - "1.065082e+05 | \n", - "1.870745e+04 | \n", - "3.077694e+05 | \n", - "... | \n", - "7.670650e+03 | \n", - "1.641391e+05 | \n", - "7.754242e+07 | \n", - "6.250794e+05 | \n", - "1.820038e+05 | \n", - "1.802010e+05 | \n", - "1.849000e+05 | \n", - "5.560317e+04 | \n", - "4.607997e+04 | \n", - "2.384475e+06 | \n", - "
| Norwich | \n", - "1.282443e+04 | \n", - "9.197464e+04 | \n", - "1.104025e+06 | \n", - "3.979849e+04 | \n", - "1.167324e+05 | \n", - "7.377515e+05 | \n", - "1.200009e+04 | \n", - "4.014302e+05 | \n", - "4.598515e+04 | \n", - "2.053079e+05 | \n", - "... | \n", - "1.093341e+04 | \n", - "1.413605e+05 | \n", - "6.871792e+04 | \n", - "4.618443e+05 | \n", - "5.835910e+04 | \n", - "2.306990e+04 | \n", - "2.604681e+04 | \n", - "6.247509e+03 | \n", - "5.660197e+04 | \n", - "2.113034e+05 | \n", - "
| Nottingham | \n", - "1.791532e+05 | \n", - "6.712498e+04 | \n", - "1.467902e+07 | \n", - "2.435234e+05 | \n", - "1.006730e+06 | \n", - "2.622040e+06 | \n", - "9.529750e+04 | \n", - "3.638301e+05 | \n", - "3.503332e+04 | \n", - "2.660083e+06 | \n", - "... | \n", - "1.954905e+04 | \n", - "2.926646e+05 | \n", - "2.105552e+05 | \n", - "1.583014e+06 | \n", - "6.585101e+05 | \n", - "2.402695e+05 | \n", - "2.561836e+05 | \n", - "5.368016e+04 | \n", - "7.773978e+04 | \n", - "1.204443e+06 | \n", - "
| Oxford | \n", - "2.211622e+03 | \n", - "1.693413e+04 | \n", - "9.471893e+05 | \n", - "9.239092e+03 | \n", - "1.992460e+04 | \n", - "1.031361e+06 | \n", - "2.407783e+03 | \n", - "4.637132e+04 | \n", - "9.185493e+03 | \n", - "2.072746e+05 | \n", - "... | \n", - "1.910147e+04 | \n", - "1.734885e+05 | \n", - "8.205907e+03 | \n", - "2.342902e+06 | \n", - "3.361812e+04 | \n", - "3.726578e+03 | \n", - "7.297881e+03 | \n", - "1.581304e+03 | \n", - "3.206918e+04 | \n", - "2.535091e+04 | \n", - "
| Peterborough | \n", - "1.213870e+04 | \n", - "4.244108e+04 | \n", - "1.607823e+06 | \n", - "2.930285e+04 | \n", - "9.369385e+04 | \n", - "6.172779e+05 | \n", - "9.481697e+03 | \n", - "5.972676e+05 | \n", - "1.966417e+04 | \n", - "3.858728e+05 | \n", - "... | \n", - "9.542281e+03 | \n", - "9.753784e+04 | \n", - "3.539465e+04 | \n", - "4.478844e+05 | \n", - "6.579130e+04 | \n", - "1.980630e+04 | \n", - "2.329368e+04 | \n", - "5.246984e+03 | \n", - "3.144491e+04 | \n", - "1.451924e+05 | \n", - "
| Plymouth | \n", - "9.745962e+03 | \n", - "3.465312e+04 | \n", - "1.758350e+06 | \n", - "7.071255e+04 | \n", - "1.057397e+05 | \n", - "6.640819e+06 | \n", - "1.438973e+04 | \n", - "7.101312e+04 | \n", - "2.236063e+04 | \n", - "2.370501e+05 | \n", - "... | \n", - "1.204594e+04 | \n", - "6.576817e+05 | \n", - "6.044496e+04 | \n", - "1.608529e+06 | \n", - "1.256747e+05 | \n", - "1.776374e+04 | \n", - "4.206775e+04 | \n", - "9.780356e+03 | \n", - "1.107975e+05 | \n", - "1.308100e+05 | \n", - "
| Portsmouth | \n", - "5.303776e+03 | \n", - "7.200252e+04 | \n", - "1.185947e+06 | \n", - "2.681720e+04 | \n", - "5.215041e+04 | \n", - "3.433531e+06 | \n", - "6.456314e+03 | \n", - "9.485206e+04 | \n", - "5.119571e+04 | \n", - "1.986764e+05 | \n", - "... | \n", - "4.088117e+04 | \n", - "1.390140e+07 | \n", - "2.714570e+04 | \n", - "2.449075e+06 | \n", - "6.192068e+04 | \n", - "9.370029e+03 | \n", - "1.810962e+04 | \n", - "4.119594e+03 | \n", - "1.028554e+06 | \n", - "6.968401e+04 | \n", - "
| Preston | \n", - "8.159873e+04 | \n", - "1.486352e+04 | \n", - "2.218877e+06 | \n", - "6.803323e+06 | \n", - "1.722211e+06 | \n", - "9.746337e+05 | \n", - "9.461058e+05 | \n", - "5.172761e+04 | \n", - "8.452444e+03 | \n", - "2.558279e+05 | \n", - "... | \n", - "4.182318e+03 | \n", - "9.151026e+04 | \n", - "2.745804e+05 | \n", - "4.186446e+05 | \n", - "2.480989e+05 | \n", - "1.740471e+05 | \n", - "1.097750e+06 | \n", - "8.241425e+05 | \n", - "2.269587e+04 | \n", - "8.320380e+05 | \n", - "
| Reading | \n", - "2.126713e+03 | \n", - "3.247139e+04 | \n", - "6.251612e+05 | \n", - "9.303498e+03 | \n", - "1.974957e+04 | \n", - "1.045010e+06 | \n", - "2.380041e+03 | \n", - "5.585332e+04 | \n", - "1.889740e+04 | \n", - "1.224976e+05 | \n", - "... | \n", - "9.797959e+04 | \n", - "4.463093e+05 | \n", - "9.047719e+03 | \n", - "1.670130e+06 | \n", - "2.670925e+04 | \n", - "3.657693e+03 | \n", - "6.850563e+03 | \n", - "1.521852e+03 | \n", - "9.150056e+04 | \n", - "2.616147e+04 | \n", - "
| Sheffield | \n", - "2.957750e+06 | \n", - "5.082412e+04 | \n", - "8.831420e+06 | \n", - "5.619432e+05 | \n", - "5.195410e+06 | \n", - "2.326360e+06 | \n", - "3.451530e+05 | \n", - "2.235336e+05 | \n", - "2.758241e+04 | \n", - "1.187617e+06 | \n", - "... | \n", - "1.391220e+04 | \n", - "2.463790e+05 | \n", - "4.233213e+05 | \n", - "1.208737e+06 | \n", - "6.599659e+05 | \n", - "1.845284e+06 | \n", - "6.504259e+05 | \n", - "1.466650e+05 | \n", - "6.490407e+04 | \n", - "3.841230e+06 | \n", - "
| Slough | \n", - "3.112535e+02 | \n", - "8.867967e+03 | \n", - "7.865642e+04 | \n", - "1.284935e+03 | \n", - "2.861507e+03 | \n", - "9.968543e+04 | \n", - "3.372473e+02 | \n", - "1.223052e+04 | \n", - "4.817002e+03 | \n", - "1.609785e+04 | \n", - "... | \n", - "0.000000e+00 | \n", - "3.890914e+04 | \n", - "1.339022e+03 | \n", - "1.171295e+05 | \n", - "3.375255e+03 | \n", - "5.360333e+02 | \n", - "9.359811e+02 | \n", - "2.097959e+02 | \n", - "1.464765e+04 | \n", - "3.920699e+03 | \n", - "
| Southampton | \n", - "4.775430e+03 | \n", - "5.078272e+04 | \n", - "1.172805e+06 | \n", - "2.461145e+04 | \n", - "4.691082e+04 | \n", - "4.360738e+06 | \n", - "5.867892e+03 | \n", - "7.710046e+04 | \n", - "3.427418e+04 | \n", - "1.928792e+05 | \n", - "... | \n", - "3.268700e+04 | \n", - "0.000000e+00 | \n", - "2.367107e+04 | \n", - "3.207286e+06 | \n", - "6.094372e+04 | \n", - "8.403737e+03 | \n", - "1.687914e+04 | \n", - "3.809892e+03 | \n", - "4.059653e+05 | \n", - "6.138664e+04 | \n", - "
| Sunderland | \n", - "2.340321e+04 | \n", - "9.457397e+03 | \n", - "6.441655e+05 | \n", - "1.407762e+05 | \n", - "3.899180e+05 | \n", - "3.867533e+05 | \n", - "4.281890e+04 | \n", - "3.149219e+04 | \n", - "5.429695e+03 | \n", - "8.917064e+04 | \n", - "... | \n", - "2.212769e+03 | \n", - "4.656321e+04 | \n", - "0.000000e+00 | \n", - "1.777055e+05 | \n", - "5.146279e+04 | \n", - "5.547747e+04 | \n", - "5.162830e+04 | \n", - "1.540063e+04 | \n", - "1.317513e+04 | \n", - "8.016061e+05 | \n", - "
| Swindon | \n", - "4.508644e+03 | \n", - "2.532622e+04 | \n", - "1.918377e+06 | \n", - "2.214444e+04 | \n", - "4.256040e+04 | \n", - "7.512517e+06 | \n", - "5.382467e+03 | \n", - "5.966226e+04 | \n", - "1.487480e+04 | \n", - "3.151414e+05 | \n", - "... | \n", - "1.977377e+04 | \n", - "6.445218e+05 | \n", - "1.815414e+04 | \n", - "0.000000e+00 | \n", - "8.286252e+04 | \n", - "7.709271e+03 | \n", - "1.700724e+04 | \n", - "3.681201e+03 | \n", - "7.064864e+04 | \n", - "5.218917e+04 | \n", - "
| Telford | \n", - "2.011194e+04 | \n", - "1.381370e+04 | \n", - "1.348545e+07 | \n", - "1.080582e+05 | \n", - "1.844446e+05 | \n", - "1.672985e+06 | \n", - "2.674719e+04 | \n", - "4.954858e+04 | \n", - "7.727843e+03 | \n", - "7.234807e+05 | \n", - "... | \n", - "5.094074e+03 | \n", - "1.094874e+05 | \n", - "4.700061e+04 | \n", - "7.407872e+05 | \n", - "0.000000e+00 | \n", - "3.217828e+04 | \n", - "1.456012e+05 | \n", - "2.485680e+04 | \n", - "2.296809e+04 | \n", - "1.650262e+05 | \n", - "
| Wakefield | \n", - "5.659870e+05 | \n", - "4.481631e+03 | \n", - "5.752666e+05 | \n", - "7.778632e+04 | \n", - "3.268843e+06 | \n", - "2.002561e+05 | \n", - "7.007750e+04 | \n", - "1.830070e+04 | \n", - "2.468326e+03 | \n", - "7.710259e+04 | \n", - "... | \n", - "1.166655e+03 | \n", - "2.177208e+04 | \n", - "7.306662e+04 | \n", - "9.938958e+04 | \n", - "4.640396e+04 | \n", - "0.000000e+00 | \n", - "6.381489e+04 | \n", - "1.751331e+04 | \n", - "5.841454e+03 | \n", - "1.204389e+06 | \n", - "
| Warrington | \n", - "3.108147e+04 | \n", - "5.827657e+03 | \n", - "1.298073e+06 | \n", - "3.862488e+05 | \n", - "4.139172e+05 | \n", - "4.336482e+05 | \n", - "1.078172e+05 | \n", - "2.097609e+04 | \n", - "3.285669e+03 | \n", - "1.347905e+05 | \n", - "... | \n", - "1.748380e+03 | \n", - "3.753147e+04 | \n", - "5.835902e+04 | \n", - "1.881825e+05 | \n", - "1.802084e+05 | \n", - "5.476963e+04 | \n", - "0.000000e+00 | \n", - "4.972682e+05 | \n", - "8.960600e+03 | \n", - "2.197528e+05 | \n", - "
| Wigan | \n", - "4.727438e+04 | \n", - "8.112574e+03 | \n", - "1.495999e+06 | \n", - "1.113470e+06 | \n", - "7.832477e+05 | \n", - "5.680421e+05 | \n", - "2.986495e+05 | \n", - "2.883882e+04 | \n", - "4.589424e+03 | \n", - "1.638225e+05 | \n", - "... | \n", - "2.362246e+03 | \n", - "5.106430e+04 | \n", - "1.049344e+05 | \n", - "2.455242e+05 | \n", - "1.854448e+05 | \n", - "9.060357e+04 | \n", - "2.997437e+06 | \n", - "0.000000e+00 | \n", - "1.241094e+04 | \n", - "3.744749e+05 | \n", - "
| Worthing | \n", - "7.115577e+02 | \n", - "1.842982e+04 | \n", - "1.388591e+05 | \n", - "3.378710e+03 | \n", - "6.940852e+03 | \n", - "2.690577e+05 | \n", - "8.382161e+02 | \n", - "1.667922e+04 | \n", - "1.533348e+04 | \n", - "2.430122e+04 | \n", - "... | \n", - "6.882306e+03 | \n", - "2.270552e+05 | \n", - "3.746039e+03 | \n", - "1.966285e+05 | \n", - "7.150431e+03 | \n", - "1.261061e+03 | \n", - "2.253899e+03 | \n", - "5.178960e+02 | \n", - "0.000000e+00 | \n", - "9.653534e+03 | \n", - "
| York | \n", - "1.171775e+05 | \n", - "1.081931e+04 | \n", - "9.637967e+05 | \n", - "1.330788e+05 | \n", - "1.640758e+06 | \n", - "4.119067e+05 | \n", - "7.822764e+04 | \n", - "4.309140e+04 | \n", - "5.986547e+03 | \n", - "1.370238e+05 | \n", - "... | \n", - "2.603539e+03 | \n", - "4.852338e+04 | \n", - "3.221166e+05 | \n", - "2.052852e+05 | \n", - "7.260971e+04 | \n", - "3.674654e+05 | \n", - "7.812073e+04 | \n", - "2.208489e+04 | \n", - "1.364335e+04 | \n", - "0.000000e+00 | \n", - "
47 rows × 47 columns
\n", - "| \n", - " | City | \n", - "Other_City | \n", - "Sector | \n", - "Q_i^m | \n", - "P_i^m | \n", - "y_ij^m | \n", - "Orig_point | \n", - "Dest_point | \n", - "
|---|---|---|---|---|---|---|---|---|
| 0 | \n", - "Barnsley | \n", - "Bristol | \n", - "Agriculture | \n", - "23.126825 | \n", - "738279.0 | \n", - "39.368712 | \n", - "POINT (434376.000 406446.000) | \n", - "POINT (358337.000 172855.000) | \n", - "
| 1 | \n", - "Barnsley | \n", - "Bristol | \n", - "Production | \n", - "3379.376685 | \n", - "738279.0 | \n", - "296460.769561 | \n", - "POINT (434376.000 406446.000) | \n", - "POINT (358337.000 172855.000) | \n", - "
| 2 | \n", - "Barnsley | \n", - "Bristol | \n", - "Construction | \n", - "1662.244916 | \n", - "738279.0 | \n", - "1989.719209 | \n", - "POINT (434376.000 406446.000) | \n", - "POINT (358337.000 172855.000) | \n", - "
| 3 | \n", - "Barnsley | \n", - "Bristol | \n", - "Distribution, transport, hotels and restaurants | \n", - "7664.965602 | \n", - "738279.0 | \n", - "103286.827241 | \n", - "POINT (434376.000 406446.000) | \n", - "POINT (358337.000 172855.000) | \n", - "
| 4 | \n", - "Barnsley | \n", - "Bristol | \n", - "Information and communication | \n", - "312.885986 | \n", - "738279.0 | \n", - "7056.277114 | \n", - "POINT (434376.000 406446.000) | \n", - "POINT (358337.000 172855.000) | \n", - "
| ... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "
| 21615 | \n", - "York | \n", - "Worthing | \n", - "Financial and insurance | \n", - "3104.976633 | \n", - "109632.0 | \n", - "9653.533706 | \n", - "POINT (460218.000 452158.000) | \n", - "POINT (514843.000 102898.000) | \n", - "
| 21616 | \n", - "York | \n", - "Worthing | \n", - "Real estate | \n", - "1386.423004 | \n", - "109632.0 | \n", - "214.747404 | \n", - "POINT (460218.000 452158.000) | \n", - "POINT (514843.000 102898.000) | \n", - "
| 21617 | \n", - "York | \n", - "Worthing | \n", - "Professional and support activities | \n", - "11144.818328 | \n", - "109632.0 | \n", - "9195.903087 | \n", - "POINT (460218.000 452158.000) | \n", - "POINT (514843.000 102898.000) | \n", - "
| 21618 | \n", - "York | \n", - "Worthing | \n", - "Government, health & education | \n", - "25225.026228 | \n", - "109632.0 | \n", - "2147.692951 | \n", - "POINT (460218.000 452158.000) | \n", - "POINT (514843.000 102898.000) | \n", - "
| 21619 | \n", - "York | \n", - "Worthing | \n", - "Other services | \n", - "3014.124319 | \n", - "109632.0 | \n", - "535.336178 | \n", - "POINT (460218.000 452158.000) | \n", - "POINT (514843.000 102898.000) | \n", - "
21620 rows × 8 columns
\n", - "| \n", - " | City | \n", - "Other_City | \n", - "Sector | \n", - "Q_i^m | \n", - "P_i^m | \n", - "y_ij^m | \n", - "Orig_point | \n", - "Dest_point | \n", - "Line | \n", - "yij_pp | \n", - "yij_pe | \n", - "
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", - "Barnsley | \n", - "Bristol | \n", - "Agriculture | \n", - "23.126825 | \n", - "738279.0 | \n", - "39.368712 | \n", - "POINT (434376.000 406446.000) | \n", - "POINT (358337.000 172855.000) | \n", - "LINESTRING (434376.000 406446.000, 358337.000 ... | \n", - "0.000053 | \n", - "1.702296 | \n", - "
| 1 | \n", - "Barnsley | \n", - "Bristol | \n", - "Production | \n", - "3379.376685 | \n", - "738279.0 | \n", - "296460.769561 | \n", - "POINT (434376.000 406446.000) | \n", - "POINT (358337.000 172855.000) | \n", - "LINESTRING (434376.000 406446.000, 358337.000 ... | \n", - "0.401557 | \n", - "87.726465 | \n", - "
| 2 | \n", - "Barnsley | \n", - "Bristol | \n", - "Construction | \n", - "1662.244916 | \n", - "738279.0 | \n", - "1989.719209 | \n", - "POINT (434376.000 406446.000) | \n", - "POINT (358337.000 172855.000) | \n", - "LINESTRING (434376.000 406446.000, 358337.000 ... | \n", - "0.002695 | \n", - "1.197007 | \n", - "
| 3 | \n", - "Barnsley | \n", - "Bristol | \n", - "Distribution, transport, hotels and restaurants | \n", - "7664.965602 | \n", - "738279.0 | \n", - "103286.827241 | \n", - "POINT (434376.000 406446.000) | \n", - "POINT (358337.000 172855.000) | \n", - "LINESTRING (434376.000 406446.000, 358337.000 ... | \n", - "0.139902 | \n", - "13.475185 | \n", - "
| 4 | \n", - "Barnsley | \n", - "Bristol | \n", - "Information and communication | \n", - "312.885986 | \n", - "738279.0 | \n", - "7056.277114 | \n", - "POINT (434376.000 406446.000) | \n", - "POINT (358337.000 172855.000) | \n", - "LINESTRING (434376.000 406446.000, 358337.000 ... | \n", - "0.009558 | \n", - "22.552231 | \n", - "
| ... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "
| 21615 | \n", - "York | \n", - "Worthing | \n", - "Financial and insurance | \n", - "3104.976633 | \n", - "109632.0 | \n", - "9653.533706 | \n", - "POINT (460218.000 452158.000) | \n", - "POINT (514843.000 102898.000) | \n", - "LINESTRING (460218.000 452158.000, 514843.000 ... | \n", - "0.088054 | \n", - "3.109052 | \n", - "
| 21616 | \n", - "York | \n", - "Worthing | \n", - "Real estate | \n", - "1386.423004 | \n", - "109632.0 | \n", - "214.747404 | \n", - "POINT (460218.000 452158.000) | \n", - "POINT (514843.000 102898.000) | \n", - "LINESTRING (460218.000 452158.000, 514843.000 ... | \n", - "0.001959 | \n", - "0.154893 | \n", - "
| 21617 | \n", - "York | \n", - "Worthing | \n", - "Professional and support activities | \n", - "11144.818328 | \n", - "109632.0 | \n", - "9195.903087 | \n", - "POINT (460218.000 452158.000) | \n", - "POINT (514843.000 102898.000) | \n", - "LINESTRING (460218.000 452158.000, 514843.000 ... | \n", - "0.083880 | \n", - "0.825128 | \n", - "
| 21618 | \n", - "York | \n", - "Worthing | \n", - "Government, health & education | \n", - "25225.026228 | \n", - "109632.0 | \n", - "2147.692951 | \n", - "POINT (460218.000 452158.000) | \n", - "POINT (514843.000 102898.000) | \n", - "LINESTRING (460218.000 452158.000, 514843.000 ... | \n", - "0.019590 | \n", - "0.085141 | \n", - "
| 21619 | \n", - "York | \n", - "Worthing | \n", - "Other services | \n", - "3014.124319 | \n", - "109632.0 | \n", - "535.336178 | \n", - "POINT (460218.000 452158.000) | \n", - "POINT (514843.000 102898.000) | \n", - "LINESTRING (460218.000 452158.000, 514843.000 ... | \n", - "0.004883 | \n", - "0.177609 | \n", - "
21620 rows × 11 columns
\n", - "| \n", - " | Agriculture | \n", - "Production | \n", - "Construction | \n", - "Distribution, transport, hotels and restaurants | \n", - "Information and communication | \n", - "Financial and insurance | \n", - "Real estate | \n", - "Professional and support activities | \n", - "Government, health & education | \n", - "Other services | \n", - "
|---|---|---|---|---|---|---|---|---|---|---|
| 5 | \n", - "London | \n", - "Bristol | \n", - "Chatham | \n", - "Bristol | \n", - "Chatham | \n", - "Middlesbrough | \n", - "Middlesbrough | \n", - "Middlesbrough | \n", - "Bristol | \n", - "Chatham | \n", - "
| 4 | \n", - "Huddersfield | \n", - "Newcastle | \n", - "Newcastle | \n", - "Chatham | \n", - "Bristol | \n", - "Nottingham | \n", - "Bristol | \n", - "Chatham | \n", - "Chatham | \n", - "Bristol | \n", - "
| 3 | \n", - "Wakefield | \n", - "Birmingham | \n", - "Portsmouth | \n", - "Portsmouth | \n", - "Portsmouth | \n", - "Portsmouth | \n", - "Manchester | \n", - "Portsmouth | \n", - "Portsmouth | \n", - "Portsmouth | \n", - "
| 2 | \n", - "Manchester | \n", - "Manchester | \n", - "Manchester | \n", - "Manchester | \n", - "Manchester | \n", - "Manchester | \n", - "Portsmouth | \n", - "Manchester | \n", - "Birmingham | \n", - "Manchester | \n", - "
| 1 | \n", - "Nottingham | \n", - "London | \n", - "Birmingham | \n", - "Birmingham | \n", - "Birmingham | \n", - "Birmingham | \n", - "Birmingham | \n", - "Birmingham | \n", - "Manchester | \n", - "Birmingham | \n", - "
| \n", - " | 1 | \n", - "
|---|---|
| 0 | \n", - "Derby | \n", - "
| 1 | \n", - "Oxford | \n", - "
| 2 | \n", - "Blackpool | \n", - "
| 3 | \n", - "Slough | \n", - "
| 4 | \n", - "Barnsley | \n", - "