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TB deaths all world – Michel Wermelinger.html

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    169. 

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    170. 

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    171. 

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  172. <div class="cell border-box-sizing text_cell rendered">
    173. 

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    174. 

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    175. 

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    176. 

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    177. 

  177. <h1 id="Project-1:-Deaths-by-tuberculosis">Project 1: Deaths by tuberculosis<a class="anchor-link" href="#Project-1:-Deaths-by-tuberculosis">&#182;</a></h1><p>by Michel Wermelinger and Andres Muniz, 08 November 2015</p>
    178. 

  178. <p>This is the project notebook for Week 1 of The Open University's <a href="http://futurelearn.com/courses/learn-to-code"><em>Learn to code for Data Analysis</em></a> course.</p>
    179. 

  179. <p>In 2000, the United Nations set eight Millenium Development Goals (MDGs) to reduce poverty and diseases, improve gender equality and environmental sustainability, etc. Each goal is quantified and time-bound, to be achieved by the end of 2015. Goal 6 is to have halted and started reversing the spread of HIV, malaria and tuberculosis (TB).
    180. 

  180. TB doesn't make headlines like Ebola, SARS (severe acute respiratory syndrome) and other epidemics, but is far deadlier. For more information, see the World Health Organisation (WHO) page <a href="http://www.who.int/gho/tb/en/">http://www.who.int/gho/tb/en/</a>.</p>
    181. 

  181. <p>Given the population and number of deaths due to TB in all countries during one year, the following questions will be answered:</p>
    182. 

  182. <ul>
    183. 

  183. <li>What is the total, maximum, minimum and average number of deaths in that year?</li>
    184. 

  184. <li>Which countries have the most and the least deaths?</li>
    185. 

  185. <li>What is the death rate (deaths per 100,000 inhabitants) for each country?</li>
    186. 

  186. <li>Which countries have the lowest and highest death rate?</li>
    187. 

  187. </ul>
    188. 

  188. <p>The death rate allows for a better comparison of countries with widely different population sizes.</p>
    189. 

  189. 

  190. </div>
    191. 

  191. </div>
    192. 

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    193. 

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    194. 

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    196. 

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    197. 

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    198. 

  198. <h2 id="The-data">The data<a class="anchor-link" href="#The-data">&#182;</a></h2><p>The data consists of total population and total number of deaths due to TB (excluding HIV) in 2013 in each of the BRICS and Portuguese-speaking countries.</p>
    199. 

  199. <p>The data was taken from <a href="http://apps.who.int/gho/data/node.main.POP107?lang=en">http://apps.who.int/gho/data/node.main.POP107?lang=en</a> (population) and <a href="http://apps.who.int/gho/data/node.main.593?lang=en">http://apps.who.int/gho/data/node.main.593?lang=en</a> (deaths). The uncertainty bounds of the number of deaths were ignored.</p>
    200. 

  200. <p>The data was collected into an Excel file which should be in the same folder as this notebook.</p>
    201. 

  201. 

  202. </div>
    203. 

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    204. 

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    205. 

  205. <div class="cell border-box-sizing code_cell rendered">
    206. 

  206. <div class="input">
    207. 

  207. <div class="prompt input_prompt">In&nbsp;[13]:</div>
    208. 

  208. <div class="inner_cell">
    209. 

  209.     <div class="input_area">
    210. 

  210. <div class=" highlight hl-ipython3"><pre><span class="kn">from</span> <span class="nn">pandas</span> <span class="k">import</span> <span class="o">*</span>
    211. 

  211. <span class="n">data</span> <span class="o">=</span> <span class="n">read_excel</span><span class="p">(</span><span class="s">&#39;WHO POP TB all.xls&#39;</span><span class="p">)</span>
    212. 

  212. <span class="n">data</span>
    213. 

  213. </pre></div>
    214. 

  214. 

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    216. 

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    217. 

  217. </div>
    218. 

  218. 

  219. <div class="output_wrapper">
    220. 

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    221. 

  221. 

  222. 

  223. <div class="output_area"><div class="prompt output_prompt">Out[13]:</div>
    224. 

  224. 

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    226. 

  226. <div>
    227. 

  227. <table border="1" class="dataframe">
    228. 

  228.   <thead>
    229. 

  229.     <tr style="text-align: right;">
    230. 

  230.       <th></th>
    231. 

  231.       <th>Country</th>
    232. 

  232.       <th>Population (1000s)</th>
    233. 

  233.       <th>TB deaths</th>
    234. 

  234.     </tr>
    235. 

  235.   </thead>
    236. 

  236.   <tbody>
    237. 

  237.     <tr>
    238. 

  238.       <th>0</th>
    239. 

  239.       <td>Afghanistan</td>
    240. 

  240.       <td>30552</td>
    241. 

  241.       <td>13000.00</td>
    242. 

  242.     </tr>
    243. 

  243.     <tr>
    244. 

  244.       <th>1</th>
    245. 

  245.       <td>Albania</td>
    246. 

  246.       <td>3173</td>
    247. 

  247.       <td>20.00</td>
    248. 

  248.     </tr>
    249. 

  249.     <tr>
    250. 

  250.       <th>2</th>
    251. 

  251.       <td>Algeria</td>
    252. 

  252.       <td>39208</td>
    253. 

  253.       <td>5100.00</td>
    254. 

  254.     </tr>
    255. 

  255.     <tr>
    256. 

  256.       <th>3</th>
    257. 

  257.       <td>Andorra</td>
    258. 

  258.       <td>79</td>
    259. 

  259.       <td>0.26</td>
    260. 

  260.     </tr>
    261. 

  261.     <tr>
    262. 

  262.       <th>4</th>
    263. 

  263.       <td>Angola</td>
    264. 

  264.       <td>21472</td>
    265. 

  265.       <td>6900.00</td>
    266. 

  266.     </tr>
    267. 

  267.     <tr>
    268. 

  268.       <th>5</th>
    269. 

  269.       <td>Antigua and Barbuda</td>
    270. 

  270.       <td>90</td>
    271. 

  271.       <td>1.20</td>
    272. 

  272.     </tr>
    273. 

  273.     <tr>
    274. 

  274.       <th>6</th>
    275. 

  275.       <td>Argentina</td>
    276. 

  276.       <td>41446</td>
    277. 

  277.       <td>570.00</td>
    278. 

  278.     </tr>
    279. 

  279.     <tr>
    280. 

  280.       <th>7</th>
    281. 

  281.       <td>Armenia</td>
    282. 

  282.       <td>2977</td>
    283. 

  283.       <td>170.00</td>
    284. 

  284.     </tr>
    285. 

  285.     <tr>
    286. 

  286.       <th>8</th>
    287. 

  287.       <td>Australia</td>
    288. 

  288.       <td>23343</td>
    289. 

  289.       <td>45.00</td>
    290. 

  290.     </tr>
    291. 

  291.     <tr>
    292. 

  292.       <th>9</th>
    293. 

  293.       <td>Austria</td>
    294. 

  294.       <td>8495</td>
    295. 

  295.       <td>29.00</td>
    296. 

  296.     </tr>
    297. 

  297.     <tr>
    298. 

  298.       <th>10</th>
    299. 

  299.       <td>Azerbaijan</td>
    300. 

  300.       <td>9413</td>
    301. 

  301.       <td>360.00</td>
    302. 

  302.     </tr>
    303. 

  303.     <tr>
    304. 

  304.       <th>11</th>
    305. 

  305.       <td>Bahamas</td>
    306. 

  306.       <td>377</td>
    307. 

  307.       <td>1.80</td>
    308. 

  308.     </tr>
    309. 

  309.     <tr>
    310. 

  310.       <th>12</th>
    311. 

  311.       <td>Bahrain</td>
    312. 

  312.       <td>1332</td>
    313. 

  313.       <td>9.60</td>
    314. 

  314.     </tr>
    315. 

  315.     <tr>
    316. 

  316.       <th>13</th>
    317. 

  317.       <td>Bangladesh</td>
    318. 

  318.       <td>156595</td>
    319. 

  319.       <td>80000.00</td>
    320. 

  320.     </tr>
    321. 

  321.     <tr>
    322. 

  322.       <th>14</th>
    323. 

  323.       <td>Barbados</td>
    324. 

  324.       <td>285</td>
    325. 

  325.       <td>2.00</td>
    326. 

  326.     </tr>
    327. 

  327.     <tr>
    328. 

  328.       <th>15</th>
    329. 

  329.       <td>Belarus</td>
    330. 

  330.       <td>9357</td>
    331. 

  331.       <td>850.00</td>
    332. 

  332.     </tr>
    333. 

  333.     <tr>
    334. 

  334.       <th>16</th>
    335. 

  335.       <td>Belgium</td>
    336. 

  336.       <td>11104</td>
    337. 

  337.       <td>18.00</td>
    338. 

  338.     </tr>
    339. 

  339.     <tr>
    340. 

  340.       <th>17</th>
    341. 

  341.       <td>Belize</td>
    342. 

  342.       <td>332</td>
    343. 

  343.       <td>20.00</td>
    344. 

  344.     </tr>
    345. 

  345.     <tr>
    346. 

  346.       <th>18</th>
    347. 

  347.       <td>Benin</td>
    348. 

  348.       <td>10323</td>
    349. 

  349.       <td>1300.00</td>
    350. 

  350.     </tr>
    351. 

  351.     <tr>
    352. 

  352.       <th>19</th>
    353. 

  353.       <td>Bhutan</td>
    354. 

  354.       <td>754</td>
    355. 

  355.       <td>88.00</td>
    356. 

  356.     </tr>
    357. 

  357.     <tr>
    358. 

  358.       <th>20</th>
    359. 

  359.       <td>Bolivia (Plurinational State of)</td>
    360. 

  360.       <td>10671</td>
    361. 

  361.       <td>430.00</td>
    362. 

  362.     </tr>
    363. 

  363.     <tr>
    364. 

  364.       <th>21</th>
    365. 

  365.       <td>Bosnia and Herzegovina</td>
    366. 

  366.       <td>3829</td>
    367. 

  367.       <td>190.00</td>
    368. 

  368.     </tr>
    369. 

  369.     <tr>
    370. 

  370.       <th>22</th>
    371. 

  371.       <td>Botswana</td>
    372. 

  372.       <td>2021</td>
    373. 

  373.       <td>440.00</td>
    374. 

  374.     </tr>
    375. 

  375.     <tr>
    376. 

  376.       <th>23</th>
    377. 

  377.       <td>Brazil</td>
    378. 

  378.       <td>200362</td>
    379. 

  379.       <td>4400.00</td>
    380. 

  380.     </tr>
    381. 

  381.     <tr>
    382. 

  382.       <th>24</th>
    383. 

  383.       <td>Brunei Darussalam</td>
    384. 

  384.       <td>418</td>
    385. 

  385.       <td>13.00</td>
    386. 

  386.     </tr>
    387. 

  387.     <tr>
    388. 

  388.       <th>25</th>
    389. 

  389.       <td>Bulgaria</td>
    390. 

  390.       <td>7223</td>
    391. 

  391.       <td>150.00</td>
    392. 

  392.     </tr>
    393. 

  393.     <tr>
    394. 

  394.       <th>26</th>
    395. 

  395.       <td>Burkina Faso</td>
    396. 

  396.       <td>16935</td>
    397. 

  397.       <td>1500.00</td>
    398. 

  398.     </tr>
    399. 

  399.     <tr>
    400. 

  400.       <th>27</th>
    401. 

  401.       <td>Burundi</td>
    402. 

  402.       <td>10163</td>
    403. 

  403.       <td>2300.00</td>
    404. 

  404.     </tr>
    405. 

  405.     <tr>
    406. 

  406.       <th>28</th>
    407. 

  407.       <td>Côte d'Ivoire</td>
    408. 

  408.       <td>20316</td>
    409. 

  409.       <td>4000.00</td>
    410. 

  410.     </tr>
    411. 

  411.     <tr>
    412. 

  412.       <th>29</th>
    413. 

  413.       <td>Cabo Verde</td>
    414. 

  414.       <td>499</td>
    415. 

  415.       <td>150.00</td>
    416. 

  416.     </tr>
    417. 

  417.     <tr>
    418. 

  418.       <th>...</th>
    419. 

  419.       <td>...</td>
    420. 

  420.       <td>...</td>
    421. 

  421.       <td>...</td>
    422. 

  422.     </tr>
    423. 

  423.     <tr>
    424. 

  424.       <th>164</th>
    425. 

  425.       <td>Suriname</td>
    426. 

  426.       <td>539</td>
    427. 

  427.       <td>12.00</td>
    428. 

  428.     </tr>
    429. 

  429.     <tr>
    430. 

  430.       <th>165</th>
    431. 

  431.       <td>Swaziland</td>
    432. 

  432.       <td>1250</td>
    433. 

  433.       <td>1100.00</td>
    434. 

  434.     </tr>
    435. 

  435.     <tr>
    436. 

  436.       <th>166</th>
    437. 

  437.       <td>Sweden</td>
    438. 

  438.       <td>9571</td>
    439. 

  439.       <td>13.00</td>
    440. 

  440.     </tr>
    441. 

  441.     <tr>
    442. 

  442.       <th>167</th>
    443. 

  443.       <td>Switzerland</td>
    444. 

  444.       <td>8078</td>
    445. 

  445.       <td>17.00</td>
    446. 

  446.     </tr>
    447. 

  447.     <tr>
    448. 

  448.       <th>168</th>
    449. 

  449.       <td>Syrian Arab Republic</td>
    450. 

  450.       <td>21898</td>
    451. 

  451.       <td>450.00</td>
    452. 

  452.     </tr>
    453. 

  453.     <tr>
    454. 

  454.       <th>169</th>
    455. 

  455.       <td>Tajikistan</td>
    456. 

  456.       <td>8208</td>
    457. 

  457.       <td>570.00</td>
    458. 

  458.     </tr>
    459. 

  459.     <tr>
    460. 

  460.       <th>170</th>
    461. 

  461.       <td>Thailand</td>
    462. 

  462.       <td>67010</td>
    463. 

  463.       <td>8100.00</td>
    464. 

  464.     </tr>
    465. 

  465.     <tr>
    466. 

  466.       <th>171</th>
    467. 

  467.       <td>The former Yugoslav republic of Macedonia</td>
    468. 

  468.       <td>2107</td>
    469. 

  469.       <td>33.00</td>
    470. 

  470.     </tr>
    471. 

  471.     <tr>
    472. 

  472.       <th>172</th>
    473. 

  473.       <td>Timor-Leste</td>
    474. 

  474.       <td>1133</td>
    475. 

  475.       <td>990.00</td>
    476. 

  476.     </tr>
    477. 

  477.     <tr>
    478. 

  478.       <th>173</th>
    479. 

  479.       <td>Togo</td>
    480. 

  480.       <td>6817</td>
    481. 

  481.       <td>810.00</td>
    482. 

  482.     </tr>
    483. 

  483.     <tr>
    484. 

  484.       <th>174</th>
    485. 

  485.       <td>Tonga</td>
    486. 

  486.       <td>105</td>
    487. 

  487.       <td>2.50</td>
    488. 

  488.     </tr>
    489. 

  489.     <tr>
    490. 

  490.       <th>175</th>
    491. 

  491.       <td>Trinidad and Tobago</td>
    492. 

  492.       <td>1341</td>
    493. 

  493.       <td>29.00</td>
    494. 

  494.     </tr>
    495. 

  495.     <tr>
    496. 

  496.       <th>176</th>
    497. 

  497.       <td>Tunisia</td>
    498. 

  498.       <td>10997</td>
    499. 

  499.       <td>230.00</td>
    500. 

  500.     </tr>
    501. 

  501.     <tr>
    502. 

  502.       <th>177</th>
    503. 

  503.       <td>Turkey</td>
    504. 

  504.       <td>74933</td>
    505. 

  505.       <td>310.00</td>
    506. 

  506.     </tr>
    507. 

  507.     <tr>
    508. 

  508.       <th>178</th>
    509. 

  509.       <td>Turkmenistan</td>
    510. 

  510.       <td>5240</td>
    511. 

  511.       <td>1300.00</td>
    512. 

  512.     </tr>
    513. 

  513.     <tr>
    514. 

  514.       <th>179</th>
    515. 

  515.       <td>Tuvalu</td>
    516. 

  516.       <td>10</td>
    517. 

  517.       <td>2.80</td>
    518. 

  518.     </tr>
    519. 

  519.     <tr>
    520. 

  520.       <th>180</th>
    521. 

  521.       <td>Uganda</td>
    522. 

  522.       <td>37579</td>
    523. 

  523.       <td>4100.00</td>
    524. 

  524.     </tr>
    525. 

  525.     <tr>
    526. 

  526.       <th>181</th>
    527. 

  527.       <td>Ukraine</td>
    528. 

  528.       <td>45239</td>
    529. 

  529.       <td>6600.00</td>
    530. 

  530.     </tr>
    531. 

  531.     <tr>
    532. 

  532.       <th>182</th>
    533. 

  533.       <td>United Arab Emirates</td>
    534. 

  534.       <td>9346</td>
    535. 

  535.       <td>64.00</td>
    536. 

  536.     </tr>
    537. 

  537.     <tr>
    538. 

  538.       <th>183</th>
    539. 

  539.       <td>United Kingdom of Great Britain and Northern I...</td>
    540. 

  540.       <td>63136</td>
    541. 

  541.       <td>340.00</td>
    542. 

  542.     </tr>
    543. 

  543.     <tr>
    544. 

  544.       <th>184</th>
    545. 

  545.       <td>United Republic of Tanzania</td>
    546. 

  546.       <td>49253</td>
    547. 

  547.       <td>6000.00</td>
    548. 

  548.     </tr>
    549. 

  549.     <tr>
    550. 

  550.       <th>185</th>
    551. 

  551.       <td>United States of America</td>
    552. 

  552.       <td>320051</td>
    553. 

  553.       <td>490.00</td>
    554. 

  554.     </tr>
    555. 

  555.     <tr>
    556. 

  556.       <th>186</th>
    557. 

  557.       <td>Uruguay</td>
    558. 

  558.       <td>3407</td>
    559. 

  559.       <td>40.00</td>
    560. 

  560.     </tr>
    561. 

  561.     <tr>
    562. 

  562.       <th>187</th>
    563. 

  563.       <td>Uzbekistan</td>
    564. 

  564.       <td>28934</td>
    565. 

  565.       <td>2200.00</td>
    566. 

  566.     </tr>
    567. 

  567.     <tr>
    568. 

  568.       <th>188</th>
    569. 

  569.       <td>Vanuatu</td>
    570. 

  570.       <td>253</td>
    571. 

  571.       <td>16.00</td>
    572. 

  572.     </tr>
    573. 

  573.     <tr>
    574. 

  574.       <th>189</th>
    575. 

  575.       <td>Venezuela (Bolivarian Republic of)</td>
    576. 

  576.       <td>30405</td>
    577. 

  577.       <td>480.00</td>
    578. 

  578.     </tr>
    579. 

  579.     <tr>
    580. 

  580.       <th>190</th>
    581. 

  581.       <td>Viet Nam</td>
    582. 

  582.       <td>91680</td>
    583. 

  583.       <td>17000.00</td>
    584. 

  584.     </tr>
    585. 

  585.     <tr>
    586. 

  586.       <th>191</th>
    587. 

  587.       <td>Yemen</td>
    588. 

  588.       <td>24407</td>
    589. 

  589.       <td>990.00</td>
    590. 

  590.     </tr>
    591. 

  591.     <tr>
    592. 

  592.       <th>192</th>
    593. 

  593.       <td>Zambia</td>
    594. 

  594.       <td>14539</td>
    595. 

  595.       <td>3600.00</td>
    596. 

  596.     </tr>
    597. 

  597.     <tr>
    598. 

  598.       <th>193</th>
    599. 

  599.       <td>Zimbabwe</td>
    600. 

  600.       <td>14150</td>
    601. 

  601.       <td>5700.00</td>
    602. 

  602.     </tr>
    603. 

  603.   </tbody>
    604. 

  604. </table>
    605. 

  605. <p>194 rows × 3 columns</p>
    606. 

  606. </div>
    607. 

  607. </div>
    608. 

  608. 

  609. </div>
    610. 

  610. 

  611. </div>
    612. 

  612. </div>
    613. 

  613. 

  614. </div>
    615. 

  615. <div class="cell border-box-sizing text_cell rendered">
    616. 

  616. <div class="prompt input_prompt">
    617. 

  617. </div>
    618. 

  618. <div class="inner_cell">
    619. 

  619. <div class="text_cell_render border-box-sizing rendered_html">
    620. 

  620. <h2 id="The-range-of-the-problem">The range of the problem<a class="anchor-link" href="#The-range-of-the-problem">&#182;</a></h2><p>The column of interest is the last one.</p>
    621. 

  621. 

  622. </div>
    623. 

  623. </div>
    624. 

  624. </div>
    625. 

  625. <div class="cell border-box-sizing code_cell rendered">
    626. 

  626. <div class="input">
    627. 

  627. <div class="prompt input_prompt">In&nbsp;[14]:</div>
    628. 

  628. <div class="inner_cell">
    629. 

  629.     <div class="input_area">
    630. 

  630. <div class=" highlight hl-ipython3"><pre><span class="n">tbColumn</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="s">&#39;TB deaths&#39;</span><span class="p">]</span>
    631. 

  631. </pre></div>
    632. 

  632. 

  633. </div>
    634. 

  634. </div>
    635. 

  635. </div>
    636. 

  636. 

  637. </div>
    638. 

  638. <div class="cell border-box-sizing text_cell rendered">
    639. 

  639. <div class="prompt input_prompt">
    640. 

  640. </div>
    641. 

  641. <div class="inner_cell">
    642. 

  642. <div class="text_cell_render border-box-sizing rendered_html">
    643. 

  643. <p>The total number of deaths in 2013 is:</p>
    644. 

  644. 

  645. </div>
    646. 

  646. </div>
    647. 

  647. </div>
    648. 

  648. <div class="cell border-box-sizing code_cell rendered">
    649. 

  649. <div class="input">
    650. 

  650. <div class="prompt input_prompt">In&nbsp;[15]:</div>
    651. 

  651. <div class="inner_cell">
    652. 

  652.     <div class="input_area">
    653. 

  653. <div class=" highlight hl-ipython3"><pre><span class="n">tbColumn</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
    654. 

  654. </pre></div>
    655. 

  655. 

  656. </div>
    657. 

  657. </div>
    658. 

  658. </div>
    659. 

  659. 

  660. <div class="output_wrapper">
    661. 

  661. <div class="output">
    662. 

  662. 

  663. 

  664. <div class="output_area"><div class="prompt output_prompt">Out[15]:</div>
    665. 

  665. 

  666. 

  667. <div class="output_text output_subarea output_execute_result">
    668. 

  668. <pre>1072677.97</pre>
    669. 

  669. </div>
    670. 

  670. 

  671. </div>
    672. 

  672. 

  673. </div>
    674. 

  674. </div>
    675. 

  675. 

  676. </div>
    677. 

  677. <div class="cell border-box-sizing text_cell rendered">
    678. 

  678. <div class="prompt input_prompt">
    679. 

  679. </div>
    680. 

  680. <div class="inner_cell">
    681. 

  681. <div class="text_cell_render border-box-sizing rendered_html">
    682. 

  682. <p>The largest and smallest number of deaths in a single country are:</p>
    683. 

  683. 

  684. </div>
    685. 

  685. </div>
    686. 

  686. </div>
    687. 

  687. <div class="cell border-box-sizing code_cell rendered">
    688. 

  688. <div class="input">
    689. 

  689. <div class="prompt input_prompt">In&nbsp;[16]:</div>
    690. 

  690. <div class="inner_cell">
    691. 

  691.     <div class="input_area">
    692. 

  692. <div class=" highlight hl-ipython3"><pre><span class="n">tbColumn</span><span class="o">.</span><span class="n">max</span><span class="p">()</span>
    693. 

  693. </pre></div>
    694. 

  694. 

  695. </div>
    696. 

  696. </div>
    697. 

  697. </div>
    698. 

  698. 

  699. <div class="output_wrapper">
    700. 

  700. <div class="output">
    701. 

  701. 

  702. 

  703. <div class="output_area"><div class="prompt output_prompt">Out[16]:</div>
    704. 

  704. 

  705. 

  706. <div class="output_text output_subarea output_execute_result">
    707. 

  707. <pre>240000.0</pre>
    708. 

  708. </div>
    709. 

  709. 

  710. </div>
    711. 

  711. 

  712. </div>
    713. 

  713. </div>
    714. 

  714. 

  715. </div>
    716. 

  716. <div class="cell border-box-sizing code_cell rendered">
    717. 

  717. <div class="input">
    718. 

  718. <div class="prompt input_prompt">In&nbsp;[17]:</div>
    719. 

  719. <div class="inner_cell">
    720. 

  720.     <div class="input_area">
    721. 

  721. <div class=" highlight hl-ipython3"><pre><span class="n">tbColumn</span><span class="o">.</span><span class="n">min</span><span class="p">()</span>
    722. 

  722. </pre></div>
    723. 

  723. 

  724. </div>
    725. 

  725. </div>
    726. 

  726. </div>
    727. 

  727. 

  728. <div class="output_wrapper">
    729. 

  729. <div class="output">
    730. 

  730. 

  731. 

  732. <div class="output_area"><div class="prompt output_prompt">Out[17]:</div>
    733. 

  733. 

  734. 

  735. <div class="output_text output_subarea output_execute_result">
    736. 

  736. <pre>0.0</pre>
    737. 

  737. </div>
    738. 

  738. 

  739. </div>
    740. 

  740. 

  741. </div>
    742. 

  742. </div>
    743. 

  743. 

  744. </div>
    745. 

  745. <div class="cell border-box-sizing text_cell rendered">
    746. 

  746. <div class="prompt input_prompt">
    747. 

  747. </div>
    748. 

  748. <div class="inner_cell">
    749. 

  749. <div class="text_cell_render border-box-sizing rendered_html">
    750. 

  750. <p>From 0 to almost a quarter of a million deaths is a huge range. The average number of deaths, over all countries in the data, can give a better idea of the seriousness of the problem in each country.
    751. 

  751. The average can be computed as the mean or the median. Given the wide range of deaths, the median is probably a more sensible average measure.</p>
    752. 

  752. 

  753. </div>
    754. 

  754. </div>
    755. 

  755. </div>
    756. 

  756. <div class="cell border-box-sizing code_cell rendered">
    757. 

  757. <div class="input">
    758. 

  758. <div class="prompt input_prompt">In&nbsp;[18]:</div>
    759. 

  759. <div class="inner_cell">
    760. 

  760.     <div class="input_area">
    761. 

  761. <div class=" highlight hl-ipython3"><pre><span class="n">tbColumn</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
    762. 

  762. </pre></div>
    763. 

  763. 

  764. </div>
    765. 

  765. </div>
    766. 

  766. </div>
    767. 

  767. 

  768. <div class="output_wrapper">
    769. 

  769. <div class="output">
    770. 

  770. 

  771. 

  772. <div class="output_area"><div class="prompt output_prompt">Out[18]:</div>
    773. 

  773. 

  774. 

  775. <div class="output_text output_subarea output_execute_result">
    776. 

  776. <pre>5529.2678865979378</pre>
    777. 

  777. </div>
    778. 

  778. 

  779. </div>
    780. 

  780. 

  781. </div>
    782. 

  782. </div>
    783. 

  783. 

  784. </div>
    785. 

  785. <div class="cell border-box-sizing code_cell rendered">
    786. 

  786. <div class="input">
    787. 

  787. <div class="prompt input_prompt">In&nbsp;[19]:</div>
    788. 

  788. <div class="inner_cell">
    789. 

  789.     <div class="input_area">
    790. 

  790. <div class=" highlight hl-ipython3"><pre><span class="n">tbColumn</span><span class="o">.</span><span class="n">median</span><span class="p">()</span>
    791. 

  791. </pre></div>
    792. 

  792. 

  793. </div>
    794. 

  794. </div>
    795. 

  795. </div>
    796. 

  796. 

  797. <div class="output_wrapper">
    798. 

  798. <div class="output">
    799. 

  799. 

  800. 

  801. <div class="output_area"><div class="prompt output_prompt">Out[19]:</div>
    802. 

  802. 

  803. 

  804. <div class="output_text output_subarea output_execute_result">
    805. 

  805. <pre>315.0</pre>
    806. 

  806. </div>
    807. 

  807. 

  808. </div>
    809. 

  809. 

  810. </div>
    811. 

  811. </div>
    812. 

  812. 

  813. </div>
    814. 

  814. <div class="cell border-box-sizing text_cell rendered">
    815. 

  815. <div class="prompt input_prompt">
    816. 

  816. </div>
    817. 

  817. <div class="inner_cell">
    818. 

  818. <div class="text_cell_render border-box-sizing rendered_html">
    819. 

  819. <p>The median is far lower than the mean. This indicates that some of the countries had a very high number of TB deaths in 2013, pushing the value of the mean up.</p>
    820. 

  820. 

  821. </div>
    822. 

  822. </div>
    823. 

  823. </div>
    824. 

  824. <div class="cell border-box-sizing text_cell rendered">
    825. 

  825. <div class="prompt input_prompt">
    826. 

  826. </div>
    827. 

  827. <div class="inner_cell">
    828. 

  828. <div class="text_cell_render border-box-sizing rendered_html">
    829. 

  829. <h2 id="The-most-affected">The most affected<a class="anchor-link" href="#The-most-affected">&#182;</a></h2><p>To see the most affected countries, the table is sorted in ascending order by the last column, which puts those countries in the last rows.</p>
    830. 

  830. 

  831. </div>
    832. 

  832. </div>
    833. 

  833. </div>
    834. 

  834. <div class="cell border-box-sizing code_cell rendered">
    835. 

  835. <div class="input">
    836. 

  836. <div class="prompt input_prompt">In&nbsp;[20]:</div>
    837. 

  837. <div class="inner_cell">
    838. 

  838.     <div class="input_area">
    839. 

  839. <div class=" highlight hl-ipython3"><pre><span class="n">data</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="s">&#39;TB deaths&#39;</span><span class="p">)</span>
    840. 

  840. </pre></div>
    841. 

  841. 

  842. </div>
    843. 

  843. </div>
    844. 

  844. </div>
    845. 

  845. 

  846. <div class="output_wrapper">
    847. 

  847. <div class="output">
    848. 

  848. 

  849. 

  850. <div class="output_area"><div class="prompt"></div>
    851. 

  851. <div class="output_subarea output_stream output_stderr output_text">
    852. 

  852. <pre>/usr/local/lib/python3.4/dist-packages/ipykernel/__main__.py:1: FutureWarning: sort(columns=....) is deprecated, use sort_values(by=.....)
    853. 

  853.   if __name__ == &apos;__main__&apos;:
    854. 

  854. </pre>
    855. 

  855. </div>
    856. 

  856. </div>
    857. 

  857. 

  858. <div class="output_area"><div class="prompt output_prompt">Out[20]:</div>
    859. 

  859. 

  860. <div class="output_html rendered_html output_subarea output_execute_result">
    861. 

  861. <div>
    862. 

  862. <table border="1" class="dataframe">
    863. 

  863.   <thead>
    864. 

  864.     <tr style="text-align: right;">
    865. 

  865.       <th></th>
    866. 

  866.       <th>Country</th>
    867. 

  867.       <th>Population (1000s)</th>
    868. 

  868.       <th>TB deaths</th>
    869. 

  869.     </tr>
    870. 

  870.   </thead>
    871. 

  871.   <tbody>
    872. 

  872.     <tr>
    873. 

  873.       <th>147</th>
    874. 

  874.       <td>San Marino</td>
    875. 

  875.       <td>31</td>
    876. 

  876.       <td>0.00</td>
    877. 

  877.     </tr>
    878. 

  878.     <tr>
    879. 

  879.       <th>125</th>
    880. 

  880.       <td>Niue</td>
    881. 

  881.       <td>1</td>
    882. 

  882.       <td>0.01</td>
    883. 

  883.     </tr>
    884. 

  884.     <tr>
    885. 

  885.       <th>111</th>
    886. 

  886.       <td>Monaco</td>
    887. 

  887.       <td>38</td>
    888. 

  888.       <td>0.03</td>
    889. 

  889.     </tr>
    890. 

  890.     <tr>
    891. 

  891.       <th>3</th>
    892. 

  892.       <td>Andorra</td>
    893. 

  893.       <td>79</td>
    894. 

  894.       <td>0.26</td>
    895. 

  895.     </tr>
    896. 

  896.     <tr>
    897. 

  897.       <th>129</th>
    898. 

  898.       <td>Palau</td>
    899. 

  899.       <td>21</td>
    900. 

  900.       <td>0.36</td>
    901. 

  901.     </tr>
    902. 

  902.     <tr>
    903. 

  903.       <th>40</th>
    904. 

  904.       <td>Cook Islands</td>
    905. 

  905.       <td>21</td>
    906. 

  906.       <td>0.41</td>
    907. 

  907.     </tr>
    908. 

  908.     <tr>
    909. 

  909.       <th>118</th>
    910. 

  910.       <td>Nauru</td>
    911. 

  911.       <td>10</td>
    912. 

  912.       <td>0.67</td>
    913. 

  913.     </tr>
    914. 

  914.     <tr>
    915. 

  915.       <th>76</th>
    916. 

  916.       <td>Iceland</td>
    917. 

  917.       <td>330</td>
    918. 

  918.       <td>0.93</td>
    919. 

  919.     </tr>
    920. 

  920.     <tr>
    921. 

  921.       <th>68</th>
    922. 

  922.       <td>Grenada</td>
    923. 

  923.       <td>106</td>
    924. 

  924.       <td>1.10</td>
    925. 

  925.     </tr>
    926. 

  926.     <tr>
    927. 

  927.       <th>5</th>
    928. 

  928.       <td>Antigua and Barbuda</td>
    929. 

  929.       <td>90</td>
    930. 

  930.       <td>1.20</td>
    931. 

  931.     </tr>
    932. 

  932.     <tr>
    933. 

  933.       <th>113</th>
    934. 

  934.       <td>Montenegro</td>
    935. 

  935.       <td>621</td>
    936. 

  936.       <td>1.20</td>
    937. 

  937.     </tr>
    938. 

  938.     <tr>
    939. 

  939.       <th>152</th>
    940. 

  940.       <td>Seychelles</td>
    941. 

  941.       <td>93</td>
    942. 

  942.       <td>1.40</td>
    943. 

  943.     </tr>
    944. 

  944.     <tr>
    945. 

  945.       <th>105</th>
    946. 

  946.       <td>Malta</td>
    947. 

  947.       <td>429</td>
    948. 

  948.       <td>1.50</td>
    949. 

  949.     </tr>
    950. 

  950.     <tr>
    951. 

  951.       <th>143</th>
    952. 

  952.       <td>Saint Kitts and Nevis</td>
    953. 

  953.       <td>54</td>
    954. 

  954.       <td>1.60</td>
    955. 

  955.     </tr>
    956. 

  956.     <tr>
    957. 

  957.       <th>11</th>
    958. 

  958.       <td>Bahamas</td>
    959. 

  959.       <td>377</td>
    960. 

  960.       <td>1.80</td>
    961. 

  961.     </tr>
    962. 

  962.     <tr>
    963. 

  963.       <th>14</th>
    964. 

  964.       <td>Barbados</td>
    965. 

  965.       <td>285</td>
    966. 

  966.       <td>2.00</td>
    967. 

  967.     </tr>
    968. 

  968.     <tr>
    969. 

  969.       <th>144</th>
    970. 

  970.       <td>Saint Lucia</td>
    971. 

  971.       <td>182</td>
    972. 

  972.       <td>2.20</td>
    973. 

  973.     </tr>
    974. 

  974.     <tr>
    975. 

  975.       <th>99</th>
    976. 

  976.       <td>Luxembourg</td>
    977. 

  977.       <td>530</td>
    978. 

  978.       <td>2.20</td>
    979. 

  979.     </tr>
    980. 

  980.     <tr>
    981. 

  981.       <th>44</th>
    982. 

  982.       <td>Cyprus</td>
    983. 

  983.       <td>1141</td>
    984. 

  984.       <td>2.30</td>
    985. 

  985.     </tr>
    986. 

  986.     <tr>
    987. 

  987.       <th>174</th>
    988. 

  988.       <td>Tonga</td>
    989. 

  989.       <td>105</td>
    990. 

  990.       <td>2.50</td>
    991. 

  991.     </tr>
    992. 

  992.     <tr>
    993. 

  993.       <th>50</th>
    994. 

  994.       <td>Dominica</td>
    995. 

  995.       <td>72</td>
    996. 

  996.       <td>2.70</td>
    997. 

  997.     </tr>
    998. 

  998.     <tr>
    999. 

  999.       <th>137</th>
    1000. 

  1000.       <td>Qatar</td>
    1001. 

  1001.       <td>2169</td>
    1002. 

  1002.       <td>2.70</td>
    1003. 

  1003.     </tr>
    1004. 

  1004.     <tr>
    1005. 

  1005.       <th>179</th>
    1006. 

  1006.       <td>Tuvalu</td>
    1007. 

  1007.       <td>10</td>
    1008. 

  1008.       <td>2.80</td>
    1009. 

  1009.     </tr>
    1010. 

  1010.     <tr>
    1011. 

  1011.       <th>145</th>
    1012. 

  1012.       <td>Saint Vincent and the Grenadines</td>
    1013. 

  1013.       <td>109</td>
    1014. 

  1014.       <td>3.10</td>
    1015. 

  1015.     </tr>
    1016. 

  1016.     <tr>
    1017. 

  1017.       <th>126</th>
    1018. 

  1018.       <td>Norway</td>
    1019. 

  1019.       <td>5043</td>
    1020. 

  1020.       <td>4.40</td>
    1021. 

  1021.     </tr>
    1022. 

  1022.     <tr>
    1023. 

  1023.       <th>146</th>
    1024. 

  1024.       <td>Samoa</td>
    1025. 

  1025.       <td>190</td>
    1026. 

  1026.       <td>6.10</td>
    1027. 

  1027.     </tr>
    1028. 

  1028.     <tr>
    1029. 

  1029.       <th>121</th>
    1030. 

  1030.       <td>New Zealand</td>
    1031. 

  1031.       <td>4506</td>
    1032. 

  1032.       <td>6.30</td>
    1033. 

  1033.     </tr>
    1034. 

  1034.     <tr>
    1035. 

  1035.       <th>103</th>
    1036. 

  1036.       <td>Maldives</td>
    1037. 

  1037.       <td>345</td>
    1038. 

  1038.       <td>7.60</td>
    1039. 

  1039.     </tr>
    1040. 

  1040.     <tr>
    1041. 

  1041.       <th>12</th>
    1042. 

  1042.       <td>Bahrain</td>
    1043. 

  1043.       <td>1332</td>
    1044. 

  1044.       <td>9.60</td>
    1045. 

  1045.     </tr>
    1046. 

  1046.     <tr>
    1047. 

  1047.       <th>164</th>
    1048. 

  1048.       <td>Suriname</td>
    1049. 

  1049.       <td>539</td>
    1050. 

  1050.       <td>12.00</td>
    1051. 

  1051.     </tr>
    1052. 

  1052.     <tr>
    1053. 

  1053.       <th>...</th>
    1054. 

  1054.       <td>...</td>
    1055. 

  1055.       <td>...</td>
    1056. 

  1056.       <td>...</td>
    1057. 

  1057.     </tr>
    1058. 

  1058.     <tr>
    1059. 

  1059.       <th>160</th>
    1060. 

  1060.       <td>South Sudan</td>
    1061. 

  1061.       <td>11296</td>
    1062. 

  1062.       <td>4500.00</td>
    1063. 

  1063.     </tr>
    1064. 

  1064.     <tr>
    1065. 

  1065.       <th>119</th>
    1066. 

  1066.       <td>Nepal</td>
    1067. 

  1067.       <td>27797</td>
    1068. 

  1068.       <td>4600.00</td>
    1069. 

  1069.     </tr>
    1070. 

  1070.     <tr>
    1071. 

  1071.       <th>2</th>
    1072. 

  1072.       <td>Algeria</td>
    1073. 

  1073.       <td>39208</td>
    1074. 

  1074.       <td>5100.00</td>
    1075. 

  1075.     </tr>
    1076. 

  1076.     <tr>
    1077. 

  1077.       <th>193</th>
    1078. 

  1078.       <td>Zimbabwe</td>
    1079. 

  1079.       <td>14150</td>
    1080. 

  1080.       <td>5700.00</td>
    1081. 

  1081.     </tr>
    1082. 

  1082.     <tr>
    1083. 

  1083.       <th>184</th>
    1084. 

  1084.       <td>United Republic of Tanzania</td>
    1085. 

  1085.       <td>49253</td>
    1086. 

  1086.       <td>6000.00</td>
    1087. 

  1087.     </tr>
    1088. 

  1088.     <tr>
    1089. 

  1089.       <th>181</th>
    1090. 

  1090.       <td>Ukraine</td>
    1091. 

  1091.       <td>45239</td>
    1092. 

  1092.       <td>6600.00</td>
    1093. 

  1093.     </tr>
    1094. 

  1094.     <tr>
    1095. 

  1095.       <th>46</th>
    1096. 

  1096.       <td>Democratic People's Republic of Korea</td>
    1097. 

  1097.       <td>24895</td>
    1098. 

  1098.       <td>6700.00</td>
    1099. 

  1099.     </tr>
    1100. 

  1100.     <tr>
    1101. 

  1101.       <th>4</th>
    1102. 

  1102.       <td>Angola</td>
    1103. 

  1103.       <td>21472</td>
    1104. 

  1104.       <td>6900.00</td>
    1105. 

  1105.     </tr>
    1106. 

  1106.     <tr>
    1107. 

  1107.       <th>158</th>
    1108. 

  1108.       <td>Somalia</td>
    1109. 

  1109.       <td>10496</td>
    1110. 

  1110.       <td>7700.00</td>
    1111. 

  1111.     </tr>
    1112. 

  1112.     <tr>
    1113. 

  1113.       <th>31</th>
    1114. 

  1114.       <td>Cameroon</td>
    1115. 

  1115.       <td>22254</td>
    1116. 

  1116.       <td>7800.00</td>
    1117. 

  1117.     </tr>
    1118. 

  1118.     <tr>
    1119. 

  1119.       <th>170</th>
    1120. 

  1120.       <td>Thailand</td>
    1121. 

  1121.       <td>67010</td>
    1122. 

  1122.       <td>8100.00</td>
    1123. 

  1123.     </tr>
    1124. 

  1124.     <tr>
    1125. 

  1125.       <th>88</th>
    1126. 

  1126.       <td>Kenya</td>
    1127. 

  1127.       <td>44354</td>
    1128. 

  1128.       <td>9100.00</td>
    1129. 

  1129.     </tr>
    1130. 

  1130.     <tr>
    1131. 

  1131.       <th>163</th>
    1132. 

  1132.       <td>Sudan</td>
    1133. 

  1133.       <td>37964</td>
    1134. 

  1134.       <td>9700.00</td>
    1135. 

  1135.     </tr>
    1136. 

  1136.     <tr>
    1137. 

  1137.       <th>30</th>
    1138. 

  1138.       <td>Cambodia</td>
    1139. 

  1139.       <td>15135</td>
    1140. 

  1140.       <td>10000.00</td>
    1141. 

  1141.     </tr>
    1142. 

  1142.     <tr>
    1143. 

  1143.       <th>100</th>
    1144. 

  1144.       <td>Madagascar</td>
    1145. 

  1145.       <td>22925</td>
    1146. 

  1146.       <td>12000.00</td>
    1147. 

  1147.     </tr>
    1148. 

  1148.     <tr>
    1149. 

  1149.       <th>0</th>
    1150. 

  1150.       <td>Afghanistan</td>
    1151. 

  1151.       <td>30552</td>
    1152. 

  1152.       <td>13000.00</td>
    1153. 

  1153.     </tr>
    1154. 

  1154.     <tr>
    1155. 

  1155.       <th>141</th>
    1156. 

  1156.       <td>Russian Federation</td>
    1157. 

  1157.       <td>142834</td>
    1158. 

  1158.       <td>17000.00</td>
    1159. 

  1159.     </tr>
    1160. 

  1160.     <tr>
    1161. 

  1161.       <th>190</th>
    1162. 

  1162.       <td>Viet Nam</td>
    1163. 

  1163.       <td>91680</td>
    1164. 

  1164.       <td>17000.00</td>
    1165. 

  1165.     </tr>
    1166. 

  1166.     <tr>
    1167. 

  1167.       <th>115</th>
    1168. 

  1168.       <td>Mozambique</td>
    1169. 

  1169.       <td>25834</td>
    1170. 

  1170.       <td>18000.00</td>
    1171. 

  1171.     </tr>
    1172. 

  1172.     <tr>
    1173. 

  1173.       <th>159</th>
    1174. 

  1174.       <td>South Africa</td>
    1175. 

  1175.       <td>52776</td>
    1176. 

  1176.       <td>25000.00</td>
    1177. 

  1177.     </tr>
    1178. 

  1178.     <tr>
    1179. 

  1179.       <th>116</th>
    1180. 

  1180.       <td>Myanmar</td>
    1181. 

  1181.       <td>53259</td>
    1182. 

  1182.       <td>26000.00</td>
    1183. 

  1183.     </tr>
    1184. 

  1184.     <tr>
    1185. 

  1185.       <th>134</th>
    1186. 

  1186.       <td>Philippines</td>
    1187. 

  1187.       <td>98394</td>
    1188. 

  1188.       <td>27000.00</td>
    1189. 

  1189.     </tr>
    1190. 

  1190.     <tr>
    1191. 

  1191.       <th>58</th>
    1192. 

  1192.       <td>Ethiopia</td>
    1193. 

  1193.       <td>94101</td>
    1194. 

  1194.       <td>30000.00</td>
    1195. 

  1195.     </tr>
    1196. 

  1196.     <tr>
    1197. 

  1197.       <th>36</th>
    1198. 

  1198.       <td>China</td>
    1199. 

  1199.       <td>1393337</td>
    1200. 

  1200.       <td>41000.00</td>
    1201. 

  1201.     </tr>
    1202. 

  1202.     <tr>
    1203. 

  1203.       <th>47</th>
    1204. 

  1204.       <td>Democratic Republic of the Congo</td>
    1205. 

  1205.       <td>67514</td>
    1206. 

  1206.       <td>46000.00</td>
    1207. 

  1207.     </tr>
    1208. 

  1208.     <tr>
    1209. 

  1209.       <th>128</th>
    1210. 

  1210.       <td>Pakistan</td>
    1211. 

  1211.       <td>182143</td>
    1212. 

  1212.       <td>49000.00</td>
    1213. 

  1213.     </tr>
    1214. 

  1214.     <tr>
    1215. 

  1215.       <th>78</th>
    1216. 

  1216.       <td>Indonesia</td>
    1217. 

  1217.       <td>249866</td>
    1218. 

  1218.       <td>64000.00</td>
    1219. 

  1219.     </tr>
    1220. 

  1220.     <tr>
    1221. 

  1221.       <th>13</th>
    1222. 

  1222.       <td>Bangladesh</td>
    1223. 

  1223.       <td>156595</td>
    1224. 

  1224.       <td>80000.00</td>
    1225. 

  1225.     </tr>
    1226. 

  1226.     <tr>
    1227. 

  1227.       <th>124</th>
    1228. 

  1228.       <td>Nigeria</td>
    1229. 

  1229.       <td>173615</td>
    1230. 

  1230.       <td>160000.00</td>
    1231. 

  1231.     </tr>
    1232. 

  1232.     <tr>
    1233. 

  1233.       <th>77</th>
    1234. 

  1234.       <td>India</td>
    1235. 

  1235.       <td>1252140</td>
    1236. 

  1236.       <td>240000.00</td>
    1237. 

  1237.     </tr>
    1238. 

  1238.   </tbody>
    1239. 

  1239. </table>
    1240. 

  1240. <p>194 rows × 3 columns</p>
    1241. 

  1241. </div>
    1242. 

  1242. </div>
    1243. 

  1243. 

  1244. </div>
    1245. 

  1245. 

  1246. </div>
    1247. 

  1247. </div>
    1248. 

  1248. 

  1249. </div>
    1250. 

  1250. <div class="cell border-box-sizing text_cell rendered">
    1251. 

  1251. <div class="prompt input_prompt">
    1252. 

  1252. </div>
    1253. 

  1253. <div class="inner_cell">
    1254. 

  1254. <div class="text_cell_render border-box-sizing rendered_html">
    1255. 

  1255. <p>The table raises the possibility that a large number of deaths may be partly due to a large population. To compare the countries on an equal footing, the death rate per 100,000 inhabitants is computed.</p>
    1256. 

  1256. 

  1257. </div>
    1258. 

  1258. </div>
    1259. 

  1259. </div>
    1260. 

  1260. <div class="cell border-box-sizing code_cell rendered">
    1261. 

  1261. <div class="input">
    1262. 

  1262. <div class="prompt input_prompt">In&nbsp;[21]:</div>
    1263. 

  1263. <div class="inner_cell">
    1264. 

  1264.     <div class="input_area">
    1265. 

  1265. <div class=" highlight hl-ipython3"><pre><span class="n">populationColumn</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="s">&#39;Population (1000s)&#39;</span><span class="p">]</span>
    1266. 

  1266. <span class="n">data</span><span class="p">[</span><span class="s">&#39;TB deaths (per 100,000)&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">tbColumn</span> <span class="o">*</span> <span class="mi">100</span> <span class="o">/</span> <span class="n">populationColumn</span>
    1267. 

  1267. <span class="n">data</span>
    1268. 

  1268. </pre></div>
    1269. 

  1269. 

  1270. </div>
    1271. 

  1271. </div>
    1272. 

  1272. </div>
    1273. 

  1273. 

  1274. <div class="output_wrapper">
    1275. 

  1275. <div class="output">
    1276. 

  1276. 

  1277. 

  1278. <div class="output_area"><div class="prompt output_prompt">Out[21]:</div>
    1279. 

  1279. 

  1280. <div class="output_html rendered_html output_subarea output_execute_result">
    1281. 

  1281. <div>
    1282. 

  1282. <table border="1" class="dataframe">
    1283. 

  1283.   <thead>
    1284. 

  1284.     <tr style="text-align: right;">
    1285. 

  1285.       <th></th>
    1286. 

  1286.       <th>Country</th>
    1287. 

  1287.       <th>Population (1000s)</th>
    1288. 

  1288.       <th>TB deaths</th>
    1289. 

  1289.       <th>TB deaths (per 100,000)</th>
    1290. 

  1290.     </tr>
    1291. 

  1291.   </thead>
    1292. 

  1292.   <tbody>
    1293. 

  1293.     <tr>
    1294. 

  1294.       <th>0</th>
    1295. 

  1295.       <td>Afghanistan</td>
    1296. 

  1296.       <td>30552</td>
    1297. 

  1297.       <td>13000.00</td>
    1298. 

  1298.       <td>42.550406</td>
    1299. 

  1299.     </tr>
    1300. 

  1300.     <tr>
    1301. 

  1301.       <th>1</th>
    1302. 

  1302.       <td>Albania</td>
    1303. 

  1303.       <td>3173</td>
    1304. 

  1304.       <td>20.00</td>
    1305. 

  1305.       <td>0.630318</td>
    1306. 

  1306.     </tr>
    1307. 

  1307.     <tr>
    1308. 

  1308.       <th>2</th>
    1309. 

  1309.       <td>Algeria</td>
    1310. 

  1310.       <td>39208</td>
    1311. 

  1311.       <td>5100.00</td>
    1312. 

  1312.       <td>13.007549</td>
    1313. 

  1313.     </tr>
    1314. 

  1314.     <tr>
    1315. 

  1315.       <th>3</th>
    1316. 

  1316.       <td>Andorra</td>
    1317. 

  1317.       <td>79</td>
    1318. 

  1318.       <td>0.26</td>
    1319. 

  1319.       <td>0.329114</td>
    1320. 

  1320.     </tr>
    1321. 

  1321.     <tr>
    1322. 

  1322.       <th>4</th>
    1323. 

  1323.       <td>Angola</td>
    1324. 

  1324.       <td>21472</td>
    1325. 

  1325.       <td>6900.00</td>
    1326. 

  1326.       <td>32.134873</td>
    1327. 

  1327.     </tr>
    1328. 

  1328.     <tr>
    1329. 

  1329.       <th>5</th>
    1330. 

  1330.       <td>Antigua and Barbuda</td>
    1331. 

  1331.       <td>90</td>
    1332. 

  1332.       <td>1.20</td>
    1333. 

  1333.       <td>1.333333</td>
    1334. 

  1334.     </tr>
    1335. 

  1335.     <tr>
    1336. 

  1336.       <th>6</th>
    1337. 

  1337.       <td>Argentina</td>
    1338. 

  1338.       <td>41446</td>
    1339. 

  1339.       <td>570.00</td>
    1340. 

  1340.       <td>1.375284</td>
    1341. 

  1341.     </tr>
    1342. 

  1342.     <tr>
    1343. 

  1343.       <th>7</th>
    1344. 

  1344.       <td>Armenia</td>
    1345. 

  1345.       <td>2977</td>
    1346. 

  1346.       <td>170.00</td>
    1347. 

  1347.       <td>5.710447</td>
    1348. 

  1348.     </tr>
    1349. 

  1349.     <tr>
    1350. 

  1350.       <th>8</th>
    1351. 

  1351.       <td>Australia</td>
    1352. 

  1352.       <td>23343</td>
    1353. 

  1353.       <td>45.00</td>
    1354. 

  1354.       <td>0.192777</td>
    1355. 

  1355.     </tr>
    1356. 

  1356.     <tr>
    1357. 

  1357.       <th>9</th>
    1358. 

  1358.       <td>Austria</td>
    1359. 

  1359.       <td>8495</td>
    1360. 

  1360.       <td>29.00</td>
    1361. 

  1361.       <td>0.341377</td>
    1362. 

  1362.     </tr>
    1363. 

  1363.     <tr>
    1364. 

  1364.       <th>10</th>
    1365. 

  1365.       <td>Azerbaijan</td>
    1366. 

  1366.       <td>9413</td>
    1367. 

  1367.       <td>360.00</td>
    1368. 

  1368.       <td>3.824498</td>
    1369. 

  1369.     </tr>
    1370. 

  1370.     <tr>
    1371. 

  1371.       <th>11</th>
    1372. 

  1372.       <td>Bahamas</td>
    1373. 

  1373.       <td>377</td>
    1374. 

  1374.       <td>1.80</td>
    1375. 

  1375.       <td>0.477454</td>
    1376. 

  1376.     </tr>
    1377. 

  1377.     <tr>
    1378. 

  1378.       <th>12</th>
    1379. 

  1379.       <td>Bahrain</td>
    1380. 

  1380.       <td>1332</td>
    1381. 

  1381.       <td>9.60</td>
    1382. 

  1382.       <td>0.720721</td>
    1383. 

  1383.     </tr>
    1384. 

  1384.     <tr>
    1385. 

  1385.       <th>13</th>
    1386. 

  1386.       <td>Bangladesh</td>
    1387. 

  1387.       <td>156595</td>
    1388. 

  1388.       <td>80000.00</td>
    1389. 

  1389.       <td>51.087199</td>
    1390. 

  1390.     </tr>
    1391. 

  1391.     <tr>
    1392. 

  1392.       <th>14</th>
    1393. 

  1393.       <td>Barbados</td>
    1394. 

  1394.       <td>285</td>
    1395. 

  1395.       <td>2.00</td>
    1396. 

  1396.       <td>0.701754</td>
    1397. 

  1397.     </tr>
    1398. 

  1398.     <tr>
    1399. 

  1399.       <th>15</th>
    1400. 

  1400.       <td>Belarus</td>
    1401. 

  1401.       <td>9357</td>
    1402. 

  1402.       <td>850.00</td>
    1403. 

  1403.       <td>9.084108</td>
    1404. 

  1404.     </tr>
    1405. 

  1405.     <tr>
    1406. 

  1406.       <th>16</th>
    1407. 

  1407.       <td>Belgium</td>
    1408. 

  1408.       <td>11104</td>
    1409. 

  1409.       <td>18.00</td>
    1410. 

  1410.       <td>0.162104</td>
    1411. 

  1411.     </tr>
    1412. 

  1412.     <tr>
    1413. 

  1413.       <th>17</th>
    1414. 

  1414.       <td>Belize</td>
    1415. 

  1415.       <td>332</td>
    1416. 

  1416.       <td>20.00</td>
    1417. 

  1417.       <td>6.024096</td>
    1418. 

  1418.     </tr>
    1419. 

  1419.     <tr>
    1420. 

  1420.       <th>18</th>
    1421. 

  1421.       <td>Benin</td>
    1422. 

  1422.       <td>10323</td>
    1423. 

  1423.       <td>1300.00</td>
    1424. 

  1424.       <td>12.593238</td>
    1425. 

  1425.     </tr>
    1426. 

  1426.     <tr>
    1427. 

  1427.       <th>19</th>
    1428. 

  1428.       <td>Bhutan</td>
    1429. 

  1429.       <td>754</td>
    1430. 

  1430.       <td>88.00</td>
    1431. 

  1431.       <td>11.671088</td>
    1432. 

  1432.     </tr>
    1433. 

  1433.     <tr>
    1434. 

  1434.       <th>20</th>
    1435. 

  1435.       <td>Bolivia (Plurinational State of)</td>
    1436. 

  1436.       <td>10671</td>
    1437. 

  1437.       <td>430.00</td>
    1438. 

  1438.       <td>4.029613</td>
    1439. 

  1439.     </tr>
    1440. 

  1440.     <tr>
    1441. 

  1441.       <th>21</th>
    1442. 

  1442.       <td>Bosnia and Herzegovina</td>
    1443. 

  1443.       <td>3829</td>
    1444. 

  1444.       <td>190.00</td>
    1445. 

  1445.       <td>4.962131</td>
    1446. 

  1446.     </tr>
    1447. 

  1447.     <tr>
    1448. 

  1448.       <th>22</th>
    1449. 

  1449.       <td>Botswana</td>
    1450. 

  1450.       <td>2021</td>
    1451. 

  1451.       <td>440.00</td>
    1452. 

  1452.       <td>21.771400</td>
    1453. 

  1453.     </tr>
    1454. 

  1454.     <tr>
    1455. 

  1455.       <th>23</th>
    1456. 

  1456.       <td>Brazil</td>
    1457. 

  1457.       <td>200362</td>
    1458. 

  1458.       <td>4400.00</td>
    1459. 

  1459.       <td>2.196025</td>
    1460. 

  1460.     </tr>
    1461. 

  1461.     <tr>
    1462. 

  1462.       <th>24</th>
    1463. 

  1463.       <td>Brunei Darussalam</td>
    1464. 

  1464.       <td>418</td>
    1465. 

  1465.       <td>13.00</td>
    1466. 

  1466.       <td>3.110048</td>
    1467. 

  1467.     </tr>
    1468. 

  1468.     <tr>
    1469. 

  1469.       <th>25</th>
    1470. 

  1470.       <td>Bulgaria</td>
    1471. 

  1471.       <td>7223</td>
    1472. 

  1472.       <td>150.00</td>
    1473. 

  1473.       <td>2.076699</td>
    1474. 

  1474.     </tr>
    1475. 

  1475.     <tr>
    1476. 

  1476.       <th>26</th>
    1477. 

  1477.       <td>Burkina Faso</td>
    1478. 

  1478.       <td>16935</td>
    1479. 

  1479.       <td>1500.00</td>
    1480. 

  1480.       <td>8.857396</td>
    1481. 

  1481.     </tr>
    1482. 

  1482.     <tr>
    1483. 

  1483.       <th>27</th>
    1484. 

  1484.       <td>Burundi</td>
    1485. 

  1485.       <td>10163</td>
    1486. 

  1486.       <td>2300.00</td>
    1487. 

  1487.       <td>22.631113</td>
    1488. 

  1488.     </tr>
    1489. 

  1489.     <tr>
    1490. 

  1490.       <th>28</th>
    1491. 

  1491.       <td>Côte d'Ivoire</td>
    1492. 

  1492.       <td>20316</td>
    1493. 

  1493.       <td>4000.00</td>
    1494. 

  1494.       <td>19.688915</td>
    1495. 

  1495.     </tr>
    1496. 

  1496.     <tr>
    1497. 

  1497.       <th>29</th>
    1498. 

  1498.       <td>Cabo Verde</td>
    1499. 

  1499.       <td>499</td>
    1500. 

  1500.       <td>150.00</td>
    1501. 

  1501.       <td>30.060120</td>
    1502. 

  1502.     </tr>
    1503. 

  1503.     <tr>
    1504. 

  1504.       <th>...</th>
    1505. 

  1505.       <td>...</td>
    1506. 

  1506.       <td>...</td>
    1507. 

  1507.       <td>...</td>
    1508. 

  1508.       <td>...</td>
    1509. 

  1509.     </tr>
    1510. 

  1510.     <tr>
    1511. 

  1511.       <th>164</th>
    1512. 

  1512.       <td>Suriname</td>
    1513. 

  1513.       <td>539</td>
    1514. 

  1514.       <td>12.00</td>
    1515. 

  1515.       <td>2.226345</td>
    1516. 

  1516.     </tr>
    1517. 

  1517.     <tr>
    1518. 

  1518.       <th>165</th>
    1519. 

  1519.       <td>Swaziland</td>
    1520. 

  1520.       <td>1250</td>
    1521. 

  1521.       <td>1100.00</td>
    1522. 

  1522.       <td>88.000000</td>
    1523. 

  1523.     </tr>
    1524. 

  1524.     <tr>
    1525. 

  1525.       <th>166</th>
    1526. 

  1526.       <td>Sweden</td>
    1527. 

  1527.       <td>9571</td>
    1528. 

  1528.       <td>13.00</td>
    1529. 

  1529.       <td>0.135827</td>
    1530. 

  1530.     </tr>
    1531. 

  1531.     <tr>
    1532. 

  1532.       <th>167</th>
    1533. 

  1533.       <td>Switzerland</td>
    1534. 

  1534.       <td>8078</td>
    1535. 

  1535.       <td>17.00</td>
    1536. 

  1536.       <td>0.210448</td>
    1537. 

  1537.     </tr>
    1538. 

  1538.     <tr>
    1539. 

  1539.       <th>168</th>
    1540. 

  1540.       <td>Syrian Arab Republic</td>
    1541. 

  1541.       <td>21898</td>
    1542. 

  1542.       <td>450.00</td>
    1543. 

  1543.       <td>2.054982</td>
    1544. 

  1544.     </tr>
    1545. 

  1545.     <tr>
    1546. 

  1546.       <th>169</th>
    1547. 

  1547.       <td>Tajikistan</td>
    1548. 

  1548.       <td>8208</td>
    1549. 

  1549.       <td>570.00</td>
    1550. 

  1550.       <td>6.944444</td>
    1551. 

  1551.     </tr>
    1552. 

  1552.     <tr>
    1553. 

  1553.       <th>170</th>
    1554. 

  1554.       <td>Thailand</td>
    1555. 

  1555.       <td>67010</td>
    1556. 

  1556.       <td>8100.00</td>
    1557. 

  1557.       <td>12.087748</td>
    1558. 

  1558.     </tr>
    1559. 

  1559.     <tr>
    1560. 

  1560.       <th>171</th>
    1561. 

  1561.       <td>The former Yugoslav republic of Macedonia</td>
    1562. 

  1562.       <td>2107</td>
    1563. 

  1563.       <td>33.00</td>
    1564. 

  1564.       <td>1.566208</td>
    1565. 

  1565.     </tr>
    1566. 

  1566.     <tr>
    1567. 

  1567.       <th>172</th>
    1568. 

  1568.       <td>Timor-Leste</td>
    1569. 

  1569.       <td>1133</td>
    1570. 

  1570.       <td>990.00</td>
    1571. 

  1571.       <td>87.378641</td>
    1572. 

  1572.     </tr>
    1573. 

  1573.     <tr>
    1574. 

  1574.       <th>173</th>
    1575. 

  1575.       <td>Togo</td>
    1576. 

  1576.       <td>6817</td>
    1577. 

  1577.       <td>810.00</td>
    1578. 

  1578.       <td>11.882060</td>
    1579. 

  1579.     </tr>
    1580. 

  1580.     <tr>
    1581. 

  1581.       <th>174</th>
    1582. 

  1582.       <td>Tonga</td>
    1583. 

  1583.       <td>105</td>
    1584. 

  1584.       <td>2.50</td>
    1585. 

  1585.       <td>2.380952</td>
    1586. 

  1586.     </tr>
    1587. 

  1587.     <tr>
    1588. 

  1588.       <th>175</th>
    1589. 

  1589.       <td>Trinidad and Tobago</td>
    1590. 

  1590.       <td>1341</td>
    1591. 

  1591.       <td>29.00</td>
    1592. 

  1592.       <td>2.162565</td>
    1593. 

  1593.     </tr>
    1594. 

  1594.     <tr>
    1595. 

  1595.       <th>176</th>
    1596. 

  1596.       <td>Tunisia</td>
    1597. 

  1597.       <td>10997</td>
    1598. 

  1598.       <td>230.00</td>
    1599. 

  1599.       <td>2.091479</td>
    1600. 

  1600.     </tr>
    1601. 

  1601.     <tr>
    1602. 

  1602.       <th>177</th>
    1603. 

  1603.       <td>Turkey</td>
    1604. 

  1604.       <td>74933</td>
    1605. 

  1605.       <td>310.00</td>
    1606. 

  1606.       <td>0.413703</td>
    1607. 

  1607.     </tr>
    1608. 

  1608.     <tr>
    1609. 

  1609.       <th>178</th>
    1610. 

  1610.       <td>Turkmenistan</td>
    1611. 

  1611.       <td>5240</td>
    1612. 

  1612.       <td>1300.00</td>
    1613. 

  1613.       <td>24.809160</td>
    1614. 

  1614.     </tr>
    1615. 

  1615.     <tr>
    1616. 

  1616.       <th>179</th>
    1617. 

  1617.       <td>Tuvalu</td>
    1618. 

  1618.       <td>10</td>
    1619. 

  1619.       <td>2.80</td>
    1620. 

  1620.       <td>28.000000</td>
    1621. 

  1621.     </tr>
    1622. 

  1622.     <tr>
    1623. 

  1623.       <th>180</th>
    1624. 

  1624.       <td>Uganda</td>
    1625. 

  1625.       <td>37579</td>
    1626. 

  1626.       <td>4100.00</td>
    1627. 

  1627.       <td>10.910349</td>
    1628. 

  1628.     </tr>
    1629. 

  1629.     <tr>
    1630. 

  1630.       <th>181</th>
    1631. 

  1631.       <td>Ukraine</td>
    1632. 

  1632.       <td>45239</td>
    1633. 

  1633.       <td>6600.00</td>
    1634. 

  1634.       <td>14.589182</td>
    1635. 

  1635.     </tr>
    1636. 

  1636.     <tr>
    1637. 

  1637.       <th>182</th>
    1638. 

  1638.       <td>United Arab Emirates</td>
    1639. 

  1639.       <td>9346</td>
    1640. 

  1640.       <td>64.00</td>
    1641. 

  1641.       <td>0.684785</td>
    1642. 

  1642.     </tr>
    1643. 

  1643.     <tr>
    1644. 

  1644.       <th>183</th>
    1645. 

  1645.       <td>United Kingdom of Great Britain and Northern I...</td>
    1646. 

  1646.       <td>63136</td>
    1647. 

  1647.       <td>340.00</td>
    1648. 

  1648.       <td>0.538520</td>
    1649. 

  1649.     </tr>
    1650. 

  1650.     <tr>
    1651. 

  1651.       <th>184</th>
    1652. 

  1652.       <td>United Republic of Tanzania</td>
    1653. 

  1653.       <td>49253</td>
    1654. 

  1654.       <td>6000.00</td>
    1655. 

  1655.       <td>12.181999</td>
    1656. 

  1656.     </tr>
    1657. 

  1657.     <tr>
    1658. 

  1658.       <th>185</th>
    1659. 

  1659.       <td>United States of America</td>
    1660. 

  1660.       <td>320051</td>
    1661. 

  1661.       <td>490.00</td>
    1662. 

  1662.       <td>0.153101</td>
    1663. 

  1663.     </tr>
    1664. 

  1664.     <tr>
    1665. 

  1665.       <th>186</th>
    1666. 

  1666.       <td>Uruguay</td>
    1667. 

  1667.       <td>3407</td>
    1668. 

  1668.       <td>40.00</td>
    1669. 

  1669.       <td>1.174053</td>
    1670. 

  1670.     </tr>
    1671. 

  1671.     <tr>
    1672. 

  1672.       <th>187</th>
    1673. 

  1673.       <td>Uzbekistan</td>
    1674. 

  1674.       <td>28934</td>
    1675. 

  1675.       <td>2200.00</td>
    1676. 

  1676.       <td>7.603511</td>
    1677. 

  1677.     </tr>
    1678. 

  1678.     <tr>
    1679. 

  1679.       <th>188</th>
    1680. 

  1680.       <td>Vanuatu</td>
    1681. 

  1681.       <td>253</td>
    1682. 

  1682.       <td>16.00</td>
    1683. 

  1683.       <td>6.324111</td>
    1684. 

  1684.     </tr>
    1685. 

  1685.     <tr>
    1686. 

  1686.       <th>189</th>
    1687. 

  1687.       <td>Venezuela (Bolivarian Republic of)</td>
    1688. 

  1688.       <td>30405</td>
    1689. 

  1689.       <td>480.00</td>
    1690. 

  1690.       <td>1.578688</td>
    1691. 

  1691.     </tr>
    1692. 

  1692.     <tr>
    1693. 

  1693.       <th>190</th>
    1694. 

  1694.       <td>Viet Nam</td>
    1695. 

  1695.       <td>91680</td>
    1696. 

  1696.       <td>17000.00</td>
    1697. 

  1697.       <td>18.542757</td>
    1698. 

  1698.     </tr>
    1699. 

  1699.     <tr>
    1700. 

  1700.       <th>191</th>
    1701. 

  1701.       <td>Yemen</td>
    1702. 

  1702.       <td>24407</td>
    1703. 

  1703.       <td>990.00</td>
    1704. 

  1704.       <td>4.056213</td>
    1705. 

  1705.     </tr>
    1706. 

  1706.     <tr>
    1707. 

  1707.       <th>192</th>
    1708. 

  1708.       <td>Zambia</td>
    1709. 

  1709.       <td>14539</td>
    1710. 

  1710.       <td>3600.00</td>
    1711. 

  1711.       <td>24.760988</td>
    1712. 

  1712.     </tr>
    1713. 

  1713.     <tr>
    1714. 

  1714.       <th>193</th>
    1715. 

  1715.       <td>Zimbabwe</td>
    1716. 

  1716.       <td>14150</td>
    1717. 

  1717.       <td>5700.00</td>
    1718. 

  1718.       <td>40.282686</td>
    1719. 

  1719.     </tr>
    1720. 

  1720.   </tbody>
    1721. 

  1721. </table>
    1722. 

  1722. <p>194 rows × 4 columns</p>
    1723. 

  1723. </div>
    1724. 

  1724. </div>
    1725. 

  1725. 

  1726. </div>
    1727. 

  1727. 

  1728. </div>
    1729. 

  1729. </div>
    1730. 

  1730. 

  1731. </div>
    1732. 

  1732. <div class="cell border-box-sizing text_cell rendered">
    1733. 

  1733. <div class="prompt input_prompt">
    1734. 

  1734. </div>
    1735. 

  1735. <div class="inner_cell">
    1736. 

  1736. <div class="text_cell_render border-box-sizing rendered_html">
    1737. 

  1737. <p>If we sort the data by rate we get a clear idea of the most affected:</p>
    1738. 

  1738. 

  1739. </div>
    1740. 

  1740. </div>
    1741. 

  1741. </div>
    1742. 

  1742. <div class="cell border-box-sizing code_cell rendered">
    1743. 

  1743. <div class="input">
    1744. 

  1744. <div class="prompt input_prompt">In&nbsp;[22]:</div>
    1745. 

  1745. <div class="inner_cell">
    1746. 

  1746.     <div class="input_area">
    1747. 

  1747. <div class=" highlight hl-ipython3"><pre><span class="n">data</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="s">&#39;TB deaths (per 100,000)&#39;</span><span class="p">)</span>
    1748. 

  1748. </pre></div>
    1749. 

  1749. 

  1750. </div>
    1751. 

  1751. </div>
    1752. 

  1752. </div>
    1753. 

  1753. 

  1754. <div class="output_wrapper">
    1755. 

  1755. <div class="output">
    1756. 

  1756. 

  1757. 

  1758. <div class="output_area"><div class="prompt"></div>
    1759. 

  1759. <div class="output_subarea output_stream output_stderr output_text">
    1760. 

  1760. <pre>/usr/local/lib/python3.4/dist-packages/ipykernel/__main__.py:1: FutureWarning: sort(columns=....) is deprecated, use sort_values(by=.....)
    1761. 

  1761.   if __name__ == &apos;__main__&apos;:
    1762. 

  1762. </pre>
    1763. 

  1763. </div>
    1764. 

  1764. </div>
    1765. 

  1765. 

  1766. <div class="output_area"><div class="prompt output_prompt">Out[22]:</div>
    1767. 

  1767. 

  1768. <div class="output_html rendered_html output_subarea output_execute_result">
    1769. 

  1769. <div>
    1770. 

  1770. <table border="1" class="dataframe">
    1771. 

  1771.   <thead>
    1772. 

  1772.     <tr style="text-align: right;">
    1773. 

  1773.       <th></th>
    1774. 

  1774.       <th>Country</th>
    1775. 

  1775.       <th>Population (1000s)</th>
    1776. 

  1776.       <th>TB deaths</th>
    1777. 

  1777.       <th>TB deaths (per 100,000)</th>
    1778. 

  1778.     </tr>
    1779. 

  1779.   </thead>
    1780. 

  1780.   <tbody>
    1781. 

  1781.     <tr>
    1782. 

  1782.       <th>147</th>
    1783. 

  1783.       <td>San Marino</td>
    1784. 

  1784.       <td>31</td>
    1785. 

  1785.       <td>0.00</td>
    1786. 

  1786.       <td>0.000000</td>
    1787. 

  1787.     </tr>
    1788. 

  1788.     <tr>
    1789. 

  1789.       <th>111</th>
    1790. 

  1790.       <td>Monaco</td>
    1791. 

  1791.       <td>38</td>
    1792. 

  1792.       <td>0.03</td>
    1793. 

  1793.       <td>0.078947</td>
    1794. 

  1794.     </tr>
    1795. 

  1795.     <tr>
    1796. 

  1796.       <th>126</th>
    1797. 

  1797.       <td>Norway</td>
    1798. 

  1798.       <td>5043</td>
    1799. 

  1799.       <td>4.40</td>
    1800. 

  1800.       <td>0.087250</td>
    1801. 

  1801.     </tr>
    1802. 

  1802.     <tr>
    1803. 

  1803.       <th>120</th>
    1804. 

  1804.       <td>Netherlands</td>
    1805. 

  1805.       <td>16759</td>
    1806. 

  1806.       <td>20.00</td>
    1807. 

  1807.       <td>0.119339</td>
    1808. 

  1808.     </tr>
    1809. 

  1809.     <tr>
    1810. 

  1810.       <th>137</th>
    1811. 

  1811.       <td>Qatar</td>
    1812. 

  1812.       <td>2169</td>
    1813. 

  1813.       <td>2.70</td>
    1814. 

  1814.       <td>0.124481</td>
    1815. 

  1815.     </tr>
    1816. 

  1816.     <tr>
    1817. 

  1817.       <th>166</th>
    1818. 

  1818.       <td>Sweden</td>
    1819. 

  1819.       <td>9571</td>
    1820. 

  1820.       <td>13.00</td>
    1821. 

  1821.       <td>0.135827</td>
    1822. 

  1822.     </tr>
    1823. 

  1823.     <tr>
    1824. 

  1824.       <th>121</th>
    1825. 

  1825.       <td>New Zealand</td>
    1826. 

  1826.       <td>4506</td>
    1827. 

  1827.       <td>6.30</td>
    1828. 

  1828.       <td>0.139814</td>
    1829. 

  1829.     </tr>
    1830. 

  1830.     <tr>
    1831. 

  1831.       <th>185</th>
    1832. 

  1832.       <td>United States of America</td>
    1833. 

  1833.       <td>320051</td>
    1834. 

  1834.       <td>490.00</td>
    1835. 

  1835.       <td>0.153101</td>
    1836. 

  1836.     </tr>
    1837. 

  1837.     <tr>
    1838. 

  1838.       <th>16</th>
    1839. 

  1839.       <td>Belgium</td>
    1840. 

  1840.       <td>11104</td>
    1841. 

  1841.       <td>18.00</td>
    1842. 

  1842.       <td>0.162104</td>
    1843. 

  1843.     </tr>
    1844. 

  1844.     <tr>
    1845. 

  1845.       <th>32</th>
    1846. 

  1846.       <td>Canada</td>
    1847. 

  1847.       <td>35182</td>
    1848. 

  1848.       <td>62.00</td>
    1849. 

  1849.       <td>0.176226</td>
    1850. 

  1850.     </tr>
    1851. 

  1851.     <tr>
    1852. 

  1852.       <th>8</th>
    1853. 

  1853.       <td>Australia</td>
    1854. 

  1854.       <td>23343</td>
    1855. 

  1855.       <td>45.00</td>
    1856. 

  1856.       <td>0.192777</td>
    1857. 

  1857.     </tr>
    1858. 

  1858.     <tr>
    1859. 

  1859.       <th>113</th>
    1860. 

  1860.       <td>Montenegro</td>
    1861. 

  1861.       <td>621</td>
    1862. 

  1862.       <td>1.20</td>
    1863. 

  1863.       <td>0.193237</td>
    1864. 

  1864.     </tr>
    1865. 

  1865.     <tr>
    1866. 

  1866.       <th>44</th>
    1867. 

  1867.       <td>Cyprus</td>
    1868. 

  1868.       <td>1141</td>
    1869. 

  1869.       <td>2.30</td>
    1870. 

  1870.       <td>0.201578</td>
    1871. 

  1871.     </tr>
    1872. 

  1872.     <tr>
    1873. 

  1873.       <th>82</th>
    1874. 

  1874.       <td>Israel</td>
    1875. 

  1875.       <td>7733</td>
    1876. 

  1876.       <td>16.00</td>
    1877. 

  1877.       <td>0.206905</td>
    1878. 

  1878.     </tr>
    1879. 

  1879.     <tr>
    1880. 

  1880.       <th>167</th>
    1881. 

  1881.       <td>Switzerland</td>
    1882. 

  1882.       <td>8078</td>
    1883. 

  1883.       <td>17.00</td>
    1884. 

  1884.       <td>0.210448</td>
    1885. 

  1885.     </tr>
    1886. 

  1886.     <tr>
    1887. 

  1887.       <th>45</th>
    1888. 

  1888.       <td>Czech Republic</td>
    1889. 

  1889.       <td>10702</td>
    1890. 

  1890.       <td>28.00</td>
    1891. 

  1891.       <td>0.261633</td>
    1892. 

  1892.     </tr>
    1893. 

  1893.     <tr>
    1894. 

  1894.       <th>76</th>
    1895. 

  1895.       <td>Iceland</td>
    1896. 

  1896.       <td>330</td>
    1897. 

  1897.       <td>0.93</td>
    1898. 

  1898.       <td>0.281818</td>
    1899. 

  1899.     </tr>
    1900. 

  1900.     <tr>
    1901. 

  1901.       <th>60</th>
    1902. 

  1902.       <td>Finland</td>
    1903. 

  1903.       <td>5426</td>
    1904. 

  1904.       <td>17.00</td>
    1905. 

  1905.       <td>0.313306</td>
    1906. 

  1906.     </tr>
    1907. 

  1907.     <tr>
    1908. 

  1908.       <th>43</th>
    1909. 

  1909.       <td>Cuba</td>
    1910. 

  1910.       <td>11266</td>
    1911. 

  1911.       <td>37.00</td>
    1912. 

  1912.       <td>0.328422</td>
    1913. 

  1913.     </tr>
    1914. 

  1914.     <tr>
    1915. 

  1915.       <th>3</th>
    1916. 

  1916.       <td>Andorra</td>
    1917. 

  1917.       <td>79</td>
    1918. 

  1918.       <td>0.26</td>
    1919. 

  1919.       <td>0.329114</td>
    1920. 

  1920.     </tr>
    1921. 

  1921.     <tr>
    1922. 

  1922.       <th>9</th>
    1923. 

  1923.       <td>Austria</td>
    1924. 

  1924.       <td>8495</td>
    1925. 

  1925.       <td>29.00</td>
    1926. 

  1926.       <td>0.341377</td>
    1927. 

  1927.     </tr>
    1928. 

  1928.     <tr>
    1929. 

  1929.       <th>105</th>
    1930. 

  1930.       <td>Malta</td>
    1931. 

  1931.       <td>429</td>
    1932. 

  1932.       <td>1.50</td>
    1933. 

  1933.       <td>0.349650</td>
    1934. 

  1934.     </tr>
    1935. 

  1935.     <tr>
    1936. 

  1936.       <th>65</th>
    1937. 

  1937.       <td>Germany</td>
    1938. 

  1938.       <td>82727</td>
    1939. 

  1939.       <td>300.00</td>
    1940. 

  1940.       <td>0.362639</td>
    1941. 

  1941.     </tr>
    1942. 

  1942.     <tr>
    1943. 

  1943.       <th>81</th>
    1944. 

  1944.       <td>Ireland</td>
    1945. 

  1945.       <td>4627</td>
    1946. 

  1946.       <td>18.00</td>
    1947. 

  1947.       <td>0.389021</td>
    1948. 

  1948.     </tr>
    1949. 

  1949.     <tr>
    1950. 

  1950.       <th>177</th>
    1951. 

  1951.       <td>Turkey</td>
    1952. 

  1952.       <td>74933</td>
    1953. 

  1953.       <td>310.00</td>
    1954. 

  1954.       <td>0.413703</td>
    1955. 

  1955.     </tr>
    1956. 

  1956.     <tr>
    1957. 

  1957.       <th>99</th>
    1958. 

  1958.       <td>Luxembourg</td>
    1959. 

  1959.       <td>530</td>
    1960. 

  1960.       <td>2.20</td>
    1961. 

  1961.       <td>0.415094</td>
    1962. 

  1962.     </tr>
    1963. 

  1963.     <tr>
    1964. 

  1964.       <th>48</th>
    1965. 

  1965.       <td>Denmark</td>
    1966. 

  1966.       <td>5619</td>
    1967. 

  1967.       <td>24.00</td>
    1968. 

  1968.       <td>0.427122</td>
    1969. 

  1969.     </tr>
    1970. 

  1970.     <tr>
    1971. 

  1971.       <th>11</th>
    1972. 

  1972.       <td>Bahamas</td>
    1973. 

  1973.       <td>377</td>
    1974. 

  1974.       <td>1.80</td>
    1975. 

  1975.       <td>0.477454</td>
    1976. 

  1976.     </tr>
    1977. 

  1977.     <tr>
    1978. 

  1978.       <th>86</th>
    1979. 

  1979.       <td>Jordan</td>
    1980. 

  1980.       <td>7274</td>
    1981. 

  1981.       <td>35.00</td>
    1982. 

  1982.       <td>0.481166</td>
    1983. 

  1983.     </tr>
    1984. 

  1984.     <tr>
    1985. 

  1985.       <th>83</th>
    1986. 

  1986.       <td>Italy</td>
    1987. 

  1987.       <td>60990</td>
    1988. 

  1988.       <td>310.00</td>
    1989. 

  1989.       <td>0.508280</td>
    1990. 

  1990.     </tr>
    1991. 

  1991.     <tr>
    1992. 

  1992.       <th>...</th>
    1993. 

  1993.       <td>...</td>
    1994. 

  1994.       <td>...</td>
    1995. 

  1995.       <td>...</td>
    1996. 

  1996.       <td>...</td>
    1997. 

  1997.     </tr>
    1998. 

  1998.     <tr>
    1999. 

  1999.       <th>29</th>
    2000. 

  2000.       <td>Cabo Verde</td>
    2001. 

  2001.       <td>499</td>
    2002. 

  2002.       <td>150.00</td>
    2003. 

  2003.       <td>30.060120</td>
    2004. 

  2004.     </tr>
    2005. 

  2005.     <tr>
    2006. 

  2006.       <th>58</th>
    2007. 

  2007.       <td>Ethiopia</td>
    2008. 

  2008.       <td>94101</td>
    2009. 

  2009.       <td>30000.00</td>
    2010. 

  2010.       <td>31.880639</td>
    2011. 

  2011.     </tr>
    2012. 

  2012.     <tr>
    2013. 

  2013.       <th>4</th>
    2014. 

  2014.       <td>Angola</td>
    2015. 

  2015.       <td>21472</td>
    2016. 

  2016.       <td>6900.00</td>
    2017. 

  2017.       <td>32.134873</td>
    2018. 

  2018.     </tr>
    2019. 

  2019.     <tr>
    2020. 

  2020.       <th>131</th>
    2021. 

  2021.       <td>Papua New Guinea</td>
    2022. 

  2022.       <td>7321</td>
    2023. 

  2023.       <td>2400.00</td>
    2024. 

  2024.       <td>32.782407</td>
    2025. 

  2025.     </tr>
    2026. 

  2026.     <tr>
    2027. 

  2027.       <th>31</th>
    2028. 

  2028.       <td>Cameroon</td>
    2029. 

  2029.       <td>22254</td>
    2030. 

  2030.       <td>7800.00</td>
    2031. 

  2031.       <td>35.049879</td>
    2032. 

  2032.     </tr>
    2033. 

  2033.     <tr>
    2034. 

  2034.       <th>106</th>
    2035. 

  2035.       <td>Marshall Islands</td>
    2036. 

  2036.       <td>53</td>
    2037. 

  2037.       <td>21.00</td>
    2038. 

  2038.       <td>39.622642</td>
    2039. 

  2039.     </tr>
    2040. 

  2040.     <tr>
    2041. 

  2041.       <th>160</th>
    2042. 

  2042.       <td>South Sudan</td>
    2043. 

  2043.       <td>11296</td>
    2044. 

  2044.       <td>4500.00</td>
    2045. 

  2045.       <td>39.837110</td>
    2046. 

  2046.     </tr>
    2047. 

  2047.     <tr>
    2048. 

  2048.       <th>193</th>
    2049. 

  2049.       <td>Zimbabwe</td>
    2050. 

  2050.       <td>14150</td>
    2051. 

  2051.       <td>5700.00</td>
    2052. 

  2052.       <td>40.282686</td>
    2053. 

  2053.     </tr>
    2054. 

  2054.     <tr>
    2055. 

  2055.       <th>0</th>
    2056. 

  2056.       <td>Afghanistan</td>
    2057. 

  2057.       <td>30552</td>
    2058. 

  2058.       <td>13000.00</td>
    2059. 

  2059.       <td>42.550406</td>
    2060. 

  2060.     </tr>
    2061. 

  2061.     <tr>
    2062. 

  2062.       <th>153</th>
    2063. 

  2063.       <td>Sierra Leone</td>
    2064. 

  2064.       <td>6092</td>
    2065. 

  2065.       <td>2600.00</td>
    2066. 

  2066.       <td>42.678923</td>
    2067. 

  2067.     </tr>
    2068. 

  2068.     <tr>
    2069. 

  2069.       <th>39</th>
    2070. 

  2070.       <td>Congo</td>
    2071. 

  2071.       <td>4448</td>
    2072. 

  2072.       <td>2000.00</td>
    2073. 

  2073.       <td>44.964029</td>
    2074. 

  2074.     </tr>
    2075. 

  2075.     <tr>
    2076. 

  2076.       <th>95</th>
    2077. 

  2077.       <td>Lesotho</td>
    2078. 

  2078.       <td>2074</td>
    2079. 

  2079.       <td>960.00</td>
    2080. 

  2080.       <td>46.287367</td>
    2081. 

  2081.     </tr>
    2082. 

  2082.     <tr>
    2083. 

  2083.       <th>159</th>
    2084. 

  2084.       <td>South Africa</td>
    2085. 

  2085.       <td>52776</td>
    2086. 

  2086.       <td>25000.00</td>
    2087. 

  2087.       <td>47.370017</td>
    2088. 

  2088.     </tr>
    2089. 

  2089.     <tr>
    2090. 

  2090.       <th>33</th>
    2091. 

  2091.       <td>Central African Republic</td>
    2092. 

  2092.       <td>4616</td>
    2093. 

  2093.       <td>2200.00</td>
    2094. 

  2094.       <td>47.660312</td>
    2095. 

  2095.     </tr>
    2096. 

  2096.     <tr>
    2097. 

  2097.       <th>116</th>
    2098. 

  2098.       <td>Myanmar</td>
    2099. 

  2099.       <td>53259</td>
    2100. 

  2100.       <td>26000.00</td>
    2101. 

  2101.       <td>48.818040</td>
    2102. 

  2102.     </tr>
    2103. 

  2103.     <tr>
    2104. 

  2104.       <th>96</th>
    2105. 

  2105.       <td>Liberia</td>
    2106. 

  2106.       <td>4294</td>
    2107. 

  2107.       <td>2100.00</td>
    2108. 

  2108.       <td>48.905449</td>
    2109. 

  2109.     </tr>
    2110. 

  2110.     <tr>
    2111. 

  2111.       <th>13</th>
    2112. 

  2112.       <td>Bangladesh</td>
    2113. 

  2113.       <td>156595</td>
    2114. 

  2114.       <td>80000.00</td>
    2115. 

  2115.       <td>51.087199</td>
    2116. 

  2116.     </tr>
    2117. 

  2117.     <tr>
    2118. 

  2118.       <th>100</th>
    2119. 

  2119.       <td>Madagascar</td>
    2120. 

  2120.       <td>22925</td>
    2121. 

  2121.       <td>12000.00</td>
    2122. 

  2122.       <td>52.344602</td>
    2123. 

  2123.     </tr>
    2124. 

  2124.     <tr>
    2125. 

  2125.       <th>92</th>
    2126. 

  2126.       <td>Lao People's Democratic Republic</td>
    2127. 

  2127.       <td>6770</td>
    2128. 

  2128.       <td>3600.00</td>
    2129. 

  2129.       <td>53.175775</td>
    2130. 

  2130.     </tr>
    2131. 

  2131.     <tr>
    2132. 

  2132.       <th>62</th>
    2133. 

  2133.       <td>Gabon</td>
    2134. 

  2134.       <td>1672</td>
    2135. 

  2135.       <td>910.00</td>
    2136. 

  2136.       <td>54.425837</td>
    2137. 

  2137.     </tr>
    2138. 

  2138.     <tr>
    2139. 

  2139.       <th>117</th>
    2140. 

  2140.       <td>Namibia</td>
    2141. 

  2141.       <td>2303</td>
    2142. 

  2142.       <td>1300.00</td>
    2143. 

  2143.       <td>56.448111</td>
    2144. 

  2144.     </tr>
    2145. 

  2145.     <tr>
    2146. 

  2146.       <th>30</th>
    2147. 

  2147.       <td>Cambodia</td>
    2148. 

  2148.       <td>15135</td>
    2149. 

  2149.       <td>10000.00</td>
    2150. 

  2150.       <td>66.072019</td>
    2151. 

  2151.     </tr>
    2152. 

  2152.     <tr>
    2153. 

  2153.       <th>47</th>
    2154. 

  2154.       <td>Democratic Republic of the Congo</td>
    2155. 

  2155.       <td>67514</td>
    2156. 

  2156.       <td>46000.00</td>
    2157. 

  2157.       <td>68.134017</td>
    2158. 

  2158.     </tr>
    2159. 

  2159.     <tr>
    2160. 

  2160.       <th>115</th>
    2161. 

  2161.       <td>Mozambique</td>
    2162. 

  2162.       <td>25834</td>
    2163. 

  2163.       <td>18000.00</td>
    2164. 

  2164.       <td>69.675621</td>
    2165. 

  2165.     </tr>
    2166. 

  2166.     <tr>
    2167. 

  2167.       <th>71</th>
    2168. 

  2168.       <td>Guinea-Bissau</td>
    2169. 

  2169.       <td>1704</td>
    2170. 

  2170.       <td>1200.00</td>
    2171. 

  2171.       <td>70.422535</td>
    2172. 

  2172.     </tr>
    2173. 

  2173.     <tr>
    2174. 

  2174.       <th>158</th>
    2175. 

  2175.       <td>Somalia</td>
    2176. 

  2176.       <td>10496</td>
    2177. 

  2177.       <td>7700.00</td>
    2178. 

  2178.       <td>73.361280</td>
    2179. 

  2179.     </tr>
    2180. 

  2180.     <tr>
    2181. 

  2181.       <th>172</th>
    2182. 

  2182.       <td>Timor-Leste</td>
    2183. 

  2183.       <td>1133</td>
    2184. 

  2184.       <td>990.00</td>
    2185. 

  2185.       <td>87.378641</td>
    2186. 

  2186.     </tr>
    2187. 

  2187.     <tr>
    2188. 

  2188.       <th>165</th>
    2189. 

  2189.       <td>Swaziland</td>
    2190. 

  2190.       <td>1250</td>
    2191. 

  2191.       <td>1100.00</td>
    2192. 

  2192.       <td>88.000000</td>
    2193. 

  2193.     </tr>
    2194. 

  2194.     <tr>
    2195. 

  2195.       <th>124</th>
    2196. 

  2196.       <td>Nigeria</td>
    2197. 

  2197.       <td>173615</td>
    2198. 

  2198.       <td>160000.00</td>
    2199. 

  2199.       <td>92.157936</td>
    2200. 

  2200.     </tr>
    2201. 

  2201.     <tr>
    2202. 

  2202.       <th>49</th>
    2203. 

  2203.       <td>Djibouti</td>
    2204. 

  2204.       <td>873</td>
    2205. 

  2205.       <td>870.00</td>
    2206. 

  2206.       <td>99.656357</td>
    2207. 

  2207.     </tr>
    2208. 

  2208.   </tbody>
    2209. 

  2209. </table>
    2210. 

  2210. <p>194 rows × 4 columns</p>
    2211. 

  2211. </div>
    2212. 

  2212. </div>
    2213. 

  2213. 

  2214. </div>
    2215. 

  2215. 

  2216. </div>
    2217. 

  2217. </div>
    2218. 

  2218. 

  2219. </div>
    2220. 

  2220. <div class="cell border-box-sizing text_cell rendered">
    2221. 

  2221. <div class="prompt input_prompt">
    2222. 

  2222. </div>
    2223. 

  2223. <div class="inner_cell">
    2224. 

  2224. <div class="text_cell_render border-box-sizing rendered_html">
    2225. 

  2225. <h2 id="Conclusions">Conclusions<a class="anchor-link" href="#Conclusions">&#182;</a></h2><p>The all the countries had a total of about one million deaths due to TB in 2013. The median shows that half of these coutries had fewer than 315 deaths. The much higher mean (over 5,000) indicates that some countries had a very high number. The least affected were San Marino, Monaco and Norway, with 0,0.08 and 0.09 deaths rate per 100,000  respectively, and the most affected were Djibouti and Nigeria with 99.6 and 92 deaths per population of 100,000. In number of deaths the most affected where Nigeria and India with 160,000 and 240,000 deaths in the year 2013.</p>
    2226. 

  2226. <p>One should not forget that most values are estimates, and that the chosen countries are a small sample of all the world's countries. Nevertheless, they convey the message that TB is still a major cause of fatalities, and that there is a huge disparity between countries, with several ones being highly affected.</p>
    2227. 

  2227. 

  2228. </div>
    2229. 

  2229. </div>
    2230. 

  2230. </div>
    2231. 

  2231.     </div>
    2232. 

  2232.   </div>
    2233. 

  2233. </body>
    2234. 

  2234. </html>
    2235. 

  2235.