X-Git-Url: https://git.njae.me.uk/?a=blobdiff_plain;f=uk_deaths.ipynb;h=21e57f7dc2b7686e12b818deeb02aa518e2b6676;hb=79e379ea62db432275bd0b352122f523a03a9a0e;hp=5f34a0e04ea8b04a3146507ac0d1e7cd2168ae59;hpb=d66cfbd98d228749d035d898d3fffac9a781de9f;p=covid19.git
diff --git a/uk_deaths.ipynb b/uk_deaths.ipynb
index 5f34a0e..21e57f7 100644
--- a/uk_deaths.ipynb
+++ b/uk_deaths.ipynb
@@ -13,7 +13,7 @@
},
{
"cell_type": "code",
- "execution_count": 137,
+ "execution_count": 204,
"metadata": {},
"outputs": [],
"source": [
@@ -30,29 +30,30 @@
},
{
"cell_type": "code",
- "execution_count": 138,
+ "execution_count": 205,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- " publishedweek1620201.xlsx publishedweek522018.csv\n",
- " publishedweek172020.csv publishedweek522018.ods\n",
- " publishedweek172020.ods publishedweek522018withupdatedrespiratoryrow.xls\n",
- " publishedweek172020.xlsx publishedweek522019.csv\n",
- " publishedweek182020.csv publishedweek522019.ods\n",
- " publishedweek182020.ods publishedweek522019.xls\n",
- " publishedweek182020.xlsx 'Weekly_Deaths - Historical_NI.xls'\n",
- " publishedweek2015.csv\t Weekly_Deaths_NI_2015.csv\n",
- " publishedweek2015.ods\t Weekly_Deaths_NI_2016.csv\n",
- " publishedweek2015.xls\t Weekly_Deaths_NI_2017.csv\n",
- " publishedweek522016.csv Weekly_Deaths_NI_2018.csv\n",
- " publishedweek522016.ods Weekly_Deaths_NI_2019.csv\n",
- " publishedweek522016.xls Weekly_Deaths_NI_2020.csv\n",
- " publishedweek522017.csv Weekly_Deaths_NI_2020.xls\n",
- " publishedweek522017.ods weekly-march-20-scotland.zip\n",
- " publishedweek522017.xls\n"
+ " publishedweek1620201.xlsx publishedweek522018.ods\n",
+ " publishedweek172020.csv publishedweek522018withupdatedrespiratoryrow.xls\n",
+ " publishedweek172020.ods publishedweek522019.csv\n",
+ " publishedweek172020.xlsx publishedweek522019.ods\n",
+ " publishedweek182020.csv publishedweek522019.xls\n",
+ " publishedweek182020.ods scotland-deaths-2020.csv\n",
+ " publishedweek182020.xlsx weekly-deaths-april-20-scotland.csv\n",
+ " publishedweek2015.csv\t weekly-deaths-april-20-scotland.xlsx\n",
+ " publishedweek2015.ods\t 'Weekly_Deaths - Historical_NI.xls'\n",
+ " publishedweek2015.xls\t Weekly_Deaths_NI_2015.csv\n",
+ " publishedweek522016.csv Weekly_Deaths_NI_2016.csv\n",
+ " publishedweek522016.ods Weekly_Deaths_NI_2017.csv\n",
+ " publishedweek522016.xls Weekly_Deaths_NI_2018.csv\n",
+ " publishedweek522017.csv Weekly_Deaths_NI_2019.csv\n",
+ " publishedweek522017.ods Weekly_Deaths_NI_2020.csv\n",
+ " publishedweek522017.xls Weekly_Deaths_NI_2020.xls\n",
+ " publishedweek522018.csv weekly-march-20-scotland.zip\n"
]
}
],
@@ -62,7 +63,7 @@
},
{
"cell_type": "code",
- "execution_count": 139,
+ "execution_count": 206,
"metadata": {},
"outputs": [],
"source": [
@@ -78,7 +79,7 @@
},
{
"cell_type": "code",
- "execution_count": 140,
+ "execution_count": 207,
"metadata": {},
"outputs": [],
"source": [
@@ -94,7 +95,7 @@
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{
"cell_type": "code",
- "execution_count": 141,
+ "execution_count": 208,
"metadata": {},
"outputs": [],
"source": [
@@ -110,7 +111,7 @@
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{
"cell_type": "code",
- "execution_count": 142,
+ "execution_count": 209,
"metadata": {},
"outputs": [],
"source": [
@@ -126,7 +127,7 @@
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{
"cell_type": "code",
- "execution_count": 143,
+ "execution_count": 210,
"metadata": {},
"outputs": [],
"source": [
@@ -142,7 +143,7 @@
},
{
"cell_type": "code",
- "execution_count": 144,
+ "execution_count": 211,
"metadata": {},
"outputs": [
{
@@ -203,7 +204,7 @@
"5 323"
]
},
- "execution_count": 144,
+ "execution_count": 211,
"metadata": {},
"output_type": "execute_result"
}
@@ -235,7 +236,7 @@
},
{
"cell_type": "code",
- "execution_count": 185,
+ "execution_count": 212,
"metadata": {
"scrolled": true
},
@@ -251,7 +252,7 @@
},
{
"cell_type": "code",
- "execution_count": 184,
+ "execution_count": 213,
"metadata": {
"scrolled": true
},
@@ -824,7 +825,7 @@
"53 NaN NaN NaN NaN NaN 1018"
]
},
- "execution_count": 184,
+ "execution_count": 213,
"metadata": {},
"output_type": "execute_result"
}
@@ -874,7 +875,7 @@
},
{
"cell_type": "code",
- "execution_count": 145,
+ "execution_count": 214,
"metadata": {},
"outputs": [],
"source": [
@@ -886,7 +887,7 @@
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{
"cell_type": "code",
- "execution_count": 146,
+ "execution_count": 215,
"metadata": {},
"outputs": [],
"source": [
@@ -895,7 +896,7 @@
},
{
"cell_type": "code",
- "execution_count": 147,
+ "execution_count": 216,
"metadata": {},
"outputs": [
{
@@ -922,7 +923,7 @@
"Name: (W92000004, Wales), dtype: int64"
]
},
- "execution_count": 147,
+ "execution_count": 216,
"metadata": {},
"output_type": "execute_result"
}
@@ -933,7 +934,7 @@
},
{
"cell_type": "code",
- "execution_count": 148,
+ "execution_count": 217,
"metadata": {},
"outputs": [],
"source": [
@@ -946,7 +947,7 @@
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{
"cell_type": "code",
- "execution_count": 149,
+ "execution_count": 218,
"metadata": {},
"outputs": [],
"source": [
@@ -959,7 +960,7 @@
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{
"cell_type": "code",
- "execution_count": 150,
+ "execution_count": 219,
"metadata": {},
"outputs": [],
"source": [
@@ -972,7 +973,7 @@
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{
"cell_type": "code",
- "execution_count": 151,
+ "execution_count": 220,
"metadata": {},
"outputs": [],
"source": [
@@ -985,7 +986,7 @@
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{
"cell_type": "code",
- "execution_count": 152,
+ "execution_count": 221,
"metadata": {},
"outputs": [],
"source": [
@@ -998,7 +999,7 @@
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{
"cell_type": "code",
- "execution_count": 153,
+ "execution_count": 222,
"metadata": {},
"outputs": [
{
@@ -1124,7 +1125,7 @@
"18 17024"
]
},
- "execution_count": 153,
+ "execution_count": 222,
"metadata": {},
"output_type": "execute_result"
}
@@ -1142,7 +1143,7 @@
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{
"cell_type": "code",
- "execution_count": 154,
+ "execution_count": 223,
"metadata": {},
"outputs": [
{
@@ -1203,7 +1204,7 @@
"5 10552"
]
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- "execution_count": 154,
+ "execution_count": 223,
"metadata": {},
"output_type": "execute_result"
}
@@ -1219,7 +1220,7 @@
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{
"cell_type": "code",
- "execution_count": 155,
+ "execution_count": 224,
"metadata": {},
"outputs": [
{
@@ -1280,7 +1281,7 @@
"5 745"
]
},
- "execution_count": 155,
+ "execution_count": 224,
"metadata": {},
"output_type": "execute_result"
}
@@ -1291,7 +1292,7 @@
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{
"cell_type": "code",
- "execution_count": 156,
+ "execution_count": 225,
"metadata": {},
"outputs": [],
"source": [
@@ -1305,7 +1306,7 @@
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{
"cell_type": "code",
- "execution_count": 157,
+ "execution_count": 226,
"metadata": {},
"outputs": [],
"source": [
@@ -1319,7 +1320,7 @@
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{
"cell_type": "code",
- "execution_count": 158,
+ "execution_count": 227,
"metadata": {},
"outputs": [],
"source": [
@@ -1333,7 +1334,7 @@
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{
"cell_type": "code",
- "execution_count": 159,
+ "execution_count": 228,
"metadata": {},
"outputs": [],
"source": [
@@ -1347,7 +1348,7 @@
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{
"cell_type": "code",
- "execution_count": 160,
+ "execution_count": 229,
"metadata": {},
"outputs": [],
"source": [
@@ -1358,7 +1359,7 @@
},
{
"cell_type": "code",
- "execution_count": 161,
+ "execution_count": 230,
"metadata": {},
"outputs": [
{
@@ -1919,7 +1920,7 @@
"52 NaN 7037 6670 7946 7445 8095"
]
},
- "execution_count": 161,
+ "execution_count": 230,
"metadata": {},
"output_type": "execute_result"
}
@@ -1936,7 +1937,7 @@
},
{
"cell_type": "code",
- "execution_count": 182,
+ "execution_count": 231,
"metadata": {
"scrolled": true
},
@@ -2439,15 +2440,6 @@
"
1133.0 | \n",
" 944 | \n",
" \n",
- " \n",
- " 53 | \n",
- " NaN | \n",
- " NaN | \n",
- " NaN | \n",
- " NaN | \n",
- " NaN | \n",
- " 1018 | \n",
- "
\n",
" \n",
"\n",
""
@@ -2505,11 +2497,10 @@
"49 NaN 1108.0 1076.0 1237.0 1188.0 1089\n",
"50 NaN 1312.0 1212.0 1335.0 1219.0 1101\n",
"51 NaN 1277.0 1216.0 1437.0 1284.0 1146\n",
- "52 NaN 1000.0 1058.0 1168.0 1133.0 944\n",
- "53 NaN NaN NaN NaN NaN 1018"
+ "52 NaN 1000.0 1058.0 1168.0 1133.0 944"
]
},
- "execution_count": 182,
+ "execution_count": 231,
"metadata": {},
"output_type": "execute_result"
}
@@ -2519,12 +2510,13 @@
"deaths_headlines_s.columns = ['total_' + c for c in deaths_headlines_s.columns]\n",
"deaths_headlines_s.reset_index(drop=True, inplace=True)\n",
"deaths_headlines_s.index = deaths_headlines_s.index + 1\n",
+ "deaths_headlines_s = deaths_headlines_s.loc[1:52]\n",
"deaths_headlines_s"
]
},
{
"cell_type": "code",
- "execution_count": 162,
+ "execution_count": 232,
"metadata": {},
"outputs": [
{
@@ -3085,7 +3077,7 @@
"52 NaN 496 461 541 558 535"
]
},
- "execution_count": 162,
+ "execution_count": 232,
"metadata": {},
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@@ -3102,7 +3094,7 @@
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{
"cell_type": "code",
- "execution_count": 163,
+ "execution_count": 233,
"metadata": {},
"outputs": [
{
@@ -3663,7 +3655,7 @@
"52 NaN 194 195 249 199 232"
]
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- "execution_count": 163,
+ "execution_count": 233,
"metadata": {},
"output_type": "execute_result"
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@@ -3679,7 +3671,7 @@
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{
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- "execution_count": 186,
+ "execution_count": 234,
"metadata": {},
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@@ -4115,7 +4107,7 @@
" 11588.0 | \n",
" 11767.0 | \n",
" 11803.0 | \n",
- " 11312.0 | \n",
+ " 11312 | \n",
"
\n",
" \n",
" 46 | \n",
@@ -4124,7 +4116,7 @@
" 11552.0 | \n",
" 11773.0 | \n",
" 12209.0 | \n",
- " 11338.0 | \n",
+ " 11338 | \n",
"
\n",
" \n",
" 47 | \n",
@@ -4133,7 +4125,7 @@
" 11289.0 | \n",
" 12102.0 | \n",
" 12064.0 | \n",
- " 11178.0 | \n",
+ " 11178 | \n",
"
\n",
" \n",
" 48 | \n",
@@ -4142,7 +4134,7 @@
" 11392.0 | \n",
" 12046.0 | \n",
" 11901.0 | \n",
- " 11216.0 | \n",
+ " 11216 | \n",
"
\n",
" \n",
" 49 | \n",
@@ -4151,7 +4143,7 @@
" 11687.0 | \n",
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- " 11748.0 | \n",
+ " 11748 | \n",
"
\n",
" \n",
" 50 | \n",
@@ -4160,7 +4152,7 @@
" 12078.0 | \n",
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" 12076.0 | \n",
- " 11713.0 | \n",
+ " 11713 | \n",
"
\n",
" \n",
" 51 | \n",
@@ -4169,7 +4161,7 @@
" 12649.0 | \n",
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- " 12136.0 | \n",
+ " 12136 | \n",
"
\n",
" \n",
" 52 | \n",
@@ -4178,16 +4170,7 @@
" 8384.0 | \n",
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- " 9806.0 | \n",
- "
\n",
- " \n",
- " 53 | \n",
- " NaN | \n",
- " NaN | \n",
- " NaN | \n",
- " NaN | \n",
- " NaN | \n",
- " NaN | \n",
+ " 9806 | \n",
"
\n",
" \n",
"\n",
@@ -4195,62 +4178,61 @@
],
"text/plain": [
" total_2020 total_2019 total_2018 total_2017 total_2016 total_2015\n",
- "1 13768.0 12424.0 14701.0 13612.0 14863.0 13751.0\n",
- "2 16020.0 14487.0 17430.0 15528.0 13154.0 18318.0\n",
- "3 14723.0 13545.0 16355.0 15231.0 13060.0 16738.0\n",
- "4 13429.0 13283.0 15971.0 14461.0 12859.0 15712.0\n",
- "5 13123.0 12799.0 15087.0 14188.0 12571.0 14560.0\n",
- "6 12534.0 13222.0 14111.0 13805.0 12697.0 13730.0\n",
- "7 12412.0 13347.0 13925.0 13212.0 12016.0 13510.0\n",
- "8 12300.0 12877.0 13753.0 13330.0 12718.0 13071.0\n",
- "9 12334.0 12479.0 12190.0 12819.0 12733.0 13181.0\n",
- "10 12415.0 12396.0 14859.0 12580.0 12493.0 13007.0\n",
- "11 12499.0 12018.0 14367.0 12089.0 12489.0 12475.0\n",
- "12 12112.0 11797.0 13397.0 11833.0 10983.0 12027.0\n",
- "13 12507.0 11260.0 11310.0 11453.0 11738.0 11987.0\n",
- "14 18565.0 11445.0 12272.0 11305.0 13060.0 10325.0\n",
- "15 20929.0 11661.0 13843.0 9761.0 12757.0 11575.0\n",
- "16 24691.0 10243.0 12639.0 11000.0 12310.0 13061.0\n",
- "17 24303.0 11452.0 11596.0 12356.0 11795.0 12023.0\n",
- "18 20059.0 12695.0 11538.0 10372.0 10401.0 11586.0\n",
- "19 NaN 10361.0 9821.0 12114.0 12002.0 10138.0\n",
- "20 NaN 11717.0 11386.0 11718.0 11222.0 11692.0\n",
- "21 NaN 11653.0 10974.0 11431.0 11013.0 11334.0\n",
- "22 NaN 9534.0 9397.0 9603.0 9192.0 9514.0\n",
- "23 NaN 11461.0 11259.0 11134.0 11171.0 11603.0\n",
- "24 NaN 10754.0 10535.0 10698.0 10673.0 10858.0\n",
- "25 NaN 10807.0 10514.0 10930.0 10611.0 10629.0\n",
- "26 NaN 10824.0 10529.0 10624.0 10526.0 10525.0\n",
- "27 NaN 10328.0 10565.0 10565.0 10412.0 10545.0\n",
- "28 NaN 10512.0 10467.0 10643.0 10647.0 10278.0\n",
- "29 NaN 10324.0 10353.0 10426.0 10672.0 10028.0\n",
- "30 NaN 10422.0 10356.0 10147.0 10612.0 10021.0\n",
- "31 NaN 10564.0 10408.0 10239.0 10433.0 9893.0\n",
- "32 NaN 10406.0 10542.0 10278.0 10439.0 10153.0\n",
- "33 NaN 10405.0 10091.0 10569.0 10312.0 10352.0\n",
- "34 NaN 10279.0 10199.0 10698.0 10637.0 10354.0\n",
- "35 NaN 9478.0 9046.0 9372.0 9226.0 10239.0\n",
- "36 NaN 10918.0 10680.0 10781.0 10681.0 9092.0\n",
- "37 NaN 10892.0 10496.0 10692.0 10401.0 10573.0\n",
- "38 NaN 10792.0 10498.0 10875.0 10183.0 10381.0\n",
- "39 NaN 10954.0 10463.0 11027.0 10278.0 10826.0\n",
- "40 NaN 11113.0 10869.0 11101.0 10671.0 10700.0\n",
- "41 NaN 11403.0 11048.0 11357.0 11016.0 11108.0\n",
- "42 NaN 11625.0 11177.0 11389.0 11134.0 10799.0\n",
- "43 NaN 11415.0 10885.0 11152.0 11048.0 10966.0\n",
- "44 NaN 11567.0 10866.0 11366.0 11463.0 11026.0\n",
- "45 NaN 12177.0 11588.0 11767.0 11803.0 11312.0\n",
- "46 NaN 12146.0 11552.0 11773.0 12209.0 11338.0\n",
- "47 NaN 12472.0 11289.0 12102.0 12064.0 11178.0\n",
- "48 NaN 12455.0 11392.0 12046.0 11901.0 11216.0\n",
- "49 NaN 12275.0 11687.0 12342.0 12733.0 11748.0\n",
- "50 NaN 12853.0 12078.0 12924.0 12076.0 11713.0\n",
- "51 NaN 13566.0 12649.0 14308.0 13137.0 12136.0\n",
- "52 NaN 8727.0 8384.0 9904.0 9335.0 9806.0\n",
- "53 NaN NaN NaN NaN NaN NaN"
+ "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"
]
},
- "execution_count": 186,
+ "execution_count": 234,
"metadata": {},
"output_type": "execute_result"
}
@@ -4262,7 +4244,7 @@
},
{
"cell_type": "code",
- "execution_count": 187,
+ "execution_count": 235,
"metadata": {},
"outputs": [
{
@@ -4303,7 +4285,7 @@
" 14701.0 | \n",
" 13612.0 | \n",
" 14863.0 | \n",
- " 13751.0 | \n",
+ " 13751 | \n",
" 13870.2 | \n",
" \n",
" \n",
@@ -4313,7 +4295,7 @@
" 17430.0 | \n",
" 15528.0 | \n",
" 13154.0 | \n",
- " 18318.0 | \n",
+ " 18318 | \n",
" 15783.4 | \n",
"
\n",
" \n",
@@ -4323,7 +4305,7 @@
" 16355.0 | \n",
" 15231.0 | \n",
" 13060.0 | \n",
- " 16738.0 | \n",
+ " 16738 | \n",
" 14985.8 | \n",
"
\n",
" \n",
@@ -4333,7 +4315,7 @@
" 15971.0 | \n",
" 14461.0 | \n",
" 12859.0 | \n",
- " 15712.0 | \n",
+ " 15712 | \n",
" 14457.2 | \n",
"
\n",
" \n",
@@ -4343,7 +4325,7 @@
" 15087.0 | \n",
" 14188.0 | \n",
" 12571.0 | \n",
- " 14560.0 | \n",
+ " 14560 | \n",
" 13841.0 | \n",
"
\n",
" \n",
@@ -4353,7 +4335,7 @@
" 14111.0 | \n",
" 13805.0 | \n",
" 12697.0 | \n",
- " 13730.0 | \n",
+ " 13730 | \n",
" 13513.0 | \n",
"
\n",
" \n",
@@ -4363,7 +4345,7 @@
" 13925.0 | \n",
" 13212.0 | \n",
" 12016.0 | \n",
- " 13510.0 | \n",
+ " 13510 | \n",
" 13202.0 | \n",
"
\n",
" \n",
@@ -4373,7 +4355,7 @@
" 13753.0 | \n",
" 13330.0 | \n",
" 12718.0 | \n",
- " 13071.0 | \n",
+ " 13071 | \n",
" 13149.8 | \n",
"
\n",
" \n",
@@ -4383,7 +4365,7 @@
" 12190.0 | \n",
" 12819.0 | \n",
" 12733.0 | \n",
- " 13181.0 | \n",
+ " 13181 | \n",
" 12680.4 | \n",
"
\n",
" \n",
@@ -4393,7 +4375,7 @@
" 14859.0 | \n",
" 12580.0 | \n",
" 12493.0 | \n",
- " 13007.0 | \n",
+ " 13007 | \n",
" 13067.0 | \n",
"
\n",
" \n",
@@ -4403,7 +4385,7 @@
" 14367.0 | \n",
" 12089.0 | \n",
" 12489.0 | \n",
- " 12475.0 | \n",
+ " 12475 | \n",
" 12687.6 | \n",
"
\n",
" \n",
@@ -4413,7 +4395,7 @@
" 13397.0 | \n",
" 11833.0 | \n",
" 10983.0 | \n",
- " 12027.0 | \n",
+ " 12027 | \n",
" 12007.4 | \n",
"
\n",
" \n",
@@ -4423,7 +4405,7 @@
" 11310.0 | \n",
" 11453.0 | \n",
" 11738.0 | \n",
- " 11987.0 | \n",
+ " 11987 | \n",
" 11549.6 | \n",
"
\n",
" \n",
@@ -4433,7 +4415,7 @@
" 12272.0 | \n",
" 11305.0 | \n",
" 13060.0 | \n",
- " 10325.0 | \n",
+ " 10325 | \n",
" 11681.4 | \n",
"
\n",
" \n",
@@ -4443,7 +4425,7 @@
" 13843.0 | \n",
" 9761.0 | \n",
" 12757.0 | \n",
- " 11575.0 | \n",
+ " 11575 | \n",
" 11919.4 | \n",
"
\n",
" \n",
@@ -4453,7 +4435,7 @@
" 12639.0 | \n",
" 11000.0 | \n",
" 12310.0 | \n",
- " 13061.0 | \n",
+ " 13061 | \n",
" 11850.6 | \n",
"
\n",
" \n",
@@ -4463,7 +4445,7 @@
" 11596.0 | \n",
" 12356.0 | \n",
" 11795.0 | \n",
- " 12023.0 | \n",
+ " 12023 | \n",
" 11844.4 | \n",
"
\n",
" \n",
@@ -4473,7 +4455,7 @@
" 11538.0 | \n",
" 10372.0 | \n",
" 10401.0 | \n",
- " 11586.0 | \n",
+ " 11586 | \n",
" 11318.4 | \n",
"
\n",
" \n",
@@ -4483,7 +4465,7 @@
" 9821.0 | \n",
" 12114.0 | \n",
" 12002.0 | \n",
- " 10138.0 | \n",
+ " 10138 | \n",
" 10887.2 | \n",
"
\n",
" \n",
@@ -4493,7 +4475,7 @@
" 11386.0 | \n",
" 11718.0 | \n",
" 11222.0 | \n",
- " 11692.0 | \n",
+ " 11692 | \n",
" 11547.0 | \n",
"
\n",
" \n",
@@ -4503,7 +4485,7 @@
" 10974.0 | \n",
" 11431.0 | \n",
" 11013.0 | \n",
- " 11334.0 | \n",
+ " 11334 | \n",
" 11281.0 | \n",
"
\n",
" \n",
@@ -4513,7 +4495,7 @@
" 9397.0 | \n",
" 9603.0 | \n",
" 9192.0 | \n",
- " 9514.0 | \n",
+ " 9514 | \n",
" 9448.0 | \n",
"
\n",
" \n",
@@ -4523,7 +4505,7 @@
" 11259.0 | \n",
" 11134.0 | \n",
" 11171.0 | \n",
- " 11603.0 | \n",
+ " 11603 | \n",
" 11325.6 | \n",
"
\n",
" \n",
@@ -4533,7 +4515,7 @@
" 10535.0 | \n",
" 10698.0 | \n",
" 10673.0 | \n",
- " 10858.0 | \n",
+ " 10858 | \n",
" 10703.6 | \n",
"
\n",
" \n",
@@ -4543,7 +4525,7 @@
" 10514.0 | \n",
" 10930.0 | \n",
" 10611.0 | \n",
- " 10629.0 | \n",
+ " 10629 | \n",
" 10698.2 | \n",
"
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" \n",
@@ -4553,7 +4535,7 @@
" 10529.0 | \n",
" 10624.0 | \n",
" 10526.0 | \n",
- " 10525.0 | \n",
+ " 10525 | \n",
" 10605.6 | \n",
"
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" \n",
@@ -4563,7 +4545,7 @@
" 10565.0 | \n",
" 10565.0 | \n",
" 10412.0 | \n",
- " 10545.0 | \n",
+ " 10545 | \n",
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"
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" \n",
@@ -4573,7 +4555,7 @@
" 10467.0 | \n",
" 10643.0 | \n",
" 10647.0 | \n",
- " 10278.0 | \n",
+ " 10278 | \n",
" 10509.4 | \n",
"
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" \n",
@@ -4583,7 +4565,7 @@
" 10353.0 | \n",
" 10426.0 | \n",
" 10672.0 | \n",
- " 10028.0 | \n",
+ " 10028 | \n",
" 10360.6 | \n",
"
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" \n",
@@ -4593,7 +4575,7 @@
" 10356.0 | \n",
" 10147.0 | \n",
" 10612.0 | \n",
- " 10021.0 | \n",
+ " 10021 | \n",
" 10311.6 | \n",
"
\n",
" \n",
@@ -4603,7 +4585,7 @@
" 10408.0 | \n",
" 10239.0 | \n",
" 10433.0 | \n",
- " 9893.0 | \n",
+ " 9893 | \n",
" 10307.4 | \n",
"
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" \n",
@@ -4613,7 +4595,7 @@
" 10542.0 | \n",
" 10278.0 | \n",
" 10439.0 | \n",
- " 10153.0 | \n",
+ " 10153 | \n",
" 10363.6 | \n",
"
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" \n",
@@ -4623,7 +4605,7 @@
" 10091.0 | \n",
" 10569.0 | \n",
" 10312.0 | \n",
- " 10352.0 | \n",
+ " 10352 | \n",
" 10345.8 | \n",
"
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" \n",
@@ -4633,7 +4615,7 @@
" 10199.0 | \n",
" 10698.0 | \n",
" 10637.0 | \n",
- " 10354.0 | \n",
+ " 10354 | \n",
" 10433.4 | \n",
"
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" \n",
@@ -4643,7 +4625,7 @@
" 9046.0 | \n",
" 9372.0 | \n",
" 9226.0 | \n",
- " 10239.0 | \n",
+ " 10239 | \n",
" 9472.2 | \n",
"
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" \n",
@@ -4653,7 +4635,7 @@
" 10680.0 | \n",
" 10781.0 | \n",
" 10681.0 | \n",
- " 9092.0 | \n",
+ " 9092 | \n",
" 10430.4 | \n",
"
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" \n",
@@ -4663,7 +4645,7 @@
" 10496.0 | \n",
" 10692.0 | \n",
" 10401.0 | \n",
- " 10573.0 | \n",
+ " 10573 | \n",
" 10610.8 | \n",
"
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" \n",
@@ -4673,7 +4655,7 @@
" 10498.0 | \n",
" 10875.0 | \n",
" 10183.0 | \n",
- " 10381.0 | \n",
+ " 10381 | \n",
" 10545.8 | \n",
"
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" \n",
@@ -4683,7 +4665,7 @@
" 10463.0 | \n",
" 11027.0 | \n",
" 10278.0 | \n",
- " 10826.0 | \n",
+ " 10826 | \n",
" 10709.6 | \n",
"
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@@ -4693,7 +4675,7 @@
" 10869.0 | \n",
" 11101.0 | \n",
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- " 10700.0 | \n",
+ " 10700 | \n",
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@@ -4703,7 +4685,7 @@
" 11048.0 | \n",
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- " 11108.0 | \n",
+ " 11108 | \n",
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"
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@@ -4713,7 +4695,7 @@
" 11177.0 | \n",
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- " 10799.0 | \n",
+ " 10799 | \n",
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@@ -4723,7 +4705,7 @@
" 10885.0 | \n",
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- " 10966.0 | \n",
+ " 10966 | \n",
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@@ -4733,7 +4715,7 @@
" 10866.0 | \n",
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- " 11026.0 | \n",
+ " 11026 | \n",
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"
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@@ -4743,7 +4725,7 @@
" 11588.0 | \n",
" 11767.0 | \n",
" 11803.0 | \n",
- " 11312.0 | \n",
+ " 11312 | \n",
" 11729.4 | \n",
"
\n",
" \n",
@@ -4753,7 +4735,7 @@
" 11552.0 | \n",
" 11773.0 | \n",
" 12209.0 | \n",
- " 11338.0 | \n",
+ " 11338 | \n",
" 11803.6 | \n",
"
\n",
" \n",
@@ -4763,7 +4745,7 @@
" 11289.0 | \n",
" 12102.0 | \n",
" 12064.0 | \n",
- " 11178.0 | \n",
+ " 11178 | \n",
" 11821.0 | \n",
"
\n",
" \n",
@@ -4773,7 +4755,7 @@
" 11392.0 | \n",
" 12046.0 | \n",
" 11901.0 | \n",
- " 11216.0 | \n",
+ " 11216 | \n",
" 11802.0 | \n",
"
\n",
" \n",
@@ -4783,7 +4765,7 @@
" 11687.0 | \n",
" 12342.0 | \n",
" 12733.0 | \n",
- " 11748.0 | \n",
+ " 11748 | \n",
" 12157.0 | \n",
"
\n",
" \n",
@@ -4793,7 +4775,7 @@
" 12078.0 | \n",
" 12924.0 | \n",
" 12076.0 | \n",
- " 11713.0 | \n",
+ " 11713 | \n",
" 12328.8 | \n",
"
\n",
" \n",
@@ -4803,7 +4785,7 @@
" 12649.0 | \n",
" 14308.0 | \n",
" 13137.0 | \n",
- " 12136.0 | \n",
+ " 12136 | \n",
" 13159.2 | \n",
"
\n",
" \n",
@@ -4813,78 +4795,67 @@
" 8384.0 | \n",
" 9904.0 | \n",
" 9335.0 | \n",
- " 9806.0 | \n",
+ " 9806 | \n",
" 9231.2 | \n",
"
\n",
- " \n",
- " 53 | \n",
- " NaN | \n",
- " NaN | \n",
- " NaN | \n",
- " NaN | \n",
- " NaN | \n",
- " NaN | \n",
- " NaN | \n",
- "
\n",
" \n",
"\n",
""
],
"text/plain": [
" total_2020 total_2019 total_2018 total_2017 total_2016 total_2015 \\\n",
- "1 13768.0 12424.0 14701.0 13612.0 14863.0 13751.0 \n",
- "2 16020.0 14487.0 17430.0 15528.0 13154.0 18318.0 \n",
- "3 14723.0 13545.0 16355.0 15231.0 13060.0 16738.0 \n",
- "4 13429.0 13283.0 15971.0 14461.0 12859.0 15712.0 \n",
- "5 13123.0 12799.0 15087.0 14188.0 12571.0 14560.0 \n",
- "6 12534.0 13222.0 14111.0 13805.0 12697.0 13730.0 \n",
- "7 12412.0 13347.0 13925.0 13212.0 12016.0 13510.0 \n",
- "8 12300.0 12877.0 13753.0 13330.0 12718.0 13071.0 \n",
- "9 12334.0 12479.0 12190.0 12819.0 12733.0 13181.0 \n",
- "10 12415.0 12396.0 14859.0 12580.0 12493.0 13007.0 \n",
- "11 12499.0 12018.0 14367.0 12089.0 12489.0 12475.0 \n",
- "12 12112.0 11797.0 13397.0 11833.0 10983.0 12027.0 \n",
- "13 12507.0 11260.0 11310.0 11453.0 11738.0 11987.0 \n",
- "14 18565.0 11445.0 12272.0 11305.0 13060.0 10325.0 \n",
- "15 20929.0 11661.0 13843.0 9761.0 12757.0 11575.0 \n",
- "16 24691.0 10243.0 12639.0 11000.0 12310.0 13061.0 \n",
- "17 24303.0 11452.0 11596.0 12356.0 11795.0 12023.0 \n",
- "18 20059.0 12695.0 11538.0 10372.0 10401.0 11586.0 \n",
- "19 NaN 10361.0 9821.0 12114.0 12002.0 10138.0 \n",
- "20 NaN 11717.0 11386.0 11718.0 11222.0 11692.0 \n",
- "21 NaN 11653.0 10974.0 11431.0 11013.0 11334.0 \n",
- "22 NaN 9534.0 9397.0 9603.0 9192.0 9514.0 \n",
- "23 NaN 11461.0 11259.0 11134.0 11171.0 11603.0 \n",
- "24 NaN 10754.0 10535.0 10698.0 10673.0 10858.0 \n",
- "25 NaN 10807.0 10514.0 10930.0 10611.0 10629.0 \n",
- "26 NaN 10824.0 10529.0 10624.0 10526.0 10525.0 \n",
- "27 NaN 10328.0 10565.0 10565.0 10412.0 10545.0 \n",
- "28 NaN 10512.0 10467.0 10643.0 10647.0 10278.0 \n",
- "29 NaN 10324.0 10353.0 10426.0 10672.0 10028.0 \n",
- "30 NaN 10422.0 10356.0 10147.0 10612.0 10021.0 \n",
- "31 NaN 10564.0 10408.0 10239.0 10433.0 9893.0 \n",
- "32 NaN 10406.0 10542.0 10278.0 10439.0 10153.0 \n",
- "33 NaN 10405.0 10091.0 10569.0 10312.0 10352.0 \n",
- "34 NaN 10279.0 10199.0 10698.0 10637.0 10354.0 \n",
- "35 NaN 9478.0 9046.0 9372.0 9226.0 10239.0 \n",
- "36 NaN 10918.0 10680.0 10781.0 10681.0 9092.0 \n",
- "37 NaN 10892.0 10496.0 10692.0 10401.0 10573.0 \n",
- "38 NaN 10792.0 10498.0 10875.0 10183.0 10381.0 \n",
- "39 NaN 10954.0 10463.0 11027.0 10278.0 10826.0 \n",
- "40 NaN 11113.0 10869.0 11101.0 10671.0 10700.0 \n",
- "41 NaN 11403.0 11048.0 11357.0 11016.0 11108.0 \n",
- "42 NaN 11625.0 11177.0 11389.0 11134.0 10799.0 \n",
- "43 NaN 11415.0 10885.0 11152.0 11048.0 10966.0 \n",
- "44 NaN 11567.0 10866.0 11366.0 11463.0 11026.0 \n",
- "45 NaN 12177.0 11588.0 11767.0 11803.0 11312.0 \n",
- "46 NaN 12146.0 11552.0 11773.0 12209.0 11338.0 \n",
- "47 NaN 12472.0 11289.0 12102.0 12064.0 11178.0 \n",
- "48 NaN 12455.0 11392.0 12046.0 11901.0 11216.0 \n",
- "49 NaN 12275.0 11687.0 12342.0 12733.0 11748.0 \n",
- "50 NaN 12853.0 12078.0 12924.0 12076.0 11713.0 \n",
- "51 NaN 13566.0 12649.0 14308.0 13137.0 12136.0 \n",
- "52 NaN 8727.0 8384.0 9904.0 9335.0 9806.0 \n",
- "53 NaN NaN NaN NaN NaN NaN \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",
@@ -4938,11 +4909,10 @@
"49 12157.0 \n",
"50 12328.8 \n",
"51 13159.2 \n",
- "52 9231.2 \n",
- "53 NaN "
+ "52 9231.2 "
]
},
- "execution_count": 187,
+ "execution_count": 235,
"metadata": {},
"output_type": "execute_result"
}
@@ -4954,22 +4924,22 @@
},
{
"cell_type": "code",
- "execution_count": 188,
+ "execution_count": 236,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- ""
+ ""
]
},
- "execution_count": 188,
+ "execution_count": 236,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
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