- " total_2020 total_2019 total_2018 total_2017 total_2016 total_2015 \\\n",
- "1 13768.0 12424.0 14701.0 13612.0 14863.0 13751 \n",
- "2 16020.0 14487.0 17430.0 15528.0 13154.0 18318 \n",
- "3 14723.0 13545.0 16355.0 15231.0 13060.0 16738 \n",
- "4 13429.0 13283.0 15971.0 14461.0 12859.0 15712 \n",
- "5 13123.0 12799.0 15087.0 14188.0 12571.0 14560 \n",
- "6 12534.0 13222.0 14111.0 13805.0 12697.0 13730 \n",
- "7 12412.0 13347.0 13925.0 13212.0 12016.0 13510 \n",
- "8 12300.0 12877.0 13753.0 13330.0 12718.0 13071 \n",
- "9 12334.0 12479.0 12190.0 12819.0 12733.0 13181 \n",
- "10 12415.0 12396.0 14859.0 12580.0 12493.0 13007 \n",
- "11 12499.0 12018.0 14367.0 12089.0 12489.0 12475 \n",
- "12 12112.0 11797.0 13397.0 11833.0 10983.0 12027 \n",
- "13 12507.0 11260.0 11310.0 11453.0 11738.0 11987 \n",
- "14 18565.0 11445.0 12272.0 11305.0 13060.0 10325 \n",
- "15 20929.0 11661.0 13843.0 9761.0 12757.0 11575 \n",
- "16 24691.0 10243.0 12639.0 11000.0 12310.0 13061 \n",
- "17 24303.0 11452.0 11596.0 12356.0 11795.0 12023 \n",
- "18 20059.0 12695.0 11538.0 10372.0 10401.0 11586 \n",
- "19 NaN 10361.0 9821.0 12114.0 12002.0 10138 \n",
- "20 NaN 11717.0 11386.0 11718.0 11222.0 11692 \n",
- "21 NaN 11653.0 10974.0 11431.0 11013.0 11334 \n",
- "22 NaN 9534.0 9397.0 9603.0 9192.0 9514 \n",
- "23 NaN 11461.0 11259.0 11134.0 11171.0 11603 \n",
- "24 NaN 10754.0 10535.0 10698.0 10673.0 10858 \n",
- "25 NaN 10807.0 10514.0 10930.0 10611.0 10629 \n",
- "26 NaN 10824.0 10529.0 10624.0 10526.0 10525 \n",
- "27 NaN 10328.0 10565.0 10565.0 10412.0 10545 \n",
- "28 NaN 10512.0 10467.0 10643.0 10647.0 10278 \n",
- "29 NaN 10324.0 10353.0 10426.0 10672.0 10028 \n",
- "30 NaN 10422.0 10356.0 10147.0 10612.0 10021 \n",
- "31 NaN 10564.0 10408.0 10239.0 10433.0 9893 \n",
- "32 NaN 10406.0 10542.0 10278.0 10439.0 10153 \n",
- "33 NaN 10405.0 10091.0 10569.0 10312.0 10352 \n",
- "34 NaN 10279.0 10199.0 10698.0 10637.0 10354 \n",
- "35 NaN 9478.0 9046.0 9372.0 9226.0 10239 \n",
- "36 NaN 10918.0 10680.0 10781.0 10681.0 9092 \n",
- "37 NaN 10892.0 10496.0 10692.0 10401.0 10573 \n",
- "38 NaN 10792.0 10498.0 10875.0 10183.0 10381 \n",
- "39 NaN 10954.0 10463.0 11027.0 10278.0 10826 \n",
- "40 NaN 11113.0 10869.0 11101.0 10671.0 10700 \n",
- "41 NaN 11403.0 11048.0 11357.0 11016.0 11108 \n",
- "42 NaN 11625.0 11177.0 11389.0 11134.0 10799 \n",
- "43 NaN 11415.0 10885.0 11152.0 11048.0 10966 \n",
- "44 NaN 11567.0 10866.0 11366.0 11463.0 11026 \n",
- "45 NaN 12177.0 11588.0 11767.0 11803.0 11312 \n",
- "46 NaN 12146.0 11552.0 11773.0 12209.0 11338 \n",
- "47 NaN 12472.0 11289.0 12102.0 12064.0 11178 \n",
- "48 NaN 12455.0 11392.0 12046.0 11901.0 11216 \n",
- "49 NaN 12275.0 11687.0 12342.0 12733.0 11748 \n",
- "50 NaN 12853.0 12078.0 12924.0 12076.0 11713 \n",
- "51 NaN 13566.0 12649.0 14308.0 13137.0 12136 \n",
- "52 NaN 8727.0 8384.0 9904.0 9335.0 9806 \n",
- "\n",
- " previous_mean \n",
- "1 13870.2 \n",
- "2 15783.4 \n",
- "3 14985.8 \n",
- "4 14457.2 \n",
- "5 13841.0 \n",
- "6 13513.0 \n",
- "7 13202.0 \n",
- "8 13149.8 \n",
- "9 12680.4 \n",
- "10 13067.0 \n",
- "11 12687.6 \n",
- "12 12007.4 \n",
- "13 11549.6 \n",
- "14 11681.4 \n",
- "15 11919.4 \n",
- "16 11850.6 \n",
- "17 11844.4 \n",
- "18 11318.4 \n",
- "19 10887.2 \n",
- "20 11547.0 \n",
- "21 11281.0 \n",
- "22 9448.0 \n",
- "23 11325.6 \n",
- "24 10703.6 \n",
- "25 10698.2 \n",
- "26 10605.6 \n",
- "27 10483.0 \n",
- "28 10509.4 \n",
- "29 10360.6 \n",
- "30 10311.6 \n",
- "31 10307.4 \n",
- "32 10363.6 \n",
- "33 10345.8 \n",
- "34 10433.4 \n",
- "35 9472.2 \n",
- "36 10430.4 \n",
- "37 10610.8 \n",
- "38 10545.8 \n",
- "39 10709.6 \n",
- "40 10890.8 \n",
- "41 11186.4 \n",
- "42 11224.8 \n",
- "43 11093.2 \n",
- "44 11257.6 \n",
- "45 11729.4 \n",
- "46 11803.6 \n",
- "47 11821.0 \n",
- "48 11802.0 \n",
- "49 12157.0 \n",
- "50 12328.8 \n",
- "51 13159.2 \n",
- "52 9231.2 "
+ " total_2020 total_2019 total_2018 total_2017 total_2016 total_2015 \\\n",
+ "1 13768 12424.0 14701.0 13612.0 14863.0 13751 \n",
+ "2 16020 14487.0 17430.0 15528.0 13154.0 18318 \n",
+ "3 14723 13545.0 16355.0 15231.0 13060.0 16738 \n",
+ "4 13429 13283.0 15971.0 14461.0 12859.0 15712 \n",
+ "5 13123 12799.0 15087.0 14188.0 12571.0 14560 \n",
+ "6 12534 13222.0 14111.0 13805.0 12697.0 13730 \n",
+ "7 12412 13347.0 13925.0 13212.0 12016.0 13510 \n",
+ "8 12300 12877.0 13753.0 13330.0 12718.0 13071 \n",
+ "9 12334 12479.0 12190.0 12819.0 12733.0 13181 \n",
+ "10 12415 12396.0 14859.0 12580.0 12493.0 13007 \n",
+ "11 12499 12018.0 14367.0 12089.0 12489.0 12475 \n",
+ "12 12112 11797.0 13397.0 11833.0 10983.0 12027 \n",
+ "13 12507 11260.0 11310.0 11453.0 11738.0 11987 \n",
+ "14 18565 11445.0 12272.0 11305.0 13060.0 10325 \n",
+ "15 20929 11661.0 13843.0 9761.0 12757.0 11575 \n",
+ "16 24691 10243.0 12639.0 11000.0 12310.0 13061 \n",
+ "17 24303 11452.0 11596.0 12356.0 11795.0 12023 \n",
+ "18 20059 12695.0 11538.0 10372.0 10401.0 11586 \n",
+ "19 14428 10361.0 9821.0 12114.0 12002.0 10138 \n",
+ "20 16390 11717.0 11386.0 11718.0 11222.0 11692 \n",
+ "21 13839 11653.0 10974.0 11431.0 11013.0 11334 \n",
+ "22 11265 9534.0 9397.0 9603.0 9192.0 9514 \n",
+ "23 12106 11461.0 11259.0 11134.0 11171.0 11603 \n",
+ "24 11302 10754.0 10535.0 10698.0 10673.0 10858 \n",
+ "25 10694 10807.0 10514.0 10930.0 10611.0 10629 \n",
+ "26 10282 10824.0 10529.0 10624.0 10526.0 10525 \n",
+ "27 10412 10328.0 10565.0 10565.0 10412.0 10545 \n",
+ "28 9941 10512.0 10467.0 10643.0 10647.0 10278 \n",
+ "29 10096 10324.0 10353.0 10426.0 10672.0 10028 \n",
+ "30 10159 10422.0 10356.0 10147.0 10612.0 10021 \n",
+ "31 10262 10564.0 10408.0 10239.0 10433.0 9893 \n",
+ "32 NaN 10406.0 10542.0 10278.0 10439.0 10153 \n",
+ "33 NaN 10405.0 10091.0 10569.0 10312.0 10352 \n",
+ "34 NaN 10279.0 10199.0 10698.0 10637.0 10354 \n",
+ "35 NaN 9478.0 9046.0 9372.0 9226.0 10239 \n",
+ "36 NaN 10918.0 10680.0 10781.0 10681.0 9092 \n",
+ "37 NaN 10892.0 10496.0 10692.0 10401.0 10573 \n",
+ "38 NaN 10792.0 10498.0 10875.0 10183.0 10381 \n",
+ "39 NaN 10954.0 10463.0 11027.0 10278.0 10826 \n",
+ "40 NaN 11113.0 10869.0 11101.0 10671.0 10700 \n",
+ "41 NaN 11403.0 11048.0 11357.0 11016.0 11108 \n",
+ "42 NaN 11625.0 11177.0 11389.0 11134.0 10799 \n",
+ "43 NaN 11415.0 10885.0 11152.0 11048.0 10966 \n",
+ "44 NaN 11567.0 10866.0 11366.0 11463.0 11026 \n",
+ "45 NaN 12177.0 11588.0 11767.0 11803.0 11312 \n",
+ "46 NaN 12146.0 11552.0 11773.0 12209.0 11338 \n",
+ "47 NaN 12472.0 11289.0 12102.0 12064.0 11178 \n",
+ "48 NaN 12455.0 11392.0 12046.0 11901.0 11216 \n",
+ "49 NaN 12275.0 11687.0 12342.0 12733.0 11748 \n",
+ "50 NaN 12853.0 12078.0 12924.0 12076.0 11713 \n",
+ "51 NaN 13566.0 12649.0 14308.0 13137.0 12136 \n",
+ "52 NaN 8727.0 8384.0 9904.0 9335.0 9806 \n",
+ "\n",
+ " previous_mean \n",
+ "1 13870.2 \n",
+ "2 15783.4 \n",
+ "3 14985.8 \n",
+ "4 14457.2 \n",
+ "5 13841.0 \n",
+ "6 13513.0 \n",
+ "7 13202.0 \n",
+ "8 13149.8 \n",
+ "9 12680.4 \n",
+ "10 13067.0 \n",
+ "11 12687.6 \n",
+ "12 12007.4 \n",
+ "13 11549.6 \n",
+ "14 11681.4 \n",
+ "15 11919.4 \n",
+ "16 11850.6 \n",
+ "17 11844.4 \n",
+ "18 11318.4 \n",
+ "19 10887.2 \n",
+ "20 11547.0 \n",
+ "21 11281.0 \n",
+ "22 9448.0 \n",
+ "23 11325.6 \n",
+ "24 10703.6 \n",
+ "25 10698.2 \n",
+ "26 10605.6 \n",
+ "27 10483.0 \n",
+ "28 10509.4 \n",
+ "29 10360.6 \n",
+ "30 10311.6 \n",
+ "31 10307.4 \n",
+ "32 10363.6 \n",
+ "33 10345.8 \n",
+ "34 10433.4 \n",
+ "35 9472.2 \n",
+ "36 10430.4 \n",
+ "37 10610.8 \n",
+ "38 10545.8 \n",
+ "39 10709.6 \n",
+ "40 10890.8 \n",
+ "41 11186.4 \n",
+ "42 11224.8 \n",
+ "43 11093.2 \n",
+ "44 11257.6 \n",
+ "45 11729.4 \n",
+ "46 11803.6 \n",
+ "47 11821.0 \n",
+ "48 11802.0 \n",
+ "49 12157.0 \n",
+ "50 12328.8 \n",
+ "51 13159.2 \n",
+ "52 9231.2 "
+ ]
+ },
+ "execution_count": 114,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "deaths_headlines_e['previous_mean'] = deaths_headlines_e['total_2019 total_2018 total_2017 total_2016 total_2015'.split()].apply(np.mean, axis=1)\n",
+ "deaths_headlines_w['previous_mean'] = deaths_headlines_w['total_2019 total_2018 total_2017 total_2016 total_2015'.split()].apply(np.mean, axis=1)\n",
+ "deaths_headlines_s['previous_mean'] = deaths_headlines_s['total_2019 total_2018 total_2017 total_2016 total_2015'.split()].apply(np.mean, axis=1)\n",
+ "deaths_headlines_i['previous_mean'] = deaths_headlines_i['total_2019 total_2018 total_2017 total_2016 total_2015'.split()].apply(np.mean, axis=1)\n",
+ "deaths_headlines['previous_mean'] = deaths_headlines['total_2019 total_2018 total_2017 total_2016 total_2015'.split()].apply(np.mean, axis=1)\n",
+ "deaths_headlines"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 115,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<matplotlib.axes._subplots.AxesSubplot at 0x7f547de0af50>"
+ ]
+ },
+ "execution_count": 115,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 1008x576 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "deaths_headlines['total_2020 total_2019 total_2018 total_2017 total_2016 total_2015'.split()].plot(figsize=(14, 8))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 116,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<matplotlib.axes._subplots.AxesSubplot at 0x7f547de478d0>"
+ ]
+ },
+ "execution_count": 116,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 720x576 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "deaths_headlines[['total_2020', 'previous_mean']].plot(figsize=(10, 8))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 117,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<matplotlib.axes._subplots.AxesSubplot at 0x7f54846e9f90>"
+ ]
+ },
+ "execution_count": 117,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "deaths_headlines_i.plot()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 118,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 720x720 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Radar plot code taken from example at https://stackoverflow.com/questions/42878485/getting-matplotlib-radar-plot-with-pandas#\n",
+ "\n",
+ "fig = plt.figure(figsize=(10, 10))\n",
+ "ax = fig.add_subplot(111, projection=\"polar\")\n",
+ "\n",
+ "theta = np.roll(\n",
+ " np.flip(\n",
+ " np.arange(len(deaths_headlines))/float(len(deaths_headlines))*2.*np.pi),\n",
+ " 14)\n",
+ "# l15, = ax.plot(theta, deaths_headlines['total_2015'], color=\"#b56363\", label=\"2015\") # 0\n",
+ "# l16, = ax.plot(theta, deaths_headlines['total_2016'], color=\"#a4b563\", label=\"2016\") # 72\n",
+ "# l17, = ax.plot(theta, deaths_headlines['total_2017'], color=\"#63b584\", label=\"2017\") # 144\n",
+ "# l18, = ax.plot(theta, deaths_headlines['total_2018'], color=\"#6384b5\", label=\"2018\") # 216\n",
+ "# l19, = ax.plot(theta, deaths_headlines['total_2019'], color=\"#a4635b\", label=\"2019\") # 288\n",
+ "l15, = ax.plot(theta, deaths_headlines['total_2015'], color=\"#e47d7d\", label=\"2015\") # 0\n",
+ "l16, = ax.plot(theta, deaths_headlines['total_2016'], color=\"#afc169\", label=\"2016\") # 72 , d0e47d\n",
+ "l17, = ax.plot(theta, deaths_headlines['total_2017'], color=\"#7de4a6\", label=\"2017\") # 144\n",
+ "l18, = ax.plot(theta, deaths_headlines['total_2018'], color=\"#7da6e4\", label=\"2018\") # 216\n",
+ "l19, = ax.plot(theta, deaths_headlines['total_2019'], color=\"#d07de4\", label=\"2019\") # 288\n",
+ "\n",
+ "lmean, = ax.plot(theta, deaths_headlines['previous_mean'], color=\"black\", linestyle='dashed', label=\"mean\")\n",
+ "\n",
+ "l20, = ax.plot(theta, deaths_headlines['total_2020'], color=\"red\", label=\"2020\")\n",
+ "\n",
+ "# deaths_headlines.total_2019.plot(ax=ax)\n",
+ "\n",
+ "def _closeline(line):\n",
+ " x, y = line.get_data()\n",
+ " x = np.concatenate((x, [x[0]]))\n",
+ " y = np.concatenate((y, [y[0]]))\n",
+ " line.set_data(x, y)\n",
+ "\n",
+ "[_closeline(l) for l in [l19, l18, l17, l16, l15, lmean]]\n",
+ "\n",
+ "\n",
+ "ax.set_xticks(theta)\n",
+ "ax.set_xticklabels(deaths_headlines.index)\n",
+ "plt.legend()\n",
+ "plt.title(\"Deaths by week over years, all UK\")\n",
+ "plt.savefig('deaths-radar.png')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Excess deaths calculation"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 119,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# raw_data_2020.loc[12, 'Week ended']"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 120,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Timestamp('2020-03-20 00:00:00')"
+ ]
+ },
+ "execution_count": 120,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "eng_xls.loc[12, 'Week ended']"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 121,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# raw_data_2020.iloc[-1]['Week ended']"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 122,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "31"
+ ]
+ },
+ "execution_count": 122,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "deaths_headlines_e.total_2020.dropna().last_valid_index()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 123,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Timestamp('2020-07-31 00:00:00')"
+ ]
+ },
+ "execution_count": 123,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "eng_xls.loc[deaths_headlines_e.total_2020.dropna().last_valid_index(), 'Week ended']"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 124,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Timestamp('2020-07-03 00:00:00')"
+ ]
+ },
+ "execution_count": 124,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "eng_xls.loc[27, 'Week ended']"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 125,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# raw_data_2020.loc[12].droplevel(1)['Week ended']"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 126,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# raw_data_2020.iloc[-1].droplevel(1)['Week ended']"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 127,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "63702.6"
+ ]
+ },
+ "execution_count": 127,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "(deaths_headlines.loc[12:].total_2020 - deaths_headlines.loc[12:].previous_mean).sum()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 128,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "64733.6"
+ ]
+ },
+ "execution_count": 128,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "(deaths_headlines.loc[12:27].total_2020 - deaths_headlines.loc[12:27].previous_mean).sum()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 129,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "604473.3999999999"