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Wintus/各歳出生率.ipynb

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各歳出生率.ipynb
{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"provenance": []
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "markdown",
"source": [
"# 出生率\n",
"\n",
"https://www.ipss.go.jp/syoushika/tohkei/Popular/P_Detail2023RE.asp?fname=T04-09.htm\n",
"\n",
"> 人口統計資料集(2023)改訂版\n",
"> 表４－９ 女性の年齢（各歳）別出生率：1925～2021年\n"
],
"metadata": {
"id": "TJeUuXYkWJ1C"
}
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "dZKOqBKQR_Xn"
},
"outputs": [],
"source": [
"import pandas as pd"
]
},
{
"cell_type": "code",
"source": [
"df = pd.read_excel('https://www.ipss.go.jp/syoushika/tohkei/Data/Popular2023RE/T04-09.xls', header=2, index_col=0)\n",
"df"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"id": "_EThZIUjUiZ5",
"outputId": "a5ee01e5-146e-4150-b991-4567156a6c32"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
" 1925年 1930年 1940年 1947年 1950年 1955年 1960年 1965年 \\\n",
"年齢 \n",
"15 0.00630 0.00358 0.00158 0.00045 0.00032 0.00008 0.00006 0.00005 \n",
"16 0.01514 0.00869 0.00322 0.00183 0.00171 0.00056 0.00039 0.00031 \n",
"17 0.03924 0.02397 0.00854 0.00734 0.00663 0.00253 0.00165 0.00166 \n",
"18 0.06993 0.05111 0.01998 0.02154 0.01770 0.00725 0.00517 0.00498 \n",
"19 0.12139 0.09062 0.04183 0.04561 0.04097 0.01833 0.01350 0.01346 \n",
"20 0.17621 0.14506 0.06949 0.08746 0.07900 0.04034 0.02987 0.03253 \n",
"21 0.21789 0.18164 0.11472 0.13086 0.12578 0.07372 0.06219 0.05959 \n",
"22 0.23986 0.21677 0.15436 0.16890 0.16773 0.11413 0.10810 0.10277 \n",
"23 0.25671 0.22790 0.19496 0.21890 0.20849 0.15365 0.14808 0.15813 \n",
"24 0.25584 0.25379 0.21871 0.24405 0.23176 0.18161 0.18328 0.19727 \n",
"25 0.25607 0.24709 0.23722 0.26404 0.24064 0.19235 0.19839 0.21755 \n",
"26 0.26453 0.25451 0.24094 0.28203 0.24807 0.19752 0.20233 0.22938 \n",
"27 0.25799 0.25106 0.23766 0.26166 0.23950 0.18512 0.19253 0.22118 \n",
"28 0.25251 0.24336 0.23737 0.27662 0.23228 0.17418 0.16955 0.19153 \n",
"29 0.25003 0.23151 0.23285 0.26768 0.22676 0.15670 0.14585 0.16494 \n",
"30 0.24044 0.22677 0.22753 0.25921 0.19468 0.13960 0.11992 0.13505 \n",
"31 0.23127 0.22381 0.21223 0.24723 0.19375 0.12608 0.09665 0.10616 \n",
"32 0.22956 0.21304 0.20762 0.23772 0.17867 0.11099 0.07521 0.08294 \n",
"33 0.20967 0.20455 0.18962 0.22007 0.16191 0.09713 0.05983 0.06207 \n",
"34 0.21275 0.20002 0.18712 0.20803 0.14676 0.08522 0.04631 0.04620 \n",
"35 0.20305 0.18545 0.16806 0.19444 0.13406 0.06566 0.03575 0.03370 \n",
"36 0.18491 0.17438 0.16117 0.17266 0.11701 0.06030 0.02896 0.02456 \n",
"37 0.17023 0.16600 0.14807 0.15598 0.10473 0.04934 0.02221 0.01717 \n",
"38 0.15807 0.14432 0.13293 0.13733 0.08974 0.03974 0.01740 0.01203 \n",
"39 0.14082 0.13219 0.11337 0.12080 0.07704 0.03093 0.01352 0.00839 \n",
"40 0.11949 0.11506 0.09732 0.09468 0.06228 0.02408 0.00909 0.00577 \n",
"41 0.09545 0.08970 0.07921 0.07501 0.04642 0.01680 0.00711 0.00405 \n",
"42 0.07390 0.06850 0.06017 0.05345 0.03302 0.01145 0.00475 0.00259 \n",
"43 0.05199 0.04659 0.04061 0.03564 0.01975 0.00673 0.00285 0.00150 \n",
"44 0.03389 0.03004 0.02621 0.02138 0.01204 0.00368 0.00156 0.00090 \n",
"45 0.02069 0.01740 0.01511 0.01183 0.00539 0.00174 0.00084 0.00039 \n",
"46 0.01235 0.00968 0.00858 0.00608 0.00271 0.00086 0.00038 0.00020 \n",
"47 0.00782 0.00607 0.00590 0.00333 0.00119 0.00037 0.00027 0.00011 \n",
"48 0.00572 0.00450 0.00378 0.00225 0.00075 0.00023 0.00010 0.00006 \n",
"49 0.01696 0.01626 0.01546 0.00738 0.00134 0.00049 0.00024 0.00008 \n",
"合 計 5.09867 4.70499 4.11352 4.54344 3.65059 2.36953 2.00390 2.13926 \n",
"\n",
" 1970年 1975年 1980年 1985年 1990年 1995年 2000年 2005年 \\\n",
"年齢 \n",
"15 0.00012 0.00005 0.00006 0.00013 0.00012 0.00019 0.00033 0.00036 \n",
"16 0.00032 0.00039 0.00051 0.00075 0.00060 0.00083 0.00132 0.00132 \n",
"17 0.00152 0.00182 0.00204 0.00249 0.00195 0.00222 0.00384 0.00344 \n",
"18 0.00531 0.00539 0.00503 0.00536 0.00467 0.00481 0.00732 0.00666 \n",
"19 0.01360 0.01287 0.01124 0.01418 0.01071 0.01047 0.01411 0.01354 \n",
"20 0.02966 0.02800 0.02175 0.02156 0.01873 0.01833 0.02161 0.02072 \n",
"21 0.05465 0.05613 0.03878 0.03540 0.02891 0.02791 0.03025 0.02865 \n",
"22 0.09815 0.09524 0.06393 0.05517 0.04223 0.03730 0.03732 0.03605 \n",
"23 0.13886 0.14315 0.10718 0.08430 0.05451 0.05090 0.04696 0.04361 \n",
"24 0.19712 0.19016 0.15368 0.12084 0.09134 0.06764 0.06033 0.05330 \n",
"25 0.23885 0.21626 0.18564 0.15842 0.10862 0.08737 0.07569 0.06415 \n",
"26 0.23242 0.21282 0.20511 0.18490 0.13451 0.10784 0.09044 0.07597 \n",
"27 0.21945 0.19954 0.19683 0.19192 0.15120 0.12514 0.10263 0.08603 \n",
"28 0.19718 0.15978 0.17636 0.18768 0.15697 0.12179 0.11178 0.09516 \n",
"29 0.16376 0.14442 0.14974 0.16658 0.15183 0.14545 0.11613 0.10152 \n",
"30 0.13156 0.11898 0.12051 0.13823 0.13572 0.12402 0.11320 0.10172 \n",
"31 0.10529 0.08648 0.08772 0.10963 0.11277 0.11077 0.10664 0.09597 \n",
"32 0.08339 0.06618 0.06606 0.08343 0.09157 0.09377 0.09598 0.08717 \n",
"33 0.06334 0.04956 0.04432 0.06251 0.07255 0.07783 0.07446 0.07748 \n",
"34 0.04787 0.03557 0.03414 0.04579 0.05369 0.06094 0.07175 0.06620 \n",
"35 0.03435 0.02553 0.02450 0.03199 0.03924 0.04601 0.05267 0.05562 \n",
"36 0.02509 0.01935 0.01696 0.02182 0.02833 0.03418 0.04100 0.04511 \n",
"37 0.01808 0.01377 0.01159 0.01490 0.01911 0.02370 0.02913 0.03379 \n",
"38 0.01250 0.00974 0.00799 0.00912 0.01274 0.01638 0.02044 0.02276 \n",
"39 0.00840 0.00668 0.00548 0.00674 0.00845 0.01070 0.01394 0.01885 \n",
"40 0.00553 0.00444 0.00346 0.00424 0.00528 0.00668 0.00892 0.01078 \n",
"41 0.00356 0.00278 0.00227 0.00247 0.00303 0.00405 0.00528 0.00678 \n",
"42 0.00225 0.00186 0.00146 0.00158 0.00174 0.00228 0.00293 0.00373 \n",
"43 0.00122 0.00101 0.00076 0.00076 0.00086 0.00124 0.00153 0.00192 \n",
"44 0.00071 0.00048 0.00039 0.00039 0.00040 0.00056 0.00076 0.00096 \n",
"45 0.00043 0.00024 0.00020 0.00017 0.00016 0.00023 0.00031 0.00044 \n",
"46 0.00018 0.00010 0.00007 0.00007 0.00007 0.00009 0.00011 0.00016 \n",
"47 0.00009 0.00004 0.00004 0.00004 0.00002 0.00003 0.00004 0.00007 \n",
"48 0.00005 0.00002 0.00001 0.00001 0.00001 0.00001 0.00002 0.00004 \n",
"49 0.00007 0.00002 0.00001 0.00001 0.00001 0.00001 0.00002 0.00007 \n",
"合 計 2.13494 1.90885 1.74582 1.76356 1.54265 1.42170 1.35918 1.26010 \n",
"\n",
" 2010年 2015年 2020年 2021年 \n",
"年齢 \n",
"15 0.00038 0.00034 0.00022 0.00016 \n",
"16 0.00122 0.00104 0.00055 0.00048 \n",
"17 0.00313 0.00303 0.00172 0.00124 \n",
"18 0.00611 0.00555 0.00324 0.00256 \n",
"19 0.01237 0.01060 0.00661 0.00561 \n",
"20 0.01943 0.01658 0.01098 0.00931 \n",
"21 0.02715 0.02244 0.01639 0.01383 \n",
"22 0.03363 0.02795 0.02160 0.01933 \n",
"23 0.04283 0.03547 0.02884 0.02609 \n",
"24 0.05507 0.04505 0.03703 0.03490 \n",
"25 0.06531 0.05707 0.04845 0.04584 \n",
"26 0.07740 0.07034 0.06066 0.05856 \n",
"27 0.08878 0.08523 0.07588 0.07221 \n",
"28 0.09859 0.09854 0.08914 0.08637 \n",
"29 0.10548 0.11035 0.10024 0.09852 \n",
"30 0.10571 0.11181 0.10445 0.10237 \n",
"31 0.10465 0.11041 0.10466 0.10238 \n",
"32 0.09822 0.10528 0.09935 0.09953 \n",
"33 0.09021 0.09852 0.09224 0.09203 \n",
"34 0.08013 0.09125 0.08704 0.08568 \n",
"35 0.06984 0.08169 0.07735 0.07750 \n",
"36 0.05794 0.07006 0.06641 0.06714 \n",
"37 0.04464 0.05625 0.05489 0.05548 \n",
"38 0.03419 0.04485 0.04396 0.04470 \n",
"39 0.02522 0.03357 0.03514 0.03512 \n",
"40 0.01716 0.02431 0.02528 0.02669 \n",
"41 0.01083 0.01533 0.01715 0.01747 \n",
"42 0.00623 0.00906 0.01016 0.01094 \n",
"43 0.00300 0.00478 0.00573 0.00616 \n",
"44 0.00153 0.00219 0.00267 0.00287 \n",
"45 0.00054 0.00090 0.00108 0.00121 \n",
"46 0.00023 0.00028 0.00040 0.00038 \n",
"47 0.00007 0.00014 0.00015 0.00015 \n",
"48 0.00006 0.00005 0.00007 0.00003 \n",
"49 0.00005 0.00011 0.00010 0.00004 \n",
"合 計 1.38734 1.45040 1.32981 1.30286 "
],
"text/html": [
"\n",
"\n",
" <div id=\"df-5fa85fbe-e15c-42ff-8af3-009c3c17b8a9\">\n",
" <div class=\"colab-df-container\">\n",
" <div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>1925年</th>\n",
" <th>1930年</th>\n",
" <th>1940年</th>\n",
" <th>1947年</th>\n",
" <th>1950年</th>\n",
" <th>1955年</th>\n",
" <th>1960年</th>\n",
" <th>1965年</th>\n",
" <th>1970年</th>\n",
" <th>1975年</th>\n",
" <th>1980年</th>\n",
" <th>1985年</th>\n",
" <th>1990年</th>\n",
" <th>1995年</th>\n",
" <th>2000年</th>\n",
" <th>2005年</th>\n",
" <th>2010年</th>\n",
" <th>2015年</th>\n",
" <th>2020年</th>\n",
" <th>2021年</th>\n",
" </tr>\n",
" <tr>\n",
" <th>年齢</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>0.00630</td>\n",
" <td>0.00358</td>\n",
" <td>0.00158</td>\n",
" <td>0.00045</td>\n",
" <td>0.00032</td>\n",
" <td>0.00008</td>\n",
" <td>0.00006</td>\n",
" <td>0.00005</td>\n",
" <td>0.00012</td>\n",
" <td>0.00005</td>\n",
" <td>0.00006</td>\n",
" <td>0.00013</td>\n",
" <td>0.00012</td>\n",
" <td>0.00019</td>\n",
" <td>0.00033</td>\n",
" <td>0.00036</td>\n",
" <td>0.00038</td>\n",
" <td>0.00034</td>\n",
" <td>0.00022</td>\n",
" <td>0.00016</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>0.01514</td>\n",
" <td>0.00869</td>\n",
" <td>0.00322</td>\n",
" <td>0.00183</td>\n",
" <td>0.00171</td>\n",
" <td>0.00056</td>\n",
" <td>0.00039</td>\n",
" <td>0.00031</td>\n",
" <td>0.00032</td>\n",
" <td>0.00039</td>\n",
" <td>0.00051</td>\n",
" <td>0.00075</td>\n",
" <td>0.00060</td>\n",
" <td>0.00083</td>\n",
" <td>0.00132</td>\n",
" <td>0.00132</td>\n",
" <td>0.00122</td>\n",
" <td>0.00104</td>\n",
" <td>0.00055</td>\n",
" <td>0.00048</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>0.03924</td>\n",
" <td>0.02397</td>\n",
" <td>0.00854</td>\n",
" <td>0.00734</td>\n",
" <td>0.00663</td>\n",
" <td>0.00253</td>\n",
" <td>0.00165</td>\n",
" <td>0.00166</td>\n",
" <td>0.00152</td>\n",
" <td>0.00182</td>\n",
" <td>0.00204</td>\n",
" <td>0.00249</td>\n",
" <td>0.00195</td>\n",
" <td>0.00222</td>\n",
" <td>0.00384</td>\n",
" <td>0.00344</td>\n",
" <td>0.00313</td>\n",
" <td>0.00303</td>\n",
" <td>0.00172</td>\n",
" <td>0.00124</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>0.06993</td>\n",
" <td>0.05111</td>\n",
" <td>0.01998</td>\n",
" <td>0.02154</td>\n",
" <td>0.01770</td>\n",
" <td>0.00725</td>\n",
" <td>0.00517</td>\n",
" <td>0.00498</td>\n",
" <td>0.00531</td>\n",
" <td>0.00539</td>\n",
" <td>0.00503</td>\n",
" <td>0.00536</td>\n",
" <td>0.00467</td>\n",
" <td>0.00481</td>\n",
" <td>0.00732</td>\n",
" <td>0.00666</td>\n",
" <td>0.00611</td>\n",
" <td>0.00555</td>\n",
" <td>0.00324</td>\n",
" <td>0.00256</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>0.12139</td>\n",
" <td>0.09062</td>\n",
" <td>0.04183</td>\n",
" <td>0.04561</td>\n",
" <td>0.04097</td>\n",
" <td>0.01833</td>\n",
" <td>0.01350</td>\n",
" <td>0.01346</td>\n",
" <td>0.01360</td>\n",
" <td>0.01287</td>\n",
" <td>0.01124</td>\n",
" <td>0.01418</td>\n",
" <td>0.01071</td>\n",
" <td>0.01047</td>\n",
" <td>0.01411</td>\n",
" <td>0.01354</td>\n",
" <td>0.01237</td>\n",
" <td>0.01060</td>\n",
" <td>0.00661</td>\n",
" <td>0.00561</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>0.17621</td>\n",
" <td>0.14506</td>\n",
" <td>0.06949</td>\n",
" <td>0.08746</td>\n",
" <td>0.07900</td>\n",
" <td>0.04034</td>\n",
" <td>0.02987</td>\n",
" <td>0.03253</td>\n",
" <td>0.02966</td>\n",
" <td>0.02800</td>\n",
" <td>0.02175</td>\n",
" <td>0.02156</td>\n",
" <td>0.01873</td>\n",
" <td>0.01833</td>\n",
" <td>0.02161</td>\n",
" <td>0.02072</td>\n",
" <td>0.01943</td>\n",
" <td>0.01658</td>\n",
" <td>0.01098</td>\n",
" <td>0.00931</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>0.21789</td>\n",
" <td>0.18164</td>\n",
" <td>0.11472</td>\n",
" <td>0.13086</td>\n",
" <td>0.12578</td>\n",
" <td>0.07372</td>\n",
" <td>0.06219</td>\n",
" <td>0.05959</td>\n",
" <td>0.05465</td>\n",
" <td>0.05613</td>\n",
" <td>0.03878</td>\n",
" <td>0.03540</td>\n",
" <td>0.02891</td>\n",
" <td>0.02791</td>\n",
" <td>0.03025</td>\n",
" <td>0.02865</td>\n",
" <td>0.02715</td>\n",
" <td>0.02244</td>\n",
" <td>0.01639</td>\n",
" <td>0.01383</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>0.23986</td>\n",
" <td>0.21677</td>\n",
" <td>0.15436</td>\n",
" <td>0.16890</td>\n",
" <td>0.16773</td>\n",
" <td>0.11413</td>\n",
" <td>0.10810</td>\n",
" <td>0.10277</td>\n",
" <td>0.09815</td>\n",
" <td>0.09524</td>\n",
" <td>0.06393</td>\n",
" <td>0.05517</td>\n",
" <td>0.04223</td>\n",
" <td>0.03730</td>\n",
" <td>0.03732</td>\n",
" <td>0.03605</td>\n",
" <td>0.03363</td>\n",
" <td>0.02795</td>\n",
" <td>0.02160</td>\n",
" <td>0.01933</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>0.25671</td>\n",
" <td>0.22790</td>\n",
" <td>0.19496</td>\n",
" <td>0.21890</td>\n",
" <td>0.20849</td>\n",
" <td>0.15365</td>\n",
" <td>0.14808</td>\n",
" <td>0.15813</td>\n",
" <td>0.13886</td>\n",
" <td>0.14315</td>\n",
" <td>0.10718</td>\n",
" <td>0.08430</td>\n",
" <td>0.05451</td>\n",
" <td>0.05090</td>\n",
" <td>0.04696</td>\n",
" <td>0.04361</td>\n",
" <td>0.04283</td>\n",
" <td>0.03547</td>\n",
" <td>0.02884</td>\n",
" <td>0.02609</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>0.25584</td>\n",
" <td>0.25379</td>\n",
" <td>0.21871</td>\n",
" <td>0.24405</td>\n",
" <td>0.23176</td>\n",
" <td>0.18161</td>\n",
" <td>0.18328</td>\n",
" <td>0.19727</td>\n",
" <td>0.19712</td>\n",
" <td>0.19016</td>\n",
" <td>0.15368</td>\n",
" <td>0.12084</td>\n",
" <td>0.09134</td>\n",
" <td>0.06764</td>\n",
" <td>0.06033</td>\n",
" <td>0.05330</td>\n",
" <td>0.05507</td>\n",
" <td>0.04505</td>\n",
" <td>0.03703</td>\n",
" <td>0.03490</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>0.25607</td>\n",
" <td>0.24709</td>\n",
" <td>0.23722</td>\n",
" <td>0.26404</td>\n",
" <td>0.24064</td>\n",
" <td>0.19235</td>\n",
" <td>0.19839</td>\n",
" <td>0.21755</td>\n",
" <td>0.23885</td>\n",
" <td>0.21626</td>\n",
" <td>0.18564</td>\n",
" <td>0.15842</td>\n",
" <td>0.10862</td>\n",
" <td>0.08737</td>\n",
" <td>0.07569</td>\n",
" <td>0.06415</td>\n",
" <td>0.06531</td>\n",
" <td>0.05707</td>\n",
" <td>0.04845</td>\n",
" <td>0.04584</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>0.26453</td>\n",
" <td>0.25451</td>\n",
" <td>0.24094</td>\n",
" <td>0.28203</td>\n",
" <td>0.24807</td>\n",
" <td>0.19752</td>\n",
" <td>0.20233</td>\n",
" <td>0.22938</td>\n",
" <td>0.23242</td>\n",
" <td>0.21282</td>\n",
" <td>0.20511</td>\n",
" <td>0.18490</td>\n",
" <td>0.13451</td>\n",
" <td>0.10784</td>\n",
" <td>0.09044</td>\n",
" <td>0.07597</td>\n",
" <td>0.07740</td>\n",
" <td>0.07034</td>\n",
" <td>0.06066</td>\n",
" <td>0.05856</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>0.25799</td>\n",
" <td>0.25106</td>\n",
" <td>0.23766</td>\n",
" <td>0.26166</td>\n",
" <td>0.23950</td>\n",
" <td>0.18512</td>\n",
" <td>0.19253</td>\n",
" <td>0.22118</td>\n",
" <td>0.21945</td>\n",
" <td>0.19954</td>\n",
" <td>0.19683</td>\n",
" <td>0.19192</td>\n",
" <td>0.15120</td>\n",
" <td>0.12514</td>\n",
" <td>0.10263</td>\n",
" <td>0.08603</td>\n",
" <td>0.08878</td>\n",
" <td>0.08523</td>\n",
" <td>0.07588</td>\n",
" <td>0.07221</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>0.25251</td>\n",
" <td>0.24336</td>\n",
" <td>0.23737</td>\n",
" <td>0.27662</td>\n",
" <td>0.23228</td>\n",
" <td>0.17418</td>\n",
" <td>0.16955</td>\n",
" <td>0.19153</td>\n",
" <td>0.19718</td>\n",
" <td>0.15978</td>\n",
" <td>0.17636</td>\n",
" <td>0.18768</td>\n",
" <td>0.15697</td>\n",
" <td>0.12179</td>\n",
" <td>0.11178</td>\n",
" <td>0.09516</td>\n",
" <td>0.09859</td>\n",
" <td>0.09854</td>\n",
" <td>0.08914</td>\n",
" <td>0.08637</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>0.25003</td>\n",
" <td>0.23151</td>\n",
" <td>0.23285</td>\n",
" <td>0.26768</td>\n",
" <td>0.22676</td>\n",
" <td>0.15670</td>\n",
" <td>0.14585</td>\n",
" <td>0.16494</td>\n",
" <td>0.16376</td>\n",
" <td>0.14442</td>\n",
" <td>0.14974</td>\n",
" <td>0.16658</td>\n",
" <td>0.15183</td>\n",
" <td>0.14545</td>\n",
" <td>0.11613</td>\n",
" <td>0.10152</td>\n",
" <td>0.10548</td>\n",
" <td>0.11035</td>\n",
" <td>0.10024</td>\n",
" <td>0.09852</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30</th>\n",
" <td>0.24044</td>\n",
" <td>0.22677</td>\n",
" <td>0.22753</td>\n",
" <td>0.25921</td>\n",
" <td>0.19468</td>\n",
" <td>0.13960</td>\n",
" <td>0.11992</td>\n",
" <td>0.13505</td>\n",
" <td>0.13156</td>\n",
" <td>0.11898</td>\n",
" <td>0.12051</td>\n",
" <td>0.13823</td>\n",
" <td>0.13572</td>\n",
" <td>0.12402</td>\n",
" <td>0.11320</td>\n",
" <td>0.10172</td>\n",
" <td>0.10571</td>\n",
" <td>0.11181</td>\n",
" <td>0.10445</td>\n",
" <td>0.10237</td>\n",
" </tr>\n",
" <tr>\n",
" <th>31</th>\n",
" <td>0.23127</td>\n",
" <td>0.22381</td>\n",
" <td>0.21223</td>\n",
" <td>0.24723</td>\n",
" <td>0.19375</td>\n",
" <td>0.12608</td>\n",
" <td>0.09665</td>\n",
" <td>0.10616</td>\n",
" <td>0.10529</td>\n",
" <td>0.08648</td>\n",
" <td>0.08772</td>\n",
" <td>0.10963</td>\n",
" <td>0.11277</td>\n",
" <td>0.11077</td>\n",
" <td>0.10664</td>\n",
" <td>0.09597</td>\n",
" <td>0.10465</td>\n",
" <td>0.11041</td>\n",
" <td>0.10466</td>\n",
" <td>0.10238</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32</th>\n",
" <td>0.22956</td>\n",
" <td>0.21304</td>\n",
" <td>0.20762</td>\n",
" <td>0.23772</td>\n",
" <td>0.17867</td>\n",
" <td>0.11099</td>\n",
" <td>0.07521</td>\n",
" <td>0.08294</td>\n",
" <td>0.08339</td>\n",
" <td>0.06618</td>\n",
" <td>0.06606</td>\n",
" <td>0.08343</td>\n",
" <td>0.09157</td>\n",
" <td>0.09377</td>\n",
" <td>0.09598</td>\n",
" <td>0.08717</td>\n",
" <td>0.09822</td>\n",
" <td>0.10528</td>\n",
" <td>0.09935</td>\n",
" <td>0.09953</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
" <td>0.20967</td>\n",
" <td>0.20455</td>\n",
" <td>0.18962</td>\n",
" <td>0.22007</td>\n",
" <td>0.16191</td>\n",
" <td>0.09713</td>\n",
" <td>0.05983</td>\n",
" <td>0.06207</td>\n",
" <td>0.06334</td>\n",
" <td>0.04956</td>\n",
" <td>0.04432</td>\n",
" <td>0.06251</td>\n",
" <td>0.07255</td>\n",
" <td>0.07783</td>\n",
" <td>0.07446</td>\n",
" <td>0.07748</td>\n",
" <td>0.09021</td>\n",
" <td>0.09852</td>\n",
" <td>0.09224</td>\n",
" <td>0.09203</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34</th>\n",
" <td>0.21275</td>\n",
" <td>0.20002</td>\n",
" <td>0.18712</td>\n",
" <td>0.20803</td>\n",
" <td>0.14676</td>\n",
" <td>0.08522</td>\n",
" <td>0.04631</td>\n",
" <td>0.04620</td>\n",
" <td>0.04787</td>\n",
" <td>0.03557</td>\n",
" <td>0.03414</td>\n",
" <td>0.04579</td>\n",
" <td>0.05369</td>\n",
" <td>0.06094</td>\n",
" <td>0.07175</td>\n",
" <td>0.06620</td>\n",
" <td>0.08013</td>\n",
" <td>0.09125</td>\n",
" <td>0.08704</td>\n",
" <td>0.08568</td>\n",
" </tr>\n",
" <tr>\n",
" <th>35</th>\n",
" <td>0.20305</td>\n",
" <td>0.18545</td>\n",
" <td>0.16806</td>\n",
" <td>0.19444</td>\n",
" <td>0.13406</td>\n",
" <td>0.06566</td>\n",
" <td>0.03575</td>\n",
" <td>0.03370</td>\n",
" <td>0.03435</td>\n",
" <td>0.02553</td>\n",
" <td>0.02450</td>\n",
" <td>0.03199</td>\n",
" <td>0.03924</td>\n",
" <td>0.04601</td>\n",
" <td>0.05267</td>\n",
" <td>0.05562</td>\n",
" <td>0.06984</td>\n",
" <td>0.08169</td>\n",
" <td>0.07735</td>\n",
" <td>0.07750</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36</th>\n",
" <td>0.18491</td>\n",
" <td>0.17438</td>\n",
" <td>0.16117</td>\n",
" <td>0.17266</td>\n",
" <td>0.11701</td>\n",
" <td>0.06030</td>\n",
" <td>0.02896</td>\n",
" <td>0.02456</td>\n",
" <td>0.02509</td>\n",
" <td>0.01935</td>\n",
" <td>0.01696</td>\n",
" <td>0.02182</td>\n",
" <td>0.02833</td>\n",
" <td>0.03418</td>\n",
" <td>0.04100</td>\n",
" <td>0.04511</td>\n",
" <td>0.05794</td>\n",
" <td>0.07006</td>\n",
" <td>0.06641</td>\n",
" <td>0.06714</td>\n",
" </tr>\n",
" <tr>\n",
" <th>37</th>\n",
" <td>0.17023</td>\n",
" <td>0.16600</td>\n",
" <td>0.14807</td>\n",
" <td>0.15598</td>\n",
" <td>0.10473</td>\n",
" <td>0.04934</td>\n",
" <td>0.02221</td>\n",
" <td>0.01717</td>\n",
" <td>0.01808</td>\n",
" <td>0.01377</td>\n",
" <td>0.01159</td>\n",
" <td>0.01490</td>\n",
" <td>0.01911</td>\n",
" <td>0.02370</td>\n",
" <td>0.02913</td>\n",
" <td>0.03379</td>\n",
" <td>0.04464</td>\n",
" <td>0.05625</td>\n",
" <td>0.05489</td>\n",
" <td>0.05548</td>\n",
" </tr>\n",
" <tr>\n",
" <th>38</th>\n",
" <td>0.15807</td>\n",
" <td>0.14432</td>\n",
" <td>0.13293</td>\n",
" <td>0.13733</td>\n",
" <td>0.08974</td>\n",
" <td>0.03974</td>\n",
" <td>0.01740</td>\n",
" <td>0.01203</td>\n",
" <td>0.01250</td>\n",
" <td>0.00974</td>\n",
" <td>0.00799</td>\n",
" <td>0.00912</td>\n",
" <td>0.01274</td>\n",
" <td>0.01638</td>\n",
" <td>0.02044</td>\n",
" <td>0.02276</td>\n",
" <td>0.03419</td>\n",
" <td>0.04485</td>\n",
" <td>0.04396</td>\n",
" <td>0.04470</td>\n",
" </tr>\n",
" <tr>\n",
" <th>39</th>\n",
" <td>0.14082</td>\n",
" <td>0.13219</td>\n",
" <td>0.11337</td>\n",
" <td>0.12080</td>\n",
" <td>0.07704</td>\n",
" <td>0.03093</td>\n",
" <td>0.01352</td>\n",
" <td>0.00839</td>\n",
" <td>0.00840</td>\n",
" <td>0.00668</td>\n",
" <td>0.00548</td>\n",
" <td>0.00674</td>\n",
" <td>0.00845</td>\n",
" <td>0.01070</td>\n",
" <td>0.01394</td>\n",
" <td>0.01885</td>\n",
" <td>0.02522</td>\n",
" <td>0.03357</td>\n",
" <td>0.03514</td>\n",
" <td>0.03512</td>\n",
" </tr>\n",
" <tr>\n",
" <th>40</th>\n",
" <td>0.11949</td>\n",
" <td>0.11506</td>\n",
" <td>0.09732</td>\n",
" <td>0.09468</td>\n",
" <td>0.06228</td>\n",
" <td>0.02408</td>\n",
" <td>0.00909</td>\n",
" <td>0.00577</td>\n",
" <td>0.00553</td>\n",
" <td>0.00444</td>\n",
" <td>0.00346</td>\n",
" <td>0.00424</td>\n",
" <td>0.00528</td>\n",
" <td>0.00668</td>\n",
" <td>0.00892</td>\n",
" <td>0.01078</td>\n",
" <td>0.01716</td>\n",
" <td>0.02431</td>\n",
" <td>0.02528</td>\n",
" <td>0.02669</td>\n",
" </tr>\n",
" <tr>\n",
" <th>41</th>\n",
" <td>0.09545</td>\n",
" <td>0.08970</td>\n",
" <td>0.07921</td>\n",
" <td>0.07501</td>\n",
" <td>0.04642</td>\n",
" <td>0.01680</td>\n",
" <td>0.00711</td>\n",
" <td>0.00405</td>\n",
" <td>0.00356</td>\n",
" <td>0.00278</td>\n",
" <td>0.00227</td>\n",
" <td>0.00247</td>\n",
" <td>0.00303</td>\n",
" <td>0.00405</td>\n",
" <td>0.00528</td>\n",
" <td>0.00678</td>\n",
" <td>0.01083</td>\n",
" <td>0.01533</td>\n",
" <td>0.01715</td>\n",
" <td>0.01747</td>\n",
" </tr>\n",
" <tr>\n",
" <th>42</th>\n",
" <td>0.07390</td>\n",
" <td>0.06850</td>\n",
" <td>0.06017</td>\n",
" <td>0.05345</td>\n",
" <td>0.03302</td>\n",
" <td>0.01145</td>\n",
" <td>0.00475</td>\n",
" <td>0.00259</td>\n",
" <td>0.00225</td>\n",
" <td>0.00186</td>\n",
" <td>0.00146</td>\n",
" <td>0.00158</td>\n",
" <td>0.00174</td>\n",
" <td>0.00228</td>\n",
" <td>0.00293</td>\n",
" <td>0.00373</td>\n",
" <td>0.00623</td>\n",
" <td>0.00906</td>\n",
" <td>0.01016</td>\n",
" <td>0.01094</td>\n",
" </tr>\n",
" <tr>\n",
" <th>43</th>\n",
" <td>0.05199</td>\n",
" <td>0.04659</td>\n",
" <td>0.04061</td>\n",
" <td>0.03564</td>\n",
" <td>0.01975</td>\n",
" <td>0.00673</td>\n",
" <td>0.00285</td>\n",
" <td>0.00150</td>\n",
" <td>0.00122</td>\n",
" <td>0.00101</td>\n",
" <td>0.00076</td>\n",
" <td>0.00076</td>\n",
" <td>0.00086</td>\n",
" <td>0.00124</td>\n",
" <td>0.00153</td>\n",
" <td>0.00192</td>\n",
" <td>0.00300</td>\n",
" <td>0.00478</td>\n",
" <td>0.00573</td>\n",
" <td>0.00616</td>\n",
" </tr>\n",
" <tr>\n",
" <th>44</th>\n",
" <td>0.03389</td>\n",
" <td>0.03004</td>\n",
" <td>0.02621</td>\n",
" <td>0.02138</td>\n",
" <td>0.01204</td>\n",
" <td>0.00368</td>\n",
" <td>0.00156</td>\n",
" <td>0.00090</td>\n",
" <td>0.00071</td>\n",
" <td>0.00048</td>\n",
" <td>0.00039</td>\n",
" <td>0.00039</td>\n",
" <td>0.00040</td>\n",
" <td>0.00056</td>\n",
" <td>0.00076</td>\n",
" <td>0.00096</td>\n",
" <td>0.00153</td>\n",
" <td>0.00219</td>\n",
" <td>0.00267</td>\n",
" <td>0.00287</td>\n",
" </tr>\n",
" <tr>\n",
" <th>45</th>\n",
" <td>0.02069</td>\n",
" <td>0.01740</td>\n",
" <td>0.01511</td>\n",
" <td>0.01183</td>\n",
" <td>0.00539</td>\n",
" <td>0.00174</td>\n",
" <td>0.00084</td>\n",
" <td>0.00039</td>\n",
" <td>0.00043</td>\n",
" <td>0.00024</td>\n",
" <td>0.00020</td>\n",
" <td>0.00017</td>\n",
" <td>0.00016</td>\n",
" <td>0.00023</td>\n",
" <td>0.00031</td>\n",
" <td>0.00044</td>\n",
" <td>0.00054</td>\n",
" <td>0.00090</td>\n",
" <td>0.00108</td>\n",
" <td>0.00121</td>\n",
" </tr>\n",
" <tr>\n",
" <th>46</th>\n",
" <td>0.01235</td>\n",
" <td>0.00968</td>\n",
" <td>0.00858</td>\n",
" <td>0.00608</td>\n",
" <td>0.00271</td>\n",
" <td>0.00086</td>\n",
" <td>0.00038</td>\n",
" <td>0.00020</td>\n",
" <td>0.00018</td>\n",
" <td>0.00010</td>\n",
" <td>0.00007</td>\n",
" <td>0.00007</td>\n",
" <td>0.00007</td>\n",
" <td>0.00009</td>\n",
" <td>0.00011</td>\n",
" <td>0.00016</td>\n",
" <td>0.00023</td>\n",
" <td>0.00028</td>\n",
" <td>0.00040</td>\n",
" <td>0.00038</td>\n",
" </tr>\n",
" <tr>\n",
" <th>47</th>\n",
" <td>0.00782</td>\n",
" <td>0.00607</td>\n",
" <td>0.00590</td>\n",
" <td>0.00333</td>\n",
" <td>0.00119</td>\n",
" <td>0.00037</td>\n",
" <td>0.00027</td>\n",
" <td>0.00011</td>\n",
" <td>0.00009</td>\n",
" <td>0.00004</td>\n",
" <td>0.00004</td>\n",
" <td>0.00004</td>\n",
" <td>0.00002</td>\n",
" <td>0.00003</td>\n",
" <td>0.00004</td>\n",
" <td>0.00007</td>\n",
" <td>0.00007</td>\n",
" <td>0.00014</td>\n",
" <td>0.00015</td>\n",
" <td>0.00015</td>\n",
" </tr>\n",
" <tr>\n",
" <th>48</th>\n",
" <td>0.00572</td>\n",
" <td>0.00450</td>\n",
" <td>0.00378</td>\n",
" <td>0.00225</td>\n",
" <td>0.00075</td>\n",
" <td>0.00023</td>\n",
" <td>0.00010</td>\n",
" <td>0.00006</td>\n",
" <td>0.00005</td>\n",
" <td>0.00002</td>\n",
" <td>0.00001</td>\n",
" <td>0.00001</td>\n",
" <td>0.00001</td>\n",
" <td>0.00001</td>\n",
" <td>0.00002</td>\n",
" <td>0.00004</td>\n",
" <td>0.00006</td>\n",
" <td>0.00005</td>\n",
" <td>0.00007</td>\n",
" <td>0.00003</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49</th>\n",
" <td>0.01696</td>\n",
" <td>0.01626</td>\n",
" <td>0.01546</td>\n",
" <td>0.00738</td>\n",
" <td>0.00134</td>\n",
" <td>0.00049</td>\n",
" <td>0.00024</td>\n",
" <td>0.00008</td>\n",
" <td>0.00007</td>\n",
" <td>0.00002</td>\n",
" <td>0.00001</td>\n",
" <td>0.00001</td>\n",
" <td>0.00001</td>\n",
" <td>0.00001</td>\n",
" <td>0.00002</td>\n",
" <td>0.00007</td>\n",
" <td>0.00005</td>\n",
" <td>0.00011</td>\n",
" <td>0.00010</td>\n",
" <td>0.00004</td>\n",
" </tr>\n",
" <tr>\n",
" <th>合 計</th>\n",
" <td>5.09867</td>\n",
" <td>4.70499</td>\n",
" <td>4.11352</td>\n",
" <td>4.54344</td>\n",
" <td>3.65059</td>\n",
" <td>2.36953</td>\n",
" <td>2.00390</td>\n",
" <td>2.13926</td>\n",
" <td>2.13494</td>\n",
" <td>1.90885</td>\n",
" <td>1.74582</td>\n",
" <td>1.76356</td>\n",
" <td>1.54265</td>\n",
" <td>1.42170</td>\n",
" <td>1.35918</td>\n",
" <td>1.26010</td>\n",
" <td>1.38734</td>\n",
" <td>1.45040</td>\n",
" <td>1.32981</td>\n",
" <td>1.30286</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
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]
},
"metadata": {},
"execution_count": 56
}
]
},
{
"cell_type": "code",
"source": [
"# 合計特殊出生率は無視する。\n",
"# 境界値も無視する。\n",
"df.drop(df.index[-2:], inplace=True) # drop last row\n",
"df"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"id": "0Q5fkjgmX4BS",
"outputId": "09041933-d49d-47f2-b672-bc8ed684d8da"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
" 1925年 1930年 1940年 1947年 1950年 1955年 1960年 1965年 \\\n",
"年齢 \n",
"15 0.00630 0.00358 0.00158 0.00045 0.00032 0.00008 0.00006 0.00005 \n",
"16 0.01514 0.00869 0.00322 0.00183 0.00171 0.00056 0.00039 0.00031 \n",
"17 0.03924 0.02397 0.00854 0.00734 0.00663 0.00253 0.00165 0.00166 \n",
"18 0.06993 0.05111 0.01998 0.02154 0.01770 0.00725 0.00517 0.00498 \n",
"19 0.12139 0.09062 0.04183 0.04561 0.04097 0.01833 0.01350 0.01346 \n",
"20 0.17621 0.14506 0.06949 0.08746 0.07900 0.04034 0.02987 0.03253 \n",
"21 0.21789 0.18164 0.11472 0.13086 0.12578 0.07372 0.06219 0.05959 \n",
"22 0.23986 0.21677 0.15436 0.16890 0.16773 0.11413 0.10810 0.10277 \n",
"23 0.25671 0.22790 0.19496 0.21890 0.20849 0.15365 0.14808 0.15813 \n",
"24 0.25584 0.25379 0.21871 0.24405 0.23176 0.18161 0.18328 0.19727 \n",
"25 0.25607 0.24709 0.23722 0.26404 0.24064 0.19235 0.19839 0.21755 \n",
"26 0.26453 0.25451 0.24094 0.28203 0.24807 0.19752 0.20233 0.22938 \n",
"27 0.25799 0.25106 0.23766 0.26166 0.23950 0.18512 0.19253 0.22118 \n",
"28 0.25251 0.24336 0.23737 0.27662 0.23228 0.17418 0.16955 0.19153 \n",
"29 0.25003 0.23151 0.23285 0.26768 0.22676 0.15670 0.14585 0.16494 \n",
"30 0.24044 0.22677 0.22753 0.25921 0.19468 0.13960 0.11992 0.13505 \n",
"31 0.23127 0.22381 0.21223 0.24723 0.19375 0.12608 0.09665 0.10616 \n",
"32 0.22956 0.21304 0.20762 0.23772 0.17867 0.11099 0.07521 0.08294 \n",
"33 0.20967 0.20455 0.18962 0.22007 0.16191 0.09713 0.05983 0.06207 \n",
"34 0.21275 0.20002 0.18712 0.20803 0.14676 0.08522 0.04631 0.04620 \n",
"35 0.20305 0.18545 0.16806 0.19444 0.13406 0.06566 0.03575 0.03370 \n",
"36 0.18491 0.17438 0.16117 0.17266 0.11701 0.06030 0.02896 0.02456 \n",
"37 0.17023 0.16600 0.14807 0.15598 0.10473 0.04934 0.02221 0.01717 \n",
"38 0.15807 0.14432 0.13293 0.13733 0.08974 0.03974 0.01740 0.01203 \n",
"39 0.14082 0.13219 0.11337 0.12080 0.07704 0.03093 0.01352 0.00839 \n",
"40 0.11949 0.11506 0.09732 0.09468 0.06228 0.02408 0.00909 0.00577 \n",
"41 0.09545 0.08970 0.07921 0.07501 0.04642 0.01680 0.00711 0.00405 \n",
"42 0.07390 0.06850 0.06017 0.05345 0.03302 0.01145 0.00475 0.00259 \n",
"43 0.05199 0.04659 0.04061 0.03564 0.01975 0.00673 0.00285 0.00150 \n",
"44 0.03389 0.03004 0.02621 0.02138 0.01204 0.00368 0.00156 0.00090 \n",
"45 0.02069 0.01740 0.01511 0.01183 0.00539 0.00174 0.00084 0.00039 \n",
"46 0.01235 0.00968 0.00858 0.00608 0.00271 0.00086 0.00038 0.00020 \n",
"47 0.00782 0.00607 0.00590 0.00333 0.00119 0.00037 0.00027 0.00011 \n",
"48 0.00572 0.00450 0.00378 0.00225 0.00075 0.00023 0.00010 0.00006 \n",
"\n",
" 1970年 1975年 1980年 1985年 1990年 1995年 2000年 2005年 \\\n",
"年齢 \n",
"15 0.00012 0.00005 0.00006 0.00013 0.00012 0.00019 0.00033 0.00036 \n",
"16 0.00032 0.00039 0.00051 0.00075 0.00060 0.00083 0.00132 0.00132 \n",
"17 0.00152 0.00182 0.00204 0.00249 0.00195 0.00222 0.00384 0.00344 \n",
"18 0.00531 0.00539 0.00503 0.00536 0.00467 0.00481 0.00732 0.00666 \n",
"19 0.01360 0.01287 0.01124 0.01418 0.01071 0.01047 0.01411 0.01354 \n",
"20 0.02966 0.02800 0.02175 0.02156 0.01873 0.01833 0.02161 0.02072 \n",
"21 0.05465 0.05613 0.03878 0.03540 0.02891 0.02791 0.03025 0.02865 \n",
"22 0.09815 0.09524 0.06393 0.05517 0.04223 0.03730 0.03732 0.03605 \n",
"23 0.13886 0.14315 0.10718 0.08430 0.05451 0.05090 0.04696 0.04361 \n",
"24 0.19712 0.19016 0.15368 0.12084 0.09134 0.06764 0.06033 0.05330 \n",
"25 0.23885 0.21626 0.18564 0.15842 0.10862 0.08737 0.07569 0.06415 \n",
"26 0.23242 0.21282 0.20511 0.18490 0.13451 0.10784 0.09044 0.07597 \n",
"27 0.21945 0.19954 0.19683 0.19192 0.15120 0.12514 0.10263 0.08603 \n",
"28 0.19718 0.15978 0.17636 0.18768 0.15697 0.12179 0.11178 0.09516 \n",
"29 0.16376 0.14442 0.14974 0.16658 0.15183 0.14545 0.11613 0.10152 \n",
"30 0.13156 0.11898 0.12051 0.13823 0.13572 0.12402 0.11320 0.10172 \n",
"31 0.10529 0.08648 0.08772 0.10963 0.11277 0.11077 0.10664 0.09597 \n",
"32 0.08339 0.06618 0.06606 0.08343 0.09157 0.09377 0.09598 0.08717 \n",
"33 0.06334 0.04956 0.04432 0.06251 0.07255 0.07783 0.07446 0.07748 \n",
"34 0.04787 0.03557 0.03414 0.04579 0.05369 0.06094 0.07175 0.06620 \n",
"35 0.03435 0.02553 0.02450 0.03199 0.03924 0.04601 0.05267 0.05562 \n",
"36 0.02509 0.01935 0.01696 0.02182 0.02833 0.03418 0.04100 0.04511 \n",
"37 0.01808 0.01377 0.01159 0.01490 0.01911 0.02370 0.02913 0.03379 \n",
"38 0.01250 0.00974 0.00799 0.00912 0.01274 0.01638 0.02044 0.02276 \n",
"39 0.00840 0.00668 0.00548 0.00674 0.00845 0.01070 0.01394 0.01885 \n",
"40 0.00553 0.00444 0.00346 0.00424 0.00528 0.00668 0.00892 0.01078 \n",
"41 0.00356 0.00278 0.00227 0.00247 0.00303 0.00405 0.00528 0.00678 \n",
"42 0.00225 0.00186 0.00146 0.00158 0.00174 0.00228 0.00293 0.00373 \n",
"43 0.00122 0.00101 0.00076 0.00076 0.00086 0.00124 0.00153 0.00192 \n",
"44 0.00071 0.00048 0.00039 0.00039 0.00040 0.00056 0.00076 0.00096 \n",
"45 0.00043 0.00024 0.00020 0.00017 0.00016 0.00023 0.00031 0.00044 \n",
"46 0.00018 0.00010 0.00007 0.00007 0.00007 0.00009 0.00011 0.00016 \n",
"47 0.00009 0.00004 0.00004 0.00004 0.00002 0.00003 0.00004 0.00007 \n",
"48 0.00005 0.00002 0.00001 0.00001 0.00001 0.00001 0.00002 0.00004 \n",
"\n",
" 2010年 2015年 2020年 2021年 \n",
"年齢 \n",
"15 0.00038 0.00034 0.00022 0.00016 \n",
"16 0.00122 0.00104 0.00055 0.00048 \n",
"17 0.00313 0.00303 0.00172 0.00124 \n",
"18 0.00611 0.00555 0.00324 0.00256 \n",
"19 0.01237 0.01060 0.00661 0.00561 \n",
"20 0.01943 0.01658 0.01098 0.00931 \n",
"21 0.02715 0.02244 0.01639 0.01383 \n",
"22 0.03363 0.02795 0.02160 0.01933 \n",
"23 0.04283 0.03547 0.02884 0.02609 \n",
"24 0.05507 0.04505 0.03703 0.03490 \n",
"25 0.06531 0.05707 0.04845 0.04584 \n",
"26 0.07740 0.07034 0.06066 0.05856 \n",
"27 0.08878 0.08523 0.07588 0.07221 \n",
"28 0.09859 0.09854 0.08914 0.08637 \n",
"29 0.10548 0.11035 0.10024 0.09852 \n",
"30 0.10571 0.11181 0.10445 0.10237 \n",
"31 0.10465 0.11041 0.10466 0.10238 \n",
"32 0.09822 0.10528 0.09935 0.09953 \n",
"33 0.09021 0.09852 0.09224 0.09203 \n",
"34 0.08013 0.09125 0.08704 0.08568 \n",
"35 0.06984 0.08169 0.07735 0.07750 \n",
"36 0.05794 0.07006 0.06641 0.06714 \n",
"37 0.04464 0.05625 0.05489 0.05548 \n",
"38 0.03419 0.04485 0.04396 0.04470 \n",
"39 0.02522 0.03357 0.03514 0.03512 \n",
"40 0.01716 0.02431 0.02528 0.02669 \n",
"41 0.01083 0.01533 0.01715 0.01747 \n",
"42 0.00623 0.00906 0.01016 0.01094 \n",
"43 0.00300 0.00478 0.00573 0.00616 \n",
"44 0.00153 0.00219 0.00267 0.00287 \n",
"45 0.00054 0.00090 0.00108 0.00121 \n",
"46 0.00023 0.00028 0.00040 0.00038 \n",
"47 0.00007 0.00014 0.00015 0.00015 \n",
"48 0.00006 0.00005 0.00007 0.00003 "
],
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" <th>1947年</th>\n",
" <th>1950年</th>\n",
" <th>1955年</th>\n",
" <th>1960年</th>\n",
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" <th>1970年</th>\n",
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" <th>1980年</th>\n",
" <th>1985年</th>\n",
" <th>1990年</th>\n",
" <th>1995年</th>\n",
" <th>2000年</th>\n",
" <th>2005年</th>\n",
" <th>2010年</th>\n",
" <th>2015年</th>\n",
" <th>2020年</th>\n",
" <th>2021年</th>\n",
" </tr>\n",
" <tr>\n",
" <th>年齢</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
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" <th>15</th>\n",
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" <td>0.00358</td>\n",
" <td>0.00158</td>\n",
" <td>0.00045</td>\n",
" <td>0.00032</td>\n",
" <td>0.00008</td>\n",
" <td>0.00006</td>\n",
" <td>0.00005</td>\n",
" <td>0.00012</td>\n",
" <td>0.00005</td>\n",
" <td>0.00006</td>\n",
" <td>0.00013</td>\n",
" <td>0.00012</td>\n",
" <td>0.00019</td>\n",
" <td>0.00033</td>\n",
" <td>0.00036</td>\n",
" <td>0.00038</td>\n",
" <td>0.00034</td>\n",
" <td>0.00022</td>\n",
" <td>0.00016</td>\n",
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" <tr>\n",
" <th>16</th>\n",
" <td>0.01514</td>\n",
" <td>0.00869</td>\n",
" <td>0.00322</td>\n",
" <td>0.00183</td>\n",
" <td>0.00171</td>\n",
" <td>0.00056</td>\n",
" <td>0.00039</td>\n",
" <td>0.00031</td>\n",
" <td>0.00032</td>\n",
" <td>0.00039</td>\n",
" <td>0.00051</td>\n",
" <td>0.00075</td>\n",
" <td>0.00060</td>\n",
" <td>0.00083</td>\n",
" <td>0.00132</td>\n",
" <td>0.00132</td>\n",
" <td>0.00122</td>\n",
" <td>0.00104</td>\n",
" <td>0.00055</td>\n",
" <td>0.00048</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>0.03924</td>\n",
" <td>0.02397</td>\n",
" <td>0.00854</td>\n",
" <td>0.00734</td>\n",
" <td>0.00663</td>\n",
" <td>0.00253</td>\n",
" <td>0.00165</td>\n",
" <td>0.00166</td>\n",
" <td>0.00152</td>\n",
" <td>0.00182</td>\n",
" <td>0.00204</td>\n",
" <td>0.00249</td>\n",
" <td>0.00195</td>\n",
" <td>0.00222</td>\n",
" <td>0.00384</td>\n",
" <td>0.00344</td>\n",
" <td>0.00313</td>\n",
" <td>0.00303</td>\n",
" <td>0.00172</td>\n",
" <td>0.00124</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>0.06993</td>\n",
" <td>0.05111</td>\n",
" <td>0.01998</td>\n",
" <td>0.02154</td>\n",
" <td>0.01770</td>\n",
" <td>0.00725</td>\n",
" <td>0.00517</td>\n",
" <td>0.00498</td>\n",
" <td>0.00531</td>\n",
" <td>0.00539</td>\n",
" <td>0.00503</td>\n",
" <td>0.00536</td>\n",
" <td>0.00467</td>\n",
" <td>0.00481</td>\n",
" <td>0.00732</td>\n",
" <td>0.00666</td>\n",
" <td>0.00611</td>\n",
" <td>0.00555</td>\n",
" <td>0.00324</td>\n",
" <td>0.00256</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>0.12139</td>\n",
" <td>0.09062</td>\n",
" <td>0.04183</td>\n",
" <td>0.04561</td>\n",
" <td>0.04097</td>\n",
" <td>0.01833</td>\n",
" <td>0.01350</td>\n",
" <td>0.01346</td>\n",
" <td>0.01360</td>\n",
" <td>0.01287</td>\n",
" <td>0.01124</td>\n",
" <td>0.01418</td>\n",
" <td>0.01071</td>\n",
" <td>0.01047</td>\n",
" <td>0.01411</td>\n",
" <td>0.01354</td>\n",
" <td>0.01237</td>\n",
" <td>0.01060</td>\n",
" <td>0.00661</td>\n",
" <td>0.00561</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>0.17621</td>\n",
" <td>0.14506</td>\n",
" <td>0.06949</td>\n",
" <td>0.08746</td>\n",
" <td>0.07900</td>\n",
" <td>0.04034</td>\n",
" <td>0.02987</td>\n",
" <td>0.03253</td>\n",
" <td>0.02966</td>\n",
" <td>0.02800</td>\n",
" <td>0.02175</td>\n",
" <td>0.02156</td>\n",
" <td>0.01873</td>\n",
" <td>0.01833</td>\n",
" <td>0.02161</td>\n",
" <td>0.02072</td>\n",
" <td>0.01943</td>\n",
" <td>0.01658</td>\n",
" <td>0.01098</td>\n",
" <td>0.00931</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>0.21789</td>\n",
" <td>0.18164</td>\n",
" <td>0.11472</td>\n",
" <td>0.13086</td>\n",
" <td>0.12578</td>\n",
" <td>0.07372</td>\n",
" <td>0.06219</td>\n",
" <td>0.05959</td>\n",
" <td>0.05465</td>\n",
" <td>0.05613</td>\n",
" <td>0.03878</td>\n",
" <td>0.03540</td>\n",
" <td>0.02891</td>\n",
" <td>0.02791</td>\n",
" <td>0.03025</td>\n",
" <td>0.02865</td>\n",
" <td>0.02715</td>\n",
" <td>0.02244</td>\n",
" <td>0.01639</td>\n",
" <td>0.01383</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>0.23986</td>\n",
" <td>0.21677</td>\n",
" <td>0.15436</td>\n",
" <td>0.16890</td>\n",
" <td>0.16773</td>\n",
" <td>0.11413</td>\n",
" <td>0.10810</td>\n",
" <td>0.10277</td>\n",
" <td>0.09815</td>\n",
" <td>0.09524</td>\n",
" <td>0.06393</td>\n",
" <td>0.05517</td>\n",
" <td>0.04223</td>\n",
" <td>0.03730</td>\n",
" <td>0.03732</td>\n",
" <td>0.03605</td>\n",
" <td>0.03363</td>\n",
" <td>0.02795</td>\n",
" <td>0.02160</td>\n",
" <td>0.01933</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>0.25671</td>\n",
" <td>0.22790</td>\n",
" <td>0.19496</td>\n",
" <td>0.21890</td>\n",
" <td>0.20849</td>\n",
" <td>0.15365</td>\n",
" <td>0.14808</td>\n",
" <td>0.15813</td>\n",
" <td>0.13886</td>\n",
" <td>0.14315</td>\n",
" <td>0.10718</td>\n",
" <td>0.08430</td>\n",
" <td>0.05451</td>\n",
" <td>0.05090</td>\n",
" <td>0.04696</td>\n",
" <td>0.04361</td>\n",
" <td>0.04283</td>\n",
" <td>0.03547</td>\n",
" <td>0.02884</td>\n",
" <td>0.02609</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>0.25584</td>\n",
" <td>0.25379</td>\n",
" <td>0.21871</td>\n",
" <td>0.24405</td>\n",
" <td>0.23176</td>\n",
" <td>0.18161</td>\n",
" <td>0.18328</td>\n",
" <td>0.19727</td>\n",
" <td>0.19712</td>\n",
" <td>0.19016</td>\n",
" <td>0.15368</td>\n",
" <td>0.12084</td>\n",
" <td>0.09134</td>\n",
" <td>0.06764</td>\n",
" <td>0.06033</td>\n",
" <td>0.05330</td>\n",
" <td>0.05507</td>\n",
" <td>0.04505</td>\n",
" <td>0.03703</td>\n",
" <td>0.03490</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>0.25607</td>\n",
" <td>0.24709</td>\n",
" <td>0.23722</td>\n",
" <td>0.26404</td>\n",
" <td>0.24064</td>\n",
" <td>0.19235</td>\n",
" <td>0.19839</td>\n",
" <td>0.21755</td>\n",
" <td>0.23885</td>\n",
" <td>0.21626</td>\n",
" <td>0.18564</td>\n",
" <td>0.15842</td>\n",
" <td>0.10862</td>\n",
" <td>0.08737</td>\n",
" <td>0.07569</td>\n",
" <td>0.06415</td>\n",
" <td>0.06531</td>\n",
" <td>0.05707</td>\n",
" <td>0.04845</td>\n",
" <td>0.04584</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>0.26453</td>\n",
" <td>0.25451</td>\n",
" <td>0.24094</td>\n",
" <td>0.28203</td>\n",
" <td>0.24807</td>\n",
" <td>0.19752</td>\n",
" <td>0.20233</td>\n",
" <td>0.22938</td>\n",
" <td>0.23242</td>\n",
" <td>0.21282</td>\n",
" <td>0.20511</td>\n",
" <td>0.18490</td>\n",
" <td>0.13451</td>\n",
" <td>0.10784</td>\n",
" <td>0.09044</td>\n",
" <td>0.07597</td>\n",
" <td>0.07740</td>\n",
" <td>0.07034</td>\n",
" <td>0.06066</td>\n",
" <td>0.05856</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>0.25799</td>\n",
" <td>0.25106</td>\n",
" <td>0.23766</td>\n",
" <td>0.26166</td>\n",
" <td>0.23950</td>\n",
" <td>0.18512</td>\n",
" <td>0.19253</td>\n",
" <td>0.22118</td>\n",
" <td>0.21945</td>\n",
" <td>0.19954</td>\n",
" <td>0.19683</td>\n",
" <td>0.19192</td>\n",
" <td>0.15120</td>\n",
" <td>0.12514</td>\n",
" <td>0.10263</td>\n",
" <td>0.08603</td>\n",
" <td>0.08878</td>\n",
" <td>0.08523</td>\n",
" <td>0.07588</td>\n",
" <td>0.07221</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>0.25251</td>\n",
" <td>0.24336</td>\n",
" <td>0.23737</td>\n",
" <td>0.27662</td>\n",
" <td>0.23228</td>\n",
" <td>0.17418</td>\n",
" <td>0.16955</td>\n",
" <td>0.19153</td>\n",
" <td>0.19718</td>\n",
" <td>0.15978</td>\n",
" <td>0.17636</td>\n",
" <td>0.18768</td>\n",
" <td>0.15697</td>\n",
" <td>0.12179</td>\n",
" <td>0.11178</td>\n",
" <td>0.09516</td>\n",
" <td>0.09859</td>\n",
" <td>0.09854</td>\n",
" <td>0.08914</td>\n",
" <td>0.08637</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>0.25003</td>\n",
" <td>0.23151</td>\n",
" <td>0.23285</td>\n",
" <td>0.26768</td>\n",
" <td>0.22676</td>\n",
" <td>0.15670</td>\n",
" <td>0.14585</td>\n",
" <td>0.16494</td>\n",
" <td>0.16376</td>\n",
" <td>0.14442</td>\n",
" <td>0.14974</td>\n",
" <td>0.16658</td>\n",
" <td>0.15183</td>\n",
" <td>0.14545</td>\n",
" <td>0.11613</td>\n",
" <td>0.10152</td>\n",
" <td>0.10548</td>\n",
" <td>0.11035</td>\n",
" <td>0.10024</td>\n",
" <td>0.09852</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30</th>\n",
" <td>0.24044</td>\n",
" <td>0.22677</td>\n",
" <td>0.22753</td>\n",
" <td>0.25921</td>\n",
" <td>0.19468</td>\n",
" <td>0.13960</td>\n",
" <td>0.11992</td>\n",
" <td>0.13505</td>\n",
" <td>0.13156</td>\n",
" <td>0.11898</td>\n",
" <td>0.12051</td>\n",
" <td>0.13823</td>\n",
" <td>0.13572</td>\n",
" <td>0.12402</td>\n",
" <td>0.11320</td>\n",
" <td>0.10172</td>\n",
" <td>0.10571</td>\n",
" <td>0.11181</td>\n",
" <td>0.10445</td>\n",
" <td>0.10237</td>\n",
" </tr>\n",
" <tr>\n",
" <th>31</th>\n",
" <td>0.23127</td>\n",
" <td>0.22381</td>\n",
" <td>0.21223</td>\n",
" <td>0.24723</td>\n",
" <td>0.19375</td>\n",
" <td>0.12608</td>\n",
" <td>0.09665</td>\n",
" <td>0.10616</td>\n",
" <td>0.10529</td>\n",
" <td>0.08648</td>\n",
" <td>0.08772</td>\n",
" <td>0.10963</td>\n",
" <td>0.11277</td>\n",
" <td>0.11077</td>\n",
" <td>0.10664</td>\n",
" <td>0.09597</td>\n",
" <td>0.10465</td>\n",
" <td>0.11041</td>\n",
" <td>0.10466</td>\n",
" <td>0.10238</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32</th>\n",
" <td>0.22956</td>\n",
" <td>0.21304</td>\n",
" <td>0.20762</td>\n",
" <td>0.23772</td>\n",
" <td>0.17867</td>\n",
" <td>0.11099</td>\n",
" <td>0.07521</td>\n",
" <td>0.08294</td>\n",
" <td>0.08339</td>\n",
" <td>0.06618</td>\n",
" <td>0.06606</td>\n",
" <td>0.08343</td>\n",
" <td>0.09157</td>\n",
" <td>0.09377</td>\n",
" <td>0.09598</td>\n",
" <td>0.08717</td>\n",
" <td>0.09822</td>\n",
" <td>0.10528</td>\n",
" <td>0.09935</td>\n",
" <td>0.09953</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
" <td>0.20967</td>\n",
" <td>0.20455</td>\n",
" <td>0.18962</td>\n",
" <td>0.22007</td>\n",
" <td>0.16191</td>\n",
" <td>0.09713</td>\n",
" <td>0.05983</td>\n",
" <td>0.06207</td>\n",
" <td>0.06334</td>\n",
" <td>0.04956</td>\n",
" <td>0.04432</td>\n",
" <td>0.06251</td>\n",
" <td>0.07255</td>\n",
" <td>0.07783</td>\n",
" <td>0.07446</td>\n",
" <td>0.07748</td>\n",
" <td>0.09021</td>\n",
" <td>0.09852</td>\n",
" <td>0.09224</td>\n",
" <td>0.09203</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34</th>\n",
" <td>0.21275</td>\n",
" <td>0.20002</td>\n",
" <td>0.18712</td>\n",
" <td>0.20803</td>\n",
" <td>0.14676</td>\n",
" <td>0.08522</td>\n",
" <td>0.04631</td>\n",
" <td>0.04620</td>\n",
" <td>0.04787</td>\n",
" <td>0.03557</td>\n",
" <td>0.03414</td>\n",
" <td>0.04579</td>\n",
" <td>0.05369</td>\n",
" <td>0.06094</td>\n",
" <td>0.07175</td>\n",
" <td>0.06620</td>\n",
" <td>0.08013</td>\n",
" <td>0.09125</td>\n",
" <td>0.08704</td>\n",
" <td>0.08568</td>\n",
" </tr>\n",
" <tr>\n",
" <th>35</th>\n",
" <td>0.20305</td>\n",
" <td>0.18545</td>\n",
" <td>0.16806</td>\n",
" <td>0.19444</td>\n",
" <td>0.13406</td>\n",
" <td>0.06566</td>\n",
" <td>0.03575</td>\n",
" <td>0.03370</td>\n",
" <td>0.03435</td>\n",
" <td>0.02553</td>\n",
" <td>0.02450</td>\n",
" <td>0.03199</td>\n",
" <td>0.03924</td>\n",
" <td>0.04601</td>\n",
" <td>0.05267</td>\n",
" <td>0.05562</td>\n",
" <td>0.06984</td>\n",
" <td>0.08169</td>\n",
" <td>0.07735</td>\n",
" <td>0.07750</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36</th>\n",
" <td>0.18491</td>\n",
" <td>0.17438</td>\n",
" <td>0.16117</td>\n",
" <td>0.17266</td>\n",
" <td>0.11701</td>\n",
" <td>0.06030</td>\n",
" <td>0.02896</td>\n",
" <td>0.02456</td>\n",
" <td>0.02509</td>\n",
" <td>0.01935</td>\n",
" <td>0.01696</td>\n",
" <td>0.02182</td>\n",
" <td>0.02833</td>\n",
" <td>0.03418</td>\n",
" <td>0.04100</td>\n",
" <td>0.04511</td>\n",
" <td>0.05794</td>\n",
" <td>0.07006</td>\n",
" <td>0.06641</td>\n",
" <td>0.06714</td>\n",
" </tr>\n",
" <tr>\n",
" <th>37</th>\n",
" <td>0.17023</td>\n",
" <td>0.16600</td>\n",
" <td>0.14807</td>\n",
" <td>0.15598</td>\n",
" <td>0.10473</td>\n",
" <td>0.04934</td>\n",
" <td>0.02221</td>\n",
" <td>0.01717</td>\n",
" <td>0.01808</td>\n",
" <td>0.01377</td>\n",
" <td>0.01159</td>\n",
" <td>0.01490</td>\n",
" <td>0.01911</td>\n",
" <td>0.02370</td>\n",
" <td>0.02913</td>\n",
" <td>0.03379</td>\n",
" <td>0.04464</td>\n",
" <td>0.05625</td>\n",
" <td>0.05489</td>\n",
" <td>0.05548</td>\n",
" </tr>\n",
" <tr>\n",
" <th>38</th>\n",
" <td>0.15807</td>\n",
" <td>0.14432</td>\n",
" <td>0.13293</td>\n",
" <td>0.13733</td>\n",
" <td>0.08974</td>\n",
" <td>0.03974</td>\n",
" <td>0.01740</td>\n",
" <td>0.01203</td>\n",
" <td>0.01250</td>\n",
" <td>0.00974</td>\n",
" <td>0.00799</td>\n",
" <td>0.00912</td>\n",
" <td>0.01274</td>\n",
" <td>0.01638</td>\n",
" <td>0.02044</td>\n",
" <td>0.02276</td>\n",
" <td>0.03419</td>\n",
" <td>0.04485</td>\n",
" <td>0.04396</td>\n",
" <td>0.04470</td>\n",
" </tr>\n",
" <tr>\n",
" <th>39</th>\n",
" <td>0.14082</td>\n",
" <td>0.13219</td>\n",
" <td>0.11337</td>\n",
" <td>0.12080</td>\n",
" <td>0.07704</td>\n",
" <td>0.03093</td>\n",
" <td>0.01352</td>\n",
" <td>0.00839</td>\n",
" <td>0.00840</td>\n",
" <td>0.00668</td>\n",
" <td>0.00548</td>\n",
" <td>0.00674</td>\n",
" <td>0.00845</td>\n",
" <td>0.01070</td>\n",
" <td>0.01394</td>\n",
" <td>0.01885</td>\n",
" <td>0.02522</td>\n",
" <td>0.03357</td>\n",
" <td>0.03514</td>\n",
" <td>0.03512</td>\n",
" </tr>\n",
" <tr>\n",
" <th>40</th>\n",
" <td>0.11949</td>\n",
" <td>0.11506</td>\n",
" <td>0.09732</td>\n",
" <td>0.09468</td>\n",
" <td>0.06228</td>\n",
" <td>0.02408</td>\n",
" <td>0.00909</td>\n",
" <td>0.00577</td>\n",
" <td>0.00553</td>\n",
" <td>0.00444</td>\n",
" <td>0.00346</td>\n",
" <td>0.00424</td>\n",
" <td>0.00528</td>\n",
" <td>0.00668</td>\n",
" <td>0.00892</td>\n",
" <td>0.01078</td>\n",
" <td>0.01716</td>\n",
" <td>0.02431</td>\n",
" <td>0.02528</td>\n",
" <td>0.02669</td>\n",
" </tr>\n",
" <tr>\n",
" <th>41</th>\n",
" <td>0.09545</td>\n",
" <td>0.08970</td>\n",
" <td>0.07921</td>\n",
" <td>0.07501</td>\n",
" <td>0.04642</td>\n",
" <td>0.01680</td>\n",
" <td>0.00711</td>\n",
" <td>0.00405</td>\n",
" <td>0.00356</td>\n",
" <td>0.00278</td>\n",
" <td>0.00227</td>\n",
" <td>0.00247</td>\n",
" <td>0.00303</td>\n",
" <td>0.00405</td>\n",
" <td>0.00528</td>\n",
" <td>0.00678</td>\n",
" <td>0.01083</td>\n",
" <td>0.01533</td>\n",
" <td>0.01715</td>\n",
" <td>0.01747</td>\n",
" </tr>\n",
" <tr>\n",
" <th>42</th>\n",
" <td>0.07390</td>\n",
" <td>0.06850</td>\n",
" <td>0.06017</td>\n",
" <td>0.05345</td>\n",
" <td>0.03302</td>\n",
" <td>0.01145</td>\n",
" <td>0.00475</td>\n",
" <td>0.00259</td>\n",
" <td>0.00225</td>\n",
" <td>0.00186</td>\n",
" <td>0.00146</td>\n",
" <td>0.00158</td>\n",
" <td>0.00174</td>\n",
" <td>0.00228</td>\n",
" <td>0.00293</td>\n",
" <td>0.00373</td>\n",
" <td>0.00623</td>\n",
" <td>0.00906</td>\n",
" <td>0.01016</td>\n",
" <td>0.01094</td>\n",
" </tr>\n",
" <tr>\n",
" <th>43</th>\n",
" <td>0.05199</td>\n",
" <td>0.04659</td>\n",
" <td>0.04061</td>\n",
" <td>0.03564</td>\n",
" <td>0.01975</td>\n",
" <td>0.00673</td>\n",
" <td>0.00285</td>\n",
" <td>0.00150</td>\n",
" <td>0.00122</td>\n",
" <td>0.00101</td>\n",
" <td>0.00076</td>\n",
" <td>0.00076</td>\n",
" <td>0.00086</td>\n",
" <td>0.00124</td>\n",
" <td>0.00153</td>\n",
" <td>0.00192</td>\n",
" <td>0.00300</td>\n",
" <td>0.00478</td>\n",
" <td>0.00573</td>\n",
" <td>0.00616</td>\n",
" </tr>\n",
" <tr>\n",
" <th>44</th>\n",
" <td>0.03389</td>\n",
" <td>0.03004</td>\n",
" <td>0.02621</td>\n",
" <td>0.02138</td>\n",
" <td>0.01204</td>\n",
" <td>0.00368</td>\n",
" <td>0.00156</td>\n",
" <td>0.00090</td>\n",
" <td>0.00071</td>\n",
" <td>0.00048</td>\n",
" <td>0.00039</td>\n",
" <td>0.00039</td>\n",
" <td>0.00040</td>\n",
" <td>0.00056</td>\n",
" <td>0.00076</td>\n",
" <td>0.00096</td>\n",
" <td>0.00153</td>\n",
" <td>0.00219</td>\n",
" <td>0.00267</td>\n",
" <td>0.00287</td>\n",
" </tr>\n",
" <tr>\n",
" <th>45</th>\n",
" <td>0.02069</td>\n",
" <td>0.01740</td>\n",
" <td>0.01511</td>\n",
" <td>0.01183</td>\n",
" <td>0.00539</td>\n",
" <td>0.00174</td>\n",
" <td>0.00084</td>\n",
" <td>0.00039</td>\n",
" <td>0.00043</td>\n",
" <td>0.00024</td>\n",
" <td>0.00020</td>\n",
" <td>0.00017</td>\n",
" <td>0.00016</td>\n",
" <td>0.00023</td>\n",
" <td>0.00031</td>\n",
" <td>0.00044</td>\n",
" <td>0.00054</td>\n",
" <td>0.00090</td>\n",
" <td>0.00108</td>\n",
" <td>0.00121</td>\n",
" </tr>\n",
" <tr>\n",
" <th>46</th>\n",
" <td>0.01235</td>\n",
" <td>0.00968</td>\n",
" <td>0.00858</td>\n",
" <td>0.00608</td>\n",
" <td>0.00271</td>\n",
" <td>0.00086</td>\n",
" <td>0.00038</td>\n",
" <td>0.00020</td>\n",
" <td>0.00018</td>\n",
" <td>0.00010</td>\n",
" <td>0.00007</td>\n",
" <td>0.00007</td>\n",
" <td>0.00007</td>\n",
" <td>0.00009</td>\n",
" <td>0.00011</td>\n",
" <td>0.00016</td>\n",
" <td>0.00023</td>\n",
" <td>0.00028</td>\n",
" <td>0.00040</td>\n",
" <td>0.00038</td>\n",
" </tr>\n",
" <tr>\n",
" <th>47</th>\n",
" <td>0.00782</td>\n",
" <td>0.00607</td>\n",
" <td>0.00590</td>\n",
" <td>0.00333</td>\n",
" <td>0.00119</td>\n",
" <td>0.00037</td>\n",
" <td>0.00027</td>\n",
" <td>0.00011</td>\n",
" <td>0.00009</td>\n",
" <td>0.00004</td>\n",
" <td>0.00004</td>\n",
" <td>0.00004</td>\n",
" <td>0.00002</td>\n",
" <td>0.00003</td>\n",
" <td>0.00004</td>\n",
" <td>0.00007</td>\n",
" <td>0.00007</td>\n",
" <td>0.00014</td>\n",
" <td>0.00015</td>\n",
" <td>0.00015</td>\n",
" </tr>\n",
" <tr>\n",
" <th>48</th>\n",
" <td>0.00572</td>\n",
" <td>0.00450</td>\n",
" <td>0.00378</td>\n",
" <td>0.00225</td>\n",
" <td>0.00075</td>\n",
" <td>0.00023</td>\n",
" <td>0.00010</td>\n",
" <td>0.00006</td>\n",
" <td>0.00005</td>\n",
" <td>0.00002</td>\n",
" <td>0.00001</td>\n",
" <td>0.00001</td>\n",
" <td>0.00001</td>\n",
" <td>0.00001</td>\n",
" <td>0.00002</td>\n",
" <td>0.00004</td>\n",
" <td>0.00006</td>\n",
" <td>0.00005</td>\n",
" <td>0.00007</td>\n",
" <td>0.00003</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>\n",
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"\n",
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
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" element.innerHTML = '';\n",
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" const docLink = document.createElement('div');\n",
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]
},
"metadata": {},
"execution_count": 58
}
]
},
{
"cell_type": "code",
"source": [
"import matplotlib as mpl\n",
"import matplotlib.pyplot as plt"
],
"metadata": {
"id": "4JRa2BM6Unjr"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"plt.plot(\n",
" df.index, df['1995年'],\n",
" df.index, df['2000年'],\n",
" df.index, df['2005年'],\n",
" )"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 482
},
"id": "JkWQGaCvZkP4",
"outputId": "cb19e581-820a-4fab-caf6-120d94613018"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7cc782c6fa00>,\n",
" <matplotlib.lines.Line2D at 0x7cc782c6fa60>,\n",
" <matplotlib.lines.Line2D at 0x7cc782c6fa90>]"
]
},
"metadata": {},
"execution_count": 24
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"1995 - 28"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "0VKG7r3TcIfW",
"outputId": "5df8adc0-6dbb-43d9-e51a-7fa3a79c8101"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"1967"
]
},
"metadata": {},
"execution_count": 26
}
]
},
{
"cell_type": "code",
"source": [
"fig = plt.figure()\n",
"ax = fig.add_subplot()\n",
"\n",
"for col in df.columns:\n",
" ax.plot(df[col].index, df[col].values, label=col[:-1], alpha=0.75)\n",
"\n",
"plt.legend()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 484
},
"id": "7saV_wOV6skZ",
"outputId": "51d02a38-ffb1-4b60-9cea-0c570375f956"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7cc782a0ae60>"
]
},
"metadata": {},
"execution_count": 63
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"cmap = mpl.colormaps['Spectral']\n",
"cmap"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 122
},
"id": "WFBrUNSyXqen",
"outputId": "aa214a61-393e-4638-874a-8b4098288acb"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.colors.LinearSegmentedColormap at 0x7cc781aa5990>"
],
"text/html": [
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],
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},
"metadata": {},
"execution_count": 74
}
]
},
{
"cell_type": "code",
"source": [
"mpl.colormaps['hsv']"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 122
},
"id": "kqB4GxP8Z5_b",
"outputId": "69ecf3e3-9874-4d33-82d8-875d5b8bedf7"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.colors.LinearSegmentedColormap at 0x7cc7825ccaf0>"
],
"text/html": [
"<div style=\"vertical-align: middle;\"><strong>hsv</strong> </div><div class=\"cmap\"><img alt=\"hsv colormap\" title=\"hsv\" style=\"border: 1px solid #555;\" src=\"data:image/png;base64,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\"></div><div style=\"vertical-align: middle; max-width: 514px; display: flex; justify-content: space-between;\"><div style=\"float: left;\"><div title=\"#ff0000ff\" style=\"display: inline-block; width: 1em; height: 1em; margin: 0; vertical-align: middle; border: 1px solid #555; background-color: #ff0000ff;\"></div> under</div><div style=\"margin: 0 auto; display: inline-block;\">bad <div title=\"#00000000\" style=\"display: inline-block; width: 1em; height: 1em; margin: 0; vertical-align: middle; border: 1px solid #555; background-color: #00000000;\"></div></div><div style=\"float: right;\">over <div title=\"#ff0018ff\" style=\"display: inline-block; width: 1em; height: 1em; margin: 0; vertical-align: middle; border: 1px solid #555; background-color: #ff0018ff;\"></div></div>"
],
"image/png": "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\n"
},
"metadata": {},
"execution_count": 78
}
]
},
{
"cell_type": "code",
"source": [
"mpl.colormaps['brg']"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 122
},
"outputId": "2d536319-824a-4065-d696-6c13c9dd0dbe",
"id": "oz_VJInOgyiJ"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.colors.LinearSegmentedColormap at 0x7cc77ae9ae30>"
],
"text/html": [
"<div style=\"vertical-align: middle;\"><strong>brg</strong> </div><div class=\"cmap\"><img alt=\"brg colormap\" title=\"brg\" style=\"border: 1px solid #555;\" src=\"data:image/png;base64,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\"></div><div style=\"vertical-align: middle; max-width: 514px; display: flex; justify-content: space-between;\"><div style=\"float: left;\"><div title=\"#0000ffff\" style=\"display: inline-block; width: 1em; height: 1em; margin: 0; vertical-align: middle; border: 1px solid #555; background-color: #0000ffff;\"></div> under</div><div style=\"margin: 0 auto; display: inline-block;\">bad <div title=\"#00000000\" style=\"display: inline-block; width: 1em; height: 1em; margin: 0; vertical-align: middle; border: 1px solid #555; background-color: #00000000;\"></div></div><div style=\"float: right;\">over <div title=\"#00ff00ff\" style=\"display: inline-block; width: 1em; height: 1em; margin: 0; vertical-align: middle; border: 1px solid #555; background-color: #00ff00ff;\"></div></div>"
],
"image/png": "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\n"
},
"metadata": {},
"execution_count": 113
}
]
},
{
"cell_type": "code",
"source": [
"mpl.colormaps['turbo'].reversed()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 122
},
"id": "l2MqwZtIaW7m",
"outputId": "05330ff9-0c53-4b6c-c7fc-1b17ac46aac7"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.colors.ListedColormap at 0x7cc78230bc70>"
],
"text/html": [
"<div style=\"vertical-align: middle;\"><strong>turbo_r</strong> </div><div class=\"cmap\"><img alt=\"turbo_r colormap\" title=\"turbo_r\" style=\"border: 1px solid #555;\" src=\"data:image/png;base64,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\"></div><div style=\"vertical-align: middle; max-width: 514px; display: flex; justify-content: space-between;\"><div style=\"float: left;\"><div title=\"#7a0403ff\" style=\"display: inline-block; width: 1em; height: 1em; margin: 0; vertical-align: middle; border: 1px solid #555; background-color: #7a0403ff;\"></div> under</div><div style=\"margin: 0 auto; display: inline-block;\">bad <div title=\"#00000000\" style=\"display: inline-block; width: 1em; height: 1em; margin: 0; vertical-align: middle; border: 1px solid #555; background-color: #00000000;\"></div></div><div style=\"float: right;\">over <div title=\"#30123bff\" style=\"display: inline-block; width: 1em; height: 1em; margin: 0; vertical-align: middle; border: 1px solid #555; background-color: #30123bff;\"></div></div>"
],
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAgAAAABACAYAAABsv8+/AAAAFnRFWHRUaXRsZQB0dXJib19yIGNvbG9ybWFwkzzEDwAAABx0RVh0RGVzY3JpcHRpb24AdHVyYm9fciBjb2xvcm1hcDQSdXYAAAAwdEVYdEF1dGhvcgBNYXRwbG90bGliIHYzLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZyqv+E0AAAAydEVYdFNvZnR3YXJlAE1hdHBsb3RsaWIgdjMuNy4xLCBodHRwczovL21hdHBsb3RsaWIub3JnBAlnagAAAoNJREFUeJzt1stW3DAQBFDJw1fnywPBdhYjmaNmnMe67t3oVLdsBphF9R9v29laa4/eWmutvY3z0c/2ev6P5/Z/863OR95uc3/53Mzb3Nf3l+e2XvI4e71X8t2+zvujv9z3R3nuUc75nvGL3+2/zcsfuM57+cPf3W839+s/6H7/PM/tZj/m59/y+Hi38+t8zo9v8+d5PGY+X947rvNc532d13sz79f9em/s67zP58419/rcvN9Lns+XeZu5l/c+X7i3OR/32rbc/8rbmsf5eeXHTf7zuZ83+2v+VvLcv57vdT7y9XPGubd1vh/r56nncZOPY83n+KLM+czXeX3RHmueX8iy72U+89f55/m2lzz223xuX/PXfM3bt9zLe/tyr4/9drSSx3P7mF/7ms+XuR3j3I+xX3M7jpu8v87Xvb3ce57n/lnmM3+O/To/91/Lvs6/9iMfJV/nx5qPj3Hvo+zn+f46H3X/Pn69mX8u8/HtAwCSKAAAEEgBAIBACgAABFIAACCQAgAAgRQAAAikAABAIAUAAAIpAAAQSAEAgEAKAAAEUgAAIJACAACBFAAACKQAAEAgBQAAAikAABBIAQCAQAoAAARSAAAgkAIAAIEUAAAIpAAAQCAFAAACKQAAEEgBAIBACgAABFIAACCQAgAAgRQAAAikAABAIAUAAAIpAAAQSAEAgEAKAAAEUgAAIJACAACBFAAACKQAAEAgBQAAAikAABBIAQCAQAoAAARSAAAgkAIAAIEUAAAIpAAAQCAFAAACKQAAEEgBAIBACgAABFIAACCQAgAAgRQAAAikAABAIAUAAAIpAAAQSAEAgEAKAAAEUgAAIJACAACBFAAACPQbZFwVC7z0a5oAAAAASUVORK5CYII=\n"
},
"metadata": {},
"execution_count": 84
}
]
},
{
"cell_type": "code",
"source": [
"cmap = mpl.colormaps['turbo'].reversed()\n",
"\n",
"fig = plt.figure()\n",
"ax = fig.add_subplot()\n",
"\n",
"n = len(df.columns)\n",
"for i, col in enumerate(df.columns):\n",
" ax.loglog(df[col].index, df[col].values, label=col[:-1], color=cmap(i/n, 0.8))\n",
"\n",
"plt.legend()\n"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 484
},
"id": "lJzQCz4G7n8n",
"outputId": "266c6bd8-b28a-4bc1-e681-9cd950126ad4"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7cc77b4d5b40>"
]
},
"metadata": {},
"execution_count": 105
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"cmap = mpl.colormaps['brg'].reversed()\n",
"\n",
"fig = plt.figure()\n",
"ax = fig.add_subplot(projection='3d')\n",
"\n",
"n = len(df.columns)\n",
"for i, col in enumerate(df.columns):\n",
" ax.plot(df[col].index, df[col].values, zs=int(col[:-1]), zdir='x', label=col[:-1], color=cmap(i/n, 0.75))\n"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 415
},
"outputId": "a12d7be4-4133-4ac7-edfb-ed5483de71d2",
"id": "lfyONxE0MHHu"
},
"execution_count": 114,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"import matplotlib as mpl\n",
"\n",
"cmap = mpl.colormaps['turbo'].reversed()\n",
"\n",
"fig = plt.figure()\n",
"ax = fig.add_subplot(projection='3d')\n",
"\n",
"n = len(df.columns)\n",
"for i, col in enumerate(df.columns):\n",
" ax.loglog(df[col].index, df[col].values, zs=int(col[:-1]), zdir='x', label=col[:-1], color=cmap(i/n, 0.75))\n"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 425
},
"outputId": "fbb80a84-b424-435a-809e-407f65fd6155",
"id": "dtN761y4daAC"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
}
]
}
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