├── .gitignore ├── 1_Having_a_go_at_it ├── Exercises_1.ipynb ├── Project_1.ipynb ├── WHO POP TB all.xls └── WHO POP TB some.xls ├── 2_Cleaning_up_our_act ├── Beijing_PEK_2014.csv ├── Brasilia_BSB_2014.csv ├── CapeTown_CPT_2014.csv ├── Delhi_DEL_2014.csv ├── Exercises_2.ipynb ├── London_2014.csv ├── Moscow_SVO_2014.csv ├── Project_2.ipynb └── WHO POP TB all.csv ├── 3_Combine_and_transform_data ├── Exercises_3.ipynb ├── Project_3.ipynb ├── WB GDP 2013.csv ├── WB LE 2013.csv └── WB POP 2013.csv ├── 4_Further_techniques ├── Exercises_4.ipynb ├── Project_4.ipynb ├── comtrade_milk_uk_jan_jul_15.csv ├── comtrade_milk_uk_monthly_14.csv └── comtrade_pivot.html ├── Microsoft_Azure_Instructions ├── README.md ├── from_github.png ├── new_library.png ├── public.png ├── settings.png └── test_notebook.png ├── README.md └── test_installation.ipynb /.gitignore: -------------------------------------------------------------------------------- 1 | .ipynb_checkpoints 2 | -------------------------------------------------------------------------------- /1_Having_a_go_at_it/Project_1.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "cells": [ 3 | { 4 | "cell_type": "markdown", 5 | "metadata": {}, 6 | "source": [ 7 | "# Project 1: Deaths by tuberculosis\n", 8 | "\n", 9 | "by Michel Wermelinger, 14 July 2015, edited 5 April 2016, updated 18 October and 20 December 2017 \n", 10 | "\n", 11 | "This is the project notebook for the first part of The Open University's _Learn to code for Data Analysis_ course.\n", 12 | "\n", 13 | "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).\n", 14 | "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 .\n", 15 | "\n", 16 | "Given the population and number of deaths due to TB in some countries during one year, the following questions will be answered: \n", 17 | "\n", 18 | "- What is the total, maximum, minimum and average number of deaths in that year?\n", 19 | "- Which countries have the most and the least deaths?\n", 20 | "- What is the death rate (deaths per 100,000 inhabitants) for each country?\n", 21 | "- Which countries have the lowest and highest death rate?\n", 22 | "\n", 23 | "The death rate allows for a better comparison of countries with widely different population sizes." 24 | ] 25 | }, 26 | { 27 | "cell_type": "markdown", 28 | "metadata": {}, 29 | "source": [ 30 | "## The data\n", 31 | "\n", 32 | "The data consists of total population and total number of deaths due to TB (excluding HIV) in 2013 in each of the BRICS (Brazil, Russia, India, China, South Africa) and Portuguese-speaking countries. \n", 33 | "\n", 34 | "The data was taken in July 2015 from (population) and (deaths). The uncertainty bounds of the number of deaths were ignored.\n", 35 | "\n", 36 | "The data was collected into an Excel file which should be in the same folder as this notebook." 37 | ] 38 | }, 39 | { 40 | "cell_type": "code", 41 | "execution_count": 1, 42 | "metadata": {}, 43 | "outputs": [ 44 | { 45 | "data": { 46 | "text/html": [ 47 | "
\n", 48 | "\n", 61 | "\n", 62 | " \n", 63 | " \n", 64 | " \n", 65 | " \n", 66 | " \n", 67 | " \n", 68 | " \n", 69 | " \n", 70 | " \n", 71 | " \n", 72 | " \n", 73 | " \n", 74 | " \n", 75 | " \n", 76 | " \n", 77 | " \n", 78 | " \n", 79 | " \n", 80 | " \n", 81 | " \n", 82 | " \n", 83 | " \n", 84 | " \n", 85 | " \n", 86 | " \n", 87 | " \n", 88 | " \n", 89 | " \n", 90 | " \n", 91 | " \n", 92 | " \n", 93 | " \n", 94 | " \n", 95 | " \n", 96 | " \n", 97 | " \n", 98 | " \n", 99 | " \n", 100 | " \n", 101 | " \n", 102 | " \n", 103 | " \n", 104 | " \n", 105 | " \n", 106 | " \n", 107 | " \n", 108 | " \n", 109 | " \n", 110 | " \n", 111 | " \n", 112 | " \n", 113 | " \n", 114 | " \n", 115 | " \n", 116 | " \n", 117 | " \n", 118 | " \n", 119 | " \n", 120 | " \n", 121 | " \n", 122 | " \n", 123 | " \n", 124 | " \n", 125 | " \n", 126 | " \n", 127 | " \n", 128 | " \n", 129 | " \n", 130 | " \n", 131 | " \n", 132 | " \n", 133 | " \n", 134 | " \n", 135 | " \n", 136 | " \n", 137 | " \n", 138 | " \n", 139 | " \n", 140 | " \n", 141 | " \n", 142 | " \n", 143 | " \n", 144 | "
CountryPopulation (1000s)TB deaths
0Angola214726900
1Brazil2003624400
2China139333741000
3Equatorial Guinea75767
4Guinea-Bissau17041200
5India1252140240000
6Mozambique2583418000
7Portugal10608140
8Russian Federation14283417000
9Sao Tome and Principe19318
10South Africa5277625000
11Timor-Leste1133990
\n", 145 | "
" 146 | ], 147 | "text/plain": [ 148 | " Country Population (1000s) TB deaths\n", 149 | "0 Angola 21472 6900\n", 150 | "1 Brazil 200362 4400\n", 151 | "2 China 1393337 41000\n", 152 | "3 Equatorial Guinea 757 67\n", 153 | "4 Guinea-Bissau 1704 1200\n", 154 | "5 India 1252140 240000\n", 155 | "6 Mozambique 25834 18000\n", 156 | "7 Portugal 10608 140\n", 157 | "8 Russian Federation 142834 17000\n", 158 | "9 Sao Tome and Principe 193 18\n", 159 | "10 South Africa 52776 25000\n", 160 | "11 Timor-Leste 1133 990" 161 | ] 162 | }, 163 | "execution_count": 1, 164 | "metadata": {}, 165 | "output_type": "execute_result" 166 | } 167 | ], 168 | "source": [ 169 | "import warnings\n", 170 | "warnings.simplefilter('ignore', FutureWarning)\n", 171 | "\n", 172 | "from pandas import *\n", 173 | "data = read_excel('WHO POP TB some.xls')\n", 174 | "data" 175 | ] 176 | }, 177 | { 178 | "cell_type": "markdown", 179 | "metadata": {}, 180 | "source": [ 181 | "## The range of the problem\n", 182 | "\n", 183 | "The column of interest is the last one." 184 | ] 185 | }, 186 | { 187 | "cell_type": "code", 188 | "execution_count": 2, 189 | "metadata": { 190 | "collapsed": true 191 | }, 192 | "outputs": [], 193 | "source": [ 194 | "tbColumn = data['TB deaths']" 195 | ] 196 | }, 197 | { 198 | "cell_type": "markdown", 199 | "metadata": {}, 200 | "source": [ 201 | "The total number of deaths in 2013 is:" 202 | ] 203 | }, 204 | { 205 | "cell_type": "code", 206 | "execution_count": 3, 207 | "metadata": {}, 208 | "outputs": [ 209 | { 210 | "data": { 211 | "text/plain": [ 212 | "354715" 213 | ] 214 | }, 215 | "execution_count": 3, 216 | "metadata": {}, 217 | "output_type": "execute_result" 218 | } 219 | ], 220 | "source": [ 221 | "tbColumn.sum()" 222 | ] 223 | }, 224 | { 225 | "cell_type": "markdown", 226 | "metadata": {}, 227 | "source": [ 228 | "The largest and smallest number of deaths in a single country are:" 229 | ] 230 | }, 231 | { 232 | "cell_type": "code", 233 | "execution_count": 4, 234 | "metadata": {}, 235 | "outputs": [ 236 | { 237 | "data": { 238 | "text/plain": [ 239 | "240000" 240 | ] 241 | }, 242 | "execution_count": 4, 243 | "metadata": {}, 244 | "output_type": "execute_result" 245 | } 246 | ], 247 | "source": [ 248 | "tbColumn.max()" 249 | ] 250 | }, 251 | { 252 | "cell_type": "code", 253 | "execution_count": 5, 254 | "metadata": {}, 255 | "outputs": [ 256 | { 257 | "data": { 258 | "text/plain": [ 259 | "18" 260 | ] 261 | }, 262 | "execution_count": 5, 263 | "metadata": {}, 264 | "output_type": "execute_result" 265 | } 266 | ], 267 | "source": [ 268 | "tbColumn.min()" 269 | ] 270 | }, 271 | { 272 | "cell_type": "markdown", 273 | "metadata": {}, 274 | "source": [ 275 | "From less than 20 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.\n", 276 | "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." 277 | ] 278 | }, 279 | { 280 | "cell_type": "code", 281 | "execution_count": 6, 282 | "metadata": {}, 283 | "outputs": [ 284 | { 285 | "data": { 286 | "text/plain": [ 287 | "29559.583333333332" 288 | ] 289 | }, 290 | "execution_count": 6, 291 | "metadata": {}, 292 | "output_type": "execute_result" 293 | } 294 | ], 295 | "source": [ 296 | "tbColumn.mean()" 297 | ] 298 | }, 299 | { 300 | "cell_type": "code", 301 | "execution_count": 7, 302 | "metadata": {}, 303 | "outputs": [ 304 | { 305 | "data": { 306 | "text/plain": [ 307 | "5650.0" 308 | ] 309 | }, 310 | "execution_count": 7, 311 | "metadata": {}, 312 | "output_type": "execute_result" 313 | } 314 | ], 315 | "source": [ 316 | "tbColumn.median()" 317 | ] 318 | }, 319 | { 320 | "cell_type": "markdown", 321 | "metadata": {}, 322 | "source": [ 323 | "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." 324 | ] 325 | }, 326 | { 327 | "cell_type": "markdown", 328 | "metadata": {}, 329 | "source": [ 330 | "## The most affected\n", 331 | "\n", 332 | "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." 333 | ] 334 | }, 335 | { 336 | "cell_type": "code", 337 | "execution_count": 8, 338 | "metadata": {}, 339 | "outputs": [ 340 | { 341 | "data": { 342 | "text/html": [ 343 | "
\n", 344 | "\n", 357 | "\n", 358 | " \n", 359 | " \n", 360 | " \n", 361 | " \n", 362 | " \n", 363 | " \n", 364 | " \n", 365 | " \n", 366 | " \n", 367 | " \n", 368 | " \n", 369 | " \n", 370 | " \n", 371 | " \n", 372 | " \n", 373 | " \n", 374 | " \n", 375 | " \n", 376 | " \n", 377 | " \n", 378 | " \n", 379 | " \n", 380 | " \n", 381 | " \n", 382 | " \n", 383 | " \n", 384 | " \n", 385 | " \n", 386 | " \n", 387 | " \n", 388 | " \n", 389 | " \n", 390 | " \n", 391 | " \n", 392 | " \n", 393 | " \n", 394 | " \n", 395 | " \n", 396 | " \n", 397 | " \n", 398 | " \n", 399 | " \n", 400 | " \n", 401 | " \n", 402 | " \n", 403 | " \n", 404 | " \n", 405 | " \n", 406 | " \n", 407 | " \n", 408 | " \n", 409 | " \n", 410 | " \n", 411 | " \n", 412 | " \n", 413 | " \n", 414 | " \n", 415 | " \n", 416 | " \n", 417 | " \n", 418 | " \n", 419 | " \n", 420 | " \n", 421 | " \n", 422 | " \n", 423 | " \n", 424 | " \n", 425 | " \n", 426 | " \n", 427 | " \n", 428 | " \n", 429 | " \n", 430 | " \n", 431 | " \n", 432 | " \n", 433 | " \n", 434 | " \n", 435 | " \n", 436 | " \n", 437 | " \n", 438 | " \n", 439 | " \n", 440 | "
CountryPopulation (1000s)TB deaths
9Sao Tome and Principe19318
3Equatorial Guinea75767
7Portugal10608140
11Timor-Leste1133990
4Guinea-Bissau17041200
1Brazil2003624400
0Angola214726900
8Russian Federation14283417000
6Mozambique2583418000
10South Africa5277625000
2China139333741000
5India1252140240000
\n", 441 | "
" 442 | ], 443 | "text/plain": [ 444 | " Country Population (1000s) TB deaths\n", 445 | "9 Sao Tome and Principe 193 18\n", 446 | "3 Equatorial Guinea 757 67\n", 447 | "7 Portugal 10608 140\n", 448 | "11 Timor-Leste 1133 990\n", 449 | "4 Guinea-Bissau 1704 1200\n", 450 | "1 Brazil 200362 4400\n", 451 | "0 Angola 21472 6900\n", 452 | "8 Russian Federation 142834 17000\n", 453 | "6 Mozambique 25834 18000\n", 454 | "10 South Africa 52776 25000\n", 455 | "2 China 1393337 41000\n", 456 | "5 India 1252140 240000" 457 | ] 458 | }, 459 | "execution_count": 8, 460 | "metadata": {}, 461 | "output_type": "execute_result" 462 | } 463 | ], 464 | "source": [ 465 | "data.sort_values('TB deaths')" 466 | ] 467 | }, 468 | { 469 | "cell_type": "markdown", 470 | "metadata": {}, 471 | "source": [ 472 | "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." 473 | ] 474 | }, 475 | { 476 | "cell_type": "code", 477 | "execution_count": 9, 478 | "metadata": {}, 479 | "outputs": [ 480 | { 481 | "data": { 482 | "text/html": [ 483 | "
\n", 484 | "\n", 497 | "\n", 498 | " \n", 499 | " \n", 500 | " \n", 501 | " \n", 502 | " \n", 503 | " \n", 504 | " \n", 505 | " \n", 506 | " \n", 507 | " \n", 508 | " \n", 509 | " \n", 510 | " \n", 511 | " \n", 512 | " \n", 513 | " \n", 514 | " \n", 515 | " \n", 516 | " \n", 517 | " \n", 518 | " \n", 519 | " \n", 520 | " \n", 521 | " \n", 522 | " \n", 523 | " \n", 524 | " \n", 525 | " \n", 526 | " \n", 527 | " \n", 528 | " \n", 529 | " \n", 530 | " \n", 531 | " \n", 532 | " \n", 533 | " \n", 534 | " \n", 535 | " \n", 536 | " \n", 537 | " \n", 538 | " \n", 539 | " \n", 540 | " \n", 541 | " \n", 542 | " \n", 543 | " \n", 544 | " \n", 545 | " \n", 546 | " \n", 547 | " \n", 548 | " \n", 549 | " \n", 550 | " \n", 551 | " \n", 552 | " \n", 553 | " \n", 554 | " \n", 555 | " \n", 556 | " \n", 557 | " \n", 558 | " \n", 559 | " \n", 560 | " \n", 561 | " \n", 562 | " \n", 563 | " \n", 564 | " \n", 565 | " \n", 566 | " \n", 567 | " \n", 568 | " \n", 569 | " \n", 570 | " \n", 571 | " \n", 572 | " \n", 573 | " \n", 574 | " \n", 575 | " \n", 576 | " \n", 577 | " \n", 578 | " \n", 579 | " \n", 580 | " \n", 581 | " \n", 582 | " \n", 583 | " \n", 584 | " \n", 585 | " \n", 586 | " \n", 587 | " \n", 588 | " \n", 589 | " \n", 590 | " \n", 591 | " \n", 592 | " \n", 593 | "
CountryPopulation (1000s)TB deathsTB deaths (per 100,000)
0Angola21472690032.134873
1Brazil20036244002.196025
2China1393337410002.942576
3Equatorial Guinea757678.850727
4Guinea-Bissau1704120070.422535
5India125214024000019.167186
6Mozambique258341800069.675621
7Portugal106081401.319759
8Russian Federation1428341700011.901928
9Sao Tome and Principe193189.326425
10South Africa527762500047.370017
11Timor-Leste113399087.378641
\n", 594 | "
" 595 | ], 596 | "text/plain": [ 597 | " Country Population (1000s) TB deaths \\\n", 598 | "0 Angola 21472 6900 \n", 599 | "1 Brazil 200362 4400 \n", 600 | "2 China 1393337 41000 \n", 601 | "3 Equatorial Guinea 757 67 \n", 602 | "4 Guinea-Bissau 1704 1200 \n", 603 | "5 India 1252140 240000 \n", 604 | "6 Mozambique 25834 18000 \n", 605 | "7 Portugal 10608 140 \n", 606 | "8 Russian Federation 142834 17000 \n", 607 | "9 Sao Tome and Principe 193 18 \n", 608 | "10 South Africa 52776 25000 \n", 609 | "11 Timor-Leste 1133 990 \n", 610 | "\n", 611 | " TB deaths (per 100,000) \n", 612 | "0 32.134873 \n", 613 | "1 2.196025 \n", 614 | "2 2.942576 \n", 615 | "3 8.850727 \n", 616 | "4 70.422535 \n", 617 | "5 19.167186 \n", 618 | "6 69.675621 \n", 619 | "7 1.319759 \n", 620 | "8 11.901928 \n", 621 | "9 9.326425 \n", 622 | "10 47.370017 \n", 623 | "11 87.378641 " 624 | ] 625 | }, 626 | "execution_count": 9, 627 | "metadata": {}, 628 | "output_type": "execute_result" 629 | } 630 | ], 631 | "source": [ 632 | "populationColumn = data['Population (1000s)']\n", 633 | "data['TB deaths (per 100,000)'] = tbColumn * 100 / populationColumn\n", 634 | "data" 635 | ] 636 | }, 637 | { 638 | "cell_type": "markdown", 639 | "metadata": {}, 640 | "source": [ 641 | "## Conclusions\n", 642 | "\n", 643 | "The BRICS and Portuguese-speaking countries had a total of about 350 thousand deaths due to TB in 2013. The median shows that half of these coutries had fewer than 5,650 deaths. The much higher mean (over 29,000) indicates that some countries had a very high number. The least affected were Sao Tome and Principe and Equatorial Guinea, with 18 and 67 deaths respectively, and the most affected were China and India with 41 thousand and 240 thousand deaths in a single year. However, taking the population size into account, the least affected were Portugal and Brazil with less than 2.2 deaths per 100 thousand inhabitants, and the most affected were Guinea-Bissau and East Timor with over 70 deaths per 100,000 inhabitants.\n", 644 | "\n", 645 | "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." 646 | ] 647 | } 648 | ], 649 | "metadata": { 650 | "kernelspec": { 651 | "display_name": "Python 3", 652 | "language": "python", 653 | "name": "python3" 654 | }, 655 | "language_info": { 656 | "codemirror_mode": { 657 | "name": "ipython", 658 | "version": 3 659 | }, 660 | "file_extension": ".py", 661 | "mimetype": "text/x-python", 662 | "name": "python", 663 | "nbconvert_exporter": "python", 664 | "pygments_lexer": "ipython3", 665 | "version": "3.6.2" 666 | } 667 | }, 668 | "nbformat": 4, 669 | "nbformat_minor": 1 670 | } 671 | -------------------------------------------------------------------------------- /1_Having_a_go_at_it/WHO POP TB all.xls: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mwermelinger/Learn-to-code-for-data-analysis/da0d173e8f31a7ff381559217ab83ece9f223ea6/1_Having_a_go_at_it/WHO POP TB all.xls -------------------------------------------------------------------------------- /1_Having_a_go_at_it/WHO POP TB some.xls: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mwermelinger/Learn-to-code-for-data-analysis/da0d173e8f31a7ff381559217ab83ece9f223ea6/1_Having_a_go_at_it/WHO POP TB some.xls -------------------------------------------------------------------------------- /2_Cleaning_up_our_act/Beijing_PEK_2014.csv: -------------------------------------------------------------------------------- 1 | Date,Max TemperatureC,Mean TemperatureC,Min TemperatureC,Dew PointC,MeanDew PointC,Min DewpointC,Max Humidity, Mean Humidity, Min Humidity, Max Sea Level PressurehPa, Mean Sea Level PressurehPa, Min Sea Level PressurehPa, Max VisibilityKm, Mean VisibilityKm, Min VisibilitykM, Max Wind SpeedKm/h, Mean Wind SpeedKm/h, Max Gust SpeedKm/h,Precipitationmm, CloudCover, Events,WindDirDegrees
2 | 2014-1-1,12,4,-2,-12,-17,-20,44,19,7,1019,1015,1012,31,11,5,32,16,47.0,0.0,,,291
3 | 2014-1-2,7,0,-6,-6,-9,-13,74,50,28,1021,1018,1015,18,7,3,18,5,,0.0,,,20
4 | 2014-1-3,9,3,-2,-7,-13,-18,64,32,9,1026,1022,1018,31,13,5,18,8,,0.0,,,24
5 | 2014-1-4,2,-2,-6,-4,-7,-9,80,68,44,1026,1023,1020,10,5,2,11,5,,0.0,2.0,,56
6 | 2014-1-5,7,0,-7,-5,-11,-15,80,51,15,1028,1025,1021,31,7,3,18,10,,0.0,,,18
7 | 2014-1-6,0,-2,-3,-4,-5,-7,80,72,61,1028,1026,1024,5,3,2,14,5,,0.0,8.0,Snow,130
8 | 2014-1-7,5,0,-5,-4,-12,-25,86,45,6,1033,1027,1024,31,6,2,18,8,,0.0,8.0,,7
9 | 2014-1-8,1,-4,-8,-20,-23,-28,36,21,6,1036,1034,1032,31,30,26,32,14,47.0,0.0,,,344
10 | 2014-1-9,1,-6,-12,-21,-26,-35,41,19,4,1035,1032,1029,31,24,10,26,11,43.0,0.0,,,321
11 | 2014-1-10,5,-4,-13,-18,-23,-29,48,25,5,1032,1031,1029,23,12,5,21,6,47.0,0.0,,,349
12 | 2014-1-11,5,-4,-13,-13,-20,-27,57,29,8,1032,1030,1027,8,6,3,29,6,,0.0,,,343
13 | 2014-1-12,4,-3,-9,-19,-23,-28,38,18,5,1039,1036,1032,31,20,7,32,16,32.0,0.0,,,339
14 | 2014-1-13,3,-4,-12,-12,-19,-23,58,35,9,1034,1032,1029,10,6,3,6,5,,0.0,,,41
15 | 2014-1-14,3,-4,-12,-9,-17,-24,67,37,13,1036,1034,1032,11,7,3,18,8,,0.0,,,347
16 | 2014-1-15,5,-2,-10,-7,-17,-23,63,38,9,1034,1031,1028,23,6,2,14,5,,0.0,,,6
17 | 2014-1-16,5,-1,-6,-3,-8,-16,86,61,21,1031,1028,1026,4,2,1,14,6,,0.0,,Fog,82
18 | 2014-1-17,5,1,-3,-3,-13,-23,81,43,12,1033,1031,1029,14,6,1,29,13,43.0,0.0,8.0,Snow,199
19 | 2014-1-18,7,-1,-8,-8,-16,-22,85,31,13,1035,1033,1031,11,6,2,21,11,26.0,0.0,,,54
20 | 2014-1-19,5,1,-4,-6,-11,-22,74,49,9,1030,1025,1020,26,5,4,43,11,64.0,0.0,8.0,,133
21 | 2014-1-20,4,0,-3,-19,-22,-25,26,17,8,1035,1030,1025,31,31,31,55,31,72.0,0.0,,,324
22 | 2014-1-21,4,-1,-7,-18,-22,-25,39,20,7,1035,1032,1027,31,11,5,32,14,32.0,0.0,,,339
23 | 2014-1-22,6,-2,-10,-13,-18,-22,53,32,8,1027,1024,1021,8,6,2,11,5,,0.0,,,33
24 | 2014-1-23,3,-3,-9,-9,-14,-17,59,44,22,1021,1017,1013,4,3,0,11,5,,0.0,,,9
25 | 2014-1-24,10,3,-4,-10,-17,-25,55,28,5,1022,1017,1014,18,5,2,18,10,,0.0,8.0,,3
26 | 2014-1-25,7,1,-4,-7,-18,-25,64,23,4,1034,1027,1022,31,16,3,21,10,,0.0,,,24
27 | 2014-1-26,3,-2,-6,-7,-11,-14,74,50,24,1035,1029,1021,11,9,5,18,10,,0.0,3.0,,148
28 | 2014-1-27,12,2,-7,-7,-14,-29,80,43,4,1027,1019,1016,31,6,3,40,10,,0.0,,,354
29 | 2014-1-28,5,-1,-6,-7,-16,-25,69,31,11,1031,1028,1023,26,13,8,21,11,,0.0,,,124
30 | 2014-1-29,3,-3,-8,-7,-9,-12,80,62,36,1023,1015,1011,8,6,2,11,6,,0.0,,,54
31 | 2014-1-30,8,2,-5,-4,-17,-27,75,31,4,1021,1018,1014,31,9,2,21,10,,0.0,,,79
32 | 2014-1-31,3,-1,-4,0,-7,-9,88,61,45,1021,1019,1017,6,4,0,14,8,,0.0,5.0,Rain,53
33 | 2014-2-1,4,2,1,1,-3,-7,91,67,48,1019,1016,1012,5,4,0,14,6,,0.0,8.0,Rain,204
34 | 2014-2-2,10,4,-1,1,-16,-35,89,37,4,1023,1015,1011,31,7,0,43,16,55.0,0.0,7.0,,5
35 | 2014-2-3,2,-2,-5,-16,-33,-40,23,8,4,1029,1027,1023,31,28,23,32,19,50.0,0.0,,,343
36 | 2014-2-4,1,-3,-7,-24,-31,-38,24,10,4,1032,1030,1027,31,18,6,26,13,32.0,0.0,,,332
37 | 2014-2-5,1,-6,-11,-11,-18,-25,59,33,7,1030,1029,1027,9,7,5,14,5,,0.0,,,102
38 | 2014-2-6,2,-3,-8,-6,-13,-16,69,46,20,1032,1030,1029,8,6,2,11,5,,0.0,8.0,,101
39 | 2014-2-7,-2,-3,-5,-5,-7,-12,86,76,51,1031,1027,1024,8,4,0,14,10,,2.03,8.0,Snow,125
40 | 2014-2-8,2,-3,-8,-6,-12,-22,89,54,15,1036,1028,1024,31,7,2,29,11,,0.51,8.0,Snow,10
41 | 2014-2-9,-1,-7,-12,-16,-21,-23,48,28,11,1039,1037,1034,31,23,11,21,16,35.0,0.0,,,340
42 | 2014-2-10,-1,-7,-13,-15,-19,-23,58,34,13,1038,1035,1031,31,23,5,18,10,,0.0,,,12
43 | 2014-2-11,1,-7,-13,-11,-15,-18,73,50,20,1031,1028,1025,8,6,2,14,5,29.0,0.0,,,76
44 | 2014-2-12,4,-3,-11,-8,-16,-23,73,41,13,1036,1032,1029,11,5,2,18,8,,0.0,,,53
45 | 2014-2-13,1,-2,-4,-7,-10,-13,77,54,42,1038,1035,1031,6,4,2,18,10,,0.0,8.0,Snow,117
46 | 2014-2-14,3,-3,-9,-7,-9,-11,86,65,37,1031,1026,1023,4,3,0,6,5,,0.0,,Fog,61
47 | 2014-2-15,4,-2,-7,-6,-8,-10,80,64,39,1026,1025,1023,2,1,0,11,5,,0.0,,Fog,30
48 | 2014-2-16,7,0,-6,-5,-9,-16,80,52,18,1033,1029,1025,6,3,0,18,10,,0.0,,Fog,216
49 | 2014-2-17,5,1,-3,-7,-13,-19,64,36,10,1037,1035,1033,10,6,3,21,8,,0.0,,,147
50 | 2014-2-18,2,-1,-5,-8,-12,-13,55,45,26,1037,1032,1028,13,8,6,14,8,,0.0,,Snow,144
51 | 2014-2-19,6,-1,-8,-6,-13,-19,80,43,13,1031,1029,1027,23,7,2,18,8,,0.0,,,69
52 | 2014-2-20,1,-2,-4,-4,-6,-7,87,73,56,1032,1030,1029,5,2,0,14,6,,0.0,8.0,Fog-Snow,118
53 | 2014-2-21,4,-1,-6,-3,-6,-8,86,68,45,1030,1028,1026,5,2,0,11,3,,0.0,8.0,Fog,24
54 | 2014-2-22,6,2,-2,-2,-4,-6,75,58,45,1032,1030,1029,3,2,0,11,6,,0.0,8.0,Fog,42
55 | 2014-2-23,3,2,1,-3,-6,-7,65,58,51,1032,1031,1029,3,2,2,11,5,,0.0,8.0,,155
56 | 2014-2-24,7,3,-1,-3,-4,-5,75,55,39,1030,1027,1025,2,2,0,14,5,,0.0,8.0,,29
57 | 2014-2-25,8,2,-3,-1,-4,-6,80,63,39,1028,1026,1024,2,1,0,11,3,,0.0,8.0,Fog,16
58 | 2014-2-26,9,4,-1,3,-1,-4,80,66,36,1025,1023,1020,26,2,0,21,6,29.0,1.02,7.0,Fog-Rain,347
59 | 2014-2-27,9,4,-1,-9,-16,-20,44,21,8,1032,1029,1025,31,24,10,32,19,,0.0,,,350
60 | 2014-2-28,6,1,-3,-4,-7,-14,80,53,26,1030,1026,1022,10,7,3,14,6,21.0,0.0,2.0,,113
61 | 2014-3-1,12,4,-3,-6,-15,-27,74,31,4,1026,1023,1020,31,8,2,29,11,55.0,0.0,,,309
62 | 2014-3-2,11,4,-2,-2,-8,-13,75,46,17,1025,1022,1019,7,5,2,18,10,,0.0,,,131
63 | 2014-3-3,4,0,-3,-3,-6,-9,86,60,42,1024,1022,1020,4,3,2,14,6,,0.0,8.0,,38
64 | 2014-3-4,10,4,-2,-3,-19,-30,74,23,4,1030,1026,1023,31,10,2,32,14,50.0,0.0,,,335
65 | 2014-3-5,9,1,-6,-13,-21,-27,54,18,4,1031,1028,1024,31,20,10,29,13,35.0,0.0,,,270
66 | 2014-3-6,8,1,-6,-10,-26,-31,32,11,4,1033,1030,1027,31,24,8,29,13,43.0,0.0,,,320
67 | 2014-3-7,8,0,-7,-8,-18,-28,74,28,4,1032,1029,1027,31,14,6,26,10,,0.0,,,94
68 | 2014-3-8,10,5,0,-2,-7,-16,75,46,20,1028,1023,1019,8,5,2,18,6,,0.0,,,137
69 | 2014-3-9,10,3,-3,-4,-9,-13,69,41,16,1028,1026,1024,9,7,2,18,8,,0.0,,,135
70 | 2014-3-10,9,2,-4,-2,-7,-10,74,50,26,1029,1024,1019,10,6,2,14,6,,0.0,,,115
71 | 2014-3-11,14,6,-2,-1,-6,-13,80,43,13,1024,1018,1015,14,4,2,32,8,43.0,0.0,,,18
72 | 2014-3-12,11,6,2,-8,-19,-26,31,15,4,1028,1025,1023,31,22,3,26,16,32.0,0.0,,,12
73 | 2014-3-13,13,4,-3,-13,-21,-26,47,14,4,1026,1022,1017,31,17,8,32,10,35.0,0.0,,,298
74 | 2014-3-14,17,10,4,-9,-21,-25,19,9,4,1022,1018,1013,27,21,10,29,19,32.0,0.0,,,260
75 | 2014-3-15,22,11,0,-2,-10,-14,56,24,6,1014,1011,1008,10,6,3,18,6,,0.0,,,108
76 | 2014-3-16,17,11,5,1,-8,-14,46,24,10,1019,1015,1012,10,6,3,18,10,,0.0,,,131
77 | 2014-3-17,21,12,3,0,-7,-12,61,28,8,1019,1012,1010,21,6,3,40,13,55.0,0.0,,,316
78 | 2014-3-18,15,10,6,-3,-9,-13,31,21,12,1025,1022,1019,19,13,6,26,14,,0.0,8.0,,123
79 | 2014-3-19,13,8,4,-2,-8,-18,42,30,8,1028,1023,1021,18,10,6,26,10,,0.0,,,31
80 | 2014-3-20,19,12,5,-10,-16,-18,27,13,4,1029,1026,1023,31,26,16,26,14,43.0,0.0,,,336
81 | 2014-3-21,22,13,4,-7,-14,-20,39,13,4,1024,1020,1015,31,16,6,26,13,40.0,0.0,,,244
82 | 2014-3-22,24,13,3,-3,-13,-23,52,18,4,1025,1018,1015,31,14,8,21,10,40.0,0.0,,,29
83 | 2014-3-23,19,12,5,2,-4,-10,53,31,15,1027,1023,1019,8,5,3,18,6,26.0,0.0,,,129
84 | 2014-3-24,21,12,4,4,1,-2,70,45,20,1019,1014,1009,4,3,2,14,5,26.0,0.0,,,148
85 | 2014-3-25,23,14,6,7,2,-2,66,42,18,1012,1010,1007,8,4,2,14,6,,0.0,,,26
86 | 2014-3-26,24,16,7,11,7,3,77,56,29,1013,1010,1007,8,2,0,14,5,,0.0,,,121
87 | 2014-3-27,16,13,10,11,5,0,80,57,33,1014,1011,1009,7,4,0,18,5,,0.0,8.0,Fog,61
88 | 2014-3-28,23,17,11,9,7,2,82,54,25,1011,1008,1005,11,4,2,21,8,,0.0,8.0,Rain,44
89 | 2014-3-29,23,16,8,8,1,-3,82,38,15,1015,1013,1010,24,9,4,18,8,26.0,0.0,,,11
90 | 2014-3-30,26,16,7,5,-5,-11,62,26,5,1017,1015,1013,31,16,3,14,6,29.0,0.0,,,357
91 | 2014-3-31,23,18,12,10,3,-3,72,42,23,1017,1015,1013,10,5,2,26,10,43.0,1.02,6.0,Rain-Thunderstorm,115
92 | 2014-4-1,25,16,6,10,3,-8,90,48,11,1015,1012,1008,14,4,0,21,6,32.0,0.0,,Fog,159
93 | 2014-4-2,23,16,9,8,2,-4,71,39,16,1023,1014,1010,11,6,3,26,8,35.0,0.0,,,101
94 | 2014-4-3,20,13,7,1,-17,-30,50,15,4,1026,1023,1021,29,17,10,40,14,64.0,0.0,,,18
95 | 2014-4-4,26,14,4,-3,-10,-21,53,23,4,1022,1015,1008,19,15,11,29,11,47.0,0.0,,,82
96 | 2014-4-5,20,12,4,-3,-11,-18,52,21,4,1025,1022,1018,31,18,10,21,10,29.0,0.0,,,202
97 | 2014-4-6,25,14,3,-1,-8,-18,65,25,4,1021,1017,1013,16,10,6,26,8,32.0,0.0,,,211
98 | 2014-4-7,25,16,7,3,-1,-5,57,33,12,1015,1013,1010,8,6,3,14,5,,0.0,,,124
99 | 2014-4-8,26,17,8,7,3,-3,76,40,14,1016,1013,1010,5,5,2,18,8,32.0,0.0,,,147
100 | 2014-4-9,32,22,12,10,0,-12,72,32,4,1020,1011,1008,10,6,2,29,13,43.0,0.0,,,98
101 | 2014-4-10,18,16,13,3,-2,-9,47,30,13,1024,1022,1020,10,7,5,14,8,,0.0,8.0,Rain,161
102 | 2014-4-11,18,14,12,1,-3,-7,44,29,13,1021,1019,1016,19,11,6,11,8,,0.0,8.0,Rain,142
103 | 2014-4-12,21,13,6,3,-2,-7,66,34,13,1018,1016,1013,8,7,5,14,6,,0.0,,,146
104 | 2014-4-13,24,16,8,8,4,1,71,44,22,1019,1017,1014,8,4,2,14,6,,0.0,,,128
105 | 2014-4-14,26,18,10,13,8,5,76,52,29,1019,1016,1013,11,3,2,14,6,32.0,0.0,,,139
106 | 2014-4-15,23,19,15,11,3,-6,67,38,14,1021,1019,1016,18,7,3,26,10,,0.0,8.0,,146
107 | 2014-4-16,22,17,12,2,-3,-9,47,26,6,1018,1014,1010,14,11,6,6,5,,0.0,,,102
108 | 2014-4-17,18,14,11,10,7,-2,86,62,23,1017,1013,1010,8,5,2,18,6,,5.08,7.0,Rain,117
109 | 2014-4-18,20,16,12,12,9,2,94,66,34,1023,1019,1016,8,3,2,21,8,,0.0,,,144
110 | 2014-4-19,15,11,8,6,3,-2,81,53,21,1023,1021,1018,13,9,5,21,8,,0.25,8.0,Rain,161
111 | 2014-4-20,22,13,5,7,3,-2,87,48,12,1019,1016,1013,19,8,2,21,8,29.0,0.0,,Rain,276
112 | 2014-4-21,25,16,7,6,1,-6,71,35,7,1018,1016,1013,27,16,5,29,8,35.0,0.0,,,272
113 | 2014-4-22,27,17,8,8,3,-2,83,37,12,1016,1013,1009,13,9,2,26,10,,0.0,,,245
114 | 2014-4-23,26,20,15,13,11,8,77,56,33,1012,1010,1007,10,4,2,26,13,43.0,0.25,,Rain,163
115 | 2014-4-24,25,20,16,13,11,10,72,57,32,1016,1014,1012,8,5,3,18,10,,0.0,8.0,,166
116 | 2014-4-25,27,19,12,11,9,4,88,52,23,1019,1016,1014,10,6,3,40,10,50.0,10.92,6.0,Rain,48
117 | 2014-4-26,22,16,11,11,7,1,94,59,20,1022,1020,1018,19,11,6,21,11,,3.05,5.0,Rain,53
118 | 2014-4-27,24,17,9,10,5,-3,94,51,8,1022,1020,1018,27,11,3,26,10,43.0,0.0,,,62
119 | 2014-4-28,26,18,10,9,5,-2,87,45,11,1022,1019,1015,11,8,6,21,8,32.0,0.0,,,87
120 | 2014-4-29,27,18,10,9,6,3,76,41,13,1016,1013,1009,10,7,6,18,8,32.0,0.0,,,166
121 | 2014-4-30,28,20,12,12,9,8,82,49,19,1011,1009,1006,10,7,5,18,8,32.0,0.0,,,173
122 | 2014-5-1,28,21,15,16,11,1,82,54,21,1012,1008,1004,18,7,2,50,14,61.0,0.0,3.0,Rain-Thunderstorm,176
123 | 2014-5-2,24,18,12,4,-2,-10,58,28,5,1018,1016,1012,31,19,10,58,29,84.0,0.0,1.0,Rain,311
124 | 2014-5-3,25,16,7,6,-1,-11,81,38,5,1018,1013,1006,21,11,3,55,14,76.0,0.0,7.0,,282
125 | 2014-5-4,19,14,10,-4,-10,-18,32,19,4,1019,1017,1016,31,22,10,50,32,84.0,0.0,,,318
126 | 2014-5-5,22,13,5,0,-6,-14,61,27,4,1021,1017,1014,31,23,6,21,10,32.0,0.0,,,11
127 | 2014-5-6,21,14,9,10,3,-2,59,44,22,1015,1009,1003,13,8,5,14,8,,0.51,1.0,Rain-Thunderstorm,98
128 | 2014-5-7,27,19,11,9,2,-7,82,40,5,1014,1006,1002,31,8,3,40,10,61.0,0.0,1.0,,7
129 | 2014-5-8,23,17,10,11,7,3,94,54,18,1016,1014,1011,13,6,2,21,8,,0.0,,,144
130 | 2014-5-9,21,18,16,9,6,3,59,44,24,1016,1015,1013,16,10,6,21,11,40.0,0.0,8.0,,115
131 | 2014-5-10,21,17,13,9,6,0,72,47,23,1017,1016,1014,19,11,6,18,10,,7.11,8.0,Rain,99
132 | 2014-5-11,14,12,10,11,9,8,94,85,58,1016,1007,1001,26,8,3,21,13,,9.91,8.0,Rain,358
133 | 2014-5-12,30,19,8,12,9,3,100,52,13,1003,1000,998,31,11,3,29,11,,0.0,,,230
134 | 2014-5-13,31,21,12,14,6,-9,94,42,5,1003,1000,997,26,12,8,43,10,61.0,0.0,,,327
135 | 2014-5-14,23,18,12,5,-2,-6,55,23,8,1008,1005,1003,31,25,14,43,26,61.0,0.0,,,309
136 | 2014-5-15,29,18,8,7,4,-2,76,37,9,1003,1000,997,23,10,8,26,8,47.0,0.0,,,92
137 | 2014-5-16,30,22,14,9,4,-1,67,31,8,1013,1007,1001,31,19,6,26,10,,0.0,,,72
138 | 2014-5-17,28,21,14,10,6,3,67,36,14,1015,1012,1009,26,14,8,26,8,,0.0,,Rain,150
139 | 2014-5-18,30,21,13,14,9,6,72,41,20,1011,1008,1004,11,8,6,26,8,40.0,0.0,1.0,Rain,151
140 | 2014-5-19,28,22,17,17,15,12,94,64,28,1008,1004,1001,10,7,3,21,10,,0.0,4.0,Rain-Thunderstorm,106
141 | 2014-5-20,32,24,18,16,11,6,83,43,12,1007,1004,1002,31,10,2,26,10,,0.0,,,78
142 | 2014-5-21,31,23,16,17,13,10,77,52,26,1008,1005,1003,8,6,6,21,8,,0.0,,,138
143 | 2014-5-22,35,27,19,18,14,8,88,48,12,1009,1006,1005,14,4,2,29,11,,0.0,,,167
144 | 2014-5-23,34,27,20,16,13,9,73,40,16,1011,1010,1008,14,8,5,29,11,40.0,0.0,,Rain,175
145 | 2014-5-24,26,22,19,19,18,14,94,83,36,1009,1008,1007,10,4,2,14,8,,7.87,8.0,Rain,115
146 | 2014-5-25,29,22,15,19,8,-3,94,48,6,1009,1006,1004,31,6,1,55,14,72.0,0.0,8.0,,288
147 | 2014-5-26,35,23,12,11,4,-2,77,29,9,1006,999,993,26,20,14,32,11,43.0,0.0,,,227
148 | 2014-5-27,32,24,18,11,4,-3,64,26,5,1001,996,994,31,12,6,58,16,90.0,0.0,4.0,,321
149 | 2014-5-28,37,26,15,12,7,1,68,28,6,1004,1000,996,27,19,6,35,10,50.0,0.0,,,189
150 | 2014-5-29,42,30,18,15,11,3,68,33,5,1002,998,996,31,14,10,21,6,43.0,0.0,2.0,,72
151 | 2014-5-30,35,28,20,15,13,10,60,37,21,1008,1006,1002,13,9,7,21,10,,0.0,,,110
152 | 2014-5-31,34,27,20,19,16,12,83,49,28,1010,1007,1005,10,7,6,50,6,68.0,7.11,4.0,Rain-Thunderstorm,136
153 | 2014-6-1,31,25,19,18,16,12,88,64,25,1012,1008,1006,21,10,6,21,13,35.0,2.03,4.0,Rain-Thunderstorm,16
154 | 2014-6-2,26,22,18,15,13,11,73,53,29,1013,1011,1009,31,24,10,14,6,,0.0,8.0,,355
155 | 2014-6-3,32,23,16,14,13,11,82,47,19,1009,1008,1005,26,18,6,18,10,,0.0,,,85
156 | 2014-6-4,31,24,19,17,14,13,83,50,26,1008,1006,1004,18,9,6,18,6,,0.0,8.0,,205
157 | 2014-6-5,34,27,19,17,15,13,83,47,19,1006,1004,1002,23,9,6,14,8,,0.0,,,172
158 | 2014-6-6,27,21,16,19,17,14,94,74,45,1005,1004,1003,31,9,5,40,11,61.0,4.06,4.0,Rain-Thunderstorm,51
159 | 2014-6-7,30,22,14,14,11,5,94,50,12,1006,1004,1001,31,24,10,26,10,35.0,0.0,,,12
160 | 2014-6-8,31,23,17,15,13,8,88,62,20,1004,1002,999,31,13,6,55,6,84.0,0.25,3.0,Rain-Thunderstorm,49
161 | 2014-6-9,31,22,14,15,13,7,94,57,15,1008,1005,1002,31,13,5,18,8,29.0,0.0,1.0,Rain,43
162 | 2014-6-10,26,22,18,19,16,13,88,71,47,1011,1009,1007,8,5,3,18,6,,11.94,4.0,Rain-Thunderstorm,124
163 | 2014-6-11,30,23,17,17,14,11,94,54,22,1012,1010,1007,31,13,2,18,8,32.0,0.0,,,14
164 | 2014-6-12,36,27,18,18,14,9,83,46,12,1008,1006,1003,31,19,5,18,6,26.0,0.0,,Rain,36
165 | 2014-6-13,32,26,19,20,17,15,94,63,28,1009,1007,1005,26,11,3,55,6,84.0,11.94,3.0,Rain-Thunderstorm,58
166 | 2014-6-14,32,24,18,20,17,16,94,61,32,1008,1006,1004,19,12,6,11,6,,0.0,,,91
167 | 2014-6-15,32,26,20,21,18,16,88,62,31,1006,1004,1002,10,6,2,40,8,55.0,2.03,5.0,Rain-Thunderstorm,107
168 | 2014-6-16,30,26,21,21,19,18,94,71,40,1004,1002,1000,7,4,2,14,6,,0.0,,Rain,157
169 | 2014-6-17,27,22,18,21,18,16,94,80,47,1004,1002,1001,10,6,2,26,10,50.0,34.04,3.0,Rain-Thunderstorm,118
170 | 2014-6-18,31,24,18,20,17,14,94,66,32,1004,1003,1000,31,7,3,18,8,29.0,0.0,,,210
171 | 2014-6-19,27,23,20,20,19,17,94,73,56,1006,1004,1002,8,4,2,18,8,,5.08,7.0,Rain,133
172 | 2014-6-20,28,23,18,18,17,15,94,72,35,1009,1007,1005,31,9,3,18,8,,2.03,6.0,Rain-Thunderstorm,103
173 | 2014-6-21,28,23,18,18,17,13,88,71,40,1010,1008,1006,18,7,5,32,6,32.0,3.05,4.0,Rain-Thunderstorm,175
174 | 2014-6-22,29,23,18,19,17,14,94,71,42,1010,1009,1006,18,9,6,21,6,,0.0,2.0,,356
175 | 2014-6-23,31,24,17,17,15,12,94,55,23,1010,1008,1005,31,21,6,18,10,,0.0,,,21
176 | 2014-6-24,31,25,19,19,17,15,94,56,28,1006,1004,1002,21,15,8,18,6,,0.0,,,141
177 | 2014-6-25,27,24,23,21,19,16,88,69,47,1004,1003,1002,11,5,2,21,8,29.0,2.03,8.0,Rain,153
178 | 2014-6-26,33,28,22,21,21,17,91,69,43,1005,1003,1000,21,5,1,18,6,,0.0,1.0,,134
179 | 2014-6-27,34,27,21,19,13,9,78,40,13,1008,1006,1005,31,26,16,29,11,35.0,0.0,,,27
180 | 2014-6-28,38,28,18,17,13,8,73,38,11,1007,1005,1003,31,15,10,18,10,32.0,0.0,2.0,,11
181 | 2014-6-29,35,28,21,19,16,13,78,47,19,1007,1006,1004,31,14,6,14,6,,0.0,,,132
182 | 2014-6-30,35,29,23,19,17,12,78,47,16,1007,1006,1003,19,10,6,21,6,,0.0,1.0,,141
183 | 2014-7-1,32,26,20,22,19,15,100,59,35,1007,1004,1001,14,5,1,29,10,50.0,43.94,4.0,Rain-Thunderstorm,132
184 | 2014-7-2,27,23,21,22,21,19,95,85,57,1005,1003,1001,6,5,2,11,5,,4.06,6.0,Rain-Thunderstorm,108
185 | 2014-7-3,30,27,23,23,22,21,94,79,54,1002,1001,999,5,2,1,14,8,,0.0,2.0,,145
186 | 2014-7-4,34,29,24,24,23,21,94,75,52,1007,1004,1002,4,3,2,21,6,,0.0,8.0,,82
187 | 2014-7-5,31,27,23,23,22,20,94,73,45,1008,1007,1005,8,4,1,14,6,,0.0,,,138
188 | 2014-7-6,32,28,24,24,23,22,94,76,46,1006,1005,1003,4,2,1,14,10,,0.0,,,122
189 | 2014-7-7,32,28,24,23,22,21,85,71,51,1005,1003,1000,6,5,2,18,8,,0.51,8.0,,130
190 | 2014-7-8,34,29,24,22,19,9,89,58,14,1004,1002,1000,31,9,2,21,6,,0.0,,,31
191 | 2014-7-9,32,27,22,20,15,11,83,49,17,1006,1004,1002,31,26,16,18,6,,0.0,8.0,,6
192 | 2014-7-10,38,29,21,19,15,9,83,44,16,1002,1000,997,31,24,16,26,8,35.0,0.0,,,273
193 | 2014-7-11,36,28,21,20,15,8,83,45,11,1001,1000,998,31,24,3,18,8,,0.0,,,48
194 | 2014-7-12,34,29,24,16,12,9,61,34,15,1004,1002,1000,31,23,10,18,11,,0.0,1.0,,58
195 | 2014-7-13,36,28,21,22,14,11,73,45,16,1004,1002,1000,31,15,6,40,8,,16.0,2.0,Rain-Thunderstorm,7
196 | 2014-7-14,36,28,20,20,16,13,83,49,24,1003,1002,1000,27,14,6,21,8,,0.0,1.0,,45
197 | 2014-7-15,32,27,23,22,17,15,78,51,35,1005,1003,1002,23,15,10,32,14,35.0,1.02,6.0,Rain,179
198 | 2014-7-16,31,26,22,24,21,19,89,74,46,1006,1004,1001,10,5,2,26,6,,8.89,2.0,Rain-Thunderstorm,98
199 | 2014-7-17,29,26,22,23,22,19,88,76,62,1007,1006,1003,7,4,2,18,6,,0.0,8.0,Rain,110
200 | 2014-7-18,34,29,24,24,22,21,89,67,41,1008,1007,1005,10,5,3,18,6,,0.0,,,139
201 | 2014-7-19,37,31,26,24,23,22,89,61,39,1010,1008,1006,18,8,6,18,8,,0.0,,,150
202 | 2014-7-20,36,31,27,24,23,22,84,61,42,1008,1005,1001,19,8,5,26,11,47.0,0.0,1.0,Rain,169
203 | 2014-7-21,36,31,26,24,19,13,74,50,19,1004,1002,999,31,23,8,32,11,40.0,0.0,,Rain,355
204 | 2014-7-22,30,28,26,18,16,13,54,46,26,1007,1006,1004,31,22,10,21,10,43.0,0.0,8.0,Rain,339
205 | 2014-7-23,32,27,23,20,17,13,78,51,31,1006,1004,1001,31,15,10,14,8,32.0,0.0,5.0,,268
206 | 2014-7-24,30,26,22,21,20,18,83,69,44,1008,1005,1003,23,8,6,11,5,,0.0,4.0,Rain,86
207 | 2014-7-25,34,27,20,21,17,14,94,57,25,1007,1006,1004,24,8,2,18,8,,0.0,,,115
208 | 2014-7-26,36,28,21,20,18,16,83,52,25,1009,1008,1006,14,6,3,21,8,32.0,0.0,,,170
209 | 2014-7-27,36,29,23,19,18,15,69,49,28,1011,1008,1004,10,6,4,21,10,,0.0,,,158
210 | 2014-7-28,36,30,24,22,20,17,83,56,29,1006,1004,1001,11,5,3,26,11,32.0,0.0,,,166
211 | 2014-7-29,35,29,23,23,21,18,94,59,35,1005,1003,1000,10,5,2,32,13,,20.07,7.0,Rain-Thunderstorm,161
212 | 2014-7-30,28,26,23,23,22,21,94,82,60,1008,1005,1003,6,3,2,14,8,,21.08,7.0,Rain-Thunderstorm,99
213 | 2014-7-31,31,27,24,23,22,21,94,75,48,1008,1007,1004,5,3,1,14,6,,0.0,,,146
214 | 2014-8-1,32,28,24,24,23,21,94,73,47,1008,1006,1005,6,4,2,11,6,,0.0,8.0,,135
215 | 2014-8-2,34,29,25,25,24,22,94,73,47,1006,1003,1000,6,5,4,14,6,,0.0,1.0,,128
216 | 2014-8-3,35,30,26,25,24,23,94,73,47,1002,1001,999,8,4,2,18,5,,0.51,,Rain,50
217 | 2014-8-4,28,24,19,24,20,17,91,79,51,1007,1004,1001,31,11,3,29,8,47.0,12.95,7.0,Rain,20
218 | 2014-8-5,32,26,19,22,18,14,94,67,33,1008,1007,1005,27,20,10,14,6,,0.0,,,46
219 | 2014-8-6,34,28,22,22,17,10,94,56,16,1009,1007,1006,31,14,6,18,8,,0.0,,,52
220 | 2014-8-7,33,27,20,20,17,13,94,56,26,1010,1009,1007,14,8,2,14,8,,0.0,,,113
221 | 2014-8-8,32,26,20,19,17,13,88,56,22,1010,1008,1006,10,7,5,18,8,,0.0,,,151
222 | 2014-8-9,31,26,21,20,18,12,88,61,24,1008,1006,1002,10,6,2,32,8,29.0,4.06,2.0,Rain-Thunderstorm,133
223 | 2014-8-10,34,27,19,20,18,16,94,63,30,1005,1003,1000,19,9,3,18,8,26.0,0.0,1.0,,77
224 | 2014-8-11,35,28,20,20,14,9,83,47,14,1006,1004,1002,31,21,5,18,10,,0.0,,,7
225 | 2014-8-12,33,26,19,18,13,9,83,45,20,1008,1006,1004,27,13,5,35,6,55.0,5.08,4.0,Rain-Thunderstorm,53
226 | 2014-8-13,23,20,18,19,18,17,94,86,70,1009,1008,1007,18,9,2,21,8,,7.87,6.0,Rain-Thunderstorm,39
227 | 2014-8-14,30,23,16,18,17,15,94,68,37,1009,1007,1005,21,10,2,21,8,,0.0,2.0,,211
228 | 2014-8-15,32,25,18,20,17,13,94,66,25,1008,1006,1005,24,8,3,29,6,55.0,0.0,1.0,Rain-Thunderstorm,90
229 | 2014-8-16,33,27,20,22,18,16,88,62,31,1009,1007,1006,13,7,2,11,6,,0.0,,,80
230 | 2014-8-17,30,25,20,22,18,15,83,60,33,1012,1010,1008,18,9,4,21,10,,0.0,1.0,Thunderstorm,123
231 | 2014-8-18,30,25,20,20,18,16,88,62,38,1013,1012,1010,8,7,3,14,6,,0.0,,,132
232 | 2014-8-19,33,27,20,20,18,16,94,61,31,1013,1011,1009,10,6,3,18,8,32.0,0.0,,,148
233 | 2014-8-20,33,27,21,21,19,16,88,60,29,1010,1008,1006,10,5,2,21,8,32.0,0.0,,,150
234 | 2014-8-21,33,28,23,22,20,16,83,65,39,1009,1007,1005,11,5,2,32,8,58.0,0.0,2.0,Rain-Thunderstorm,127
235 | 2014-8-22,28,23,19,21,19,17,94,70,48,1009,1007,1005,14,7,3,18,8,,3.05,,,39
236 | 2014-8-23,33,27,22,23,21,16,94,69,40,1006,1005,1003,10,5,2,26,6,32.0,0.51,5.0,Rain-Thunderstorm,155
237 | 2014-8-24,33,27,22,20,16,9,88,56,18,1010,1007,1005,31,14,6,21,10,29.0,0.25,1.0,Rain,39
238 | 2014-8-25,32,24,18,18,12,6,88,47,11,1012,1011,1009,31,22,8,18,8,32.0,0.0,,,30
239 | 2014-8-26,36,26,16,15,10,3,83,41,7,1014,1013,1011,31,19,6,14,6,21.0,0.0,,,28
240 | 2014-8-27,35,26,17,17,14,11,82,49,22,1014,1013,1012,14,10,6,18,6,35.0,0.0,,,150
241 | 2014-8-28,30,24,19,21,17,15,94,65,36,1016,1014,1013,10,7,3,26,6,,4.06,3.0,Rain-Thunderstorm,55
242 | 2014-8-29,27,23,19,21,18,17,94,78,47,1016,1015,1014,7,5,2,14,6,,1.02,1.0,Rain-Thunderstorm,51
243 | 2014-8-30,27,24,21,22,21,19,94,85,54,1016,1015,1012,5,3,2,11,5,,0.76,5.0,Rain-Thunderstorm,70
244 | 2014-8-31,27,23,20,21,20,18,100,86,52,1014,1013,1012,10,4,2,18,6,,2.03,4.0,Rain-Thunderstorm,55
245 | 2014-9-1,26,22,19,22,20,19,100,88,57,1014,1013,1010,10,4,0,50,6,40.0,75.95,3.0,Fog-Rain-Thunderstorm,88
246 | 2014-9-2,24,21,19,20,19,16,100,91,73,1012,1011,1009,31,7,2,14,6,,14.99,4.0,Rain,32
247 | 2014-9-3,31,23,16,16,14,6,94,60,13,1012,1009,1006,31,23,11,21,8,,0.0,,,307
248 | 2014-9-4,34,24,15,19,16,12,100,62,21,1006,1005,1003,29,14,6,18,6,32.0,0.0,,,141
249 | 2014-9-5,30,24,18,21,18,15,88,70,33,1011,1009,1006,11,7,2,14,8,29.0,0.0,,,115
250 | 2014-9-6,29,24,20,21,19,17,94,74,41,1013,1011,1009,7,4,0,14,6,,0.0,,,127
251 | 2014-9-7,30,26,22,21,19,17,94,72,41,1009,1008,1005,7,5,2,18,6,,0.0,8.0,Rain,166
252 | 2014-9-8,29,22,16,19,8,2,88,42,11,1012,1010,1008,31,22,6,18,11,26.0,0.0,,,357
253 | 2014-9-9,29,21,14,17,13,11,94,58,25,1012,1010,1009,16,11,8,14,6,,0.0,,,101
254 | 2014-9-10,29,23,17,17,15,10,94,61,23,1015,1014,1012,21,9,5,14,6,,0.0,,,121
255 | 2014-9-11,26,22,18,20,17,14,94,72,44,1015,1014,1012,9,6,3,18,6,,0.0,4.0,Rain-Thunderstorm,54
256 | 2014-9-12,25,22,19,19,17,14,100,78,47,1016,1015,1014,11,6,3,11,5,,0.51,8.0,Rain,135
257 | 2014-9-13,28,23,18,18,16,12,100,67,28,1016,1014,1012,19,7,3,18,6,,0.0,,Rain,144
258 | 2014-9-14,24,19,15,17,11,3,88,60,19,1019,1017,1013,31,9,2,18,6,,0.0,8.0,,41
259 | 2014-9-15,29,20,11,13,5,-2,88,44,9,1021,1018,1015,31,22,8,18,8,40.0,0.0,,,301
260 | 2014-9-16,22,17,12,14,10,7,82,61,30,1020,1018,1017,18,9,6,14,6,,0.0,8.0,,60
261 | 2014-9-17,23,18,14,13,11,8,94,64,38,1022,1020,1019,19,12,7,11,6,,0.0,,,174
262 | 2014-9-18,28,19,11,13,10,5,100,59,19,1022,1019,1016,19,6,3,14,6,,0.0,,,96
263 | 2014-9-19,25,18,12,17,14,10,94,74,36,1016,1012,1009,10,6,2,14,6,35.0,1.02,6.0,Rain-Thunderstorm,104
264 | 2014-9-20,27,22,17,18,17,14,94,75,43,1014,1010,1008,6,4,2,11,5,,0.0,8.0,,84
265 | 2014-9-21,25,21,18,18,15,12,83,68,52,1019,1017,1014,8,6,2,18,10,,0.0,2.0,,140
266 | 2014-9-22,22,21,19,18,17,16,94,81,66,1020,1018,1016,6,4,2,14,6,,1.02,8.0,Rain,49
267 | 2014-9-23,19,18,17,18,17,16,100,93,79,1019,1017,1016,9,4,2,14,8,,2.03,8.0,Rain,22
268 | 2014-9-24,26,21,16,17,16,13,100,77,37,1018,1016,1014,27,8,2,14,6,,9.91,7.0,Rain,73
269 | 2014-9-25,22,18,14,18,16,14,100,87,67,1019,1016,1014,6,4,2,11,5,,0.0,6.0,,119
270 | 2014-9-26,23,20,17,18,16,15,100,84,59,1014,1011,1008,5,3,2,18,8,,0.0,1.0,Rain-Thunderstorm,115
271 | 2014-9-27,25,18,12,16,11,6,100,64,20,1019,1016,1012,31,11,3,14,6,,0.0,,,36
272 | 2014-9-28,23,18,14,17,14,11,100,76,53,1018,1016,1014,10,7,5,14,5,,0.0,,,134
273 | 2014-9-29,24,18,12,15,9,0,100,61,21,1028,1019,1013,31,7,3,26,10,,0.0,,,61
274 | 2014-9-30,16,13,10,6,2,-2,71,48,22,1029,1026,1021,31,22,8,11,8,,0.0,8.0,,147
275 | 2014-10-1,15,13,11,11,8,1,100,81,47,1029,1017,1014,8,4,2,18,6,,6.1,8.0,Rain,28
276 | 2014-10-2,21,14,9,13,11,8,100,81,49,1016,1013,1011,8,4,0,14,8,,0.0,8.0,Fog-Rain,23
277 | 2014-10-3,18,14,11,14,13,11,100,86,67,1019,1017,1016,10,5,0,11,5,,1.02,7.0,Fog-Rain,56
278 | 2014-10-4,17,14,13,14,13,12,100,92,71,1023,1019,1017,6,4,2,18,8,,0.25,8.0,Rain,122
279 | 2014-10-5,22,16,9,13,7,1,100,63,20,1027,1024,1022,31,8,0,26,10,,0.0,,Fog,15
280 | 2014-10-6,21,13,5,8,4,-2,93,58,12,1027,1024,1020,31,17,8,14,6,,0.0,,,47
281 | 2014-10-7,21,14,8,12,9,6,94,73,32,1022,1020,1018,8,4,2,11,5,,0.0,,,69
282 | 2014-10-8,20,16,11,15,12,10,100,83,55,1021,1019,1017,3,2,0,11,3,,0.25,7.0,Fog-Rain-Thunderstorm,45
283 | 2014-10-9,22,16,11,16,13,11,100,86,51,1021,1019,1018,2,1,0,6,3,,0.0,,Fog,27
284 | 2014-10-10,23,17,12,15,14,11,100,84,47,1024,1022,1020,2,1,0,11,5,,0.0,8.0,Fog,95
285 | 2014-10-11,21,18,14,16,12,4,100,76,30,1027,1022,1020,26,2,0,29,8,,0.0,6.0,Fog,44
286 | 2014-10-12,19,14,9,9,0,-6,77,38,11,1033,1030,1028,31,19,10,29,14,,0.0,8.0,Rain,5
287 | 2014-10-13,18,10,3,3,-4,-12,81,41,5,1031,1027,1023,31,24,10,14,8,,0.0,,,5
288 | 2014-10-14,22,12,3,6,1,-1,87,51,15,1023,1019,1015,14,10,5,18,6,32.0,0.0,,,248
289 | 2014-10-15,23,14,5,6,-2,-12,100,44,4,1022,1015,1013,31,10,2,40,13,61.0,0.0,,,341
290 | 2014-10-16,22,12,2,3,-2,-7,87,44,8,1025,1021,1017,21,13,6,29,8,35.0,0.0,,,181
291 | 2014-10-17,24,14,4,8,4,1,93,59,16,1018,1016,1014,8,6,3,14,5,,0.0,,,64
292 | 2014-10-18,24,16,7,12,8,5,100,67,26,1019,1016,1014,7,5,2,11,6,,0.0,,,32
293 | 2014-10-19,21,17,13,13,12,10,94,75,46,1016,1014,1013,6,3,0,14,5,26.0,0.0,,,138
294 | 2014-10-20,18,14,10,14,12,7,100,86,51,1024,1018,1015,8,2,0,18,6,,0.0,4.0,Fog,131
295 | 2014-10-21,15,10,6,7,0,-5,81,45,15,1026,1025,1023,19,14,10,14,8,,0.0,,,153
296 | 2014-10-22,14,10,6,8,5,2,82,69,53,1025,1022,1019,10,6,5,11,5,,0.0,8.0,,106
297 | 2014-10-23,16,12,9,9,8,7,100,73,45,1019,1015,1012,6,5,2,11,5,,0.0,8.0,,41
298 | 2014-10-24,18,13,8,12,10,7,100,85,54,1013,1011,1009,4,2,0,11,5,,0.0,8.0,Fog,23
299 | 2014-10-25,19,13,8,14,12,8,100,88,60,1014,1011,1010,2,1,0,11,5,,0.0,8.0,Fog,14
300 | 2014-10-26,18,13,9,13,-5,-14,100,34,5,1031,1024,1014,31,8,0,29,14,32.0,0.0,,Fog,26
301 | 2014-10-27,15,9,3,2,-7,-15,76,32,9,1034,1032,1029,21,14,3,14,10,32.0,0.0,,,127
302 | 2014-10-28,15,9,3,6,2,0,87,62,29,1030,1027,1024,11,9,5,14,5,,0.0,,,118
303 | 2014-10-29,16,10,5,8,5,3,93,69,32,1026,1024,1023,8,6,3,11,5,,0.0,,,46
304 | 2014-10-30,15,12,10,10,7,5,88,71,43,1024,1023,1021,7,4,2,6,3,,0.0,8.0,Rain,38
305 | 2014-10-31,15,13,11,11,9,8,94,78,60,1022,1020,1018,4,3,0,11,5,,0.0,8.0,Rain,124
306 | 2014-11-1,16,10,4,11,-1,-9,100,51,9,1021,1019,1018,27,7,0,40,11,55.0,0.0,,Fog,307
307 | 2014-11-2,15,10,4,-3,-11,-14,61,22,5,1026,1023,1022,31,24,11,35,26,55.0,0.0,,,307
308 | 2014-11-3,19,9,0,1,-4,-8,87,42,7,1023,1020,1017,31,18,8,14,6,32.0,0.0,,,212
309 | 2014-11-4,15,8,0,3,1,-2,93,65,23,1017,1016,1013,11,6,2,14,3,,0.0,,,89
310 | 2014-11-5,20,10,1,3,-4,-10,93,42,8,1024,1018,1016,31,9,2,29,11,47.0,0.0,,,325
311 | 2014-11-6,12,7,2,-3,-9,-17,70,32,6,1033,1030,1025,31,26,10,26,13,,0.0,,,31
312 | 2014-11-7,10,5,0,0,-4,-9,87,54,21,1034,1032,1030,26,14,10,11,5,29.0,0.0,,,66
313 | 2014-11-8,13,6,-2,1,-2,-5,93,65,25,1030,1028,1025,10,7,3,14,5,32.0,0.0,,,334
314 | 2014-11-9,16,7,-2,1,-3,-9,93,57,14,1028,1025,1023,18,8,2,14,6,,0.0,,,329
315 | 2014-11-10,16,7,-1,2,-3,-8,93,53,15,1024,1021,1019,11,6,2,14,5,,0.0,,,317
316 | 2014-11-11,14,7,1,2,-6,-17,93,40,6,1024,1019,1017,31,11,2,43,14,50.0,0.0,,,326
317 | 2014-11-12,8,4,2,-14,-18,-22,28,17,4,1028,1025,1022,31,28,23,47,26,58.0,0.0,,,342
318 | 2014-11-13,12,3,-4,-7,-12,-16,69,29,7,1029,1025,1022,21,14,6,29,11,50.0,0.0,,,271
319 | 2014-11-14,14,6,-3,-7,-10,-14,74,36,7,1028,1027,1024,24,10,6,14,8,,0.0,,,18
320 | 2014-11-15,8,3,-1,-1,-6,-9,69,48,19,1029,1028,1026,8,5,2,11,5,,0.0,8.0,,11
321 | 2014-11-16,12,4,-2,2,-4,-8,100,49,17,1030,1026,1024,27,6,0,32,10,47.0,0.0,,Fog,323
322 | 2014-11-17,13,6,-1,-5,-9,-13,69,35,9,1033,1031,1029,31,15,5,26,13,35.0,0.0,,,325
323 | 2014-11-18,13,5,-3,-4,-7,-9,80,47,11,1031,1029,1027,14,6,2,14,6,26.0,0.0,,,346
324 | 2014-11-19,9,3,-2,1,-2,-5,87,71,42,1027,1023,1020,6,3,0,6,3,,0.0,,Fog,82
325 | 2014-11-20,9,3,-2,1,-1,-3,100,78,49,1020,1018,1016,3,2,0,14,5,,0.0,,Fog,52
326 | 2014-11-21,15,7,-2,1,-6,-15,100,52,12,1026,1021,1019,6,3,0,26,8,40.0,0.0,,Fog,342
327 | 2014-11-22,12,4,-3,1,-9,-13,81,39,8,1029,1027,1025,26,11,5,14,10,,0.0,,,28
328 | 2014-11-23,9,4,-1,3,1,-1,100,80,58,1028,1026,1023,7,4,2,14,5,,0.0,8.0,Fog-Rain,70
329 | 2014-11-24,12,4,-3,0,-7,-15,100,50,7,1028,1027,1025,26,7,0,18,10,,0.0,,Fog,30
330 | 2014-11-25,9,3,-3,2,-1,-5,92,73,52,1026,1021,1016,8,5,0,18,5,,0.0,6.0,,117
331 | 2014-11-26,8,2,-3,2,0,-3,100,82,47,1021,1016,1015,4,2,0,6,5,,0.0,,Fog,99
332 | 2014-11-27,7,4,2,2,-13,-19,94,29,6,1026,1024,1021,26,9,0,26,13,40.0,0.0,8.0,Fog,18
333 | 2014-11-28,10,5,0,1,-5,-9,82,49,26,1023,1021,1019,14,6,2,14,6,,0.0,,,281
334 | 2014-11-29,4,1,-2,4,1,-3,100,88,81,1022,1021,1019,4,2,0,11,5,,0.0,4.0,Fog-Rain,41
335 | 2014-11-30,8,2,-3,4,-13,-31,100,41,4,1031,1024,1020,14,4,0,55,19,87.0,0.0,8.0,Fog,322
336 | 2014-12-1,0,-3,-8,-20,-22,-25,38,21,6,1034,1032,1029,26,17,7,50,32,72.0,0.0,,,328
337 | 2014-12-2,0,-5,-10,-13,-19,-25,63,31,8,1033,1028,1023,31,10,2,14,8,,0.0,,,1
338 | 2014-12-3,1,-4,-10,-17,-23,-27,57,21,4,1029,1027,1025,26,13,3,35,16,50.0,0.0,,,322
339 | 2014-12-4,2,-3,-7,-21,-23,-26,33,18,4,1029,1027,1026,31,20,11,35,19,50.0,0.0,,,317
340 | 2014-12-5,4,-3,-9,-15,-20,-25,50,26,5,1030,1027,1025,31,10,2,32,16,43.0,0.0,,,10
341 | 2014-12-6,5,-2,-10,-12,-17,-20,73,34,7,1028,1026,1025,16,8,2,14,5,,0.0,8.0,,65
342 | 2014-12-7,5,1,-3,-3,-13,-20,86,40,6,1032,1027,1025,23,10,3,32,10,47.0,0.0,,,304
343 | 2014-12-8,4,-3,-9,-11,-13,-16,68,42,16,1037,1034,1032,19,7,3,14,8,,0.0,,,10
344 | 2014-12-9,1,-4,-9,-6,-8,-12,80,64,40,1037,1034,1029,5,3,0,11,5,,0.0,,Snow,45
345 | 2014-12-10,5,-1,-7,-2,-12,-19,100,50,7,1033,1028,1025,23,3,0,40,13,61.0,0.0,,Fog-Snow,334
346 | 2014-12-11,4,-1,-6,-13,-17,-21,46,27,8,1035,1031,1028,29,17,5,40,21,64.0,0.0,,,314
347 | 2014-12-12,3,-1,-8,-15,-19,-22,53,24,6,1030,1028,1026,31,14,5,35,18,58.0,0.0,,,301
348 | 2014-12-13,5,-2,-10,-13,-16,-21,73,37,8,1030,1028,1026,31,9,5,14,5,35.0,0.0,,,135
349 | 2014-12-14,6,-2,-10,-11,-15,-19,68,39,7,1029,1026,1024,10,6,2,18,6,,0.0,,,52
350 | 2014-12-15,4,-1,-5,-8,-17,-22,74,32,8,1035,1028,1024,24,7,2,47,19,61.0,0.0,,,331
351 | 2014-12-16,0,-2,-6,-18,-20,-23,39,26,7,1034,1031,1030,31,22,16,40,19,58.0,0.0,,,314
352 | 2014-12-17,5,-3,-11,-13,-16,-20,62,35,9,1030,1029,1027,14,7,2,18,8,,0.0,,,112
353 | 2014-12-18,2,-4,-9,-6,-10,-14,86,60,34,1032,1028,1024,8,5,2,14,6,,0.0,,,19
354 | 2014-12-19,5,-1,-6,-6,-14,-20,86,39,11,1031,1025,1022,23,8,0,43,19,58.0,0.0,,,323
355 | 2014-12-20,2,-2,-7,-17,-19,-22,39,25,8,1032,1030,1028,31,23,10,35,19,40.0,0.0,,,310
356 | 2014-12-21,2,-2,-6,-15,-19,-22,40,26,8,1032,1027,1023,31,15,5,40,23,55.0,0.0,,,286
357 | 2014-12-22,9,0,-9,-10,-13,-17,68,39,9,1026,1023,1022,8,6,2,18,6,,0.0,,,200
358 | 2014-12-23,11,1,-8,-9,-13,-18,73,41,8,1025,1021,1018,23,6,2,18,6,32.0,0.0,,,354
359 | 2014-12-24,6,0,-6,-12,-14,-18,50,30,8,1034,1032,1025,31,21,3,26,14,40.0,0.0,,,334
360 | 2014-12-25,7,0,-7,-11,-13,-14,59,36,11,1035,1033,1031,31,14,6,18,11,,0.0,,,17
361 | 2014-12-26,2,-2,-7,-8,-9,-12,74,58,27,1034,1032,1030,8,6,2,11,5,,0.0,,,37
362 | 2014-12-27,6,-1,-8,-7,-9,-11,80,57,21,1030,1028,1025,5,3,0,14,6,26.0,0.0,,Fog,342
363 | 2014-12-28,9,1,-6,-7,-11,-14,80,43,10,1025,1020,1016,11,4,0,26,8,43.0,0.0,,Fog,322
364 | 2014-12-29,12,2,-8,-7,-12,-15,68,42,6,1016,1014,1011,14,6,0,32,6,40.0,0.0,,,320
365 | 2014-12-30,7,1,-5,-8,-14,-22,54,30,7,1027,1019,1016,10,8,3,35,10,58.0,0.0,,,3
366 | 2014-12-31,1,-2,-5,-17,-22,-27,29,20,5,1035,1032,1027,23,18,10,72,34,93.0,0.0,,,330
-------------------------------------------------------------------------------- /2_Cleaning_up_our_act/Brasilia_BSB_2014.csv: -------------------------------------------------------------------------------- 1 | Date,Max TemperatureC,Mean TemperatureC,Min TemperatureC,Dew PointC,MeanDew PointC,Min DewpointC,Max Humidity, Mean Humidity, Min Humidity, Max Sea Level PressurehPa, Mean Sea Level PressurehPa, Min Sea Level PressurehPa, Max VisibilityKm, Mean VisibilityKm, Min VisibilitykM, Max Wind SpeedKm/h, Mean Wind SpeedKm/h, Max Gust SpeedKm/h,Precipitationmm, CloudCover, Events,WindDirDegrees
2 | 2014-1-1,31,24,17,19,18,16,94,64,33,1019,1017,1014,19,11,10,14,5,,0.00,3,Thunderstorm,125
3 | 2014-1-2,30,23,17,19,17,14,94,65,33,1018,1016,1013,19,12,10,16,5,,0.00,2,,102
4 | 2014-1-3,32,24,18,20,15,11,88,55,19,1018,1016,1015,19,13,10,19,6,,0.00,2,,133
5 | 2014-1-4,32,25,18,17,13,8,77,47,16,1020,1018,1015,19,12,10,24,6,,0.00,2,,106
6 | 2014-1-5,30,24,19,16,13,9,83,48,23,1020,1018,1016,19,12,10,24,8,,0.00,3,Rain,106
7 | 2014-1-6,30,24,18,19,16,11,94,62,20,1019,1017,1016,19,11,10,19,5,,1.02,3,Thunderstorm,14
8 | 2014-1-7,29,23,18,17,15,12,88,58,27,1020,1017,1015,19,11,10,24,6,,0.00,2,Thunderstorm,85
9 | 2014-1-8,29,22,15,15,13,10,88,55,22,1020,1017,1016,19,12,10,19,8,,0.00,2,,115
10 | 2014-1-9,29,24,18,16,13,10,73,50,29,1019,1017,1014,19,11,10,21,8,,0.00,3,,110
11 | 2014-1-10,28,24,19,16,15,13,73,55,34,1019,1017,1014,19,12,10,23,10,,0.00,3,Thunderstorm,94
12 | 2014-1-11,29,24,18,17,15,13,88,61,25,1021,1019,1016,19,11,10,23,8,,0.00,3,Thunderstorm,117
13 | 2014-1-12,29,23,17,18,16,14,94,64,28,1022,1020,1018,19,12,10,27,6,,0.00,3,Thunderstorm,78
14 | 2014-1-13,31,26,21,17,15,11,73,52,21,1023,1021,1018,19,12,10,19,6,34,0.00,3,Thunderstorm,91
15 | 2014-1-14,31,25,19,16,14,12,73,49,25,1023,1020,1017,19,11,10,27,10,,0.00,3,,89
16 | 2014-1-15,31,24,19,17,14,1,83,54,27,1022,1019,1016,19,11,10,35,8,60,0.00,3,Thunderstorm,218
17 | 2014-1-16,29,24,19,19,16,11,83,63,31,1021,1019,1016,19,11,10,27,8,,1.02,4,Rain-Thunderstorm,55
18 | 2014-1-17,28,23,18,18,17,15,94,72,45,1021,1019,1017,19,10,3,23,6,,0.00,4,Rain-Thunderstorm,68
19 | 2014-1-18,26,22,18,19,18,15,94,80,48,1021,1019,1018,19,11,8,23,6,,2.03,4,Rain-Thunderstorm,150
20 | 2014-1-19,26,22,19,20,17,1,94,76,22,1020,1018,1016,19,10,2,34,6,55,3.05,6,Rain-Thunderstorm,63
21 | 2014-1-20,26,22,18,19,17,15,94,77,45,1019,1017,1015,19,11,10,26,6,,0.25,6,Rain-Thunderstorm,8
22 | 2014-1-21,27,23,19,19,17,16,94,77,40,1021,1019,1016,19,11,1,16,8,,17.02,5,Rain-Thunderstorm,357
23 | 2014-1-22,27,22,18,18,17,1,94,77,27,1022,1020,1018,19,10,6,27,8,,17.02,5,Rain-Thunderstorm,40
24 | 2014-1-23,29,23,17,18,17,16,100,76,38,1021,1019,1017,19,10,1,21,6,,2.03,5,Fog-Rain-Thunderstorm,66
25 | 2014-1-24,28,23,19,18,16,15,88,72,48,1020,1018,1016,19,10,6,24,5,,3.05,3,Rain-Thunderstorm,197
26 | 2014-1-25,27,22,17,17,16,14,88,66,36,1019,1017,1014,19,11,10,14,5,,0.00,3,Thunderstorm,48
27 | 2014-1-26,27,23,18,17,16,13,83,65,40,1020,1018,1016,19,11,10,21,8,,0.25,4,Thunderstorm,69
28 | 2014-1-27,28,23,18,17,16,14,88,68,42,1023,1020,1017,19,11,10,16,6,,0.00,3,Thunderstorm,147
29 | 2014-1-28,29,23,17,16,15,13,88,63,28,1021,1019,1017,19,12,10,26,11,,0.00,3,Thunderstorm,99
30 | 2014-1-29,29,24,19,16,14,12,68,52,30,1022,1019,1017,19,12,10,29,14,,0.00,3,,87
31 | 2014-1-30,29,24,20,18,16,14,69,56,37,1022,1019,1017,19,12,10,24,11,,0.00,4,,103
32 | 2014-1-31,28,22,16,15,14,12,88,60,31,1020,1019,1017,19,11,10,195,16,,0.00,3,,100
33 | 2014-2-1,28,23,19,15,13,10,73,50,22,1020,1018,1016,19,12,10,26,10,,0.00,4,,102
34 | 2014-2-2,28,23,18,14,13,11,73,51,26,1020,1017,1015,19,12,10,23,8,,0.00,3,,92
35 | 2014-2-3,29,23,18,15,13,10,77,49,20,1018,1016,1014,19,12,10,26,10,,0.00,2,,98
36 | 2014-2-4,28,23,18,18,12,9,78,48,19,1019,1017,1016,19,13,10,23,8,,0.00,2,,101
37 | 2014-2-5,31,24,18,16,13,11,68,51,23,1020,1017,1016,19,12,10,24,8,,0.00,3,,104
38 | 2014-2-6,29,24,20,19,15,13,88,55,26,1020,1017,1016,19,12,10,34,14,45,0.00,3,,86
39 | 2014-2-7,31,23,15,15,13,11,88,51,20,1021,1019,1017,19,12,10,24,11,,0.00,3,,83
40 | 2014-2-8,31,26,19,16,14,11,73,49,18,1021,1019,1015,19,12,10,21,10,39,0.00,3,Thunderstorm,118
41 | 2014-2-9,29,22,16,17,14,13,94,56,29,1020,1018,1016,19,12,10,21,6,,0.00,3,Thunderstorm,95
42 | 2014-2-10,29,23,17,17,14,11,88,55,22,1020,1018,1016,19,12,10,27,8,,0.00,4,,122
43 | 2014-2-11,29,24,21,16,15,13,68,52,28,1020,1017,1015,19,12,10,21,10,,0.00,3,,83
44 | 2014-2-12,28,22,16,18,16,14,94,66,40,1019,1017,1015,19,11,10,16,8,,0.00,4,Rain,169
45 | 2014-2-13,26,22,18,19,18,16,94,76,57,1018,1016,1014,19,10,2,16,3,32,2.03,5,Rain-Thunderstorm,167
46 | 2014-2-14,28,23,18,18,17,15,94,70,43,1019,1017,1015,19,11,10,23,6,,9.91,5,Rain,296
47 | 2014-2-15,28,23,19,19,18,16,94,77,48,1019,1017,1016,19,10,2,23,6,,0.76,5,Rain-Thunderstorm,298
48 | 2014-2-16,26,22,19,19,18,17,94,78,61,1019,1017,1014,19,11,7,23,6,,0.00,5,Rain,39
49 | 2014-2-17,28,23,18,19,17,15,94,72,39,1018,1016,1013,19,11,6,23,8,,0.00,5,Rain,349
50 | 2014-2-18,26,23,20,19,18,17,94,81,61,1018,1017,1014,19,9,3,26,8,,0.51,5,Rain,10
51 | 2014-2-19,26,23,20,19,17,15,94,76,41,1019,1017,1014,19,10,8,21,8,,0.00,5,Rain,43
52 | 2014-2-20,24,22,19,18,17,16,83,76,48,1020,1017,1015,19,10,4,24,10,,0.00,3,Rain,33
53 | 2014-2-21,26,23,19,19,18,17,94,79,54,1020,1018,1016,19,10,3,32,8,,0.00,5,Rain,39
54 | 2014-2-22,26,22,19,20,18,16,94,76,53,1021,1019,1017,19,10,4,27,10,47,0.00,5,Rain,358
55 | 2014-2-23,28,23,19,18,17,17,88,70,49,1021,1019,1016,19,11,10,24,10,,0.00,5,Rain,91
56 | 2014-2-24,29,24,19,18,17,16,83,65,35,1020,1018,1015,19,12,8,39,10,,1.02,3,Rain-Thunderstorm,107
57 | 2014-2-25,27,23,20,18,17,16,83,69,51,1021,1019,1016,19,11,10,14,5,,0.00,3,Thunderstorm,151
58 | 2014-2-26,29,24,19,18,16,14,78,60,32,1019,1017,1014,19,12,10,24,10,,0.00,3,,94
59 | 2014-2-27,30,24,18,16,14,11,83,53,20,1019,1017,1014,19,12,10,19,6,,0.00,3,,89
60 | 2014-2-28,27,23,20,19,17,15,78,66,51,1018,1016,1014,19,11,10,27,6,,1.02,3,Rain,94
61 | 2014-3-1,27,23,20,18,17,14,88,72,34,1019,1017,1014,19,10,4,16,6,,7.11,5,Rain-Thunderstorm,13
62 | 2014-3-2,28,23,18,19,17,15,94,71,38,1018,1016,1013,19,9,0,23,8,,0.00,5,Fog,80
63 | 2014-3-3,27,23,21,19,18,17,88,72,54,1018,1016,1014,19,10,1,21,8,,1.02,5,Rain,82
64 | 2014-3-4,28,24,20,20,18,16,88,70,39,1020,1018,1016,19,11,10,23,8,,0.00,4,Rain-Thunderstorm,69
65 | 2014-3-5,27,24,20,20,18,1,94,73,21,1021,1019,1017,19,11,8,21,8,,4.06,5,Rain-Thunderstorm,95
66 | 2014-3-6,27,23,20,20,19,18,88,78,54,1020,1018,1016,19,11,10,19,6,,2.03,5,Rain,195
67 | 2014-3-7,27,23,20,19,18,18,88,80,58,1019,1017,1015,19,9,2,23,8,,30.99,3,Rain-Thunderstorm,329
68 | 2014-3-8,27,23,19,20,18,17,88,77,48,1019,1017,1014,19,11,3,26,5,,16.00,5,Rain-Thunderstorm,6
69 | 2014-3-9,27,23,19,20,18,17,94,77,48,1020,1018,1016,19,10,2,19,8,39,10.92,3,Rain-Thunderstorm,19
70 | 2014-3-10,28,23,19,18,17,16,88,70,40,1020,1018,1015,19,10,0,16,5,,0.00,2,Fog-Thunderstorm,60
71 | 2014-3-11,28,24,19,19,17,15,88,65,33,1020,1017,1015,19,11,10,29,10,50,7.87,2,Rain-Thunderstorm,51
72 | 2014-3-12,29,24,21,19,17,15,88,63,37,1021,1019,1017,19,11,4,23,10,,0.00,4,Rain-Thunderstorm,100
73 | 2014-3-13,29,23,18,17,15,13,78,56,28,1022,1019,1017,19,12,10,24,8,,0.00,2,,112
74 | 2014-3-14,29,24,20,18,16,14,73,58,28,1020,1018,1016,19,12,10,23,10,,0.00,2,,91
75 | 2014-3-15,29,25,21,17,16,12,78,55,27,1020,1018,1016,19,12,10,23,10,40,0.00,3,,112
76 | 2014-3-16,29,24,19,16,15,12,78,55,24,1020,1018,1016,19,12,10,21,8,,0.00,4,,108
77 | 2014-3-17,27,23,20,17,16,15,83,64,48,1020,1018,1017,19,12,10,19,6,,0.00,4,Thunderstorm,145
78 | 2014-3-18,28,24,20,19,17,16,83,73,48,1021,1019,1017,19,11,7,21,5,,1.02,5,Rain-Thunderstorm,145
79 | 2014-3-19,29,24,18,18,17,15,88,68,37,1020,1017,1015,19,12,10,16,5,,0.00,4,Thunderstorm,95
80 | 2014-3-20,30,25,20,19,17,1,83,62,18,1019,1017,1014,19,11,10,23,6,40,1.02,5,Rain-Thunderstorm,36
81 | 2014-3-21,29,24,19,20,18,17,94,77,48,1021,1019,1017,19,10,2,27,8,66,3.05,4,Rain-Thunderstorm,197
82 | 2014-3-22,29,24,20,20,18,17,88,76,48,1021,1019,1017,19,11,4,26,5,,10.92,3,Rain-Thunderstorm,206
83 | 2014-3-23,29,23,18,20,18,16,83,75,51,1019,1017,1015,19,10,3,27,6,55,23.88,4,Rain-Thunderstorm,149
84 | 2014-3-24,25,22,20,20,18,18,94,80,61,1021,1019,1018,19,9,3,16,8,,0.76,5,Rain,51
85 | 2014-3-25,27,23,21,19,18,17,83,73,48,1022,1020,1018,19,11,10,21,10,,0.00,5,,102
86 | 2014-3-26,27,23,20,20,18,17,94,80,47,1022,1020,1017,19,11,5,23,8,,4.06,5,Rain,99
87 | 2014-3-27,23,21,19,19,18,18,100,88,69,1021,1019,1018,19,10,3,13,5,,6.10,3,Rain-Thunderstorm,123
88 | 2014-3-28,27,23,19,20,17,1,94,76,22,1021,1019,1016,19,10,3,19,6,,0.00,5,Rain,123
89 | 2014-3-29,28,24,21,19,17,1,88,68,23,1020,1017,1015,19,11,10,24,10,,1.02,5,Rain-Thunderstorm,25
90 | 2014-3-30,27,24,21,19,18,17,83,75,51,1022,1019,1017,19,11,10,21,8,,0.51,6,Rain-Thunderstorm,11
91 | 2014-3-31,28,24,20,19,18,15,83,70,38,1022,1020,1018,19,11,10,21,6,,1.02,5,Rain,109
92 | 2014-4-1,30,26,21,20,18,15,83,73,37,1022,1020,1017,19,9,1,19,5,,12.95,3,Rain-Thunderstorm,132
93 | 2014-4-2,29,24,20,20,18,17,94,74,39,1020,1018,1015,19,9,0,63,8,,30.99,6,Fog-Rain-Thunderstorm,104
94 | 2014-4-3,23,21,18,21,18,17,94,85,73,1020,1018,1016,19,9,3,19,6,,11.94,3,Rain,269
95 | 2014-4-4,29,23,18,19,18,16,88,72,39,1021,1019,1017,19,12,10,16,6,,3.05,3,Rain-Thunderstorm,290
96 | 2014-4-5,29,25,21,22,19,18,100,74,45,1022,1020,1014,19,11,5,21,8,,0.00,4,Rain,110
97 | 2014-4-6,28,24,22,19,18,18,83,69,45,1022,1020,1018,19,11,10,21,10,,0.00,4,,95
98 | 2014-4-7,30,24,19,20,18,16,88,65,35,1020,1019,1016,19,11,10,16,6,,17.02,3,Fog-Thunderstorm,39
99 | 2014-4-8,28,24,21,20,18,16,94,70,44,1020,1018,1016,19,11,9,11,6,,0.00,5,Rain-Thunderstorm,340
100 | 2014-4-9,29,25,21,20,18,16,83,66,41,1021,1018,1014,19,11,8,27,5,40,6.10,4,Rain-Thunderstorm,276
101 | 2014-4-10,29,25,21,20,18,1,88,72,16,1021,1018,1016,19,10,1,26,8,,2.03,5,Rain-Thunderstorm,335
102 | 2014-4-11,29,24,20,20,18,16,88,72,36,1020,1019,1016,19,10,2,29,8,,9.91,3,Rain-Thunderstorm,118
103 | 2014-4-12,28,24,20,19,18,17,94,78,43,1021,1020,1017,19,10,1,14,6,,1.02,4,Fog-Rain-Thunderstorm,130
104 | 2014-4-13,29,24,19,20,18,15,83,66,38,1021,1019,1015,19,11,10,19,5,,0.00,2,,95
105 | 2014-4-14,30,25,20,19,17,14,78,60,29,1020,1018,1015,19,11,10,14,5,,0.00,4,Thunderstorm,61
106 | 2014-4-15,29,25,21,20,18,17,88,67,38,1020,1017,1014,19,11,10,21,10,,0.00,3,Thunderstorm,97
107 | 2014-4-16,26,23,20,19,18,14,88,71,39,1021,1018,1017,19,11,10,14,8,,0.00,3,Rain-Thunderstorm,27
108 | 2014-4-17,28,24,19,20,18,16,94,70,38,1020,1018,1016,19,12,10,19,5,,0.00,5,,141
109 | 2014-4-18,29,24,21,20,18,16,83,66,34,1019,1017,1015,19,11,10,19,8,,0.00,4,,159
110 | 2014-4-19,30,24,19,19,15,10,83,56,26,1022,1019,1017,19,12,10,14,5,,0.00,3,,84
111 | 2014-4-20,31,24,19,18,16,14,78,58,29,1022,1019,1017,19,12,10,19,3,,0.00,3,,156
112 | 2014-4-21,28,24,20,19,18,15,73,65,48,1021,1019,1017,19,11,10,19,6,,0.00,3,Thunderstorm,156
113 | 2014-4-22,29,24,19,19,17,15,83,68,36,1020,1018,1015,19,10,2,21,8,,3.05,4,Rain-Thunderstorm,65
114 | 2014-4-23,26,22,19,20,18,1,88,79,28,1021,1019,1018,19,10,4,19,6,,3.05,4,Fog-Rain-Thunderstorm,192
115 | 2014-4-24,26,22,18,19,18,15,83,75,52,1021,1019,1017,19,11,3,19,5,,7.11,5,Rain,107
116 | 2014-4-25,27,23,20,20,18,17,88,79,58,1018,1017,1015,19,9,2,29,8,35,13.97,5,Rain-Thunderstorm,128
117 | 2014-4-26,27,23,19,19,17,16,88,70,44,1019,1017,1015,19,11,10,19,8,,0.00,3,Thunderstorm,144
118 | 2014-4-27,28,23,18,18,16,14,88,67,36,1022,1019,1018,19,11,9,14,6,,0.00,4,,130
119 | 2014-4-28,26,21,15,15,14,12,88,61,34,1023,1021,1020,19,12,10,23,10,,0.00,2,,112
120 | 2014-4-29,24,20,16,13,12,11,73,57,31,1023,1021,1020,19,13,10,24,8,,0.00,1,,106
121 | 2014-4-30,25,20,14,12,10,9,67,52,24,1021,1019,1016,19,19,19,21,11,,0.00,,,87
122 | 2014-5-1,28,19,10,13,11,9,88,57,25,1021,1019,1016,19,15,10,16,6,,0.00,1,,186
123 | 2014-5-2,28,20,13,13,12,10,82,56,29,1022,1020,1018,19,19,19,14,8,,0.00,,,154
124 | 2014-5-3,27,21,14,15,12,10,77,56,25,1023,1022,1020,19,19,19,21,6,,0.00,,,129
125 | 2014-5-4,28,22,17,14,12,11,77,53,23,1024,1021,1019,19,15,10,19,6,,0.00,2,,119
126 | 2014-5-5,27,21,14,15,13,10,77,57,30,1022,1021,1019,19,13,10,19,6,,0.00,3,,125
127 | 2014-5-6,28,22,16,15,13,11,82,55,28,1022,1021,1019,19,12,10,16,8,,0.00,4,,93
128 | 2014-5-7,28,22,16,16,13,11,77,57,27,1023,1021,1020,19,12,10,19,6,,0.00,3,,115
129 | 2014-5-8,27,22,17,18,17,14,88,71,44,1023,1021,1018,19,12,10,13,6,,1.02,5,Rain,151
130 | 2014-5-9,28,23,18,18,16,14,83,62,33,1020,1018,1015,19,12,10,14,5,,0.00,4,,185
131 | 2014-5-10,28,23,18,16,13,12,88,56,28,1020,1018,1016,19,13,10,16,5,,0.00,2,,155
132 | 2014-5-11,27,21,16,16,14,12,82,60,33,1022,1020,1018,19,12,10,21,10,,0.00,3,,117
133 | 2014-5-12,25,21,17,15,13,12,73,60,37,1022,1020,1019,19,12,10,21,11,,0.00,3,,98
134 | 2014-5-13,26,21,16,14,12,11,77,58,30,1023,1020,1018,19,13,10,19,6,,0.00,2,,132
135 | 2014-5-14,27,20,14,12,10,6,82,51,18,1022,1020,1018,19,16,10,16,6,,0.00,1,,146
136 | 2014-5-15,28,21,14,13,10,5,82,52,16,1023,1020,1018,19,16,10,13,5,,0.00,1,,134
137 | 2014-5-16,28,21,14,15,13,11,82,58,37,1020,1018,1016,19,12,10,13,5,,0.00,3,,19
138 | 2014-5-17,29,23,17,15,14,12,77,56,26,1021,1018,1017,19,12,10,14,5,,0.00,4,,124
139 | 2014-5-18,28,23,18,18,16,14,83,62,32,1021,1019,1017,19,12,10,14,6,,0.76,4,Rain,130
140 | 2014-5-19,29,24,19,17,17,16,88,65,38,1022,1019,1018,19,12,10,16,8,,0.00,3,,153
141 | 2014-5-20,27,23,19,18,14,13,88,57,30,1022,1019,1018,19,13,10,21,6,,0.00,3,,110
142 | 2014-5-21,28,22,16,14,12,10,77,54,23,1021,1019,1016,19,13,10,16,6,,0.00,2,,122
143 | 2014-5-22,29,22,16,14,13,11,77,54,22,1021,1019,1018,19,14,10,14,5,,0.00,2,,119
144 | 2014-5-23,29,23,17,15,13,8,73,52,25,1022,1020,1018,19,13,10,11,3,,0.00,3,,200
145 | 2014-5-24,28,23,18,17,16,14,83,61,31,1022,1020,1018,19,13,10,14,6,,0.00,3,,168
146 | 2014-5-25,29,24,19,17,16,13,78,57,27,1021,1019,1017,19,12,10,21,6,,0.00,3,,112
147 | 2014-5-26,29,24,18,18,16,14,78,65,37,1022,1020,1018,19,11,4,19,5,,1.02,3,Rain-Thunderstorm,169
148 | 2014-5-27,27,23,19,19,17,15,94,73,53,1023,1020,1018,19,9,0,13,6,,0.76,3,Fog,172
149 | 2014-5-28,28,22,16,15,11,7,77,53,18,1021,1020,1018,19,15,10,14,5,,0.00,1,,180
150 | 2014-5-29,28,20,12,11,8,3,72,47,13,1021,1019,1017,19,19,19,19,5,,0.00,,,219
151 | 2014-5-30,27,20,13,11,9,7,72,49,19,1022,1020,1018,19,13,10,13,5,,0.00,2,,153
152 | 2014-5-31,27,21,15,16,13,10,82,62,35,1022,1020,1017,19,12,10,16,6,,0.00,3,,37
153 | 2014-6-1,28,22,16,16,13,10,78,58,21,1020,1018,1015,19,12,10,13,5,,0.00,3,Fog,204
154 | 2014-6-2,26,22,19,15,13,12,73,57,30,1017,1016,1015,19,12,10,21,6,,0.00,3,,242
155 | 2014-6-3,26,21,16,17,15,13,83,69,39,1019,1017,1015,19,10,1,29,5,40,10.92,3,Rain-Thunderstorm,158
156 | 2014-6-4,27,22,16,17,15,12,88,67,33,1020,1018,1016,19,11,1,14,3,,0.00,2,Fog-Rain,102
157 | 2014-6-5,28,22,17,17,15,12,83,63,37,1020,1018,1017,19,12,10,14,5,,0.00,4,Fog,98
158 | 2014-6-6,28,22,16,16,13,10,83,57,23,1020,1017,1016,19,13,10,13,5,,0.00,2,,146
159 | 2014-6-7,27,21,16,14,13,9,82,55,27,1020,1018,1016,19,12,10,19,3,,0.00,3,,103
160 | 2014-6-8,26,21,16,13,11,8,77,52,21,1022,1019,1017,19,12,10,19,5,,0.00,6,,121
161 | 2014-6-9,28,21,14,12,10,8,77,50,22,1024,1022,1021,19,15,10,26,8,45,0.00,1,,131
162 | 2014-6-10,27,21,16,13,12,10,68,53,27,1024,1022,1020,19,13,10,27,10,,0.00,2,,93
163 | 2014-6-11,26,21,17,14,12,10,73,56,29,1025,1023,1021,19,12,10,24,11,,0.00,2,,101
164 | 2014-6-12,26,20,15,14,12,9,88,60,26,1025,1023,1021,19,12,10,23,8,,0.00,5,,110
165 | 2014-6-13,25,20,14,15,13,11,83,67,41,1026,1024,1022,19,12,10,23,10,,0.00,5,,124
166 | 2014-6-14,26,21,15,16,13,12,82,62,35,1026,1023,1022,19,13,10,24,8,,0.00,3,,120
167 | 2014-6-15,25,19,13,15,13,12,94,70,35,1025,1023,1021,19,11,10,23,13,,0.00,4,,113
168 | 2014-6-16,27,21,15,14,13,11,82,60,31,1025,1023,1022,19,12,10,27,11,,0.00,2,,96
169 | 2014-6-17,26,21,15,15,13,12,78,60,32,1025,1023,1022,19,12,10,24,11,,0.00,3,,115
170 | 2014-6-18,26,21,17,15,14,13,77,61,35,1026,1024,1023,19,13,10,14,6,,0.00,3,,145
171 | 2014-6-19,27,22,17,15,13,9,78,55,21,1026,1024,1022,19,13,10,14,6,,0.00,2,,170
172 | 2014-6-20,27,21,15,14,12,9,77,55,24,1024,1022,1020,19,13,10,21,6,,0.00,4,,122
173 | 2014-6-21,27,20,14,21,11,8,83,52,20,1024,1022,1013,19,15,10,19,5,,0.00,2,,126
174 | 2014-6-22,26,19,12,12,10,8,88,55,26,1025,1023,1021,19,14,10,26,8,,0.00,1,,108
175 | 2014-6-23,23,19,16,14,12,10,82,63,40,1026,1024,1022,19,12,10,29,13,,0.00,4,,78
176 | 2014-6-24,25,19,14,13,12,10,82,60,28,1026,1023,1021,19,14,10,21,5,,0.00,1,,106
177 | 2014-6-25,27,20,13,12,10,8,77,52,19,1023,1020,1018,19,19,19,19,3,,0.00,,,62
178 | 2014-6-26,27,19,12,12,9,7,72,51,22,1023,1020,1018,19,19,19,16,6,,0.00,,,115
179 | 2014-6-27,27,19,12,12,9,6,88,50,17,1023,1021,1020,19,19,19,19,6,,0.00,,,90
180 | 2014-6-28,28,20,12,11,9,6,77,50,17,1025,1023,1021,19,14,10,13,5,,0.00,1,,247
181 | 2014-6-29,28,20,12,11,9,6,77,48,17,1024,1022,1019,19,13,10,14,3,,0.00,1,,66
182 | 2014-6-30,27,21,14,13,10,8,77,51,21,1022,1020,1018,19,13,10,11,3,,0.00,3,,105
183 | 2014-7-1,28,21,14,13,11,8,77,52,19,1022,1020,1018,19,13,10,13,3,,0.00,2,,132
184 | 2014-7-2,29,20,12,12,10,8,88,53,18,1023,1021,1020,19,13,10,19,5,,0.00,2,,137
185 | 2014-7-3,28,21,14,13,8,5,73,45,17,1025,1023,1022,19,14,10,27,8,,0.00,1,,131
186 | 2014-7-4,27,20,13,11,7,3,82,43,13,1025,1024,1023,19,19,19,32,8,52,0.00,,,106
187 | 2014-7-5,26,19,13,10,7,5,68,45,17,1024,1023,1020,19,19,19,26,8,,0.00,,,94
188 | 2014-7-6,26,19,12,11,8,7,72,49,19,1026,1024,1022,19,13,10,16,6,,0.00,3,,145
189 | 2014-7-7,26,21,16,11,9,7,68,47,19,1026,1024,1023,19,12,10,26,8,,0.00,3,,108
190 | 2014-7-8,25,21,17,11,10,6,64,48,22,1027,1024,1022,19,13,10,24,8,,0.00,5,,116
191 | 2014-7-9,26,19,12,13,10,7,82,54,24,1025,1023,1020,19,13,10,23,5,,0.00,4,,101
192 | 2014-7-10,27,20,13,13,11,8,82,54,22,1024,1021,1019,19,12,10,11,3,,0.00,5,,120
193 | 2014-7-11,27,21,16,13,11,10,72,51,25,1024,1021,1020,19,13,10,16,6,,0.00,5,,159
194 | 2014-7-12,26,20,14,13,11,8,82,53,22,1025,1023,1022,19,13,10,19,5,,0.00,5,,173
195 | 2014-7-13,26,20,14,12,11,8,77,53,23,1027,1025,1023,19,13,10,23,8,,0.00,4,,123
196 | 2014-7-14,26,19,12,12,9,8,77,55,22,1026,1024,1022,19,14,10,23,8,,0.00,2,,102
197 | 2014-7-15,26,19,13,11,9,8,72,51,24,1026,1024,1022,19,15,10,19,8,,0.00,2,,92
198 | 2014-7-16,27,19,12,11,9,7,77,51,19,1027,1024,1022,19,19,19,16,5,,0.00,,,124
199 | 2014-7-17,27,20,13,11,9,7,77,50,19,1027,1025,1023,19,19,19,14,6,,0.00,,,98
200 | 2014-7-18,28,21,14,15,8,3,83,46,11,1027,1024,1019,19,13,10,16,6,,0.00,1,,217
201 | 2014-7-19,28,21,14,13,9,7,82,49,18,1025,1023,1021,19,14,10,14,6,,0.00,3,,163
202 | 2014-7-20,28,22,16,13,11,6,77,49,14,1024,1023,1020,19,13,10,21,5,,0.00,4,,119
203 | 2014-7-21,28,22,16,11,11,9,68,48,21,1025,1022,1020,19,12,10,21,8,,0.00,3,Thunderstorm,109
204 | 2014-7-22,27,21,16,12,11,9,77,50,23,1026,1023,1021,19,13,10,24,10,,0.00,2,,105
205 | 2014-7-23,26,21,17,13,11,8,64,52,32,1026,1022,1020,19,13,10,26,10,,0.00,2,,95
206 | 2014-7-24,28,21,14,14,12,9,77,53,21,1022,1021,1019,19,14,10,23,8,,0.00,2,,56
207 | 2014-7-25,22,19,17,18,14,12,94,70,48,1025,1022,1020,19,12,10,21,8,,0.00,6,Rain,182
208 | 2014-7-26,24,19,14,13,12,10,88,65,43,1024,1023,1021,19,12,10,21,8,,0.00,4,,127
209 | 2014-7-27,19,17,14,14,12,11,88,75,58,1027,1025,1022,19,11,4,24,10,42,0.00,4,Rain,164
210 | 2014-7-28,23,16,9,14,12,9,100,73,44,1028,1026,1025,19,9,0,23,6,,0.00,5,Fog,151
211 | 2014-7-29,27,21,15,15,13,10,88,63,27,1027,1025,1023,19,12,10,26,10,,0.00,4,,115
212 | 2014-7-30,26,21,16,13,12,9,82,58,34,1027,1024,1021,19,11,10,23,11,,0.00,5,,114
213 | 2014-7-31,26,21,16,12,9,6,72,50,18,1025,1023,1020,19,12,10,19,8,,0.00,2,,101
214 | 2014-8-1,27,21,14,11,9,7,72,53,28,1024,1022,1021,19,13,10,16,6,,0.00,4,,341
215 | 2014-8-2,25,23,20,13,12,11,64,51,41,1022,1022,1021,10,10,10,10,5,,0.00,6,,108
216 | 2014-8-3,29,21,14,13,10,7,77,46,15,1022,1020,1018,19,13,10,13,3,,0.00,3,,97
217 | 2014-8-4,31,24,18,13,9,6,68,42,13,1023,1021,1019,19,13,10,14,5,,0.00,5,,219
218 | 2014-8-5,29,23,16,11,7,3,68,38,10,1025,1022,1021,19,14,10,23,6,34,0.00,2,,152
219 | 2014-8-6,28,21,13,9,8,6,67,42,15,1025,1023,1021,19,13,10,32,11,,0.00,4,,83
220 | 2014-8-7,26,21,16,10,8,7,67,45,21,1026,1024,1023,19,15,10,24,13,,0.00,1,,93
221 | 2014-8-8,27,19,12,8,3,-5,67,35,6,1026,1023,1021,19,19,19,24,10,,0.00,,,143
222 | 2014-8-9,26,18,10,6,4,2,62,38,13,1025,1022,1020,19,19,19,26,6,,0.00,,,100
223 | 2014-8-10,27,19,10,8,6,4,62,39,14,1024,1022,1019,19,19,19,23,8,,0.00,,,118
224 | 2014-8-11,29,21,13,9,7,4,77,40,13,1024,1022,1020,19,19,19,13,6,,0.00,,,351
225 | 2014-8-12,29,21,14,9,6,3,67,39,11,1024,1022,1020,19,19,19,14,8,,0.00,,,194
226 | 2014-8-13,29,22,14,9,6,4,63,36,12,1023,1021,1020,19,19,19,14,5,,0.00,,,185
227 | 2014-8-14,29,21,14,9,6,4,63,36,12,1023,1022,1020,19,9,2,27,8,,0.00,,,93
228 | 2014-8-15,27,21,16,13,8,5,88,41,18,1027,1025,1024,19,16,5,29,18,,0.00,3,,91
229 | 2014-8-16,26,21,16,12,10,6,77,53,21,1028,1026,1023,19,12,10,27,18,,0.00,5,,113
230 | 2014-8-17,27,21,14,12,8,3,72,44,15,1027,1024,1022,19,14,10,26,11,47,0.00,2,,102
231 | 2014-8-18,27,20,13,11,8,7,77,46,17,1025,1022,1020,19,13,10,23,6,,0.00,4,,96
232 | 2014-8-19,29,21,14,10,9,5,72,44,13,1023,1021,1020,19,13,10,19,6,,0.00,3,,151
233 | 2014-8-20,28,21,13,11,8,7,72,43,16,1024,1022,1020,19,14,10,23,8,,0.00,5,,81
234 | 2014-8-21,27,21,15,9,8,6,67,40,15,1025,1023,1021,19,19,19,27,11,,0.00,,,101
235 | 2014-8-22,29,21,13,10,7,3,72,40,12,1024,1022,1019,19,19,19,21,6,,0.00,,,129
236 | 2014-8-23,29,21,13,9,5,0,67,35,10,1022,1020,1017,19,19,19,21,6,,0.00,,,75
237 | 2014-8-24,29,21,13,7,4,1,63,34,9,1021,1019,1017,19,19,19,24,6,,0.00,,,61
238 | 2014-8-25,30,22,14,10,7,4,63,37,11,1022,1020,1017,19,14,10,16,5,,0.00,2,,150
239 | 2014-8-26,31,23,16,10,8,4,63,37,11,1021,1019,1017,19,14,10,14,6,,0.00,4,,128
240 | 2014-8-27,32,24,18,11,7,3,59,34,9,1021,1019,1016,19,16,10,14,5,,0.00,2,,166
241 | 2014-8-28,32,24,16,10,7,4,59,34,9,1021,1019,1017,19,13,10,16,5,,0.00,2,,97
242 | 2014-8-29,32,26,19,11,9,6,60,34,11,1022,1020,1018,19,14,10,19,5,,0.00,4,,161
243 | 2014-8-30,32,26,19,10,9,4,56,34,11,1023,1021,1019,19,14,10,19,5,,0.00,2,,110
244 | 2014-8-31,32,25,18,12,9,7,68,37,12,1022,1020,1018,19,13,10,24,8,,0.00,4,,327
245 | 2014-9-1,32,28,23,15,12,9,61,39,17,1021,1019,1016,19,12,8,23,5,,0.00,4,,290
246 | 2014-9-2,32,27,21,15,13,9,64,43,15,1020,1018,1016,19,12,10,14,5,,0.00,4,,339
247 | 2014-9-3,30,24,19,18,15,13,88,64,33,1021,1019,1017,19,9,3,32,8,53,13.97,4,Rain-Thunderstorm,210
248 | 2014-9-4,30,24,18,16,14,11,83,54,21,1022,1020,1017,19,13,10,16,6,,0.00,3,,123
249 | 2014-9-5,30,26,21,15,13,12,64,47,25,1022,1020,1018,19,13,10,27,11,,0.00,2,,101
250 | 2014-9-6,27,22,17,15,9,6,83,45,20,1024,1022,1020,19,19,19,24,14,,0.00,,,103
251 | 2014-9-7,28,21,15,8,6,3,55,37,13,1025,1022,1020,19,19,19,24,11,,0.00,,,123
252 | 2014-9-8,28,22,16,9,7,4,59,38,14,1025,1022,1020,19,19,19,24,14,,0.00,,,103
253 | 2014-9-9,29,21,14,9,7,3,67,38,13,1024,1021,1018,19,19,19,21,10,40,0.00,,,81
254 | 2014-9-10,30,23,17,10,8,6,59,37,15,1022,1020,1018,19,14,10,21,8,,0.00,2,,103
255 | 2014-9-11,31,23,17,10,7,0,59,35,10,1022,1019,1017,19,15,10,19,6,,0.00,1,,117
256 | 2014-9-12,30,24,18,9,4,0,52,29,7,1021,1019,1016,19,19,19,27,11,,0.00,,,98
257 | 2014-9-13,31,23,17,10,8,4,48,33,15,1022,1020,1018,19,14,10,23,10,29,0.00,2,,97
258 | 2014-9-14,32,24,17,11,9,6,68,37,13,1023,1020,1018,19,14,10,19,6,,0.00,2,,106
259 | 2014-9-15,32,24,18,10,8,6,59,35,13,1022,1019,1017,19,13,10,16,6,,0.00,3,,126
260 | 2014-9-16,32,25,18,14,9,7,60,36,13,1020,1018,1016,19,13,10,14,3,,0.00,5,,311
261 | 2014-9-17,34,27,21,14,9,3,68,33,8,1021,1018,1016,19,13,10,14,6,,0.00,3,,100
262 | 2014-9-18,33,28,22,11,8,6,47,30,11,1022,1019,1016,19,12,2,24,11,,0.00,2,,107
263 | 2014-9-19,33,26,19,11,7,2,56,29,7,1020,1018,1016,19,19,19,21,6,,0.00,,,70
264 | 2014-9-20,33,23,13,12,8,5,77,34,10,1021,1019,1016,19,12,8,14,6,,0.00,1,,324
265 | 2014-9-21,32,26,20,16,13,10,73,47,16,1021,1018,1016,19,12,10,23,10,,0.00,3,,228
266 | 2014-9-22,31,26,21,16,14,12,69,52,23,1021,1019,1016,19,12,10,29,8,,0.76,2,Rain-Thunderstorm,178
267 | 2014-9-23,31,26,20,16,14,12,73,48,21,1021,1019,1017,19,12,10,26,16,,0.00,2,Rain-Thunderstorm,98
268 | 2014-9-24,31,26,21,16,13,11,61,45,20,1022,1020,1017,19,12,10,24,11,,0.00,2,,41
269 | 2014-9-25,32,26,21,16,14,9,69,49,24,1022,1020,1017,19,12,10,27,6,,0.00,3,,262
270 | 2014-9-26,32,27,21,16,12,8,73,43,15,1020,1018,1015,19,12,10,21,6,,0.00,3,,30
271 | 2014-9-27,32,27,23,17,14,10,65,44,19,1021,1019,1017,19,12,10,16,6,,0.00,4,,147
272 | 2014-9-28,33,27,20,14,10,6,64,34,11,1021,1019,1017,19,13,10,21,8,,0.00,4,,81
273 | 2014-9-29,33,28,23,13,10,7,53,32,12,1021,1019,1016,19,12,10,19,6,,0.00,2,,82
274 | 2014-9-30,32,26,20,18,16,10,69,52,33,1021,1019,1017,19,11,8,29,8,52,4.06,5,Rain-Thunderstorm,269
275 | 2014-10-1,32,26,19,19,16,12,88,66,28,1021,1019,1017,19,8,0,72,13,52,23.11,4,Rain-Hail-Thunderstorm,183
276 | 2014-10-2,32,26,19,18,16,13,83,60,23,1021,1019,1016,19,10,2,42,11,53,9.91,4,Rain-Thunderstorm,165
277 | 2014-10-3,29,26,21,17,13,9,73,48,20,1023,1020,1018,19,12,10,34,19,42,0.00,5,,110
278 | 2014-10-4,28,23,19,11,9,8,52,40,19,1023,1021,1018,19,15,10,27,11,,0.00,1,,115
279 | 2014-10-5,28,23,18,10,8,5,56,38,14,1023,1021,1019,19,19,19,24,10,,0.00,,,109
280 | 2014-10-6,28,22,17,9,6,3,49,33,11,1024,1022,1019,19,19,19,27,13,,0.00,,,101
281 | 2014-10-7,29,22,14,7,6,4,52,34,13,1023,1020,1018,19,14,10,21,10,,0.00,1,,123
282 | 2014-10-8,31,24,18,10,7,5,59,33,11,1021,1018,1016,19,14,10,19,8,,0.00,4,,145
283 | 2014-10-9,31,24,18,10,9,6,52,35,12,1020,1017,1015,19,13,10,24,5,,0.00,3,,86
284 | 2014-10-10,32,26,20,11,8,6,56,32,12,1021,1019,1017,19,12,10,21,6,,0.00,3,,113
285 | 2014-10-11,32,24,17,11,6,2,56,30,8,1022,1020,1017,19,13,10,26,11,,0.00,3,,119
286 | 2014-10-12,33,25,17,11,8,2,52,33,13,1022,1020,1018,19,13,10,24,8,,0.00,3,,116
287 | 2014-10-13,34,26,18,11,8,2,60,32,9,1022,1020,1017,19,14,10,23,10,,0.00,2,,129
288 | 2014-10-14,34,27,19,11,8,5,53,30,9,1022,1020,1018,19,14,10,14,5,,0.00,2,,154
289 | 2014-10-15,36,27,19,10,6,2,56,26,6,1021,1019,1017,19,13,10,21,8,,0.00,2,,203
290 | 2014-10-16,34,27,19,10,6,2,56,27,6,1022,1019,1017,19,9,5,24,8,,0.00,1,,101
291 | 2014-10-17,34,26,18,11,8,5,59,31,10,1021,1019,1016,19,17,11,19,6,,0.00,,,104
292 | 2014-10-18,35,28,20,13,8,3,57,29,7,1019,1017,1014,19,12,6,23,6,,0.00,2,,86
293 | 2014-10-19,35,27,19,13,10,5,56,34,9,1019,1017,1014,19,9,5,14,5,,0.00,2,,316
294 | 2014-10-20,33,28,22,14,13,11,57,41,17,1020,1017,1014,19,12,10,21,10,,0.00,2,Thunderstorm,227
295 | 2014-10-21,32,26,21,18,14,1,83,52,21,1019,1017,1014,19,10,4,37,11,,0.51,3,Rain-Thunderstorm,144
296 | 2014-10-22,28,24,20,18,17,15,83,65,35,1021,1019,1017,19,11,10,26,11,,0.00,5,Rain-Thunderstorm,95
297 | 2014-10-23,27,23,21,17,16,14,73,61,34,1023,1020,1018,19,12,10,26,10,,0.00,3,,89
298 | 2014-10-24,30,25,20,16,14,11,73,51,23,1021,1018,1015,19,12,10,27,8,,0.00,5,,54
299 | 2014-10-25,29,26,22,17,16,12,73,58,35,1018,1016,1015,19,11,10,24,8,,0.00,5,,232
300 | 2014-10-26,28,23,18,18,17,14,94,72,40,1019,1017,1015,19,10,5,23,8,,3.05,5,Rain-Thunderstorm,149
301 | 2014-10-27,28,23,18,18,17,15,88,72,40,1020,1018,1016,19,10,5,35,6,,6.10,5,Rain-Thunderstorm,84
302 | 2014-10-28,31,26,20,19,17,14,88,67,33,1020,1017,1014,19,11,3,27,10,,1.02,3,Fog-Rain-Thunderstorm,244
303 | 2014-10-29,27,23,20,19,17,11,83,68,39,1018,1016,1014,19,11,10,27,11,40,2.03,3,Thunderstorm,335
304 | 2014-10-30,27,23,20,19,17,16,88,71,50,1018,1016,1014,19,10,1,32,10,,16.00,4,Rain-Thunderstorm,356
305 | 2014-10-31,26,22,19,18,17,13,83,69,46,1021,1018,1016,19,11,8,26,10,,0.00,4,Rain,5
306 | 2014-11-1,29,24,20,18,17,13,83,66,37,1021,1019,1018,19,11,6,24,6,,0.51,5,,83
307 | 2014-11-2,30,26,21,18,16,11,78,54,24,1021,1018,1014,19,12,10,23,6,,0.00,3,,94
308 | 2014-11-3,31,26,20,17,16,13,78,54,23,1018,1016,1013,19,12,10,24,8,,0.00,2,,201
309 | 2014-11-4,29,26,21,18,17,15,88,68,37,1018,1016,1013,19,9,1,47,8,52,22.10,4,Rain-Thunderstorm,248
310 | 2014-11-5,29,24,20,18,17,14,88,65,36,1019,1018,1016,19,11,6,23,11,,4.06,5,Rain-Thunderstorm,56
311 | 2014-11-6,31,26,19,19,16,13,78,58,26,1022,1020,1017,19,11,6,21,11,,0.51,4,Rain-Thunderstorm,61
312 | 2014-11-7,32,26,21,18,16,13,78,55,23,1020,1017,1015,19,12,10,19,8,,0.00,2,,105
313 | 2014-11-8,28,24,21,19,16,1,83,60,17,1020,1016,1013,19,11,10,21,11,,0.76,4,Rain-Thunderstorm,90
314 | 2014-11-9,29,26,22,18,17,14,78,60,35,1018,1016,1014,19,12,10,13,6,,0.00,5,Thunderstorm,289
315 | 2014-11-10,27,24,21,19,18,17,83,69,44,1019,1016,1014,19,11,6,26,11,,0.51,4,Rain-Thunderstorm,307
316 | 2014-11-11,29,24,19,19,17,13,88,68,45,1018,1015,1012,19,10,2,52,8,,10.92,3,Rain-Thunderstorm,171
317 | 2014-11-12,29,24,19,20,18,16,83,70,42,1015,1014,1013,19,11,4,21,5,,3.05,4,Rain-Thunderstorm,212
318 | 2014-11-13,25,22,20,19,18,17,88,74,55,1017,1014,1012,19,11,9,21,10,,2.03,4,Rain,330
319 | 2014-11-14,26,23,21,19,18,1,88,74,22,1017,1015,1013,19,10,3,26,8,42,2.03,5,Rain,283
320 | 2014-11-15,28,24,21,19,18,16,88,72,44,1018,1016,1014,19,11,3,19,6,35,0.00,6,Rain-Thunderstorm,287
321 | 2014-11-16,29,24,19,20,17,15,88,69,39,1019,1016,1014,19,10,3,16,8,,13.97,5,Rain-Thunderstorm,154
322 | 2014-11-17,29,24,20,19,16,11,88,66,23,1019,1016,1014,19,11,8,19,8,,4.06,4,Rain,38
323 | 2014-11-18,25,22,19,19,17,16,88,71,57,1019,1016,1014,19,11,10,23,8,,1.02,3,Rain-Thunderstorm,44
324 | 2014-11-19,28,24,19,17,16,14,78,61,30,1020,1017,1014,19,12,10,24,10,,0.00,4,,74
325 | 2014-11-20,29,24,19,15,13,12,68,48,24,1020,1017,1015,19,12,10,19,8,,0.00,2,,90
326 | 2014-11-21,31,25,19,18,14,12,68,50,22,1020,1017,1015,19,12,10,21,10,,0.00,5,,112
327 | 2014-11-22,28,24,22,20,18,17,83,70,54,1019,1017,1015,19,11,4,23,3,,0.25,6,Rain-Thunderstorm,162
328 | 2014-11-23,27,23,20,19,18,17,88,77,45,1019,1017,1015,19,10,1,26,10,,14.99,6,Rain,38
329 | 2014-11-24,27,23,20,19,17,1,88,71,27,1021,1018,1015,19,11,2,26,8,,2.03,6,Rain,1
330 | 2014-11-25,28,23,19,19,18,16,94,75,39,1019,1016,1014,19,8,1,32,6,,57.91,3,Rain-Thunderstorm,102
331 | 2014-11-26,27,23,20,19,17,16,88,67,41,1018,1016,1013,19,11,10,19,5,,4.06,5,Thunderstorm,8
332 | 2014-11-27,27,23,21,19,18,1,83,73,20,1018,1017,1015,19,10,1,23,6,,16.00,5,Rain-Thunderstorm,328
333 | 2014-11-28,27,23,20,20,18,16,94,78,57,1020,1018,1016,19,11,3,32,6,,6.10,5,Rain-Thunderstorm,291
334 | 2014-11-29,29,23,18,19,17,15,100,73,39,1021,1019,1016,19,7,0,14,3,,0.00,4,Fog,80
335 | 2014-11-30,29,25,19,20,18,1,88,66,18,1020,1018,1015,19,9,1,26,8,,44.96,4,Rain-Thunderstorm,143
336 | 2014-12-1,25,22,19,19,17,14,88,74,54,1020,1018,1015,19,11,7,24,11,,17.02,6,Rain-Thunderstorm,82
337 | 2014-12-2,22,21,20,18,17,15,88,79,64,1020,1018,1017,19,10,4,23,14,,0.51,6,Rain,107
338 | 2014-12-3,28,23,19,18,16,12,88,63,37,1020,1017,1015,19,11,10,21,8,,0.00,4,,89
339 | 2014-12-4,29,23,18,18,16,14,88,64,40,1018,1017,1014,19,10,3,19,8,,22.10,3,Rain-Thunderstorm,303
340 | 2014-12-5,29,24,20,18,17,15,83,72,42,1019,1017,1015,19,10,2,27,6,,2.03,5,Rain-Thunderstorm,220
341 | 2014-12-6,26,22,18,18,17,16,88,78,54,1020,1018,1016,19,10,3,21,10,,3.05,5,Rain-Thunderstorm,89
342 | 2014-12-7,24,21,19,18,17,16,88,78,48,1020,1018,1016,19,11,1,23,14,,3.05,6,Rain,112
343 | 2014-12-8,22,21,19,18,17,16,88,81,69,1021,1019,1017,19,10,6,19,14,,1.02,7,Rain,77
344 | 2014-12-9,24,22,19,18,17,16,83,77,65,1020,1018,1015,19,10,3,21,10,,2.03,5,Rain,73
345 | 2014-12-10,26,23,19,18,17,16,88,69,46,1019,1017,1014,19,11,10,21,8,,0.00,4,Rain,31
346 | 2014-12-11,26,23,19,20,17,1,88,74,28,1019,1017,1015,19,11,7,24,8,,3.05,6,Rain,85
347 | 2014-12-12,26,23,20,19,18,16,94,81,61,1020,1018,1017,19,10,3,23,6,39,5.08,5,Rain,358
348 | 2014-12-13,27,23,19,19,17,16,83,68,44,1018,1016,1012,19,12,10,26,8,,0.00,5,Rain,327
349 | 2014-12-14,28,24,20,20,18,17,88,72,46,1017,1015,1012,19,11,10,23,11,,0.00,5,Rain,347
350 | 2014-12-15,27,24,21,21,19,18,88,79,58,1019,1016,1015,19,10,3,23,10,40,6.10,6,Rain-Thunderstorm,349
351 | 2014-12-16,28,24,20,20,19,18,94,79,54,1020,1018,1015,19,9,2,23,6,,0.00,4,Rain-Thunderstorm,286
352 | 2014-12-17,28,23,19,20,18,1,100,80,17,1020,1016,1014,19,9,0,34,10,,38.10,5,Fog-Rain-Thunderstorm,342
353 | 2014-12-18,26,23,21,20,19,17,94,76,55,1017,1015,1013,19,11,10,16,6,,0.00,6,Thunderstorm,333
354 | 2014-12-19,26,22,19,19,18,17,94,80,62,1017,1015,1013,19,11,3,16,6,,3.05,3,Rain-Thunderstorm,342
355 | 2014-12-20,28,23,19,19,18,17,83,71,45,1019,1016,1014,19,11,10,26,10,,0.00,4,,358
356 | 2014-12-21,28,24,21,19,18,17,88,75,45,1020,1018,1015,19,10,3,24,11,,3.05,6,Rain,333
357 | 2014-12-22,28,24,21,20,19,16,88,76,48,1020,1018,1015,19,10,1,27,5,,5.08,6,Rain-Thunderstorm,355
358 | 2014-12-23,24,22,20,20,19,18,88,80,65,1021,1018,1016,19,9,2,26,5,32,11.94,4,Rain-Thunderstorm,326
359 | 2014-12-24,28,23,19,19,18,14,94,71,33,1019,1018,1016,19,11,2,21,6,,0.00,3,Rain-Thunderstorm,114
360 | 2014-12-25,30,25,20,19,16,13,88,58,24,1022,1020,1017,19,12,10,24,8,,0.00,4,Thunderstorm,110
361 | 2014-12-26,30,24,19,18,17,15,78,57,33,1023,1021,1019,19,12,10,26,11,,0.00,3,Thunderstorm,109
362 | 2014-12-27,29,25,21,17,14,12,73,52,23,1021,1020,1018,19,13,10,32,14,,0.00,3,,101
363 | 2014-12-28,31,24,18,16,13,10,77,49,17,1021,1018,1015,19,12,10,14,8,,0.00,3,,114
364 | 2014-12-29,32,26,19,17,14,10,78,50,16,1020,1018,1015,19,12,10,21,5,26,0.00,5,Thunderstorm,266
365 | 2014-12-30,32,26,20,18,16,13,78,56,27,1020,1017,1015,19,12,10,16,6,,0.00,2,Rain-Thunderstorm,266
366 | 2014-12-31,30,24,18,18,16,1,83,60,28,1020,1018,1016,19,11,10,39,11,,1.02,4,Rain-Thunderstorm,210
-------------------------------------------------------------------------------- /2_Cleaning_up_our_act/Delhi_DEL_2014.csv: -------------------------------------------------------------------------------- 1 | Date,Max TemperatureC,Mean TemperatureC,Min TemperatureC,Dew PointC,MeanDew PointC,Min DewpointC,Max Humidity, Mean Humidity, Min Humidity, Max Sea Level PressurehPa, Mean Sea Level PressurehPa, Min Sea Level PressurehPa, Max VisibilityKm, Mean VisibilityKm, Min VisibilitykM, Max Wind SpeedKm/h, Mean Wind SpeedKm/h, Max Gust SpeedKm/h,Precipitationmm, CloudCover, Events,WindDirDegrees
2 | 2014-1-1,-4,-7,-9,-9,-10,-11,82,70,58,1034,1033,1033,2,2,2,6,2,,0.00,8,,-1
3 | 2014-1-2,-1,-4,-8,-6,-8,-11,75,69,53,1035,1033,1032,3,2,2,6,0,,0.00,8,,-1
4 | 2014-1-3,1,-3,-8,-4,-6,-10,84,72,54,1034,1033,1033,3,2,2,6,0,,0.00,8,,-1
5 | 2014-1-4,-1,-2,-3,-4,-5,-6,80,74,64,1034,1033,1032,8,4,2,14,2,,0.00,8,,-1
6 | 2014-1-5,-1,-3,-6,-4,-6,-8,93,79,71,1034,1033,1033,6,3,2,14,2,,0.00,8,Snow,-1
7 | 2014-1-6,-2,-4,-9,-7,-9,-12,80,67,45,1036,1035,1033,10,6,3,14,3,,0.00,8,,-1
8 | 2014-1-7,-4,-7,-9,-10,-11,-12,86,72,48,1036,1031,1025,10,6,2,14,6,,0.00,7,Snow,30
9 | 2014-1-8,-5,-7,-11,-9,-10,-12,87,75,65,1039,1034,1032,6,4,2,11,5,,0.00,8,,-1
10 | 2014-1-9,-6,-11,-16,-9,-12,-17,100,88,67,1042,1034,1022,6,4,1,8,3,,0.00,5,Fog,70
11 | 2014-1-10,-5,-10,-14,-10,-11,-13,95,78,56,1037,1036,1035,2,2,2,6,2,,0.00,8,Snow,-1
12 | 2014-1-11,-5,-10,-15,-10,-13,-16,93,80,54,1038,1034,1031,3,2,2,0,0,,0.25,8,Snow,-1
13 | 2014-1-12,-4,-11,-17,-12,-14,-17,88,76,58,1038,1035,1034,5,3,2,6,2,,0.00,,,-1
14 | 2014-1-13,1,-7,-14,-3,-9,-14,93,81,61,1034,1030,1024,10,3,2,29,3,,0.00,,,-1
15 | 2014-1-14,5,0,-6,-4,-6,-7,87,66,41,1026,1022,1019,11,10,10,14,6,,0.00,,,-1
16 | 2014-1-15,1,-3,-8,-4,-6,-8,89,74,56,1035,1030,1026,10,9,6,0,0,,0.00,,,-1
17 | 2014-1-16,2,-5,-12,-6,-8,-11,93,75,48,1040,1036,1034,6,5,3,6,2,,0.00,,,-1
18 | 2014-1-17,1,-3,-7,-5,-7,-8,88,74,56,1031,1029,1028,8,6,3,11,2,,0.00,,,-1
19 | 2014-1-18,2,-4,-9,-6,-8,-11,88,68,46,1033,1030,1028,10,9,3,11,2,,0.00,,,-1
20 | 2014-1-19,3,-3,-10,-1,-7,-10,92,77,60,1031,1029,1028,10,8,3,0,0,,0.00,,,-1
21 | 2014-1-20,4,-1,-6,-4,-5,-6,93,72,45,1029,1027,1024,8,5,2,11,3,,0.00,,,-1
22 | 2014-1-21,8,2,-5,0,-4,-6,90,72,46,1027,1025,1023,8,6,3,21,3,,0.00,,,-1
23 | 2014-1-22,8,2,-4,-1,-3,-5,97,72,46,1024,1022,1019,5,3,2,18,2,,0.00,,,-1
24 | 2014-1-23,11,3,-4,1,-2,-4,89,66,36,1020,1017,1014,11,7,3,21,3,,0.00,,,190
25 | 2014-1-24,4,2,-1,1,-1,-2,92,84,67,1022,1020,1017,10,8,6,6,3,,0.00,8,Rain,-1
26 | 2014-1-25,5,1,-2,0,-1,-3,96,77,57,1025,1023,1022,10,7,3,0,0,,0.00,8,,-1
27 | 2014-1-26,10,4,-2,-1,-2,-3,91,62,35,1021,1019,1017,10,9,6,11,2,,0.00,,,-1
28 | 2014-1-27,12,8,4,4,1,-2,76,57,35,1017,1013,1011,10,10,10,32,16,,0.00,8,,191
29 | 2014-1-28,8,6,3,4,3,1,100,82,70,1011,1008,1006,10,9,8,35,16,,9.91,8,Rain,188
30 | 2014-1-29,12,7,2,2,1,-2,78,61,40,1017,1014,1009,11,10,10,29,18,,0.00,3,,196
31 | 2014-1-30,12,9,4,3,-1,-3,93,58,23,1017,1015,1012,14,10,10,34,18,,1.02,2,,174
32 | 2014-1-31,7,3,0,2,-1,-4,93,73,46,1028,1023,1015,11,10,10,23,13,,0.51,,,28
33 | 2014-2-1,0,-3,-7,-2,-6,-8,100,90,78,1037,1028,1025,10,4,1,14,11,,4.06,8,Snow,55
34 | 2014-2-2,-3,-7,-10,-8,-11,-17,93,76,35,1038,1031,1027,10,7,2,21,5,,0.00,5,Snow,351
35 | 2014-2-3,-4,-9,-13,-13,-15,-17,79,58,28,1036,1030,1023,14,11,10,14,8,,0.00,1,,353
36 | 2014-2-4,-4,-8,-12,-11,-13,-15,79,62,32,1031,1027,1020,14,10,10,18,6,,0.00,4,,24
37 | 2014-2-5,-1,-6,-11,-9,-13,-14,79,57,28,1029,1025,1019,14,10,10,18,8,,0.00,,,4
38 | 2014-2-6,3,-3,-10,-7,-11,-14,93,58,25,1028,1024,1019,10,10,10,11,3,,0.00,,,193
39 | 2014-2-7,4,-3,-9,-4,-9,-12,80,59,27,1029,1027,1025,10,10,10,11,3,,0.00,,,182
40 | 2014-2-8,4,-2,-8,-2,-9,-11,86,62,25,1029,1025,1020,10,9,8,8,3,,0.00,,,163
41 | 2014-2-9,6,-1,-8,-6,-8,-10,93,61,19,1031,1026,1021,10,9,6,19,5,,0.00,0,,203
42 | 2014-2-10,7,1,-5,-2,-6,-8,86,61,30,1026,1022,1018,10,8,5,8,5,,0.00,0,,115
43 | 2014-2-11,8,3,-3,-3,-5,-7,86,60,27,1026,1021,1018,10,9,6,23,5,,0.00,4,,169
44 | 2014-2-12,10,3,-4,1,-4,-7,89,58,24,1029,1026,1023,10,9,6,18,5,,0.00,6,,82
45 | 2014-2-13,12,3,-5,-3,-5,-7,88,54,25,1028,1024,1015,10,10,10,19,5,,0.00,,,161
46 | 2014-2-14,13,4,-4,-3,-5,-7,80,52,20,1026,1023,1021,10,10,10,19,5,,0.00,,,168
47 | 2014-2-15,13,4,-4,1,-4,-6,74,57,25,1020,1017,1014,10,9,8,11,3,,0.00,3,,104
48 | 2014-2-16,9,6,3,4,2,-5,93,71,40,1016,1014,1013,10,8,4,11,5,,2.03,8,,311
49 | 2014-2-17,11,6,2,2,-1,-4,100,66,26,1023,1019,1016,10,9,7,14,5,,0.00,5,Rain,12
50 | 2014-2-18,13,6,-2,-2,-4,-5,90,46,20,1026,1023,1020,10,10,10,11,5,,0.00,1,,174
51 | 2014-2-19,13,7,0,0,-3,-6,81,46,21,1025,1021,1020,11,10,10,29,10,,0.00,5,,34
52 | 2014-2-20,17,7,-2,-2,-7,-11,74,41,14,1026,1023,1020,14,11,10,26,6,,0.00,,,197
53 | 2014-2-21,18,8,-2,-3,-7,-10,59,31,14,1021,1019,1015,14,10,10,35,11,,0.00,,,218
54 | 2014-2-22,16,8,1,0,-4,-8,65,37,20,1017,1016,1014,10,10,10,19,8,,0.00,6,,194
55 | 2014-2-23,12,6,-1,0,-3,-6,100,59,26,1023,1019,1016,11,10,10,19,6,,0.00,2,,44
56 | 2014-2-24,13,4,-4,0,-3,-6,83,64,26,1028,1025,1023,10,10,10,11,3,,0.00,1,,186
57 | 2014-2-25,16,7,-2,0,-1,-3,93,58,17,1026,1023,1020,11,10,8,21,5,,0.00,1,,127
58 | 2014-2-26,16,7,-2,3,-1,-4,76,47,18,1022,1018,1015,10,10,10,29,13,,0.00,3,,160
59 | 2014-2-27,15,8,1,4,2,1,94,58,27,1019,1017,1014,11,10,10,18,3,,0.00,1,,100
60 | 2014-2-28,13,8,2,3,1,-1,79,59,31,1018,1015,1013,11,10,10,11,5,,0.00,,,-1
61 | 2014-3-1,11,4,-2,2,-2,-5,97,59,21,1021,1019,1017,10,10,10,19,5,,0.00,2,,40
62 | 2014-3-2,16,7,-2,-1,-2,-3,86,49,21,1022,1019,1016,11,10,10,11,5,,0.00,4,,150
63 | 2014-3-3,19,10,2,2,-1,-2,65,38,19,1015,1013,1011,10,10,10,18,5,,0.00,2,,35
64 | 2014-3-4,13,11,8,8,4,0,88,63,41,1011,1010,1008,10,9,7,18,6,,2.03,8,Rain,192
65 | 2014-3-5,18,12,7,6,2,-1,86,45,17,1016,1014,1011,10,10,10,18,5,,0.00,3,,221
66 | 2014-3-6,20,12,3,3,1,-4,66,39,17,1017,1016,1013,11,10,10,23,10,,0.00,1,,175
67 | 2014-3-7,15,11,6,5,2,1,63,49,30,1020,1017,1015,10,10,10,26,6,,0.00,,Rain,-1
68 | 2014-3-8,16,9,2,5,3,-1,81,61,32,1026,1023,1017,10,10,9,19,3,,0.00,3,,34
69 | 2014-3-9,17,9,1,4,2,-2,94,63,27,1026,1023,1020,11,9,8,29,3,,0.00,,,35
70 | 2014-3-10,19,11,2,9,2,-1,87,54,17,1020,1016,1010,10,9,9,32,6,,7.11,7,Rain,174
71 | 2014-3-11,18,13,9,9,2,-10,82,50,6,1010,1008,1005,14,11,10,35,16,,0.00,4,Rain,172
72 | 2014-3-12,14,10,6,1,-2,-6,57,38,17,1008,1005,1001,11,10,10,14,5,,0.00,6,,153
73 | 2014-3-13,9,7,4,3,1,-2,76,61,45,1014,1007,1001,10,10,8,21,11,,0.76,7,Rain,42
74 | 2014-3-14,8,6,4,3,2,1,84,71,59,1019,1016,1014,10,10,10,0,0,,0.00,8,,-1
75 | 2014-3-15,11,7,2,2,1,-2,93,61,32,1019,1016,1013,11,10,10,19,5,,0.00,3,,13
76 | 2014-3-16,17,9,1,1,-3,-8,81,41,10,1017,1013,1010,11,10,10,29,11,,0.00,1,,185
77 | 2014-3-17,17,13,8,-2,-4,-6,30,24,14,1011,1008,1006,11,10,10,55,37,,0.00,5,,212
78 | 2014-3-18,8,7,5,5,3,-2,93,76,26,1016,1014,1011,10,9,6,14,8,,1.02,7,Rain,9
79 | 2014-3-19,13,8,2,6,1,-4,100,62,19,1021,1019,1016,14,8,1,29,8,,0.00,4,,37
80 | 2014-3-20,17,9,2,1,-1,-3,79,42,16,1022,1017,1014,14,11,10,19,5,,0.00,1,,186
81 | 2014-3-21,15,9,3,2,-2,-4,56,35,17,1017,1016,1013,11,11,10,21,14,,0.00,,,-1
82 | 2014-3-22,15,8,2,-3,-8,-22,52,29,4,1022,1021,1019,19,12,10,26,11,,0.00,,,20
83 | 2014-3-23,18,9,0,1,-3,-8,74,38,9,1022,1020,1018,11,10,10,29,3,,0.00,,,10
84 | 2014-3-24,19,10,1,2,-4,-11,65,31,6,1021,1019,1016,14,12,10,11,3,,0.00,,,54
85 | 2014-3-25,21,11,1,-2,-7,-13,56,28,4,1017,1015,1011,11,10,10,26,8,,0.00,,,177
86 | 2014-3-26,21,12,3,-2,-4,-7,52,28,7,1017,1015,1012,14,11,10,14,2,,0.00,3,,171
87 | 2014-3-27,21,12,4,6,0,-3,54,36,11,1016,1014,1011,11,10,10,23,6,,0.00,4,Rain,174
88 | 2014-3-28,19,11,3,4,0,-6,79,41,10,1016,1012,1009,11,10,10,21,5,,0.00,,,-1
89 | 2014-3-29,19,13,7,4,0,-9,58,36,8,1009,1005,998,14,10,10,55,26,,2.03,3,,215
90 | 2014-3-30,10,4,-3,7,1,-7,93,67,32,1006,997,994,10,9,8,47,29,,1.02,8,Rain-Snow,171
91 | 2014-3-31,2,-2,-5,-4,-6,-7,100,77,43,1020,1011,1006,11,8,0,34,21,,1.02,7,Snow,44
92 | 2014-4-1,9,1,-7,-2,-6,-9,93,57,28,1021,1015,1011,11,10,10,21,6,,0.00,2,,186
93 | 2014-4-2,14,6,-3,-2,-3,-7,89,50,15,1015,1012,1009,14,10,10,11,5,,0.00,1,,50
94 | 2014-4-3,16,8,0,1,-2,-4,78,40,15,1012,1011,1009,11,10,10,11,3,,0.00,1,,23
95 | 2014-4-4,12,8,3,3,1,-3,81,58,27,1017,1015,1011,11,10,10,26,11,,2.03,,Rain,-1
96 | 2014-4-5,20,11,1,1,-3,-8,78,39,9,1019,1017,1015,11,10,10,19,5,,0.00,2,,260
97 | 2014-4-6,17,13,10,4,-1,-4,56,32,21,1022,1018,1014,10,10,10,35,16,,0.00,6,,234
98 | 2014-4-7,21,12,3,5,3,-1,86,52,15,1025,1022,1015,11,9,8,21,6,,0.00,6,,37
99 | 2014-4-8,26,18,11,2,0,-9,47,24,5,1015,1011,1003,11,10,10,43,16,,0.00,4,,168
100 | 2014-4-9,21,16,11,3,-1,-8,44,27,12,1011,1008,1003,10,10,10,35,18,,0.00,2,,199
101 | 2014-4-10,15,9,4,4,1,-4,72,44,22,1015,1014,1011,14,10,10,32,13,,0.00,6,,177
102 | 2014-4-11,19,12,4,6,3,1,80,47,18,1017,1017,1015,14,11,10,32,3,,0.00,,,-1
103 | 2014-4-12,23,13,3,3,-1,-7,70,35,9,1032,1020,1013,11,10,10,23,3,,0.00,3,,128
104 | 2014-4-13,17,12,8,8,3,-6,77,46,12,1016,1014,1012,10,10,10,29,6,,0.25,7,Rain,92
105 | 2014-4-14,22,14,6,7,4,0,86,50,14,1017,1015,1011,11,10,10,19,6,,0.25,4,,188
106 | 2014-4-15,19,14,9,9,7,3,94,62,33,1017,1015,1010,11,9,3,14,6,,1.02,7,Rain,148
107 | 2014-4-16,21,14,8,10,6,2,80,51,20,1019,1017,1014,10,10,10,19,6,,1.02,5,,188
108 | 2014-4-17,24,15,6,8,6,2,86,50,15,1021,1018,1012,14,11,10,26,6,,0.00,3,Rain,103
109 | 2014-4-18,22,17,12,12,8,6,73,48,31,1041,1015,1009,14,11,10,26,11,,2.03,8,Rain,-1
110 | 2014-4-19,27,18,9,11,8,5,88,54,19,1018,1015,1011,11,10,10,26,3,,0.00,1,,116
111 | 2014-4-20,23,18,12,9,6,1,63,40,18,1018,1015,1010,11,10,10,21,6,,0.00,7,,278
112 | 2014-4-21,24,17,10,10,6,2,70,44,15,1015,1012,1007,14,10,10,21,5,,3.05,3,Rain,23
113 | 2014-4-22,22,16,10,12,8,4,80,57,38,1015,1012,1008,11,10,10,32,14,,1.02,3,Rain,175
114 | 2014-4-23,24,16,8,7,2,-7,66,38,6,1016,1013,1008,14,10,10,18,6,,0.00,1,,336
115 | 2014-4-24,22,15,8,4,-1,-3,54,30,13,1016,1013,1010,14,11,10,18,6,,0.00,1,,17
116 | 2014-4-25,25,17,8,8,4,1,54,35,17,1014,1012,1011,14,11,10,18,3,,0.25,,,-1
117 | 2014-4-26,26,19,12,9,7,3,70,42,13,1017,1011,1002,14,10,10,55,16,,0.00,6,,118
118 | 2014-4-27,26,20,14,9,5,1,43,33,14,1013,1009,1003,11,10,10,21,13,,0.00,6,Thunderstorm,43
119 | 2014-4-28,27,21,15,11,8,3,72,42,15,1017,1012,1007,10,9,8,40,19,,0.00,6,Thunderstorm,161
120 | 2014-4-29,26,18,11,8,5,0,63,35,11,1015,1011,1006,14,11,10,43,14,,0.00,2,,170
121 | 2014-4-30,27,19,11,2,-1,-4,50,21,7,1014,1009,1004,14,11,10,37,14,,0.00,1,,212
122 | 2014-5-1,27,19,11,4,-2,-4,33,20,10,1014,1011,1006,11,10,10,26,13,,0.00,2,,118
123 | 2014-5-2,26,17,8,5,2,-2,59,27,9,1010,1008,1006,14,11,10,29,6,,0.00,,,-1
124 | 2014-5-3,22,16,10,8,3,-2,57,38,20,1013,1010,1006,11,10,10,26,8,,0.00,5,Thunderstorm,72
125 | 2014-5-4,25,16,6,7,4,0,81,44,15,1017,1014,1010,14,11,10,21,5,,0.00,1,,51
126 | 2014-5-5,29,19,9,4,1,-4,50,26,7,1018,1015,1009,11,10,10,11,6,,0.00,3,,149
127 | 2014-5-6,31,22,13,7,4,2,43,27,9,1018,1012,1006,11,10,10,14,3,,0.00,,,195
128 | 2014-5-7,31,22,13,10,7,5,49,30,15,1017,1012,1007,14,10,10,35,6,,0.00,4,,357
129 | 2014-5-8,27,21,14,11,10,8,72,47,23,1020,1015,1010,14,10,10,14,5,,0.00,6,,9
130 | 2014-5-9,28,21,14,13,12,8,68,51,24,1013,1011,1007,11,10,8,18,8,,1.02,,Rain,-1
131 | 2014-5-10,26,21,16,13,9,2,72,46,14,1016,1012,1007,11,10,10,29,10,,0.00,7,,172
132 | 2014-5-11,28,21,15,11,10,8,69,43,20,1015,1011,1005,11,10,10,35,5,,0.00,5,Thunderstorm,311
133 | 2014-5-12,27,20,13,11,9,4,77,44,15,1017,1012,1006,14,11,10,26,5,,2.03,1,Rain,352
134 | 2014-5-13,21,17,13,12,10,8,88,65,39,1017,1012,1008,10,10,10,23,8,,3.05,8,Rain,66
135 | 2014-5-14,22,17,12,11,9,8,82,59,36,1014,1011,1007,11,10,10,26,10,,9.91,3,Hail-Thunderstorm,37
136 | 2014-5-15,24,17,10,9,8,6,77,47,21,1016,1012,1008,18,11,10,19,6,,0.00,3,,16
137 | 2014-5-16,28,18,9,10,7,4,68,36,13,1012,1010,1008,14,12,10,0,0,,0.00,,,-1
138 | 2014-5-17,30,21,13,8,4,1,55,29,8,1018,1014,1009,14,11,10,11,3,,0.00,1,,172
139 | 2014-5-18,30,21,13,7,4,1,55,28,12,1016,1011,1003,11,10,10,26,6,,0.00,1,,183
140 | 2014-5-19,28,21,13,8,0,-14,56,25,5,1013,1009,1004,11,10,10,32,10,,0.00,3,,90
141 | 2014-5-20,20,17,14,8,6,-2,67,44,16,1013,1010,1005,14,10,10,29,13,,4.06,3,Thunderstorm,29
142 | 2014-5-21,24,17,9,8,6,-4,77,44,13,1015,1012,1009,11,10,10,19,6,,0.00,3,,25
143 | 2014-5-22,20,17,13,12,9,6,82,57,36,1020,1015,1010,14,10,6,18,8,,4.06,6,Rain,325
144 | 2014-5-23,24,19,13,14,11,8,85,55,33,1016,1013,1011,11,10,10,145,21,,5.08,,,-1
145 | 2014-5-24,28,20,13,13,11,8,82,54,22,1018,1014,1007,11,10,8,23,6,,6.10,2,Rain,117
146 | 2014-5-25,29,21,13,13,11,2,88,58,10,1015,1010,1003,14,11,10,21,6,,0.00,1,,20
147 | 2014-5-26,27,21,14,12,8,1,77,44,16,1016,1012,1006,11,10,8,18,6,,3.05,3,Rain-Thunderstorm,223
148 | 2014-5-27,26,19,13,12,9,4,80,48,18,1014,1010,1005,11,10,10,32,8,,2.03,3,Rain-Thunderstorm,183
149 | 2014-5-28,22,17,12,13,11,8,85,61,34,1011,1008,1005,10,10,10,18,6,,5.08,2,Rain-Thunderstorm,21
150 | 2014-5-29,22,18,13,16,11,9,77,59,43,1015,1013,1008,11,10,10,14,10,,3.05,2,Snow,192
151 | 2014-5-30,28,20,11,12,11,9,85,49,22,1013,1011,1008,14,11,10,18,3,,1.02,,Rain,-1
152 | 2014-5-31,31,22,13,12,9,6,77,41,19,1015,1011,1006,11,10,10,18,5,,0.00,1,Rain,36
153 | 2014-6-1,32,24,18,13,9,6,73,37,13,1015,1010,1004,11,10,10,29,8,,0.00,3,,178
154 | 2014-6-2,28,20,13,12,7,-2,61,36,14,1012,1008,1004,11,10,8,37,10,,3.05,3,Rain-Thunderstorm,177
155 | 2014-6-3,28,20,12,12,10,6,88,52,22,1011,1008,1003,14,11,10,37,8,,0.00,2,Thunderstorm,34
156 | 2014-6-4,24,18,12,12,9,7,73,47,24,1017,1012,1006,19,13,8,29,10,,0.51,3,Rain,37
157 | 2014-6-5,27,19,11,13,9,7,80,49,22,1018,1014,1008,11,10,10,21,6,,0.51,2,Rain,237
158 | 2014-6-6,27,20,13,14,12,9,83,53,26,1008,1006,1002,14,11,10,18,3,,0.00,,,-1
159 | 2014-6-7,30,21,12,12,7,0,82,41,9,1011,1007,1002,10,9,7,26,3,,0.00,0,,158
160 | 2014-6-8,31,21,12,9,7,2,60,33,10,1015,1010,1004,11,10,10,18,5,,0.00,1,,107
161 | 2014-6-9,33,23,13,10,7,3,64,34,12,1015,1010,1004,19,13,10,14,3,,0.00,2,,320
162 | 2014-6-10,33,24,15,13,6,1,47,28,10,1014,1009,1004,14,10,10,18,5,,0.51,2,Rain,301
163 | 2014-6-11,31,23,15,10,8,5,56,34,16,1012,1007,996,10,10,10,35,18,,0.00,2,,6
164 | 2014-6-12,27,21,15,12,8,5,68,38,23,1006,1002,996,14,11,10,19,6,,0.51,2,Rain-Thunderstorm,28
165 | 2014-6-13,23,18,12,11,7,2,72,43,18,1007,1004,1001,18,11,10,21,6,,0.00,8,,-1
166 | 2014-6-14,28,20,12,9,6,3,55,32,14,1014,1010,1004,11,10,10,14,6,,0.00,1,,326
167 | 2014-6-15,31,22,14,10,8,3,56,34,13,1016,1011,1006,11,10,10,18,6,,0.00,1,Rain,262
168 | 2014-6-16,32,23,14,10,8,4,52,32,10,1016,1011,1004,19,11,10,21,8,,0.00,1,,8
169 | 2014-6-17,32,23,15,11,8,5,59,34,12,1016,1011,1004,19,13,10,23,5,,0.00,1,,349
170 | 2014-6-18,32,24,16,11,10,7,53,35,14,1016,1010,1003,14,11,10,19,6,,0.00,1,,4
171 | 2014-6-19,33,24,16,12,11,8,56,35,15,1013,1007,1000,19,12,10,23,6,,0.00,1,,18
172 | 2014-6-20,36,26,16,12,9,2,56,24,10,1011,1001,996,14,11,10,21,5,,0.00,,,-1
173 | 2014-6-21,37,27,17,12,7,0,51,25,5,1009,1004,997,19,14,10,23,6,,0.00,,,167
174 | 2014-6-22,37,27,17,9,5,-6,34,21,4,1011,1006,999,14,11,10,23,6,,0.00,1,,106
175 | 2014-6-23,33,26,18,14,11,4,50,34,16,1015,1008,1000,11,10,10,26,8,,0.00,1,,31
176 | 2014-6-24,31,25,19,13,11,7,56,36,19,1014,1008,1001,14,11,10,26,10,,0.00,2,Thunderstorm,6
177 | 2014-6-25,31,23,16,14,12,9,67,45,21,1014,1009,1001,14,11,10,26,5,,1.02,3,Rain,1
178 | 2014-6-26,31,23,16,12,11,9,58,39,19,1014,1009,1004,14,11,10,19,11,,0.00,1,,14
179 | 2014-6-27,32,24,16,12,9,7,58,30,13,1010,1008,1006,14,12,10,18,8,,0.00,,,-1
180 | 2014-6-28,34,26,18,16,9,8,69,30,16,1019,1011,1004,18,13,10,19,6,,0.00,3,,8
181 | 2014-6-29,34,26,18,13,11,8,57,35,15,1016,1010,1001,11,10,10,21,8,,0.00,1,Thunderstorm,327
182 | 2014-6-30,32,25,18,15,13,6,68,41,20,1017,1011,1004,11,10,10,21,6,,0.00,1,,10
183 | 2014-7-1,31,24,17,14,13,11,63,41,24,1020,1013,1005,14,11,10,14,6,,0.00,1,,354
184 | 2014-7-2,32,24,17,14,12,10,62,38,20,1018,1012,1006,14,11,10,29,10,,0.00,1,,26
185 | 2014-7-3,31,24,18,13,12,10,53,36,19,1017,1010,1003,14,12,10,26,16,,0.00,3,,6
186 | 2014-7-4,32,24,17,12,11,10,58,34,20,1006,1003,999,11,10,10,11,5,,0.00,,Thunderstorm,-1
187 | 2014-7-5,27,22,18,18,16,12,94,66,43,1014,1009,1002,14,10,2,23,6,,5.08,6,Rain-Thunderstorm,39
188 | 2014-7-6,29,23,16,17,16,13,94,61,38,1015,1010,1004,14,11,10,14,3,,0.76,3,,16
189 | 2014-7-7,35,27,18,16,14,7,77,47,11,1014,1008,999,11,10,10,18,5,,0.00,1,,31
190 | 2014-7-8,32,26,19,13,12,10,50,36,19,1011,1005,998,14,11,10,21,8,,0.00,1,,35
191 | 2014-7-9,31,23,16,14,12,10,66,42,22,1011,1005,999,14,11,10,11,5,,3.05,1,Thunderstorm,14
192 | 2014-7-10,33,25,17,14,12,10,68,42,16,1011,1006,999,18,12,10,11,2,,0.00,1,,38
193 | 2014-7-11,35,28,20,16,13,10,65,33,14,1006,1004,1001,14,11,10,18,8,,0.00,,,-1
194 | 2014-7-12,37,28,19,16,14,12,67,41,15,1015,1008,1001,11,10,10,11,5,,0.00,1,,340
195 | 2014-7-13,37,29,20,16,14,11,64,39,18,1012,1005,997,11,10,10,19,5,,0.00,3,,342
196 | 2014-7-14,33,27,19,15,14,11,73,41,21,1011,1006,999,14,11,10,21,6,,0.00,1,,357
197 | 2014-7-15,32,26,18,14,13,12,60,41,21,1013,1007,1001,14,12,10,14,5,,0.00,,,350
198 | 2014-7-16,36,27,18,12,11,7,55,30,14,1014,1007,1000,14,11,10,11,5,,0.00,1,,345
199 | 2014-7-17,38,28,19,13,12,9,38,27,15,1012,1004,996,11,10,10,14,3,,0.00,1,,19
200 | 2014-7-18,38,29,20,16,13,11,52,27,12,1000,997,994,11,11,10,14,3,,0.00,,,-1
201 | 2014-7-19,36,28,20,16,13,9,49,34,11,1009,1001,993,18,13,10,19,8,,0.00,,,12
202 | 2014-7-20,37,28,19,14,11,-1,53,31,5,1007,1001,991,11,11,10,21,6,,0.00,,,346
203 | 2014-7-21,34,27,18,13,10,1,60,34,6,1007,1001,993,11,10,10,32,6,,0.00,1,,43
204 | 2014-7-22,31,26,20,14,12,7,68,39,18,1011,1006,1000,11,10,10,18,6,,0.00,4,,346
205 | 2014-7-23,32,26,19,10,9,7,46,29,15,1015,1008,1002,19,12,10,18,10,,0.00,1,,10
206 | 2014-7-24,34,26,16,12,9,7,52,31,11,1014,1006,1000,11,10,10,21,5,,0.00,,,330
207 | 2014-7-25,38,28,17,12,11,7,54,27,8,1001,998,994,14,11,10,11,3,,0.00,,,-1
208 | 2014-7-26,35,27,19,16,13,11,57,35,15,1010,1004,997,11,10,10,19,6,,0.00,5,,9
209 | 2014-7-27,36,28,21,14,12,9,57,33,12,1012,1006,999,18,11,10,19,3,,0.00,1,,106
210 | 2014-7-28,33,27,20,13,9,6,60,31,12,1014,1008,1001,14,11,10,18,6,,0.00,1,,343
211 | 2014-7-29,32,25,18,12,10,9,47,32,16,1014,1007,1002,14,11,10,14,5,,0.00,1,,28
212 | 2014-7-30,33,26,19,11,8,6,44,27,15,1014,1007,1002,11,11,10,14,5,,0.00,1,,28
213 | 2014-7-31,33,26,19,11,8,6,44,25,14,1013,1006,1000,19,13,10,14,10,,0.00,1,,13
214 | 2014-8-1,35,26,17,13,11,9,56,31,15,1005,1002,999,14,11,10,6,2,,0.00,,,-1
215 | 2014-8-2,36,27,18,13,12,10,60,34,14,1012,1005,998,14,11,10,14,5,,0.00,1,,350
216 | 2014-8-3,35,27,18,13,11,7,56,35,12,1010,1004,996,14,10,10,29,6,,0.00,2,Thunderstorm,333
217 | 2014-8-4,34,26,18,14,11,8,77,36,17,1009,1003,995,14,11,10,21,11,,0.00,1,Rain,323
218 | 2014-8-5,34,24,14,12,9,4,47,26,11,1006,999,992,11,10,10,18,5,,0.00,1,,5
219 | 2014-8-6,34,26,18,12,10,7,47,28,16,1007,1000,994,14,11,10,14,5,,0.00,1,,49
220 | 2014-8-7,34,27,18,14,12,9,62,34,14,1011,1004,999,14,11,2,11,6,,0.00,1,,20
221 | 2014-8-8,37,27,18,13,11,7,64,30,9,1003,1001,998,11,11,10,21,5,,0.00,,,-1
222 | 2014-8-9,37,28,18,13,10,8,56,30,12,1010,1004,996,11,11,10,11,3,,0.00,1,,356
223 | 2014-8-10,37,28,18,12,11,8,56,30,11,1012,1005,998,11,10,10,11,5,,0.00,1,,347
224 | 2014-8-11,36,27,18,13,11,8,53,32,10,1013,1007,1000,11,10,10,14,5,,0.00,1,,343
225 | 2014-8-12,36,26,17,13,10,8,62,28,13,1012,1005,999,14,11,10,19,5,,0.00,,,3
226 | 2014-8-13,36,28,20,12,9,7,41,27,13,1014,1008,1001,11,10,10,14,8,,0.00,1,,357
227 | 2014-8-14,34,26,18,13,11,8,61,32,16,1019,1012,1007,11,11,10,14,5,,0.00,1,,346
228 | 2014-8-15,35,27,19,13,12,10,48,30,15,1011,1008,1003,11,11,10,11,2,,0.00,,,-1
229 | 2014-8-16,36,27,17,12,9,7,53,29,10,1013,1007,999,14,11,10,19,6,,0.00,1,,15
230 | 2014-8-17,36,27,19,13,11,8,54,32,11,1013,1006,999,11,9,0,11,5,,0.00,1,,328
231 | 2014-8-18,38,29,19,12,7,3,44,22,7,1013,1007,1000,18,11,10,19,5,,0.00,1,,111
232 | 2014-8-19,38,29,19,10,7,3,38,18,7,1017,1010,1004,11,10,10,14,6,,0.00,5,,190
233 | 2014-8-20,36,30,23,16,8,4,46,22,11,1019,1013,1006,11,10,10,23,11,,6.10,3,Rain-Thunderstorm,181
234 | 2014-8-21,35,27,18,14,12,8,71,36,11,1018,1011,1004,11,10,10,26,5,,0.00,1,,347
235 | 2014-8-22,35,27,18,13,11,10,64,30,15,1007,1005,1003,14,11,10,21,10,,0.00,,,-1
236 | 2014-8-23,35,27,19,15,11,1,78,35,7,1016,1010,1002,14,11,10,14,3,,0.00,2,,360
237 | 2014-8-24,36,27,18,12,11,9,64,34,14,1016,1010,1003,10,10,10,18,5,,0.00,1,,324
238 | 2014-8-25,36,27,18,18,11,8,77,32,10,1018,1011,1005,11,10,10,18,6,,0.00,1,,38
239 | 2014-8-26,37,28,19,12,9,8,47,25,10,1018,1010,1005,11,10,10,11,3,,0.00,1,,4
240 | 2014-8-27,36,28,19,13,11,3,57,31,7,1018,1011,1005,14,11,10,18,5,,0.00,1,,16
241 | 2014-8-28,38,27,16,11,9,5,61,26,10,1016,1008,1003,10,10,10,19,5,,0.00,1,,6
242 | 2014-8-29,38,28,18,12,8,4,43,22,6,1005,1002,1000,19,13,10,14,8,,0.00,,,-1
243 | 2014-8-30,35,27,18,12,9,6,58,30,12,1015,1009,1002,11,10,10,19,5,,0.00,1,,17
244 | 2014-8-31,33,26,18,13,12,12,61,38,19,1017,1010,1003,18,11,10,11,6,,0.00,1,,16
245 | 2014-9-1,33,26,18,14,13,12,68,42,22,1015,1009,1001,11,10,10,18,6,,0.00,1,Thunderstorm,360
246 | 2014-9-2,34,26,18,13,12,10,64,36,16,1014,1007,1001,18,11,10,18,3,,0.00,1,,27
247 | 2014-9-3,35,26,17,14,11,5,73,34,8,1015,1008,1002,14,11,10,11,2,,0.00,2,,50
248 | 2014-9-4,36,27,18,14,10,4,56,29,9,1013,1005,998,19,12,10,14,2,,0.00,1,,48
249 | 2014-9-5,34,26,17,14,11,8,63,32,12,1002,1000,999,11,11,10,18,5,,0.00,,,-1
250 | 2014-9-6,31,23,17,13,12,11,68,43,23,1014,1008,1002,14,11,10,21,3,,0.00,2,Thunderstorm,341
251 | 2014-9-7,33,25,17,14,10,3,77,36,8,1014,1008,1002,11,10,10,11,3,,0.00,1,,275
252 | 2014-9-8,34,24,15,9,4,-2,53,24,7,1015,1009,1003,11,10,10,18,3,,0.00,1,,117
253 | 2014-9-9,33,24,15,5,1,-4,36,16,4,1013,1008,1002,14,11,10,23,8,,0.00,1,,152
254 | 2014-9-10,33,23,14,10,7,4,38,26,12,1015,1009,1003,11,10,10,11,3,,0.00,1,,12
255 | 2014-9-11,34,23,13,12,6,1,56,24,6,1015,1009,1004,14,11,10,19,5,,0.00,,,19
256 | 2014-9-12,33,23,13,10,7,3,51,25,12,1008,1006,1003,11,11,10,6,0,,0.00,,,-1
257 | 2014-9-13,31,24,17,12,9,6,63,38,12,1016,1010,1004,11,10,10,19,6,,0.00,1,,18
258 | 2014-9-14,33,24,15,12,9,3,69,38,11,1014,1009,1003,11,10,10,11,5,,0.00,1,,282
259 | 2014-9-15,30,23,16,10,8,3,59,36,18,1015,1009,1003,14,10,10,11,3,,0.00,1,,71
260 | 2014-9-16,28,21,14,12,8,3,67,34,16,1013,1007,1002,14,10,10,47,6,,0.25,1,Rain,143
261 | 2014-9-17,27,21,14,11,8,6,58,35,19,1014,1009,1005,11,10,10,14,6,,0.00,1,,4
262 | 2014-9-18,30,22,13,12,9,4,71,40,12,1016,1011,1007,11,10,10,19,3,,0.00,1,,117
263 | 2014-9-19,31,21,12,11,8,3,75,39,11,1014,1011,1009,14,11,10,11,2,,0.00,,,-1
264 | 2014-9-20,29,20,12,11,9,2,77,45,19,1016,1012,1007,11,10,10,23,5,,0.00,3,,89
265 | 2014-9-21,26,19,12,11,10,9,77,54,25,1014,1009,1003,14,10,10,14,5,,0.00,1,,331
266 | 2014-9-22,28,19,11,11,8,1,84,47,10,1014,1009,1005,14,11,10,14,3,,0.00,1,,75
267 | 2014-9-23,28,21,13,11,7,4,51,34,21,1014,1009,1004,11,10,10,8,3,,0.00,1,,54
268 | 2014-9-24,31,22,14,10,6,3,52,27,13,1012,1008,1003,11,10,10,29,10,,0.00,2,,194
269 | 2014-9-25,24,19,13,13,8,4,84,46,20,1013,1009,1005,18,11,10,23,10,,0.00,2,,19
270 | 2014-9-26,23,18,12,5,2,1,39,28,14,1012,1009,1006,14,13,10,18,5,,0.00,,,-1
271 | 2014-9-27,27,17,6,6,3,1,66,36,13,1017,1013,1009,16,12,10,11,5,,0.00,,,54
272 | 2014-9-28,28,19,10,7,3,1,50,26,11,1016,1012,1006,14,11,10,39,11,53,0.25,2,,152
273 | 2014-9-29,26,19,13,15,10,-2,100,61,13,1016,1012,1007,10,10,10,32,6,42,0.51,4,Rain,338
274 | 2014-9-30,25,18,11,9,8,6,82,51,24,1018,1015,1009,11,10,10,26,8,,1.02,2,,27
275 | 2014-10-1,23,17,10,8,7,4,74,48,21,1021,1017,1014,16,11,10,19,6,,0.00,2,,25
276 | 2014-10-2,18,13,8,12,8,5,87,62,41,1022,1019,1015,11,10,9,19,5,,4.06,4,Rain-Thunderstorm,324
277 | 2014-10-3,18,15,12,13,11,9,94,77,55,1020,1019,1017,10,8,6,11,3,,11.94,8,Rain,-1
278 | 2014-10-4,21,16,11,12,10,9,94,72,46,1021,1019,1015,11,9,5,11,2,,0.00,4,,80
279 | 2014-10-5,24,17,10,12,11,8,91,67,25,1020,1017,1014,10,8,4,11,3,,0.00,1,,54
280 | 2014-10-6,25,17,8,12,8,4,82,50,24,1022,1019,1014,11,10,10,14,3,,0.00,1,,64
281 | 2014-10-7,22,17,11,12,8,6,83,53,26,1023,1020,1016,10,10,10,26,6,,0.00,2,,31
282 | 2014-10-8,18,14,10,7,6,5,71,55,35,1025,1023,1020,10,10,10,14,5,,0.00,4,,25
283 | 2014-10-9,19,13,8,9,7,5,87,58,40,1024,1022,1017,10,10,10,11,3,,0.00,5,Rain,15
284 | 2014-10-10,21,14,8,9,7,5,74,56,32,1023,1021,1020,11,9,0,14,2,,0.00,,,-1
285 | 2014-10-11,21,14,7,8,7,6,87,59,28,1026,1023,1019,10,10,10,11,3,,0.00,2,,35
286 | 2014-10-12,23,15,7,8,7,6,86,57,26,1023,1020,1017,11,10,10,11,2,,0.00,2,,76
287 | 2014-10-13,19,17,14,13,12,8,89,73,51,1021,1018,1014,11,10,8,14,5,,3.05,6,Rain,107
288 | 2014-10-14,24,18,11,11,10,8,82,56,26,1021,1017,1013,10,9,8,23,6,,0.00,1,,174
289 | 2014-10-15,21,17,13,11,10,8,76,57,35,1020,1017,1013,10,9,8,29,14,,0.25,4,Rain,156
290 | 2014-10-16,23,17,11,10,8,6,77,52,26,1021,1017,1013,11,10,10,23,10,,0.00,1,,164
291 | 2014-10-17,18,14,11,11,8,7,86,60,42,1011,1011,1010,14,11,10,14,5,,0.51,,,-1
292 | 2014-10-18,18,13,9,10,8,7,85,67,38,1013,1011,1008,10,10,10,19,6,,0.00,5,,169
293 | 2014-10-19,12,10,8,10,8,6,88,79,59,1012,1009,1006,10,7,3,14,5,,7.87,8,Rain,44
294 | 2014-10-20,8,4,0,7,2,0,100,88,65,1022,1019,1013,10,7,1,21,5,,10.92,7,Rain-Snow,306
295 | 2014-10-21,11,8,5,6,4,3,93,83,62,1021,1017,1015,10,9,6,11,2,,0.00,8,,4
296 | 2014-10-22,19,11,4,8,6,2,82,68,38,1020,1019,1016,10,9,8,23,6,,0.00,1,,185
297 | 2014-10-23,19,12,6,8,7,5,89,65,37,1022,1020,1017,10,9,8,23,5,,0.00,6,,185
298 | 2014-10-24,19,12,5,8,7,4,87,59,30,1017,1016,1015,19,11,10,0,0,,0.00,,,-1
299 | 2014-10-25,22,14,6,7,5,3,82,51,23,1018,1015,1012,11,10,10,14,3,,0.00,2,,175
300 | 2014-10-26,17,12,6,8,6,3,85,60,41,1022,1019,1014,11,10,10,14,3,,0.00,2,,7
301 | 2014-10-27,14,9,4,5,4,3,87,67,39,1027,1025,1022,10,10,10,14,3,,0.00,4,,39
302 | 2014-10-28,15,10,5,6,4,3,81,66,41,1026,1025,1023,14,11,10,8,2,,0.00,6,,10
303 | 2014-10-29,15,9,3,8,4,3,93,71,44,1026,1023,1022,10,9,6,8,3,,0.00,4,,23
304 | 2014-10-30,16,9,3,6,4,1,93,71,42,1024,1021,1019,10,8,4,8,3,,0.00,4,,12
305 | 2014-10-31,17,10,3,7,6,2,96,70,41,1018,1015,1010,10,6,2,11,2,,0.00,,,-1
306 | 2014-11-1,17,10,4,8,5,3,94,65,37,1010,1009,1007,10,8,2,18,6,,4.06,5,,169
307 | 2014-11-2,12,10,7,7,6,4,91,75,51,1012,1010,1007,10,9,6,11,6,,4.06,6,Rain,37
308 | 2014-11-3,8,5,2,3,-2,-8,96,58,20,1021,1015,1005,18,11,8,26,13,,0.00,5,Rain,35
309 | 2014-11-4,8,3,-2,-2,-6,-10,61,45,20,1021,1019,1016,14,11,10,18,3,,0.00,6,,33
310 | 2014-11-5,7,1,-4,-3,-5,-11,71,48,29,1031,1027,1022,14,10,10,14,2,,0.00,,,30
311 | 2014-11-6,10,3,-4,-3,-6,-9,84,50,26,1034,1030,1027,14,11,10,11,3,,0.00,,,40
312 | 2014-11-7,13,4,-4,-1,-3,-4,87,56,25,1034,1032,1030,10,10,10,6,0,,0.00,,,-1
313 | 2014-11-8,15,6,-3,-1,-3,-6,87,49,22,1033,1029,1027,14,10,8,19,3,,0.00,,,52
314 | 2014-11-9,14,6,-2,1,-2,-4,87,50,23,1031,1029,1027,14,10,10,8,2,,0.00,,,65
315 | 2014-11-10,11,4,-2,1,-2,-4,88,51,23,1031,1028,1025,10,10,10,11,2,,0.00,,,45
316 | 2014-11-11,13,6,-2,0,-2,-3,89,55,24,1029,1027,1024,10,9,8,11,2,,0.00,0,,30
317 | 2014-11-12,13,6,-2,2,-1,-2,89,58,31,1028,1025,1023,10,9,6,8,3,,0.00,0,,38
318 | 2014-11-13,13,5,-3,-1,-3,-8,89,53,24,1026,1023,1022,10,10,10,19,3,,0.00,1,,99
319 | 2014-11-14,12,6,-2,1,-1,-3,85,59,31,1027,1025,1024,10,10,10,0,0,,0.00,8,,-1
320 | 2014-11-15,18,11,3,1,-1,-8,66,37,14,1025,1022,1019,10,10,10,23,8,,0.00,4,,167
321 | 2014-11-16,12,8,5,3,2,1,76,60,37,1021,1019,1017,10,9,6,8,2,,1.02,7,,203
322 | 2014-11-17,9,8,6,7,6,5,94,84,76,1021,1020,1019,8,6,3,14,3,,0.76,8,Rain,173
323 | 2014-11-18,13,9,6,8,7,5,94,80,54,1025,1022,1021,10,6,1,8,2,,0.51,5,Rain,38
324 | 2014-11-19,9,6,3,6,5,2,100,84,68,1028,1026,1025,10,5,1,8,2,,0.00,8,,81
325 | 2014-11-20,10,6,1,5,3,1,94,85,57,1028,1026,1023,10,5,1,8,2,,0.00,6,,1
326 | 2014-11-21,9,4,0,6,3,0,100,94,81,1024,1022,1019,6,3,0,6,2,,2.03,,Fog,-1
327 | 2014-11-22,12,8,4,6,5,4,94,77,54,1017,1009,1006,10,9,3,23,6,,3.05,7,Rain,198
328 | 2014-11-23,13,7,2,4,1,-1,92,63,32,1021,1013,1008,11,10,10,21,5,,0.00,1,,148
329 | 2014-11-24,10,7,3,3,2,1,87,70,46,1019,1017,1015,10,10,8,14,5,,7.11,4,,345
330 | 2014-11-25,5,3,2,2,1,-1,92,80,62,1022,1020,1018,10,9,6,11,3,,0.76,8,Rain-Snow,32
331 | 2014-11-26,7,4,2,3,1,0,93,79,62,1021,1019,1016,10,9,8,6,2,,0.25,8,Rain,33
332 | 2014-11-27,8,4,1,4,3,0,93,82,66,1019,1016,1014,10,7,2,19,2,,9.91,7,Rain,70
333 | 2014-11-28,6,3,2,3,2,0,90,83,65,1024,1022,1019,10,8,5,11,3,,0.25,8,Rain,-1
334 | 2014-11-29,6,4,2,3,2,-1,93,85,69,1025,1023,1021,10,8,5,11,3,,0.76,8,Rain,274
335 | 2014-11-30,9,3,-3,1,-1,-3,100,74,36,1025,1021,1018,10,9,1,14,3,,0.00,2,Fog,172
336 | 2014-12-1,10,6,1,2,-1,-2,86,55,36,1017,1015,1013,10,10,10,26,8,,0.51,4,,161
337 | 2014-12-2,7,4,2,2,-2,-6,84,58,32,1023,1019,1012,11,10,10,14,8,,5.08,5,Rain-Snow,20
338 | 2014-12-3,4,2,1,1,-1,-3,90,72,48,1032,1023,1019,10,9,6,26,5,,1.02,7,Rain-Snow,34
339 | 2014-12-4,4,2,1,1,0,-1,93,82,65,1035,1032,1029,10,9,5,11,2,,0.00,7,,35
340 | 2014-12-5,4,2,1,2,1,-1,86,77,69,1032,1029,1026,10,9,6,0,0,,0.00,8,,-1
341 | 2014-12-6,6,4,2,2,1,1,93,79,63,1032,1028,1025,8,5,3,8,2,,0.00,8,,5
342 | 2014-12-7,8,6,4,3,2,1,87,73,50,1033,1030,1028,10,5,2,23,5,,0.00,7,,217
343 | 2014-12-8,9,7,4,2,1,-1,71,59,42,1029,1028,1026,10,9,6,29,16,,0.00,6,,186
344 | 2014-12-9,11,7,3,4,2,-1,81,66,53,1029,1027,1024,10,8,6,14,3,,0.00,4,,171
345 | 2014-12-10,8,5,2,4,3,1,93,79,62,1026,1024,1022,6,4,3,26,6,,3.05,7,Rain,155
346 | 2014-12-11,11,6,1,6,3,0,93,80,57,1030,1026,1025,10,6,2,8,2,,0.00,3,,272
347 | 2014-12-12,9,6,1,2,1,0,92,69,43,1030,1029,1027,10,8,6,21,5,,0.00,,,-1
348 | 2014-12-13,7,5,3,3,1,0,88,75,63,1026,1024,1021,10,6,3,19,5,,3.05,7,Rain,145
349 | 2014-12-14,7,6,3,4,3,3,94,87,73,1026,1024,1023,5,3,2,11,3,,4.06,8,Rain,59
350 | 2014-12-15,6,4,4,4,4,3,100,92,81,1026,1024,1022,3,2,1,3,0,,7.87,8,Rain,53
351 | 2014-12-16,5,3,2,4,2,1,100,91,81,1030,1026,1024,10,7,3,6,2,,6.10,8,Rain,278
352 | 2014-12-17,9,4,1,2,1,-1,100,78,47,1032,1029,1027,11,9,5,11,2,,0.00,2,,236
353 | 2014-12-18,5,2,-1,1,0,-2,93,82,64,1028,1025,1022,10,7,3,11,2,,0.00,8,,71
354 | 2014-12-19,6,2,-1,1,-1,-2,91,74,57,1025,1024,1023,8,7,6,14,3,,0.00,,,-1
355 | 2014-12-20,6,2,-1,2,1,-1,95,86,73,1026,1023,1019,6,4,1,11,3,,0.00,6,,7
356 | 2014-12-21,2,0,-2,1,-1,-3,100,90,84,1028,1022,1019,8,3,0,8,2,,0.00,8,Fog,78
357 | 2014-12-22,7,2,-2,2,-1,-3,100,83,53,1022,1017,1013,10,4,0,18,3,,0.00,6,Fog,63
358 | 2014-12-23,1,0,-1,-1,-1,-2,100,89,74,1019,1016,1014,10,5,0,209,16,,5.08,8,Fog-Snow,30
359 | 2014-12-24,5,0,-5,-1,-3,-7,96,79,46,1028,1023,1019,10,9,5,14,3,,0.00,2,,182
360 | 2014-12-25,8,2,-4,1,-2,-4,90,70,44,1032,1028,1024,10,9,8,21,5,,0.00,,,244
361 | 2014-12-26,8,2,-3,1,-2,-4,90,73,47,1029,1027,1025,10,10,10,6,0,,0.00,,,-1
362 | 2014-12-27,8,2,-4,1,-2,-4,91,70,43,1027,1022,1018,10,10,10,14,5,,0.00,6,,108
363 | 2014-12-28,10,4,-1,2,1,-2,86,66,46,1022,1018,1015,10,10,8,23,5,,0.00,2,,190
364 | 2014-12-29,12,5,-2,2,-1,-3,88,63,38,1025,1022,1019,10,10,10,19,8,,0.00,1,,162
365 | 2014-12-30,13,6,-1,2,0,-3,81,60,37,1022,1019,1016,10,10,10,14,5,,0.00,1,,128
366 | 2014-12-31,13,6,-1,1,-2,-4,81,56,33,1022,1020,1017,10,10,10,21,6,,0.00,,,180
-------------------------------------------------------------------------------- /2_Cleaning_up_our_act/London_2014.csv: -------------------------------------------------------------------------------- 1 | 2 | GMT,Max TemperatureC,Mean TemperatureC,Min TemperatureC,Dew PointC,MeanDew PointC,Min DewpointC,Max Humidity, Mean Humidity, Min Humidity, Max Sea Level PressurehPa, Mean Sea Level PressurehPa, Min Sea Level PressurehPa, Max VisibilityKm, Mean VisibilityKm, Min VisibilitykM, Max Wind SpeedKm/h, Mean Wind SpeedKm/h, Max Gust SpeedKm/h,Precipitationmm, CloudCover, Events,WindDirDegrees
3 | 2014-1-1,11,8,6,9,7,4,94,86,73,1002,993,984,31,11,2,40,26,66,9.91,4,Rain,186
4 | 2014-1-2,11,9,6,9,6,4,94,81,60,998,993,985,31,15,5,32,21,50,1.02,2,Rain,214
5 | 2014-1-3,11,8,6,9,5,2,94,76,54,1000,994,991,31,12,0,50,29,69,7.11,2,Rain-Thunderstorm,219
6 | 2014-1-4,9,6,3,8,6,2,93,85,65,1001,993,987,31,12,5,35,21,39,9.91,4,Rain,211
7 | 2014-1-5,12,7,1,11,4,-1,100,88,77,1004,1000,993,31,14,5,35,16,,0.25,5,Rain,199
8 | 2014-1-6,12,10,8,11,8,6,94,78,60,999,994,992,31,12,5,50,29,61,2.03,4,Rain,219
9 | 2014-1-7,12,10,8,8,7,6,87,78,63,1008,1003,999,31,13,5,39,27,55,5.08,3,Rain,219
10 | 2014-1-8,12,9,7,11,7,6,94,85,69,1015,1012,1005,27,14,6,24,18,37,1.02,3,Rain,197
11 | 2014-1-9,11,8,5,11,5,2,94,76,53,1014,1006,999,31,13,5,40,26,60,0.00,4,Rain,247
12 | 2014-1-10,11,7,2,7,4,2,93,85,66,1015,1014,1013,31,17,10,24,13,32,0.25,3,Rain,216
13 | 2014-1-11,9,4,0,7,3,-1,100,80,51,1025,1019,1012,31,12,6,24,14,,0.00,4,Rain,259
14 | 2014-1-12,10,4,-2,9,3,-2,100,91,79,1025,1016,1004,31,9,1,32,10,,0.51,6,Fog-Rain,126
15 | 2014-1-13,9,7,5,8,4,3,93,85,71,1008,1005,1000,31,16,5,34,19,,5.08,2,Rain,205
16 | 2014-1-14,7,4,1,5,2,0,100,82,55,1007,1004,1000,31,15,10,21,13,,0.25,3,Rain,242
17 | 2014-1-15,11,8,5,10,8,5,100,91,83,1004,998,992,31,12,5,26,18,,1.02,5,Rain,195
18 | 2014-1-16,11,8,6,9,6,4,94,85,67,993,990,987,31,14,3,27,18,47,3.05,3,Rain,188
19 | 2014-1-17,9,7,5,7,6,4,93,86,68,994,991,987,31,13,5,29,19,47,4.06,3,Rain,192
20 | 2014-1-18,11,8,6,8,6,5,100,84,71,994,991,989,31,14,3,32,14,,0.51,4,Rain,141
21 | 2014-1-19,8,6,2,7,4,1,93,79,53,1002,995,990,31,15,10,19,13,,0.00,3,Rain,203
22 | 2014-1-20,9,4,1,5,3,0,100,86,60,1012,1008,1002,21,10,2,8,3,,0.25,2,Fog,342
23 | 2014-1-21,8,4,1,5,3,1,100,88,66,1012,1010,1005,31,9,0,26,8,,0.25,4,Fog-Rain,162
24 | 2014-1-22,11,8,6,7,6,4,100,87,62,1012,1007,1003,31,13,6,23,14,32,0.25,5,Rain,221
25 | 2014-1-23,8,6,2,6,3,0,100,81,50,1016,1012,1010,31,14,5,26,13,45,1.02,2,Rain,265
26 | 2014-1-24,8,4,2,6,3,1,93,85,71,1016,1014,1012,31,15,6,19,11,,5.08,6,Rain,164
27 | 2014-1-25,12,9,5,8,6,0,100,83,48,1015,1012,1007,31,10,2,40,13,61,2.03,4,Fog-Rain,249
28 | 2014-1-26,9,6,2,8,3,0,93,80,62,1016,1002,990,31,14,3,37,19,39,5.08,4,Rain,232
29 | 2014-1-27,8,5,2,4,2,-1,87,80,61,993,990,987,31,16,9,34,23,47,2.03,3,Rain,228
30 | 2014-1-28,10,7,4,5,4,3,93,82,60,988,985,983,31,15,6,29,18,,0.25,3,Rain,176
31 | 2014-1-29,5,4,3,4,3,2,93,90,85,1000,994,989,31,10,3,24,14,,13.97,6,Rain,91
32 | 2014-1-30,6,4,3,4,3,2,100,89,76,1005,1002,1000,27,7,3,16,10,,0.00,6,Rain,20
33 | 2014-1-31,9,5,1,8,4,1,100,90,72,1006,998,985,23,7,0,37,13,50,7.11,5,Fog-Rain,173
34 | 2014-2-1,9,7,5,9,3,0,100,73,46,996,990,982,31,13,3,50,24,71,0.00,2,Rain,220
35 | 2014-2-2,10,8,5,4,3,1,93,71,43,1011,1005,997,31,16,10,37,24,47,0.00,2,,216
36 | 2014-2-3,8,6,3,5,3,2,93,79,55,1010,1003,997,31,15,10,32,18,,0.00,4,,133
37 | 2014-2-4,9,7,4,4,3,1,87,76,50,1001,996,986,31,14,6,39,21,53,0.51,4,Rain,176
38 | 2014-2-5,10,8,5,7,4,2,93,75,56,990,982,977,26,13,6,45,34,66,2.03,4,Rain,192
39 | 2014-2-6,10,8,6,9,6,3,100,82,62,996,989,980,29,12,2,35,26,40,7.11,4,Rain,190
40 | 2014-2-7,9,7,4,9,4,0,100,78,46,997,989,977,31,12,3,39,19,58,0.51,4,Rain,230
41 | 2014-2-8,9,8,7,8,4,0,93,74,50,987,979,976,31,14,3,45,32,69,2.03,3,Rain,208
42 | 2014-2-9,8,7,4,3,1,-2,81,65,42,991,985,978,31,14,10,47,34,66,0.00,3,Rain,228
43 | 2014-2-10,9,6,3,6,3,1,100,83,64,1001,993,989,31,14,6,26,11,,1.02,4,Rain,228
44 | 2014-2-11,8,5,2,6,2,-1,93,75,43,1002,996,989,31,14,6,40,19,58,2.03,3,Rain,222
45 | 2014-2-12,9,6,2,6,2,-1,93,74,49,1003,994,985,31,14,5,52,26,76,7.87,3,Rain-Thunderstorm,211
46 | 2014-2-13,8,6,3,2,1,-1,81,66,45,1000,992,989,31,15,10,42,27,48,0.00,2,,236
47 | 2014-2-14,12,8,3,10,4,0,94,81,60,1001,989,975,31,14,5,63,24,90,8.89,5,Rain,180
48 | 2014-2-15,11,8,5,5,3,2,87,67,51,1002,989,977,31,15,9,66,47,85,0.51,4,Rain,237
49 | 2014-2-16,11,6,2,4,2,-1,100,74,38,1009,1007,1002,31,17,7,21,16,,0.00,1,Rain,228
50 | 2014-2-17,11,7,2,7,5,3,100,83,58,1009,1008,1006,31,13,5,27,14,42,0.25,4,Rain,171
51 | 2014-2-18,11,8,5,8,7,4,93,88,75,1010,1008,1007,31,14,9,23,14,,6.10,4,Rain,203
52 | 2014-2-19,10,7,4,8,6,3,100,88,66,1013,1011,1009,31,12,1,24,13,,0.00,5,Fog-Rain,221
53 | 2014-2-20,13,9,6,10,7,3,100,84,49,1009,1001,998,31,11,3,34,21,42,1.02,4,Rain,218
54 | 2014-2-21,11,7,3,4,2,0,93,70,37,1005,1003,1001,31,15,10,39,19,55,0.00,2,Rain,234
55 | 2014-2-22,12,8,4,5,3,1,87,68,38,1013,1009,1004,31,16,10,29,21,,0.00,2,,228
56 | 2014-2-23,12,10,7,7,6,4,87,73,57,1012,1010,1008,31,15,10,37,27,60,0.00,5,Rain,197
57 | 2014-2-24,14,11,7,8,6,4,87,74,50,1009,1005,1000,31,17,9,32,19,50,0.51,3,Rain,181
58 | 2014-2-25,11,8,6,8,5,3,93,78,58,1006,1000,998,31,15,5,35,24,53,3.05,3,Rain-Snow,200
59 | 2014-2-26,12,7,3,5,3,1,93,73,38,1016,1013,1007,31,18,10,27,14,,0.00,3,Rain,224
60 | 2014-2-27,12,7,3,7,3,1,93,73,39,1014,1007,1003,31,15,5,34,23,50,2.03,3,Rain,222
61 | 2014-2-28,8,5,2,5,3,-1,93,85,63,1004,999,993,31,12,6,24,13,,5.08,5,Rain,53
62 | 2014-3-1,10,6,1,4,1,-2,100,75,35,1004,1002,1001,31,9,0,14,8,,0.00,2,Fog,273
63 | 2014-3-2,10,6,2,6,4,1,93,82,56,1002,993,982,31,12,6,35,18,53,0.25,4,Rain,190
64 | 2014-3-3,9,6,3,5,3,2,93,83,63,996,986,982,31,14,10,21,10,,0.76,3,Rain,191
65 | 2014-3-4,11,6,0,5,2,-1,100,78,47,1012,1004,996,31,13,5,16,8,,0.00,3,Fog-Rain,265
66 | 2014-3-5,13,7,0,4,2,-1,100,72,40,1025,1020,1012,31,15,8,21,6,,0.25,1,,248
67 | 2014-3-6,13,9,5,7,5,3,93,77,50,1026,1024,1022,31,15,7,32,14,42,0.00,2,,206
68 | 2014-3-7,17,11,6,9,7,4,88,72,43,1029,1023,1019,31,13,10,27,14,,0.00,3,Rain,228
69 | 2014-3-8,16,11,7,7,4,2,93,65,29,1029,1025,1021,31,11,6,27,18,,0.00,6,,156
70 | 2014-3-9,19,12,6,7,4,3,81,58,28,1024,1022,1021,26,9,5,24,10,34,0.00,,,170
71 | 2014-3-10,13,8,4,8,4,2,87,73,57,1033,1028,1023,31,12,6,23,8,,0.00,6,,27
72 | 2014-3-11,11,8,6,7,4,2,87,76,61,1034,1033,1032,31,12,7,21,14,,0.00,6,Rain,55
73 | 2014-3-12,16,9,2,8,4,1,93,76,40,1034,1032,1030,19,9,3,11,8,,0.00,4,,31
74 | 2014-3-13,18,10,2,7,5,2,100,75,26,1031,1030,1028,16,4,0,11,5,,0.00,4,Fog,27
75 | 2014-3-14,17,9,2,7,5,2,100,73,35,1031,1027,1024,11,5,1,26,8,,0.00,1,Fog,280
76 | 2014-3-15,18,12,7,6,5,2,87,64,24,1029,1026,1025,31,18,5,27,16,,0.00,1,,277
77 | 2014-3-16,19,13,7,8,6,3,87,63,28,1026,1024,1022,31,19,7,24,16,,0.00,,,266
78 | 2014-3-17,14,9,5,7,6,4,93,74,47,1024,1021,1019,31,13,5,21,14,,0.00,3,,263
79 | 2014-3-18,14,10,7,8,6,3,87,69,41,1021,1017,1014,31,13,9,39,21,50,0.00,4,Rain,259
80 | 2014-3-19,16,11,7,7,5,4,93,68,35,1024,1022,1019,31,18,8,26,18,,0.00,2,,241
81 | 2014-3-20,14,10,7,9,7,5,94,77,48,1019,1009,1004,31,12,6,42,23,60,3.05,5,Rain,218
82 | 2014-3-21,13,10,7,6,3,-1,93,67,30,1008,1005,999,31,14,7,37,19,48,3.05,2,Rain,232
83 | 2014-3-22,12,8,4,5,2,-2,93,67,30,1002,999,998,31,11,5,35,23,48,0.00,2,Rain,237
84 | 2014-3-23,11,6,1,3,1,-3,93,65,29,1015,1008,1002,31,14,10,32,16,39,0.00,2,Rain,292
85 | 2014-3-24,11,6,-1,4,1,-2,93,67,36,1015,1012,1008,31,14,8,27,11,,0.25,3,Fog-Rain,163
86 | 2014-3-25,9,7,4,6,4,1,100,80,55,1016,1009,1005,31,13,7,24,13,,5.08,5,Rain,96
87 | 2014-3-26,9,6,2,4,2,-1,100,80,39,1020,1017,1014,27,10,1,26,10,,2.03,4,Fog-Rain,3
88 | 2014-3-27,11,7,3,4,2,-1,93,75,40,1014,1013,1011,23,10,5,27,10,,0.00,4,Fog-Rain,67
89 | 2014-3-28,14,9,3,6,3,0,100,70,32,1016,1015,1013,18,6,1,27,13,,0.00,2,Rain,82
90 | 2014-3-29,19,13,8,7,4,-1,93,57,18,1016,1014,1012,31,9,3,34,16,,0.00,,,99
91 | 2014-3-30,19,13,7,7,5,2,87,56,25,1014,1013,1012,27,9,5,21,8,,0.00,,Rain,114
92 | 2014-3-31,17,13,9,9,7,6,82,63,42,1014,1013,1011,31,20,10,21,11,27,1.02,,Rain,141
93 | 2014-4-1,19,13,7,11,9,6,100,80,39,1012,1010,1008,19,7,0,16,5,,0.00,4,Fog-Rain,6
94 | 2014-4-2,18,14,11,11,9,7,88,71,48,1008,1004,1000,10,8,5,23,13,,0.00,1,Rain,85
95 | 2014-4-3,18,14,11,11,9,9,88,75,52,1002,1000,999,21,7,3,26,11,,0.00,5,,96
96 | 2014-4-4,15,12,9,10,8,6,88,71,46,1012,1008,1002,31,11,2,24,14,,0.00,5,,253
97 | 2014-4-5,14,10,6,11,8,5,100,83,56,1014,1013,1012,31,12,1,26,13,50,0.00,5,Fog-Rain,197
98 | 2014-4-6,16,14,12,12,12,11,94,88,67,1014,1013,1012,31,12,5,35,21,48,2.03,6,Rain,213
99 | 2014-4-7,14,11,8,12,11,6,94,87,76,1013,1009,1004,31,14,5,29,23,42,2.03,5,Rain,209
100 | 2014-4-8,14,9,5,6,3,-1,87,64,26,1026,1018,1010,31,15,10,39,23,,0.00,2,Rain,269
101 | 2014-4-9,17,10,4,7,6,3,93,68,38,1027,1026,1024,31,14,6,23,13,,0.00,2,,261
102 | 2014-4-10,16,11,6,6,5,3,93,62,31,1025,1022,1020,31,14,9,19,10,,0.00,3,,278
103 | 2014-4-11,16,12,9,5,4,2,71,53,28,1023,1021,1020,31,18,10,13,8,,0.00,1,,351
104 | 2014-4-12,14,10,6,7,5,3,87,66,42,1022,1019,1017,31,16,10,29,11,,0.00,1,,262
105 | 2014-4-13,16,12,8,8,5,2,93,63,33,1024,1021,1020,31,14,9,26,14,,0.00,2,,283
106 | 2014-4-14,16,11,6,5,3,0,87,57,25,1028,1024,1022,31,17,10,21,13,,0.00,1,,330
107 | 2014-4-15,14,9,3,4,2,0,81,58,26,1031,1030,1028,31,20,10,21,10,,0.00,1,,64
108 | 2014-4-16,17,10,3,4,1,-6,87,54,15,1030,1027,1024,31,20,10,16,11,,0.00,1,,139
109 | 2014-4-17,17,11,6,7,4,1,81,59,27,1024,1020,1017,31,17,10,21,11,,0.00,2,,279
110 | 2014-4-18,12,9,6,5,2,-1,81,57,28,1022,1020,1019,31,15,10,19,13,,0.00,3,,21
111 | 2014-4-19,14,9,3,4,2,0,81,59,33,1021,1018,1015,31,14,10,23,11,,0.00,4,,56
112 | 2014-4-20,14,10,7,11,8,3,94,84,68,1015,1007,1003,18,7,2,24,13,39,8.89,6,Rain,58
113 | 2014-4-21,19,12,5,11,8,4,100,78,31,1007,1005,1004,26,7,0,14,6,,9.91,3,Fog-Rain-Thunderstorm,356
114 | 2014-4-22,16,13,9,10,9,7,100,82,49,1014,1008,1004,31,8,2,24,11,40,0.00,5,Rain,206
115 | 2014-4-23,16,11,6,11,8,6,100,79,43,1020,1017,1014,31,10,5,24,13,,0.51,2,Rain,166
116 | 2014-4-24,17,13,10,10,8,6,94,72,34,1021,1019,1016,31,12,6,14,8,,0.00,3,Rain,116
117 | 2014-4-25,12,10,8,11,9,7,100,91,77,1016,1012,1009,19,7,3,26,10,,6.10,6,Rain,329
118 | 2014-4-26,16,12,7,10,7,4,100,72,40,1009,1005,1003,31,12,3,34,19,52,0.76,3,Rain,162
119 | 2014-4-27,14,11,8,9,7,4,94,74,50,1007,1003,1001,31,12,9,24,18,,0.76,3,Rain,95
120 | 2014-4-28,18,13,9,10,8,6,94,73,35,1014,1010,1008,31,10,4,23,11,,0.00,4,Rain,60
121 | 2014-4-29,17,13,8,11,9,7,95,76,45,1014,1012,1011,31,9,3,19,8,,0.00,3,Rain,76
122 | 2014-4-30,19,13,6,10,7,5,100,72,33,1014,1012,1011,31,9,0,24,8,,0.00,2,Fog,214
123 | 2014-5-1,14,12,9,11,10,8,100,89,74,1015,1010,1009,31,8,1,14,10,,6.10,5,Rain,219
124 | 2014-5-2,12,9,6,10,6,2,94,75,53,1029,1023,1015,31,11,2,19,13,,0.00,5,Rain,26
125 | 2014-5-3,14,8,2,3,1,-1,87,56,26,1030,1028,1026,31,16,10,14,8,,0.00,1,,39
126 | 2014-5-4,16,10,4,6,4,2,87,62,32,1027,1023,1019,31,17,10,19,10,40,0.00,1,,196
127 | 2014-5-5,18,12,5,8,6,3,93,60,29,1019,1013,1006,31,20,10,26,13,42,0.00,1,,163
128 | 2014-5-6,18,15,12,11,8,4,94,64,30,1007,1006,1005,31,13,10,27,14,,0.25,3,Rain,238
129 | 2014-5-7,18,14,10,9,7,6,88,66,40,1012,1009,1006,31,13,9,40,23,47,1.02,3,Rain,246
130 | 2014-5-8,16,13,11,14,10,6,94,80,56,1012,1008,1004,31,12,3,40,24,48,4.06,6,Rain,233
131 | 2014-5-9,18,14,11,10,7,4,82,59,31,1014,1011,1009,31,16,10,47,27,64,0.25,3,Rain,254
132 | 2014-5-10,18,14,11,13,9,6,94,74,45,1013,1004,1000,31,13,5,47,24,66,2.03,4,Rain,228
133 | 2014-5-11,14,11,8,7,5,3,82,63,37,1008,1003,1000,31,13,9,42,34,55,0.25,5,Rain,257
134 | 2014-5-12,18,13,9,8,6,3,87,65,29,1014,1010,1008,31,14,6,29,21,,3.05,3,Rain,273
135 | 2014-5-13,16,12,8,9,7,6,93,74,43,1027,1019,1014,31,14,6,16,10,,7.87,2,Rain,298
136 | 2014-5-14,19,13,6,8,6,2,93,60,24,1034,1031,1027,31,17,10,16,10,,0.00,2,,325
137 | 2014-5-15,21,14,8,11,8,6,87,63,29,1036,1035,1035,31,14,10,19,8,,0.00,2,,164
138 | 2014-5-16,23,16,9,11,8,6,87,58,32,1036,1032,1028,29,18,10,10,5,,0.00,1,,185
139 | 2014-5-17,23,17,11,12,11,8,94,62,36,1028,1023,1019,31,15,8,14,8,39,0.00,1,,247
140 | 2014-5-18,23,18,12,12,9,4,94,57,25,1019,1012,1007,31,15,7,21,10,40,0.00,1,,168
141 | 2014-5-19,26,20,13,12,10,8,88,54,27,1007,1004,1002,31,11,4,27,13,,0.00,,,106
142 | 2014-5-20,20,17,13,12,11,10,82,68,46,1011,1007,1002,31,13,9,26,13,39,0.00,2,Rain,184
143 | 2014-5-21,19,14,9,10,9,7,94,67,35,1011,1008,1001,31,12,6,21,10,,0.00,1,Rain,93
144 | 2014-5-22,18,14,12,12,11,8,94,76,45,1003,1001,999,31,11,2,29,14,53,5.08,3,Rain-Thunderstorm,162
145 | 2014-5-23,17,13,11,10,8,7,88,68,44,1008,1005,1002,31,13,9,39,19,45,2.03,4,Rain,154
146 | 2014-5-24,16,13,10,11,9,6,94,76,52,1013,1009,1008,31,11,5,26,13,,5.08,3,Rain,152
147 | 2014-5-25,18,13,9,9,7,4,93,60,32,1020,1017,1013,31,16,10,27,16,45,0.00,2,,192
148 | 2014-5-26,12,11,9,11,9,5,94,84,53,1021,1019,1016,31,12,3,13,6,,7.11,3,Rain,343
149 | 2014-5-27,13,12,10,12,10,8,94,87,74,1016,1014,1013,26,10,3,16,11,,0.51,6,Rain,323
150 | 2014-5-28,14,12,9,12,11,8,94,88,73,1014,1012,1011,31,12,3,16,11,,0.00,6,Rain,296
151 | 2014-5-29,19,16,13,13,12,10,94,78,47,1020,1015,1012,31,12,6,19,8,,0.00,3,Rain,93
152 | 2014-5-30,16,14,12,11,9,7,88,71,43,1026,1023,1020,31,13,9,19,11,,0.00,6,,58
153 | 2014-5-31,19,13,8,11,8,6,87,63,35,1026,1025,1024,29,14,10,11,5,,0.00,3,,315
154 | 2014-6-1,22,17,11,12,9,5,88,58,25,1024,1022,1020,31,16,10,14,6,,0.00,2,,301
155 | 2014-6-2,21,17,13,12,11,9,88,68,43,1020,1018,1016,31,14,10,21,11,35,0.00,2,Rain,247
156 | 2014-6-3,19,16,12,13,11,8,94,76,45,1016,1012,1009,31,13,7,24,11,40,1.02,4,Rain,218
157 | 2014-6-4,14,11,8,11,9,3,94,78,47,1009,1005,1003,31,12,7,47,13,64,2.03,4,Rain-Thunderstorm,230
158 | 2014-6-5,19,13,8,9,7,3,94,63,25,1014,1010,1006,31,14,7,27,19,40,0.00,3,Rain,252
159 | 2014-6-6,23,16,8,12,8,5,87,58,27,1014,1013,1011,31,24,10,26,11,,0.00,,,106
160 | 2014-6-7,22,19,15,17,12,9,94,68,35,1016,1012,1007,31,13,6,26,13,37,4.06,2,Rain,199
161 | 2014-6-8,24,19,13,12,11,9,94,59,30,1019,1018,1016,31,18,10,21,10,42,0.00,1,,225
162 | 2014-6-9,26,20,15,17,13,10,83,62,34,1019,1016,1014,31,15,3,21,11,37,1.02,2,Rain,155
163 | 2014-6-10,22,18,13,15,10,7,88,59,30,1022,1017,1014,31,17,10,32,16,47,0.00,1,,223
164 | 2014-6-11,22,17,11,11,9,7,94,60,31,1029,1026,1022,31,15,9,16,14,,0.00,2,,263
165 | 2014-6-12,25,18,12,12,9,8,82,52,27,1029,1028,1026,31,21,10,16,10,,0.00,2,,307
166 | 2014-6-13,26,19,13,13,11,9,82,52,27,1027,1025,1022,31,19,10,16,10,,0.00,2,,339
167 | 2014-6-14,22,18,14,16,13,10,94,71,47,1027,1025,1023,31,11,3,21,11,,3.05,3,Rain-Thunderstorm,30
168 | 2014-6-15,18,16,14,13,11,8,88,68,50,1029,1028,1027,31,13,6,16,11,,0.00,6,Rain,31
169 | 2014-6-16,18,16,13,11,9,7,82,66,49,1029,1028,1027,31,15,10,21,13,,0.00,5,Rain,25
170 | 2014-6-17,21,17,13,11,8,4,77,56,24,1028,1027,1026,31,15,10,23,14,,0.00,4,,26
171 | 2014-6-18,22,18,13,14,11,9,94,65,35,1028,1026,1024,31,14,3,19,11,,0.25,4,Rain,31
172 | 2014-6-19,21,17,12,14,12,9,94,72,54,1025,1023,1022,31,15,8,19,8,,0.00,4,,34
173 | 2014-6-20,23,17,11,12,9,7,82,57,30,1024,1022,1020,31,18,10,21,6,,0.00,2,,311
174 | 2014-6-21,24,18,13,12,9,8,77,53,27,1021,1020,1018,31,19,10,19,13,,0.00,2,,287
175 | 2014-6-22,24,19,13,13,11,7,82,56,28,1023,1021,1020,31,18,10,19,10,,0.00,2,,111
176 | 2014-6-23,26,20,14,15,10,6,83,53,26,1024,1022,1020,31,20,10,13,8,,0.00,2,Rain,135
177 | 2014-6-24,24,19,13,15,12,9,94,66,27,1021,1019,1017,31,12,0,23,8,37,0.00,3,Fog,350
178 | 2014-6-25,21,16,11,12,7,4,82,52,23,1020,1018,1016,31,18,10,19,13,,0.00,2,,55
179 | 2014-6-26,22,17,11,13,8,5,88,58,28,1017,1015,1013,31,17,10,21,11,,1.02,3,Rain,102
180 | 2014-6-27,23,18,14,14,11,7,94,65,25,1014,1012,1011,31,13,6,32,16,52,0.00,2,Rain,204
181 | 2014-6-28,18,16,12,12,11,10,88,76,52,1012,1010,1008,27,14,9,16,10,,13.97,3,Rain,273
182 | 2014-6-29,19,16,12,11,9,5,88,65,31,1017,1013,1010,31,16,10,19,10,,0.00,2,Rain,9
183 | 2014-6-30,21,16,9,13,10,7,94,70,33,1019,1017,1017,31,16,8,23,6,,0.51,2,Rain,110
184 | 2014-7-1,23,17,12,11,8,4,88,53,24,1022,1020,1018,27,22,10,21,11,32,0.00,2,,85
185 | 2014-7-2,24,18,11,13,9,5,88,56,23,1023,1023,1021,27,16,10,24,8,32,0.00,1,,222
186 | 2014-7-3,27,20,13,11,9,5,77,48,23,1023,1019,1015,27,19,10,29,14,50,0.00,,,218
187 | 2014-7-4,27,20,14,16,12,8,94,61,25,1015,1008,1003,31,14,8,37,19,52,0.51,2,Rain,211
188 | 2014-7-5,22,19,16,16,14,12,100,78,53,1004,1002,999,31,13,8,29,19,27,0.76,4,Rain,215
189 | 2014-7-6,22,18,14,14,10,7,94,63,29,1011,1005,1003,26,15,10,24,13,40,0.76,2,Rain,256
190 | 2014-7-7,21,16,11,12,10,8,94,65,36,1016,1015,1011,27,15,10,24,11,37,0.00,2,Rain,231
191 | 2014-7-8,20,16,12,13,11,7,100,72,32,1017,1015,1014,31,14,3,26,6,,4.06,3,Rain-Thunderstorm,306
192 | 2014-7-9,23,18,12,12,11,8,94,65,29,1019,1018,1017,31,14,5,26,13,37,0.00,1,,324
193 | 2014-7-10,22,18,14,13,11,9,82,64,44,1019,1017,1017,31,19,10,16,14,,0.00,3,,1
194 | 2014-7-11,21,17,12,16,13,11,94,76,54,1019,1017,1016,27,14,6,13,8,,0.51,5,Rain,328
195 | 2014-7-12,27,21,15,16,14,12,94,69,29,1017,1014,1011,31,11,5,23,8,,0.00,4,,278
196 | 2014-7-13,24,20,16,17,14,8,100,70,38,1012,1008,1007,31,14,7,21,14,,0.00,4,Rain,286
197 | 2014-7-14,25,18,12,15,10,7,83,57,25,1016,1014,1012,31,17,10,29,14,,0.00,2,,261
198 | 2014-7-15,26,22,18,16,13,10,88,59,28,1021,1018,1015,31,17,10,21,14,,0.00,4,Rain,263
199 | 2014-7-16,27,21,14,16,13,11,88,60,33,1022,1021,1020,31,19,10,23,11,,0.00,2,,258
200 | 2014-7-17,29,23,17,16,15,13,83,60,32,1022,1020,1017,31,19,10,23,10,,0.00,3,Rain,73
201 | 2014-7-18,30,24,18,19,16,13,94,62,28,1017,1013,1010,31,14,6,27,16,40,0.00,1,Rain-Thunderstorm,141
202 | 2014-7-19,28,23,19,19,17,15,88,69,38,1012,1008,1006,31,15,10,23,10,,0.51,1,Rain-Thunderstorm,165
203 | 2014-7-20,27,22,17,17,16,14,94,72,39,1014,1010,1008,26,12,8,16,11,,0.00,3,Rain,290
204 | 2014-7-21,27,21,16,17,14,13,88,65,35,1021,1018,1014,31,14,7,14,10,,0.00,2,,323
205 | 2014-7-22,27,21,16,16,14,13,88,63,33,1023,1022,1021,31,16,8,16,10,,0.00,1,,23
206 | 2014-7-23,29,22,15,17,14,12,88,62,28,1023,1020,1017,26,13,10,26,13,,0.00,2,,55
207 | 2014-7-24,29,23,16,16,13,7,88,53,20,1019,1017,1016,26,13,6,24,13,45,0.00,2,,55
208 | 2014-7-25,27,22,16,17,15,12,94,71,36,1018,1017,1016,21,11,5,35,10,,9.91,2,Rain-Thunderstorm,28
209 | 2014-7-26,29,23,18,16,13,10,88,54,26,1017,1016,1015,16,12,10,14,8,,0.00,1,,345
210 | 2014-7-27,26,22,18,15,12,8,78,52,25,1018,1016,1015,19,13,8,19,10,,0.00,1,,308
211 | 2014-7-28,23,19,14,16,12,9,94,66,33,1017,1015,1014,26,12,2,21,10,,17.02,2,Rain-Thunderstorm,3
212 | 2014-7-29,27,21,16,14,12,9,88,58,25,1017,1016,1014,26,19,10,16,10,,0.00,1,,339
213 | 2014-7-30,26,20,14,14,12,9,82,56,30,1017,1016,1015,27,14,10,23,11,,0.00,1,,297
214 | 2014-7-31,25,19,14,15,13,12,94,64,32,1016,1014,1012,23,13,10,24,14,39,0.00,2,,257
215 | 2014-8-1,25,20,16,15,13,11,94,68,36,1012,1009,1007,29,13,10,24,13,,0.00,3,Rain,200
216 | 2014-8-2,24,20,15,17,13,10,88,68,43,1007,1004,1002,31,13,10,29,14,45,2.03,3,Rain,185
217 | 2014-8-3,24,18,12,11,9,8,88,57,28,1013,1009,1006,31,18,10,27,16,40,0.00,1,,220
218 | 2014-8-4,24,19,13,13,11,7,88,59,27,1018,1015,1013,31,20,10,24,11,32,0.00,2,,242
219 | 2014-8-5,25,19,13,15,13,11,94,69,39,1019,1017,1015,31,16,10,26,13,39,0.00,2,Rain,200
220 | 2014-8-6,26,21,16,16,14,12,94,70,32,1015,1011,1010,31,14,5,27,14,,0.00,3,Rain,232
221 | 2014-8-7,26,20,14,15,12,9,94,61,25,1015,1014,1013,31,19,10,14,8,,0.00,1,,271
222 | 2014-8-8,23,19,16,16,14,12,100,70,40,1014,1008,1003,29,12,2,23,8,,21.08,2,Rain,173
223 | 2014-8-9,23,18,13,14,12,8,94,67,30,1009,1007,1003,31,14,5,27,19,,0.00,2,Rain,234
224 | 2014-8-10,22,19,15,19,13,8,94,74,38,1008,1000,992,27,12,5,40,19,60,8.89,3,Fog-Rain-Thunderstorm,195
225 | 2014-8-11,22,17,13,14,11,9,88,69,36,1009,1007,1004,31,12,3,35,26,71,19.05,2,Rain-Thunderstorm,239
226 | 2014-8-12,21,17,13,11,9,7,88,66,34,1009,1007,1006,31,18,10,32,21,,0.51,3,Rain,237
227 | 2014-8-13,22,17,12,12,11,9,94,68,37,1009,1005,1004,31,15,10,27,16,,0.00,2,,264
228 | 2014-8-14,21,17,13,14,12,11,94,76,43,1011,1009,1009,31,14,9,29,13,,6.10,2,Rain-Thunderstorm,251
229 | 2014-8-15,21,16,12,12,11,9,94,71,41,1021,1016,1011,31,16,7,19,10,,0.25,4,Rain,309
230 | 2014-8-16,22,17,11,11,9,7,94,62,30,1022,1020,1016,31,16,10,35,13,,0.00,3,,270
231 | 2014-8-17,21,17,13,14,9,6,88,63,27,1016,1010,1007,31,16,10,34,24,53,1.02,5,Rain,256
232 | 2014-8-18,20,16,11,13,9,7,88,68,38,1012,1009,1007,31,17,10,23,16,,0.51,2,Rain,283
233 | 2014-8-19,19,14,9,9,7,4,87,60,29,1016,1013,1011,31,13,10,26,14,,0.25,1,Rain,284
234 | 2014-8-20,19,13,8,8,6,3,93,62,26,1018,1017,1016,31,17,10,21,10,,0.00,2,,291
235 | 2014-8-21,18,12,7,9,8,5,93,67,37,1018,1015,1012,31,17,10,34,13,,0.00,2,Rain,251
236 | 2014-8-22,21,17,12,11,9,5,88,63,25,1014,1011,1009,31,16,2,26,16,,0.51,2,Rain,271
237 | 2014-8-23,19,14,8,9,7,3,93,65,25,1019,1015,1014,31,18,10,23,11,,0.25,2,Rain,282
238 | 2014-8-24,19,13,7,10,7,5,93,67,32,1020,1019,1016,31,17,10,19,10,35,0.00,1,,238
239 | 2014-8-25,17,15,13,16,13,8,95,88,61,1016,1008,1001,31,11,3,16,10,,17.02,5,Rain,138
240 | 2014-8-26,17,14,13,15,13,9,100,88,66,1013,1005,1001,26,11,3,23,10,,3.05,4,Rain,60
241 | 2014-8-27,20,16,11,15,12,9,94,74,48,1015,1014,1011,31,14,10,26,13,,0.00,4,Rain,101
242 | 2014-8-28,23,19,15,17,14,11,96,77,46,1013,1011,1009,31,14,3,27,16,45,0.25,4,Rain,207
243 | 2014-8-29,21,18,14,14,13,11,94,74,43,1014,1013,1012,31,14,10,35,19,47,0.25,3,Rain,225
244 | 2014-8-30,20,18,14,14,12,9,88,67,38,1017,1015,1013,31,15,8,27,23,,0.25,3,Rain,265
245 | 2014-8-31,22,17,12,12,11,9,94,68,36,1020,1018,1017,31,16,10,21,11,,0.00,2,,286
246 | 2014-9-1,19,16,12,17,14,10,94,89,71,1022,1020,1019,27,13,3,19,10,,1.02,5,Rain,241
247 | 2014-9-2,23,18,12,14,12,10,94,72,36,1024,1023,1022,31,13,4,16,8,,0.00,3,,68
248 | 2014-9-3,23,19,14,15,13,9,100,73,41,1024,1022,1021,31,10,3,21,10,,0.00,3,Fog,67
249 | 2014-9-4,21,17,13,15,13,12,100,75,53,1022,1019,1017,21,9,2,16,8,,0.00,5,,57
250 | 2014-9-5,21,18,16,15,13,12,88,72,49,1017,1016,1015,14,9,5,11,6,,0.00,6,,21
251 | 2014-9-6,22,19,16,15,14,12,88,73,51,1015,1014,1013,11,7,5,10,5,,0.00,3,Rain,296
252 | 2014-9-7,21,17,13,14,12,8,94,71,41,1018,1016,1014,23,10,2,11,6,,0.00,4,,354
253 | 2014-9-8,22,16,10,13,9,7,94,64,28,1021,1019,1018,27,12,5,11,6,,0.00,1,,351
254 | 2014-9-9,22,17,12,12,10,8,88,64,33,1022,1021,1020,26,14,10,19,6,,0.00,2,,99
255 | 2014-9-10,21,16,11,12,10,8,94,68,38,1022,1022,1020,23,13,9,21,8,,0.00,2,,92
256 | 2014-9-11,18,14,10,11,10,8,94,70,45,1024,1022,1021,13,8,5,11,6,,0.00,6,,42
257 | 2014-9-12,23,18,13,14,12,9,94,70,33,1026,1024,1023,31,11,5,19,11,,0.00,3,,76
258 | 2014-9-13,21,17,12,14,12,11,100,75,45,1027,1026,1025,31,12,3,19,11,,0.00,4,,56
259 | 2014-9-14,21,17,12,13,12,10,94,73,45,1027,1023,1020,29,12,6,24,11,,0.00,2,Rain,58
260 | 2014-9-15,22,17,12,14,12,9,100,74,35,1020,1017,1015,26,12,5,14,6,,0.00,3,,71
261 | 2014-9-16,23,18,13,16,14,11,100,77,39,1016,1014,1013,19,6,2,19,8,,0.00,5,,70
262 | 2014-9-17,21,18,16,15,14,13,94,78,59,1014,1012,1010,11,6,3,19,13,,0.00,5,,58
263 | 2014-9-18,26,20,14,16,15,13,94,74,43,1011,1009,1008,19,6,2,19,11,35,0.00,5,,71
264 | 2014-9-19,24,20,16,18,16,15,94,82,52,1013,1011,1009,19,6,1,13,8,,0.00,4,Rain-Thunderstorm,47
265 | 2014-9-20,19,17,15,17,15,12,100,86,70,1020,1016,1013,19,7,2,14,8,,0.00,6,Rain-Thunderstorm,20
266 | 2014-9-21,18,14,11,14,10,8,94,71,42,1027,1024,1020,31,14,3,21,11,,0.00,3,Rain,14
267 | 2014-9-22,19,13,7,9,8,6,100,68,35,1028,1026,1024,19,10,7,11,6,,0.25,1,,309
268 | 2014-9-23,19,13,8,11,8,6,100,70,35,1024,1021,1017,23,9,5,19,6,,0.00,2,Fog,262
269 | 2014-9-24,19,14,10,13,9,5,94,70,36,1018,1014,1013,31,10,3,23,14,,0.51,3,Rain,282
270 | 2014-9-25,19,13,7,12,9,5,93,71,48,1022,1020,1018,31,17,10,26,13,,0.00,5,,249
271 | 2014-9-26,22,19,15,15,13,10,88,71,41,1027,1023,1021,31,15,5,21,13,,0.00,3,Rain,257
272 | 2014-9-27,21,17,12,14,12,11,94,71,43,1028,1026,1024,31,15,10,13,5,,0.00,6,,146
273 | 2014-9-28,24,19,14,15,14,13,94,72,41,1024,1021,1019,27,13,6,16,6,,0.00,4,,116
274 | 2014-9-29,19,16,13,16,13,12,100,84,61,1021,1020,1019,21,10,4,16,5,,0.76,2,Rain,213
275 | 2014-9-30,22,18,14,15,13,12,94,78,44,1024,1023,1022,27,10,4,19,13,32,0.00,4,,222
276 | 2014-10-1,21,18,14,16,13,11,94,76,44,1028,1025,1022,31,14,6,23,13,,0.51,4,Rain,237
277 | 2014-10-2,22,19,14,14,13,11,94,75,46,1030,1028,1024,31,15,6,21,8,35,0.00,3,,203
278 | 2014-10-3,22,17,12,14,13,11,100,81,41,1026,1022,1017,31,9,0,21,11,39,0.00,4,Fog,205
279 | 2014-10-4,18,13,7,15,11,5,94,85,60,1020,1014,1010,29,10,4,23,11,,9.91,4,Rain,261
280 | 2014-10-5,16,10,4,8,5,3,100,72,36,1022,1019,1013,31,18,10,14,6,,0.00,1,Fog,190
281 | 2014-10-6,13,10,7,11,8,4,94,81,59,1013,1003,998,31,15,7,32,16,,6.10,3,Rain,161
282 | 2014-10-7,15,11,7,10,7,3,100,76,34,1003,998,994,31,13,2,39,14,,0.25,2,Rain,220
283 | 2014-10-8,18,12,7,13,9,5,94,79,52,1003,996,993,31,15,10,35,14,45,1.02,2,Rain,177
284 | 2014-10-9,18,14,11,11,10,8,88,77,48,1005,999,995,31,15,3,39,21,53,2.03,2,Rain-Thunderstorm,209
285 | 2014-10-10,18,13,9,12,10,8,94,80,45,1011,1009,1005,31,17,10,26,14,42,3.05,2,Rain,207
286 | 2014-10-11,17,13,9,12,10,8,100,81,51,1013,1011,1010,31,13,8,24,10,,0.51,1,Rain,208
287 | 2014-10-12,14,10,6,11,8,5,100,84,57,1014,1010,1003,31,14,6,23,6,37,2.03,2,Fog-Rain,53
288 | 2014-10-13,14,12,11,13,11,9,100,91,83,1003,998,996,31,11,5,26,19,,1.02,6,Rain,348
289 | 2014-10-14,14,13,12,12,12,11,95,91,81,1007,1004,999,31,12,6,16,11,,0.25,6,Rain,290
290 | 2014-10-15,15,13,12,13,12,11,100,90,73,1007,1004,999,26,9,2,16,8,,3.05,5,Rain,102
291 | 2014-10-16,18,14,11,14,12,11,100,87,58,1004,1002,999,31,12,6,21,10,34,0.25,2,Rain,214
292 | 2014-10-17,19,16,13,15,14,12,100,84,62,1011,1009,1004,29,14,8,24,13,42,0.51,2,Rain,188
293 | 2014-10-18,19,18,16,16,15,14,94,81,67,1013,1011,1008,31,15,10,29,21,,0.00,3,Rain,197
294 | 2014-10-19,21,17,14,16,13,11,94,78,48,1016,1013,1011,31,14,5,34,21,47,0.00,3,Rain,225
295 | 2014-10-20,17,14,12,11,11,9,88,76,50,1017,1016,1012,31,15,10,27,19,,0.25,3,,238
296 | 2014-10-21,14,11,8,13,6,1,94,65,37,1021,1009,1001,31,14,3,47,27,69,3.05,3,Rain,268
297 | 2014-10-22,14,10,6,8,5,1,87,70,46,1026,1024,1021,29,17,10,26,19,,0.00,2,Rain,268
298 | 2014-10-23,16,13,11,14,10,7,94,76,58,1023,1020,1016,31,14,9,23,16,,0.00,5,,214
299 | 2014-10-24,17,13,10,14,13,9,94,86,68,1016,1015,1012,31,13,9,24,14,,0.25,4,Rain,227
300 | 2014-10-25,16,11,7,9,8,6,100,75,41,1021,1018,1016,31,13,10,26,13,,0.00,4,,237
301 | 2014-10-26,16,13,12,9,8,7,77,67,45,1022,1021,1020,31,12,10,27,18,40,0.00,5,,217
302 | 2014-10-27,18,16,12,13,12,9,94,80,55,1022,1020,1017,31,14,8,29,16,40,0.00,3,,192
303 | 2014-10-28,18,14,9,14,12,9,100,83,47,1017,1013,1011,31,13,0,24,11,37,0.00,3,Fog-Rain,181
304 | 2014-10-29,14,13,12,14,12,10,100,92,80,1018,1016,1013,26,7,1,16,11,,2.03,6,Rain,80
305 | 2014-10-30,18,16,13,15,14,12,100,89,72,1019,1018,1017,13,6,1,16,10,,0.00,5,,170
306 | 2014-10-31,23,17,12,15,13,11,100,78,40,1019,1016,1015,31,13,3,23,8,48,0.00,1,,170
307 | 2014-11-1,18,16,13,15,11,6,94,74,39,1016,1014,1011,29,13,9,32,18,48,0.25,3,Rain,211
308 | 2014-11-2,16,13,10,13,11,8,94,82,64,1011,1005,999,29,14,0,27,23,50,11.94,4,Rain,207
309 | 2014-11-3,10,8,6,9,7,4,94,84,60,999,992,989,31,14,2,23,14,34,5.08,3,Rain,208
310 | 2014-11-4,13,8,3,7,5,3,100,86,46,998,993,989,31,11,0,21,6,,11.94,4,Fog-Rain-Snow-Thunderstorm,287
311 | 2014-11-5,11,7,3,7,4,2,93,83,61,1010,1005,999,27,10,5,16,8,,0.00,3,Rain,309
312 | 2014-11-6,12,6,0,10,4,0,100,82,53,1010,1006,996,31,10,1,29,11,,0.25,3,Fog-Rain,170
313 | 2014-11-7,13,10,8,12,8,5,95,80,52,1000,994,989,31,11,2,42,23,42,5.08,4,Rain,207
314 | 2014-11-8,14,11,7,11,8,5,94,84,64,1002,1001,998,31,14,5,34,18,52,2.03,3,Rain,192
315 | 2014-11-9,13,10,6,9,7,4,100,83,47,1005,1003,1001,31,11,0,14,6,32,0.00,2,Fog,212
316 | 2014-11-10,13,9,6,9,8,5,93,83,60,1005,1003,1000,31,16,9,26,13,,0.00,2,Rain,175
317 | 2014-11-11,13,11,9,10,9,7,94,80,59,1001,996,993,31,13,5,32,21,,0.25,3,Rain,136
318 | 2014-11-12,13,12,10,11,9,6,94,84,54,1004,997,992,31,13,3,24,16,,3.05,3,Rain,165
319 | 2014-11-13,13,11,8,11,9,8,100,87,73,1005,1003,1001,27,14,5,29,16,,0.25,3,Rain,139
320 | 2014-11-14,14,11,7,12,9,6,94,81,56,1002,999,997,31,14,3,26,18,,9.91,3,Rain,151
321 | 2014-11-15,13,9,6,11,8,6,100,91,78,1001,999,998,23,11,5,13,8,,2.03,2,Rain,92
322 | 2014-11-16,11,9,7,9,8,8,100,92,81,1001,999,998,11,8,3,11,8,,0.25,3,Rain,40
323 | 2014-11-17,10,9,7,8,7,6,100,89,79,1006,1001,997,31,11,5,19,13,,2.03,4,Rain,101
324 | 2014-11-18,13,10,7,9,8,6,93,86,60,1014,1010,1006,27,11,6,13,8,,0.25,2,Rain,53
325 | 2014-11-19,11,9,7,9,7,5,100,88,70,1023,1019,1014,10,5,3,14,10,,0.00,2,,93
326 | 2014-11-20,11,8,6,8,6,5,93,87,66,1026,1024,1023,13,6,3,16,8,,0.00,3,,69
327 | 2014-11-21,10,7,4,9,6,4,100,91,82,1023,1018,1012,6,4,2,19,10,,1.02,5,Rain,94
328 | 2014-11-22,14,11,8,13,12,9,100,94,88,1015,1013,1011,14,5,1,14,10,,0.51,5,Rain,164
329 | 2014-11-23,9,7,4,13,8,2,100,91,87,1022,1017,1014,26,9,2,14,8,,13.97,5,Rain,330
330 | 2014-11-24,8,4,1,5,2,1,100,90,69,1028,1026,1023,23,12,5,11,5,,0.25,,Fog,313
331 | 2014-11-25,9,4,-1,8,4,0,100,90,74,1027,1022,1015,27,9,5,14,6,,2.03,3,Fog-Rain,56
332 | 2014-11-26,10,9,8,9,8,7,100,96,92,1015,1011,1007,6,3,1,8,5,,2.03,6,Rain,39
333 | 2014-11-27,11,9,8,9,8,7,100,91,74,1007,1003,1001,31,9,2,16,6,,0.00,4,Rain,104
334 | 2014-11-28,12,10,8,10,9,9,94,88,74,1007,1003,1001,14,8,5,23,13,,0.51,5,Rain,77
335 | 2014-11-29,13,10,6,10,8,5,100,86,68,1013,1010,1007,11,8,3,14,8,,0.00,,Rain,78
336 | 2014-11-30,12,8,4,9,7,4,100,87,63,1015,1014,1012,31,8,0,19,6,,0.00,5,Fog-Rain,323
337 | 2014-12-1,8,7,6,8,4,3,93,80,67,1015,1014,1013,26,9,6,16,13,,0.00,7,Rain,33
338 | 2014-12-2,8,7,6,7,4,2,100,80,62,1024,1018,1014,31,11,1,27,13,,1.02,5,Rain,359
339 | 2014-12-3,8,6,4,5,3,1,93,78,56,1025,1023,1020,31,15,9,23,16,37,0.51,4,Rain,17
340 | 2014-12-4,5,4,3,4,3,0,100,87,61,1020,1016,1014,16,8,2,23,10,,4.06,6,Rain,52
341 | 2014-12-5,7,4,2,4,3,0,100,87,72,1025,1020,1016,31,10,5,14,6,,0.00,4,Rain,293
342 | 2014-12-6,6,2,-1,3,1,-1,100,85,60,1029,1027,1024,31,15,10,14,8,,0.25,4,,265
343 | 2014-12-7,11,7,2,8,4,-1,93,79,47,1024,1019,1016,31,14,10,35,16,,0.51,3,Rain,246
344 | 2014-12-8,7,4,1,2,1,-1,93,76,51,1027,1020,1017,31,17,10,23,13,,0.00,2,Rain,270
345 | 2014-12-9,12,6,-1,11,3,-1,100,86,64,1029,1024,1013,31,15,3,37,14,52,0.25,5,Rain,224
346 | 2014-12-10,9,7,6,11,3,1,90,70,44,1017,1015,1012,31,18,3,40,27,,0.00,2,Rain,246
347 | 2014-12-11,10,8,5,6,3,2,82,72,51,1013,1009,1001,31,15,10,40,31,,0.25,2,Rain,246
348 | 2014-12-12,9,6,2,9,4,-1,94,79,59,1005,997,991,31,11,3,40,26,55,1.02,3,Rain,253
349 | 2014-12-13,7,3,0,2,1,-1,100,83,53,1015,1011,1005,31,19,9,13,8,,0.00,2,,278
350 | 2014-12-14,10,4,-1,9,3,-1,100,84,62,1015,1012,1008,31,16,9,29,14,45,0.25,3,Rain,215
351 | 2014-12-15,10,7,4,8,5,3,100,85,67,1014,1012,1008,31,16,6,26,16,,0.00,2,Rain,260
352 | 2014-12-16,8,4,0,6,3,1,100,90,65,1016,1014,1009,31,11,0,21,10,,3.05,4,Fog-Rain,253
353 | 2014-12-17,13,9,4,11,10,6,100,90,76,1009,1006,1003,31,12,6,34,21,55,0.25,5,Rain,252
354 | 2014-12-18,13,12,11,11,11,10,94,85,74,1011,1010,1009,31,12,10,37,29,60,0.00,6,,245
355 | 2014-12-19,12,9,5,11,6,2,94,75,46,1024,1015,1008,31,15,5,35,26,,0.51,4,Rain,256
356 | 2014-12-20,9,7,4,4,3,2,87,75,53,1031,1027,1024,31,15,10,32,19,45,0.00,3,Rain,251
357 | 2014-12-21,12,8,3,9,6,3,93,80,65,1032,1026,1021,31,12,10,35,23,47,0.00,6,Rain,237
358 | 2014-12-22,13,12,10,11,9,7,94,77,63,1021,1018,1017,31,14,8,40,32,55,0.00,5,Rain,240
359 | 2014-12-23,13,11,10,9,7,5,82,72,58,1019,1016,1014,31,12,10,42,32,61,0.00,4,Rain,238
360 | 2014-12-24,12,8,4,10,4,-2,94,71,38,1024,1017,1012,31,13,10,34,26,45,0.25,5,Rain,262
361 | 2014-12-25,8,6,2,3,2,1,93,79,51,1033,1029,1024,31,19,10,24,16,,0.00,1,,275
362 | 2014-12-26,9,4,-1,8,2,-1,100,91,76,1033,1023,999,31,13,3,29,10,,4.06,5,Rain,201
363 | 2014-12-27,4,3,2,8,1,-1,93,83,64,1015,1008,999,31,13,9,42,26,61,0.00,4,Rain,330
364 | 2014-12-28,6,2,-2,1,-2,-3,100,76,45,1039,1030,1015,31,17,8,16,11,,0.00,1,,5
365 | 2014-12-29,6,1,-4,2,-1,-4,100,87,62,1043,1041,1038,24,10,5,13,8,,0.25,1,,289
366 | 2014-12-30,6,1,-4,2,-1,-4,100,90,68,1042,1039,1036,27,9,3,14,6,,0.25,3,,258
367 | 2014-12-31,8,2,-4,5,2,-4,100,89,70,1036,1034,1032,19,9,0,23,8,37,0.25,4,Fog,201
368 | -------------------------------------------------------------------------------- /2_Cleaning_up_our_act/Moscow_SVO_2014.csv: -------------------------------------------------------------------------------- 1 | Date,Max TemperatureC,Mean TemperatureC,Min TemperatureC,Dew PointC,MeanDew PointC,Min DewpointC,Max Humidity, Mean Humidity, Min Humidity, Max Sea Level PressurehPa, Mean Sea Level PressurehPa, Min Sea Level PressurehPa, Max VisibilityKm, Mean VisibilityKm, Min VisibilitykM, Max Wind SpeedKm/h, Mean Wind SpeedKm/h, Max Gust SpeedKm/h,Precipitationmm, CloudCover, Events,WindDirDegrees
2 | 2014-1-1,1,-1,-2,-2,-3,-5,87,81,75,1027,1027,1026,10,10,10,21,14,,0.00,8,,227
3 | 2014-1-2,-2,-3,-5,-4,-5,-6,93,87,80,1026,1026,1025,10,10,10,18,13,,0.00,8,,200
4 | 2014-1-3,-1,-3,-4,-2,-4,-6,100,89,80,1026,1025,1024,10,7,3,21,11,32,0.00,8,Snow,134
5 | 2014-1-4,-1,-2,-2,-3,-4,-5,93,85,80,1024,1023,1019,10,6,3,18,13,32,0.00,8,Snow,157
6 | 2014-1-5,1,0,-1,1,-1,-3,100,93,81,1019,1017,1016,10,6,1,26,16,,0.00,8,Snow,195
7 | 2014-1-6,1,0,0,1,0,-1,100,95,93,1018,1015,1013,10,3,0,14,8,26,0.00,8,Fog-Snow,130
8 | 2014-1-7,2,1,0,1,1,0,100,100,93,1018,1016,1014,5,2,0,14,11,,0.00,8,Fog,124
9 | 2014-1-8,3,2,1,2,2,1,100,98,93,1016,1011,1008,10,6,3,29,19,40,0.00,8,Rain-Snow,211
10 | 2014-1-9,3,2,2,2,2,1,100,98,93,1008,1004,1003,10,3,0,21,16,,0.00,8,Fog-Rain,225
11 | 2014-1-10,4,2,2,3,2,1,100,94,87,1004,997,987,10,9,3,26,18,40,0.00,8,Rain,184
12 | 2014-1-11,4,0,-3,3,0,-5,100,93,86,995,987,984,10,8,2,35,18,50,0.00,8,Rain-Snow,236
13 | 2014-1-12,1,-1,-3,0,-2,-4,100,93,86,998,996,992,10,6,2,35,21,47,0.00,8,Rain-Snow,225
14 | 2014-1-13,1,-4,-8,0,-6,-10,100,91,80,1002,995,991,10,4,1,26,13,,0.00,8,Snow,320
15 | 2014-1-14,-8,-10,-12,-10,-12,-14,93,83,79,1015,1010,1003,10,9,2,26,18,,0.00,8,Snow,286
16 | 2014-1-15,-10,-12,-15,-11,-14,-17,93,88,79,1019,1017,1015,10,10,10,21,13,,0.00,7,Snow,240
17 | 2014-1-16,-9,-10,-11,-11,-12,-13,93,87,85,1016,1009,1006,10,3,1,26,18,,0.00,8,Snow,42
18 | 2014-1-17,-11,-13,-15,-13,-16,-17,92,82,79,1017,1012,1007,10,7,2,21,16,,0.00,7,Snow,315
19 | 2014-1-18,-14,-17,-20,-16,-18,-22,92,87,78,1019,1018,1017,10,10,10,14,10,,0.00,7,Snow,313
20 | 2014-1-19,-17,-19,-22,-18,-22,-24,92,83,77,1030,1025,1019,10,10,10,21,13,32,0.00,5,Snow,314
21 | 2014-1-20,-11,-15,-19,-15,-17,-21,92,84,73,1032,1031,1030,10,10,10,14,6,,0.00,8,Snow,270
22 | 2014-1-21,-13,-18,-22,-15,-19,-24,92,87,79,1032,1030,1028,10,8,5,11,6,,0.00,0,Fog,253
23 | 2014-1-22,-16,-19,-22,-18,-22,-24,92,85,84,1028,1025,1024,10,6,0,14,6,,0.00,5,Fog,60
24 | 2014-1-23,-14,-18,-22,-16,-20,-24,92,85,78,1024,1023,1023,10,7,5,21,13,,0.00,5,Snow,13
25 | 2014-1-24,-13,-17,-20,-16,-19,-22,92,84,73,1029,1026,1023,10,10,10,21,16,,0.00,5,Snow,6
26 | 2014-1-25,-12,-17,-22,-15,-19,-24,92,86,77,1030,1028,1027,10,9,5,18,8,,0.00,7,Snow,271
27 | 2014-1-26,-10,-14,-18,-14,-16,-20,92,85,73,1028,1027,1027,10,10,10,14,8,,0.00,5,Snow,294
28 | 2014-1-27,-11,-14,-17,-14,-15,-18,92,84,73,1030,1028,1026,10,9,5,14,8,,0.00,8,Snow,333
29 | 2014-1-28,-12,-16,-19,-14,-19,-22,92,79,61,1039,1035,1030,10,9,5,26,16,,0.00,7,Snow,44
30 | 2014-1-29,-19,-21,-24,-21,-23,-26,92,79,66,1048,1044,1039,10,10,10,26,18,,0.00,6,Snow,72
31 | 2014-1-30,-17,-21,-26,-24,-26,-29,84,72,43,1052,1051,1048,8,8,8,18,10,,0.00,3,,95
32 | 2014-1-31,-13,-19,-25,-21,-24,-27,84,67,44,1053,1053,1052,,,,14,8,,0.00,,,225
33 | 2014-2-1,-10,-14,-18,-21,-23,-25,72,51,38,1051,1048,1044,,,,18,11,,0.00,,,179
34 | 2014-2-2,-7,-9,-11,-14,-18,-22,67,51,41,1044,1039,1033,,,,26,18,43,0.00,,,180
35 | 2014-2-3,-7,-9,-11,-11,-13,-15,74,70,58,1033,1028,1023,,,,26,21,40,0.00,,,223
36 | 2014-2-4,-3,-6,-7,-4,-7,-11,93,87,74,1024,1023,1022,10,10,7,26,19,,0.00,8,Snow,275
37 | 2014-2-5,-3,-4,-5,-4,-5,-6,100,94,86,1024,1022,1020,10,8,2,18,11,,0.00,8,,238
38 | 2014-2-6,-4,-7,-8,-6,-8,-9,100,85,69,1020,1016,1014,8,7,2,14,11,29,0.00,8,Snow,171
39 | 2014-2-7,-3,-8,-12,-4,-8,-13,100,88,74,1014,1012,1011,10,5,1,14,11,32,0.00,6,Snow,138
40 | 2014-2-8,0,-2,-4,-1,-3,-4,100,94,87,1013,1012,1012,3,2,1,14,10,,0.00,8,Snow,146
41 | 2014-2-9,1,0,-1,-1,-1,-3,100,91,86,1014,1012,1011,10,6,2,21,13,35,0.00,8,Snow,145
42 | 2014-2-10,-2,-3,-5,-3,-5,-7,93,89,86,1015,1014,1014,10,7,5,21,16,32,0.00,8,Snow,128
43 | 2014-2-11,-4,-4,-5,-5,-6,-6,100,92,86,1015,1014,1013,10,6,0,18,14,,0.00,8,Rain-Snow,116
44 | 2014-2-12,2,-1,-4,1,-2,-5,100,95,87,1014,1012,1010,10,5,1,21,11,32,0.00,8,Fog-Snow,170
45 | 2014-2-13,2,1,1,2,0,-1,100,93,87,1015,1011,1008,10,7,1,21,11,32,0.00,8,Fog-Rain,156
46 | 2014-2-14,4,2,1,3,2,1,100,98,93,1009,1009,1008,5,2,0,18,6,32,0.00,8,Fog,151
47 | 2014-2-15,3,2,1,2,1,0,100,97,93,1015,1012,1009,10,7,0,18,11,32,0.00,8,Fog-Rain,205
48 | 2014-2-16,2,1,1,1,-1,-2,100,91,75,1015,1014,1010,10,7,1,14,10,,0.00,8,Fog,198
49 | 2014-2-17,1,0,0,1,0,-1,100,95,87,1009,1006,1004,10,6,1,21,16,,0.00,8,Snow,207
50 | 2014-2-18,2,1,1,1,0,-1,93,91,87,1005,1003,1002,10,9,3,26,18,,0.00,8,Rain-Snow,235
51 | 2014-2-19,1,-1,-2,0,-2,-4,100,85,75,1008,1006,1003,10,8,1,32,23,47,0.00,6,Snow,258
52 | 2014-2-20,1,-2,-4,-3,-4,-5,100,83,69,1008,1005,1003,10,10,10,18,6,,0.00,6,,318
53 | 2014-2-21,-1,-4,-7,-3,-7,-8,93,79,60,1021,1014,1008,10,10,5,18,10,,0.00,5,Snow,2
54 | 2014-2-22,-1,-4,-7,-2,-6,-9,93,82,69,1023,1023,1021,10,9,2,21,13,,0.00,7,Rain-Snow,123
55 | 2014-2-23,2,0,-1,2,1,-2,100,96,93,1027,1023,1020,10,5,1,21,16,,0.00,8,Rain-Snow,195
56 | 2014-2-24,2,1,1,1,0,-1,100,90,81,1035,1032,1027,10,9,1,21,14,,0.00,8,Fog,217
57 | 2014-2-25,3,1,-1,0,-4,-8,93,71,45,1037,1036,1035,10,9,7,18,13,35,0.00,6,,196
58 | 2014-2-26,3,-2,-6,-8,-11,-16,80,51,24,1036,1035,1032,,,,18,10,40,0.00,,,109
59 | 2014-2-27,4,-1,-6,-10,-13,-15,63,44,28,1032,1029,1026,,,,18,11,,0.00,,,128
60 | 2014-2-28,4,-2,-8,-12,-14,-17,73,41,22,1026,1024,1022,,,,14,10,32,0.00,,,128
61 | 2014-3-1,2,-3,-8,-6,-10,-16,79,56,34,1022,1021,1020,10,10,10,14,10,32,0.00,6,,102
62 | 2014-3-2,-1,-2,-3,-3,-6,-7,93,77,64,1020,1019,1019,10,8,3,18,11,29,0.00,8,Snow,124
63 | 2014-3-3,3,0,-2,-1,-2,-4,100,87,65,1019,1018,1018,10,6,2,21,8,35,0.00,8,Snow,96
64 | 2014-3-4,2,0,-2,-1,-3,-5,93,83,60,1018,1017,1016,10,8,5,18,14,35,0.00,8,Snow,85
65 | 2014-3-5,4,1,-1,0,-1,-3,100,88,75,1026,1022,1018,10,8,3,14,10,,0.00,8,,54
66 | 2014-3-6,2,1,0,-1,-1,-3,93,86,75,1032,1030,1027,10,9,5,14,8,,0.00,8,Snow,40
67 | 2014-3-7,5,2,-1,-2,-2,-4,93,73,61,1035,1034,1032,10,9,6,18,11,35,0.00,5,,182
68 | 2014-3-8,7,3,0,2,-1,-4,81,72,61,1032,1029,1024,10,10,10,29,16,43,0.00,6,Rain,209
69 | 2014-3-9,8,3,-1,2,-2,-5,100,72,43,1030,1028,1025,10,9,7,26,18,,0.00,6,Rain,253
70 | 2014-3-10,13,7,1,-1,-3,-4,75,56,33,1028,1024,1020,,,,29,23,,0.00,,,234
71 | 2014-3-11,9,4,1,0,-2,-4,70,60,43,1019,1015,1013,10,10,10,35,19,47,0.00,6,,270
72 | 2014-3-12,7,3,1,0,-2,-6,93,69,42,1020,1017,1013,10,10,9,29,18,40,0.00,7,Rain-Snow,294
73 | 2014-3-13,9,4,1,2,-1,-4,75,67,54,1013,1010,1009,10,10,9,29,21,,0.00,6,,277
74 | 2014-3-14,10,6,1,3,0,-3,93,73,50,1010,1003,996,10,10,9,43,19,58,0.00,6,Rain,242
75 | 2014-3-15,8,4,0,3,-3,-6,93,59,46,1001,991,975,10,9,6,35,23,50,0.00,7,Rain,205
76 | 2014-3-16,3,1,-1,2,-1,-4,93,82,65,981,974,970,10,10,6,40,26,58,0.00,7,Rain-Snow,216
77 | 2014-3-17,0,-2,-5,-4,-6,-8,93,76,60,990,987,981,10,10,7,18,13,35,0.00,7,Snow,296
78 | 2014-3-18,-2,-3,-5,-5,-9,-13,93,66,43,1004,996,990,10,9,2,32,19,50,0.00,7,Snow,321
79 | 2014-3-19,-2,-6,-9,-3,-8,-12,93,80,51,1004,1000,993,10,7,0,26,13,43,0.00,7,Snow,237
80 | 2014-3-20,-4,-7,-10,-7,-8,-11,93,84,74,1015,1005,1000,10,8,2,18,13,,0.00,7,Snow,13
81 | 2014-3-21,5,-4,-13,0,-6,-14,100,77,65,1018,1014,1008,10,10,9,29,13,55,0.00,7,Snow,192
82 | 2014-3-22,14,9,4,6,4,0,87,74,55,1008,1006,1003,10,10,9,35,23,50,0.00,6,Rain,221
83 | 2014-3-23,14,7,-1,7,3,-1,100,77,54,1012,1010,1008,9,7,5,18,8,32,0.00,5,Fog,140
84 | 2014-3-24,18,12,7,6,3,1,76,57,39,1011,1009,1008,,,,21,16,35,0.00,,,184
85 | 2014-3-25,19,11,4,5,2,0,81,53,30,1014,1011,1009,9,8,7,18,10,32,0.00,4,,184
86 | 2014-3-26,9,4,1,5,-1,-12,100,67,27,1031,1023,1015,10,6,1,32,18,43,0.00,7,,29
87 | 2014-3-27,10,3,-4,-6,-9,-15,69,43,17,1031,1027,1018,9,9,7,14,11,,0.00,2,,135
88 | 2014-3-28,3,0,-2,-6,-9,-15,74,50,30,1018,1016,1015,10,10,10,40,18,64,0.00,5,,352
89 | 2014-3-29,2,-3,-7,-6,-14,-17,86,45,24,1022,1021,1018,10,8,1,35,27,61,0.00,5,Snow,356
90 | 2014-3-30,8,2,-4,-4,-8,-15,65,46,31,1018,1011,1005,10,10,10,26,11,43,0.00,6,,281
91 | 2014-3-31,3,0,-3,0,-3,-6,100,82,52,1006,1001,998,10,8,0,32,11,55,0.00,7,Snow,283
92 | 2014-4-1,0,-2,-5,-5,-7,-10,93,75,48,1010,1004,998,10,5,1,32,24,47,0.00,6,Snow,342
93 | 2014-4-2,1,-4,-10,-4,-9,-12,93,71,48,1012,1011,1010,10,9,5,32,13,40,0.00,6,Snow,287
94 | 2014-4-3,2,-3,-7,-5,-8,-13,80,64,52,1011,1008,1005,10,10,10,26,13,,0.00,6,,240
95 | 2014-4-4,4,1,-2,-1,-4,-9,93,75,52,1009,1003,1001,10,8,2,32,8,47,0.00,7,Snow,307
96 | 2014-4-5,3,-1,-5,-8,-9,-11,74,55,38,1018,1016,1010,10,10,10,29,21,47,0.00,3,,307
97 | 2014-4-6,8,3,-2,-4,-7,-8,64,48,34,1017,1014,1009,,,,40,21,55,0.00,,,240
98 | 2014-4-7,6,3,1,2,-2,-6,100,70,42,1010,1008,1007,10,10,9,29,18,,0.00,7,Rain,272
99 | 2014-4-8,7,2,-2,0,-4,-9,100,68,34,1011,1008,1007,9,1,0,18,8,35,0.00,4,Fog,360
100 | 2014-4-9,5,0,-4,-7,-11,-16,80,46,24,1016,1012,1011,,,,21,10,32,0.00,,,7
101 | 2014-4-10,4,0,-4,-9,-11,-13,69,48,30,1029,1024,1016,,,,26,16,35,0.00,,,51
102 | 2014-4-11,7,0,-6,-7,-11,-13,80,44,23,1033,1031,1028,8,7,5,21,8,40,0.00,0,,162
103 | 2014-4-12,9,4,0,-5,-7,-10,60,42,27,1028,1025,1021,10,10,10,29,16,47,0.00,6,,187
104 | 2014-4-13,13,8,3,1,-2,-4,70,53,38,1021,1017,1013,10,10,10,26,16,43,0.00,6,,176
105 | 2014-4-14,8,4,2,4,2,-3,100,84,57,1012,1007,1005,10,9,5,21,16,40,0.00,8,Rain,165
106 | 2014-4-15,12,8,5,8,4,3,100,79,58,1011,1010,1008,10,9,5,21,14,32,0.00,7,Rain,169
107 | 2014-4-16,11,8,6,8,6,3,93,86,81,1020,1015,1011,10,9,6,21,14,35,0.00,7,Rain,210
108 | 2014-4-17,12,7,2,4,-1,-6,100,61,33,1024,1022,1020,10,10,10,18,13,35,0.00,4,,271
109 | 2014-4-18,14,7,-1,0,-2,-4,87,55,31,1023,1022,1021,8,8,7,18,5,,0.00,3,,185
110 | 2014-4-19,19,10,1,2,0,-1,87,54,28,1027,1025,1023,9,7,5,11,2,,0.00,1,,66
111 | 2014-4-20,20,11,2,5,1,-2,93,51,23,1025,1023,1021,9,7,6,14,3,,0.00,0,,54
112 | 2014-4-21,22,13,4,4,1,-1,81,46,22,1023,1022,1020,9,9,8,21,8,40,0.00,1,,101
113 | 2014-4-22,21,16,10,10,6,2,77,54,35,1020,1018,1015,10,10,9,35,14,43,0.00,6,Rain,158
114 | 2014-4-23,16,11,6,11,5,-9,94,64,30,1021,1014,1012,10,10,9,32,14,50,0.00,6,Rain,289
115 | 2014-4-24,8,4,0,-6,-8,-11,60,42,29,1027,1025,1021,9,9,9,32,19,47,0.00,0,,336
116 | 2014-4-25,15,6,-3,-4,-6,-8,74,42,23,1025,1019,1013,9,9,9,35,16,55,0.00,0,,276
117 | 2014-4-26,10,6,2,-3,-6,-9,70,43,26,1021,1019,1014,,,,21,14,,0.00,,,6
118 | 2014-4-27,18,8,-1,0,-3,-8,80,45,26,1019,1017,1013,9,9,9,21,6,40,0.00,6,,204
119 | 2014-4-28,18,14,8,5,2,0,71,46,32,1013,1012,1011,10,9,9,32,14,43,0.00,7,Rain,224
120 | 2014-4-29,21,13,5,5,2,0,87,52,26,1012,1009,1006,9,9,9,14,6,40,0.00,2,,227
121 | 2014-4-30,22,13,6,6,2,-1,81,46,23,1006,1003,1001,6,6,6,21,6,,0.00,6,,262
122 | 2014-5-1,21,13,7,6,3,1,76,49,27,1004,1003,1002,9,9,8,21,8,40,0.00,2,,278
123 | 2014-5-2,15,10,5,6,2,-3,67,51,36,1013,1005,1001,10,10,10,32,18,43,0.00,6,,272
124 | 2014-5-3,10,4,-1,-4,-6,-8,75,49,30,1017,1015,1013,,,,18,13,35,0.00,,,328
125 | 2014-5-4,10,5,0,3,-3,-5,93,54,35,1019,1017,1012,4,4,4,26,8,40,0.00,8,Rain,161
126 | 2014-5-5,6,4,4,5,4,3,100,94,87,1011,1004,1000,10,9,6,26,16,35,0.00,8,Rain,7
127 | 2014-5-6,7,6,3,4,3,1,93,89,81,1012,1005,1002,10,10,9,29,21,,0.00,6,Rain,245
128 | 2014-5-7,11,6,0,1,-2,-7,93,61,30,1022,1018,1013,10,9,5,29,18,47,0.00,6,Snow,251
129 | 2014-5-8,20,13,7,4,2,-2,66,44,30,1022,1020,1019,10,10,10,35,16,58,0.00,8,Rain,173
130 | 2014-5-9,21,16,12,5,3,1,54,42,27,1021,1020,1019,,,,29,19,43,0.00,,,175
131 | 2014-5-10,19,13,7,9,6,3,94,63,37,1020,1015,1009,10,10,9,21,11,40,0.00,8,Rain,122
132 | 2014-5-11,17,12,8,9,8,5,100,75,48,1011,1007,1005,10,9,4,32,13,47,0.00,6,,193
133 | 2014-5-12,22,14,8,10,7,5,82,56,38,1016,1013,1011,10,8,6,26,11,43,0.00,4,Rain,160
134 | 2014-5-13,22,17,12,15,11,6,88,71,52,1012,1007,1004,10,9,5,40,13,68,0.00,7,Rain-Thunderstorm,148
135 | 2014-5-14,20,14,8,8,6,3,87,60,40,1020,1016,1012,10,10,10,21,13,40,0.00,4,,227
136 | 2014-5-15,21,14,9,7,6,4,76,56,37,1026,1024,1020,9,9,9,21,8,,0.00,3,,24
137 | 2014-5-16,19,14,10,7,4,2,67,51,32,1028,1027,1025,9,9,9,26,16,35,0.00,6,,39
138 | 2014-5-17,18,14,10,12,8,3,88,66,51,1025,1023,1023,10,10,10,26,14,,0.00,8,Rain,49
139 | 2014-5-18,26,18,10,15,12,10,100,72,47,1024,1023,1022,10,10,10,26,18,,0.00,6,,77
140 | 2014-5-19,29,21,14,16,14,12,94,64,37,1026,1025,1023,9,9,9,18,13,,0.00,1,,91
141 | 2014-5-20,29,21,14,16,12,9,94,54,30,1026,1025,1023,,,,18,11,,0.00,,,134
142 | 2014-5-21,29,20,12,12,8,6,88,45,23,1025,1024,1022,,,,21,8,40,0.00,,,176
143 | 2014-5-22,27,20,14,15,12,8,77,53,36,1024,1023,1022,9,9,9,26,11,47,0.00,2,,248
144 | 2014-5-23,26,20,14,13,11,9,77,55,36,1025,1023,1022,9,9,9,14,10,,0.00,2,,16
145 | 2014-5-24,28,20,13,15,12,11,94,57,35,1024,1023,1021,10,9,9,14,5,,0.00,4,,204
146 | 2014-5-25,28,22,17,14,13,10,77,53,32,1021,1020,1017,10,10,9,21,10,,0.00,4,Thunderstorm,262
147 | 2014-5-26,29,21,14,14,13,11,88,58,33,1018,1015,1012,10,10,9,21,11,29,0.00,3,,278
148 | 2014-5-27,27,21,15,16,14,12,88,70,42,1012,1010,1008,10,10,8,29,11,32,0.00,6,Thunderstorm,341
149 | 2014-5-28,17,16,14,14,13,12,94,82,72,1012,1011,1010,10,10,7,21,16,,0.00,7,,66
150 | 2014-5-29,17,13,10,13,9,5,100,81,52,1013,1011,1010,10,9,5,29,21,43,0.00,8,Rain-Thunderstorm,97
151 | 2014-5-30,21,17,13,16,13,10,94,79,64,1016,1014,1012,10,10,9,29,18,40,0.00,6,Rain,109
152 | 2014-5-31,25,21,17,14,9,5,73,49,29,1017,1017,1016,10,10,10,29,18,47,0.00,6,Rain,129
153 | 2014-6-1,26,18,10,9,5,1,76,42,20,1017,1016,1016,9,9,9,32,18,47,0.00,3,,116
154 | 2014-6-2,27,22,17,12,8,4,68,42,23,1021,1019,1016,10,10,10,29,16,43,0.00,7,Rain,115
155 | 2014-6-3,29,20,12,11,6,3,77,40,19,1024,1023,1021,,,,21,13,35,0.00,,,137
156 | 2014-6-4,29,20,11,12,8,2,82,45,18,1025,1024,1022,8,8,8,26,11,43,0.00,1,,108
157 | 2014-6-5,31,22,14,14,8,2,77,44,16,1023,1022,1020,,,,18,10,35,0.00,,,116
158 | 2014-6-6,31,22,14,13,9,6,82,45,21,1021,1020,1019,10,10,10,32,5,,0.00,6,Thunderstorm,154
159 | 2014-6-7,30,22,14,17,13,10,94,64,31,1021,1019,1018,10,9,2,29,5,29,0.00,6,Rain-Thunderstorm,144
160 | 2014-6-8,27,21,15,15,13,12,94,63,39,1018,1016,1014,10,9,8,21,10,,0.00,4,,256
161 | 2014-6-9,21,17,13,14,12,10,100,74,49,1014,1011,1010,10,10,6,26,10,,0.00,6,Rain-Thunderstorm,291
162 | 2014-6-10,16,13,11,14,12,11,100,90,77,1009,1006,1004,10,10,7,26,14,35,0.00,6,Rain,305
163 | 2014-6-11,19,16,13,14,10,7,100,70,46,1012,1009,1004,10,10,5,35,23,55,0.00,6,Rain,356
164 | 2014-6-12,21,16,10,10,8,7,87,66,43,1012,1010,1008,10,10,9,29,16,40,0.00,6,Rain,10
165 | 2014-6-13,17,12,8,11,9,7,100,72,55,1007,1003,1001,10,10,9,21,6,,0.00,6,Fog-Rain-Thunderstorm,140
166 | 2014-6-14,21,16,11,12,11,8,100,81,43,1001,1000,999,10,10,5,26,8,,0.00,6,Rain-Thunderstorm,37
167 | 2014-6-15,17,12,7,13,10,7,100,87,72,1009,1004,1001,10,10,8,26,11,,0.00,6,Rain-Thunderstorm,320
168 | 2014-6-16,15,11,8,7,6,4,93,70,48,1011,1010,1009,10,10,10,18,13,,0.00,6,,273
169 | 2014-6-17,17,12,8,11,6,3,94,70,45,1010,1007,1005,10,9,3,43,18,72,0.00,6,Rain,215
170 | 2014-6-18,12,9,6,5,2,0,93,64,47,1008,1006,1004,10,10,9,32,21,50,0.00,6,Rain,233
171 | 2014-6-19,17,12,8,8,6,2,93,69,45,1007,1005,1003,10,10,6,26,19,,0.00,7,Rain,242
172 | 2014-6-20,22,16,11,13,9,7,88,64,43,1006,1005,1003,10,10,9,32,18,50,0.00,5,Rain,196
173 | 2014-6-21,21,17,13,14,12,11,100,83,60,1005,1004,1003,10,9,5,21,10,,0.00,7,Rain-Thunderstorm,213
174 | 2014-6-22,18,13,9,13,7,4,100,68,42,1008,1006,1004,10,10,7,21,14,,0.00,6,,307
175 | 2014-6-23,15,11,8,12,9,6,100,86,67,1009,1007,1006,10,10,6,29,10,26,0.00,6,Rain,223
176 | 2014-6-24,16,11,6,9,8,4,94,77,52,1010,1008,1007,10,10,9,35,11,40,0.00,6,Rain,234
177 | 2014-6-25,18,13,8,10,8,6,94,75,49,1007,1006,1004,10,10,7,26,11,43,0.00,6,Rain-Thunderstorm,238
178 | 2014-6-26,15,11,8,9,7,5,100,74,55,1014,1011,1007,10,10,10,18,11,,0.00,6,Rain,325
179 | 2014-6-27,15,11,8,8,7,4,93,74,51,1014,1013,1012,10,10,10,21,13,,0.00,7,,31
180 | 2014-6-28,10,9,8,8,6,4,93,77,66,1016,1013,1011,10,10,10,32,21,47,0.00,7,Rain,322
181 | 2014-6-29,20,12,5,7,5,3,93,60,37,1019,1018,1016,,,,21,14,40,0.00,,,283
182 | 2014-6-30,25,18,11,13,10,7,76,57,44,1018,1016,1014,,,,29,11,43,0.00,,,183
183 | 2014-7-1,28,22,17,14,12,11,72,52,37,1016,1015,1013,,,,26,19,43,0.00,,,186
184 | 2014-7-2,29,22,14,16,13,9,100,61,32,1014,1012,1009,10,10,7,32,13,47,0.00,6,Rain-Thunderstorm,155
185 | 2014-7-3,22,16,11,13,11,8,100,72,43,1018,1017,1015,10,9,6,26,16,50,0.00,6,Rain,248
186 | 2014-7-4,22,16,9,12,9,7,94,63,41,1019,1017,1016,9,9,9,18,6,,0.00,6,,258
187 | 2014-7-5,24,18,13,13,12,9,88,65,38,1017,1017,1016,10,10,9,26,13,43,0.00,6,,266
188 | 2014-7-6,25,18,12,14,12,10,94,65,44,1020,1018,1017,10,10,9,18,3,,0.00,5,,5
189 | 2014-7-7,25,19,14,14,12,10,94,63,41,1022,1021,1020,9,9,9,21,10,,0.00,3,,26
190 | 2014-7-8,25,19,14,16,13,12,88,68,47,1021,1020,1017,10,10,9,26,8,,0.00,5,Thunderstorm,31
191 | 2014-7-9,25,19,13,14,12,9,94,62,36,1018,1015,1012,10,9,9,18,6,29,0.00,3,Fog,13
192 | 2014-7-10,17,13,11,15,11,8,94,81,68,1016,1012,1009,10,10,9,32,13,50,0.00,7,Rain,9
193 | 2014-7-11,16,13,10,12,9,8,94,82,72,1021,1019,1016,10,10,10,29,21,,0.00,8,,51
194 | 2014-7-12,24,18,12,11,10,7,94,61,34,1023,1022,1021,9,9,9,29,16,43,0.00,3,,86
195 | 2014-7-13,27,19,12,12,11,9,94,55,34,1022,1020,1018,,,,26,16,40,0.00,,,109
196 | 2014-7-14,30,21,13,13,10,8,94,49,25,1020,1019,1018,9,9,9,14,10,29,0.00,1,,138
197 | 2014-7-15,30,22,14,15,11,8,88,51,27,1020,1019,1018,,,,18,5,32,0.00,,,208
198 | 2014-7-16,31,23,16,16,13,11,82,52,31,1019,1018,1016,10,10,10,18,5,21,0.00,5,Thunderstorm,178
199 | 2014-7-17,27,21,16,19,17,15,94,75,48,1018,1017,1017,10,9,5,21,6,40,0.00,5,Rain-Thunderstorm,12
200 | 2014-7-18,24,19,15,17,16,14,100,81,57,1019,1018,1017,10,8,0,21,11,,0.00,6,Fog,54
201 | 2014-7-19,25,19,13,14,11,8,94,62,36,1019,1018,1016,,,,18,11,,0.00,,,48
202 | 2014-7-20,27,20,13,13,11,9,88,57,34,1018,1016,1013,10,10,9,14,8,32,0.00,3,,2
203 | 2014-7-21,25,19,13,12,9,6,88,54,29,1016,1013,1013,,,,26,11,35,0.00,,,56
204 | 2014-7-22,24,17,11,9,8,5,82,54,33,1019,1018,1016,,,,18,11,29,0.00,,,37
205 | 2014-7-23,26,18,11,14,10,8,82,55,34,1020,1019,1017,9,9,9,21,10,,0.00,3,,338
206 | 2014-7-24,26,19,13,16,12,10,82,63,36,1018,1017,1015,10,10,9,21,11,40,0.00,6,Rain,345
207 | 2014-7-25,25,18,11,13,10,8,88,58,41,1021,1019,1018,,,,21,14,,0.00,,,350
208 | 2014-7-26,26,21,17,16,12,8,73,54,36,1021,1018,1017,10,10,10,26,16,47,0.00,3,,327
209 | 2014-7-27,29,20,11,13,10,8,88,54,30,1024,1022,1021,,,,18,8,29,0.00,,,319
210 | 2014-7-28,32,23,15,13,12,10,82,49,26,1022,1020,1018,9,9,9,18,8,,0.00,1,,278
211 | 2014-7-29,32,23,15,14,12,8,82,47,22,1018,1016,1014,7,5,2,26,8,50,0.00,6,,233
212 | 2014-7-30,32,26,19,16,13,11,69,48,29,1015,1014,1014,10,9,5,29,11,40,0.00,6,Rain,236
213 | 2014-7-31,32,24,18,17,12,8,88,48,22,1016,1015,1014,9,7,5,21,10,40,0.00,1,,237
214 | 2014-8-1,33,24,16,14,12,10,77,47,24,1017,1016,1015,9,9,9,14,5,26,0.00,6,,172
215 | 2014-8-2,33,26,18,20,16,13,94,65,31,1020,1019,1017,10,10,9,47,5,68,0.00,6,Rain-Thunderstorm,35
216 | 2014-8-3,29,24,19,19,16,11,94,65,35,1021,1020,1019,10,9,7,26,10,,0.00,6,Rain,14
217 | 2014-8-4,29,22,16,14,13,10,82,56,34,1021,1020,1018,,,,29,13,35,0.00,,,14
218 | 2014-8-5,29,23,17,16,13,12,82,56,35,1020,1018,1017,10,10,10,29,14,47,0.00,3,,29
219 | 2014-8-6,30,23,17,16,14,12,88,58,37,1018,1017,1016,10,10,9,29,14,43,0.00,4,,43
220 | 2014-8-7,29,23,16,17,15,13,100,72,37,1017,1016,1014,10,10,9,32,11,35,0.00,6,Rain-Thunderstorm,43
221 | 2014-8-8,24,19,15,17,16,14,100,82,57,1014,1012,1010,10,9,7,21,8,40,0.00,5,Rain-Thunderstorm,13
222 | 2014-8-9,29,22,15,17,14,11,100,66,33,1011,1010,1009,10,10,10,21,10,32,0.00,3,,347
223 | 2014-8-10,28,23,18,17,16,15,83,65,45,1012,1011,1010,10,10,10,32,10,35,0.00,6,Rain,298
224 | 2014-8-11,29,22,16,16,14,12,94,63,37,1014,1013,1012,10,10,10,14,8,,0.00,4,Fog,7
225 | 2014-8-12,31,23,17,17,15,13,88,59,33,1013,1012,1010,10,10,10,21,8,32,0.00,6,,162
226 | 2014-8-13,24,20,16,19,16,12,100,75,60,1014,1010,1008,10,9,5,26,11,,0.00,7,Rain,234
227 | 2014-8-14,25,18,12,17,13,10,100,69,41,1016,1013,1007,10,9,6,18,10,32,0.00,6,Rain-Thunderstorm,162
228 | 2014-8-15,26,21,16,20,18,15,100,85,61,1007,1006,1004,10,10,6,29,14,32,0.00,6,Rain-Thunderstorm,229
229 | 2014-8-16,23,18,13,15,13,10,100,77,46,1007,1006,1005,10,9,1,14,11,,0.00,5,Fog,274
230 | 2014-8-17,21,16,11,15,13,10,94,82,60,1005,1005,1004,10,10,6,26,6,50,0.00,6,Rain-Thunderstorm,231
231 | 2014-8-18,23,18,13,14,12,10,100,75,46,1013,1010,1005,10,10,9,18,14,,0.00,5,,252
232 | 2014-8-19,25,18,11,13,11,8,100,63,36,1016,1015,1013,10,9,9,18,5,43,0.00,3,Fog,181
233 | 2014-8-20,27,19,12,13,11,10,88,56,34,1016,1015,1014,,,,21,6,35,0.00,,,186
234 | 2014-8-21,27,22,16,13,12,9,77,54,34,1014,1013,1013,10,10,10,14,8,32,0.00,7,Rain,245
235 | 2014-8-22,23,17,10,16,13,9,94,80,53,1014,1010,1007,10,10,8,32,14,40,0.00,6,Rain,204
236 | 2014-8-23,21,13,6,10,8,6,100,70,40,1017,1016,1014,10,10,9,18,10,,0.00,6,,276
237 | 2014-8-24,23,17,11,10,8,5,88,59,33,1018,1017,1016,,,,14,6,32,0.00,,,154
238 | 2014-8-25,17,14,13,15,11,8,100,76,59,1016,1009,1005,10,9,5,26,18,40,0.00,7,Rain,121
239 | 2014-8-26,19,16,12,10,8,4,88,65,42,1010,1008,1005,10,10,10,35,24,55,0.00,6,Rain,208
240 | 2014-8-27,15,13,11,12,10,8,100,88,72,1010,1005,1003,10,9,4,14,11,,0.00,7,Rain,187
241 | 2014-8-28,18,13,9,13,10,8,100,84,59,1004,1004,1003,10,9,2,21,11,26,0.00,5,Rain,195
242 | 2014-8-29,18,14,10,12,11,8,100,85,63,1008,1005,1003,10,10,6,21,11,,0.00,7,Rain,258
243 | 2014-8-30,15,11,8,11,9,7,100,88,72,1014,1011,1008,10,10,9,26,13,,0.00,5,Rain,257
244 | 2014-8-31,14,10,7,10,9,7,100,87,67,1020,1018,1015,10,7,1,14,10,,0.00,7,,271
245 | 2014-9-1,16,12,8,12,10,7,100,84,68,1022,1021,1019,10,10,9,21,13,,0.00,6,Rain,82
246 | 2014-9-2,18,14,12,14,12,10,100,90,72,1020,1018,1016,10,9,1,18,13,,0.00,7,Fog-Rain,286
247 | 2014-9-3,13,11,10,11,9,6,94,83,67,1026,1024,1020,10,10,10,26,18,35,0.00,7,,314
248 | 2014-9-4,19,13,7,11,8,6,100,76,49,1027,1026,1025,10,10,9,21,11,32,0.00,5,,308
249 | 2014-9-5,22,16,9,13,11,8,100,81,50,1025,1024,1021,10,9,3,14,8,,0.00,6,,283
250 | 2014-9-6,20,13,7,13,11,7,100,79,56,1021,1020,1019,10,9,9,18,8,,0.00,3,Fog,294
251 | 2014-9-7,21,14,9,12,10,8,100,74,46,1020,1019,1019,10,8,6,21,5,,0.00,4,Fog,326
252 | 2014-9-8,20,14,9,13,11,8,100,80,56,1022,1021,1020,10,10,9,18,6,,0.00,5,,70
253 | 2014-9-9,20,16,11,12,11,9,100,79,56,1022,1021,1020,10,9,8,14,13,,0.00,6,,96
254 | 2014-9-10,20,14,8,11,8,7,100,72,43,1024,1022,1021,9,7,6,18,10,32,0.00,5,,98
255 | 2014-9-11,23,17,11,13,11,9,100,71,41,1028,1026,1024,9,6,5,11,8,29,0.00,5,,124
256 | 2014-9-12,23,16,9,11,9,8,100,67,41,1028,1027,1025,9,7,5,11,3,,0.00,3,,196
257 | 2014-9-13,23,17,10,13,10,7,100,72,38,1025,1023,1021,10,7,5,26,6,35,0.00,6,Rain,265
258 | 2014-9-14,12,10,8,11,8,7,100,96,87,1025,1023,1021,10,8,5,21,16,,0.00,7,,323
259 | 2014-9-15,15,11,7,8,6,3,100,76,45,1026,1025,1024,10,8,6,21,14,,0.00,7,,344
260 | 2014-9-16,15,10,6,7,4,2,100,70,42,1027,1025,1024,9,8,7,21,11,,0.00,0,,344
261 | 2014-9-17,13,8,3,4,3,2,93,72,47,1029,1028,1027,10,10,9,18,8,43,0.00,6,,349
262 | 2014-9-18,14,9,5,5,4,2,87,71,48,1030,1029,1028,10,10,7,11,5,,0.00,5,,102
263 | 2014-9-19,20,12,4,8,6,3,93,70,43,1029,1027,1025,10,7,5,18,8,,0.00,4,,225
264 | 2014-9-20,20,12,5,7,6,4,93,66,37,1026,1024,1022,9,7,5,18,6,,0.00,1,,194
265 | 2014-9-21,19,11,4,6,3,0,100,62,28,1022,1019,1016,9,5,3,21,5,40,0.00,2,Fog,177
266 | 2014-9-22,19,11,4,5,3,0,93,57,30,1016,1014,1011,9,8,7,26,6,40,0.00,1,,162
267 | 2014-9-23,17,12,8,8,3,0,67,49,37,1011,1006,1001,10,10,9,29,18,47,0.00,5,Rain,144
268 | 2014-9-24,13,8,4,9,7,3,100,85,63,1011,1004,1000,10,9,5,29,16,40,0.00,8,Rain,187
269 | 2014-9-25,8,6,4,6,4,3,100,93,87,1014,1013,1011,10,10,5,21,16,32,0.00,7,Rain,345
270 | 2014-9-26,15,8,1,8,5,1,100,84,59,1017,1016,1014,9,6,5,14,5,,0.00,5,Fog,222
271 | 2014-9-27,14,8,3,9,6,3,100,87,63,1017,1014,1011,10,7,0,29,13,47,0.00,7,Fog-Rain,215
272 | 2014-9-28,15,9,4,9,6,4,100,81,48,1016,1014,1012,10,10,6,29,16,,0.00,6,,246
273 | 2014-9-29,14,11,9,9,8,6,94,83,67,1016,1015,1014,10,10,10,26,19,,0.00,7,Rain,243
274 | 2014-9-30,12,9,7,11,8,4,100,86,58,1013,1010,1006,10,9,3,32,19,47,0.00,6,Rain,265
275 | 2014-10-1,11,7,4,10,1,-3,94,73,57,1027,1019,1007,10,10,3,32,23,50,0.00,6,Rain,319
276 | 2014-10-2,9,4,0,5,0,-3,93,70,46,1030,1026,1013,10,10,9,29,19,43,0.00,4,,295
277 | 2014-10-3,9,4,0,5,2,-1,93,83,71,1028,1026,1022,10,10,10,29,16,47,0.00,7,Rain,282
278 | 2014-10-4,10,7,3,5,3,-1,93,77,54,1026,1023,1021,10,10,8,21,18,35,0.00,5,,329
279 | 2014-10-5,5,4,3,4,2,0,100,91,81,1034,1029,1026,10,9,5,21,14,,0.00,7,Rain,29
280 | 2014-10-6,8,4,0,4,2,-1,100,85,66,1041,1038,1035,10,10,10,14,8,,0.00,6,,16
281 | 2014-10-7,6,1,-3,1,-2,-4,100,82,61,1041,1040,1037,10,9,5,18,5,,0.00,4,,326
282 | 2014-10-8,9,1,-6,0,-2,-7,100,74,46,1037,1034,1028,9,5,2,14,5,29,0.00,2,,189
283 | 2014-10-9,11,7,3,4,0,-2,76,62,44,1028,1024,1020,10,9,8,21,16,35,0.00,8,Rain,190
284 | 2014-10-10,15,11,8,8,5,2,87,67,59,1020,1018,1015,10,9,6,29,16,35,0.00,7,Rain,202
285 | 2014-10-11,18,14,10,12,9,6,100,73,56,1018,1016,1014,10,8,4,29,21,47,0.00,6,Rain,232
286 | 2014-10-12,13,10,7,11,9,7,100,94,82,1019,1017,1013,9,3,0,14,5,,0.00,7,Fog-Rain,115
287 | 2014-10-13,16,13,10,11,9,6,100,82,63,1014,1011,1010,10,6,1,32,14,35,0.00,7,Fog-Rain,238
288 | 2014-10-14,10,8,6,7,6,4,93,81,71,1017,1015,1012,10,10,9,14,8,,0.00,6,Rain,76
289 | 2014-10-15,8,7,6,8,7,6,100,97,93,1012,1007,1005,10,5,1,21,16,,0.00,7,Fog-Rain,83
290 | 2014-10-16,6,3,1,6,3,1,100,98,93,1008,1006,1005,10,6,1,26,21,,0.00,8,Fog-Rain,58
291 | 2014-10-17,1,0,-1,1,-1,-3,100,95,86,1008,1005,1004,10,8,5,26,16,,0.00,8,Rain-Snow,8
292 | 2014-10-18,-2,-3,-4,-3,-5,-8,93,82,74,1021,1013,1008,10,10,8,29,19,47,0.00,7,Snow,329
293 | 2014-10-19,2,-4,-9,-3,-8,-11,93,69,44,1023,1020,1012,10,4,1,26,13,,0.00,7,Snow,251
294 | 2014-10-20,2,0,-2,2,0,-2,100,96,93,1011,999,994,5,2,0,18,11,35,0.00,8,Fog-Rain-Snow,157
295 | 2014-10-21,2,-1,-4,2,0,-6,100,97,86,1003,995,992,10,5,1,29,13,50,0.00,8,Fog-Rain-Snow,20
296 | 2014-10-22,-4,-7,-8,-7,-9,-11,86,79,74,1018,1011,1003,10,9,5,29,21,35,0.00,7,Snow,327
297 | 2014-10-23,-6,-10,-13,-9,-12,-15,86,77,58,1029,1025,1019,10,10,7,26,18,,0.00,6,Snow,317
298 | 2014-10-24,-1,-4,-8,-6,-8,-11,93,79,51,1037,1034,1029,10,10,10,21,14,40,0.00,6,,328
299 | 2014-10-25,-2,-7,-12,-10,-12,-14,92,71,51,1039,1037,1035,9,9,9,11,6,,0.00,3,,194
300 | 2014-10-26,2,-2,-6,-9,-10,-12,80,60,41,1035,1033,1031,9,9,9,26,14,43,0.00,2,,206
301 | 2014-10-27,7,2,-2,-3,-8,-12,57,46,37,1031,1028,1025,10,10,9,26,18,43,0.00,6,,221
302 | 2014-10-28,9,7,4,3,-3,-8,71,54,42,1024,1023,1022,10,10,9,26,23,,0.00,6,,226
303 | 2014-10-29,13,8,4,2,-3,-9,81,51,25,1024,1023,1022,9,9,8,21,18,35,0.00,6,Rain,227
304 | 2014-10-30,9,3,-2,-4,-7,-9,69,51,36,1024,1022,1019,9,7,5,18,14,29,0.00,3,,214
305 | 2014-10-31,5,1,-2,1,-2,-6,87,76,65,1020,1019,1017,10,8,5,21,11,,0.00,6,,275
306 | 2014-11-1,2,0,-2,1,-2,-7,93,84,69,1022,1019,1018,10,10,6,26,11,40,0.00,6,Snow,323
307 | 2014-11-2,0,-2,-4,-5,-7,-8,86,73,60,1026,1024,1022,10,10,9,18,14,,0.00,6,Snow,338
308 | 2014-11-3,1,-1,-3,0,-3,-8,100,86,64,1023,1019,1016,10,8,4,14,11,32,0.00,8,Rain-Snow,189
309 | 2014-11-4,4,1,-1,1,-1,-2,100,90,81,1017,1015,1015,5,4,3,18,13,35,0.00,4,,194
310 | 2014-11-5,4,2,0,3,1,-1,100,93,87,1015,1013,1012,5,4,3,21,13,40,0.00,5,,209
311 | 2014-11-6,5,4,4,4,3,3,100,93,87,1018,1017,1015,5,4,2,18,11,,0.00,8,,196
312 | 2014-11-7,7,6,4,6,4,3,100,95,93,1018,1016,1013,4,3,2,18,13,32,0.00,8,Rain,198
313 | 2014-11-8,8,7,6,7,6,3,100,90,81,1017,1012,1009,10,7,4,26,18,43,0.00,7,Rain,201
314 | 2014-11-9,6,4,3,3,2,1,100,87,76,1025,1022,1017,10,9,5,26,14,,0.00,6,Rain,240
315 | 2014-11-10,5,2,0,3,1,-1,100,92,81,1031,1030,1025,10,8,5,18,10,,0.00,6,Fog,92
316 | 2014-11-11,5,4,3,5,3,2,100,94,87,1031,1029,1027,10,7,3,21,14,35,0.00,8,,163
317 | 2014-11-12,6,4,4,3,2,1,87,82,76,1027,1025,1024,10,9,6,29,16,40,0.00,8,,198
318 | 2014-11-13,5,4,4,3,3,2,93,87,81,1027,1026,1025,6,5,3,11,6,,0.00,8,Rain,207
319 | 2014-11-14,4,1,-1,4,1,-2,100,91,87,1032,1030,1028,10,8,3,18,13,,0.00,7,,63
320 | 2014-11-15,0,-1,-1,-2,-3,-6,93,85,69,1032,1031,1031,10,10,8,14,6,,0.00,6,,31
321 | 2014-11-16,-1,-3,-5,-4,-8,-10,80,70,64,1035,1034,1032,10,10,10,26,14,35,0.00,7,Snow,87
322 | 2014-11-17,-4,-6,-7,-8,-9,-10,86,76,64,1034,1034,1033,10,10,9,18,11,29,0.00,7,Snow,98
323 | 2014-11-18,-1,-3,-6,-5,-7,-10,86,79,59,1036,1035,1034,10,9,6,14,10,,0.00,7,Snow,90
324 | 2014-11-19,-2,-7,-11,-8,-10,-13,93,82,64,1036,1036,1035,9,6,3,6,3,26,0.00,2,,60
325 | 2014-11-20,-3,-8,-13,-8,-11,-15,93,86,69,1037,1037,1036,5,3,2,11,5,,0.00,2,,250
326 | 2014-11-21,0,-6,-12,-6,-9,-14,93,81,48,1036,1034,1032,6,3,2,11,3,,0.00,4,,234
327 | 2014-11-22,1,-4,-8,-6,-8,-10,93,76,56,1032,1030,1029,9,7,5,14,10,,0.00,4,,234
328 | 2014-11-23,0,-4,-9,-3,-7,-11,93,80,59,1035,1031,1029,10,8,3,11,6,,0.00,5,Snow,349
329 | 2014-11-24,-1,-2,-3,-3,-4,-5,100,88,80,1039,1038,1035,10,6,5,14,11,,0.00,8,Snow,122
330 | 2014-11-25,-2,-3,-5,-4,-5,-6,100,91,86,1038,1035,1033,10,8,5,18,13,35,0.00,8,,193
331 | 2014-11-26,-5,-6,-7,-6,-7,-8,100,96,93,1033,1031,1030,7,5,0,21,13,,0.00,8,Fog-Snow,222
332 | 2014-11-27,-6,-7,-9,-7,-8,-10,100,93,86,1033,1031,1030,4,3,1,11,5,,0.00,8,Fog-Snow,204
333 | 2014-11-28,-7,-10,-12,-10,-11,-14,93,86,74,1036,1035,1033,9,7,3,18,13,,0.00,7,,78
334 | 2014-11-29,-8,-11,-13,-10,-12,-14,93,90,79,1037,1035,1034,8,6,5,18,14,,0.00,6,,68
335 | 2014-11-30,-8,-11,-14,-9,-12,-15,93,91,85,1034,1031,1028,8,6,3,11,6,,0.00,6,Snow,36
336 | 2014-12-1,-5,-11,-16,-6,-10,-18,93,90,79,1027,1026,1025,10,6,3,18,10,,0.00,7,Snow,289
337 | 2014-12-2,-6,-10,-13,-7,-11,-15,93,89,79,1029,1028,1026,10,9,5,21,13,,0.00,7,Snow,300
338 | 2014-12-3,-4,-9,-14,-9,-11,-15,92,77,63,1029,1024,1021,10,10,8,29,19,,0.00,6,Snow,234
339 | 2014-12-4,-4,-7,-8,-5,-8,-11,93,82,74,1022,1019,1016,10,8,5,35,26,43,0.00,7,Snow,249
340 | 2014-12-5,0,-2,-4,-2,-3,-5,100,91,80,1029,1026,1019,10,9,2,21,18,,0.00,8,Snow,264
341 | 2014-12-6,-4,-6,-6,-4,-6,-7,100,93,86,1029,1027,1023,10,7,4,18,14,35,0.00,8,Snow,192
342 | 2014-12-7,-3,-4,-6,-5,-6,-7,100,90,80,1024,1023,1022,10,5,1,21,18,32,0.00,8,Snow,195
343 | 2014-12-8,-3,-6,-7,-5,-7,-9,93,91,86,1023,1021,1020,10,6,3,18,11,35,0.00,8,Snow,174
344 | 2014-12-9,-3,-4,-4,-4,-4,-5,100,94,86,1027,1023,1020,8,5,1,18,10,29,0.00,8,Fog-Snow,205
345 | 2014-12-10,-2,-3,-4,-2,-4,-4,100,95,86,1027,1026,1023,6,2,1,14,8,,0.00,8,Snow,224
346 | 2014-12-11,0,-1,-2,0,-1,-3,100,98,93,1022,1018,1014,3,2,1,14,8,26,0.00,8,Rain-Snow,131
347 | 2014-12-12,0,-2,-3,-1,-3,-4,100,98,93,1014,1008,1005,9,2,1,21,11,,0.00,8,Snow,156
348 | 2014-12-13,2,0,-1,0,-1,-2,100,92,81,1009,1006,1001,10,8,1,32,21,47,0.00,8,Snow,196
349 | 2014-12-14,2,1,1,0,0,0,93,87,87,1018,1011,1006,10,10,9,29,23,43,0.00,6,,212
350 | 2014-12-15,2,0,-2,-1,-2,-3,93,87,75,1023,1021,1018,10,10,8,18,13,,0.00,6,Snow,197
351 | 2014-12-16,2,1,0,2,1,-1,100,97,93,1020,1017,1015,5,3,1,18,13,35,0.00,8,Fog-Rain-Snow,178
352 | 2014-12-17,3,1,0,2,1,0,100,96,87,1016,1010,1002,10,6,2,26,18,43,0.00,8,Rain,165
353 | 2014-12-18,1,0,0,1,0,-1,100,94,87,1008,1004,999,10,8,1,26,19,43,0.00,7,Rain-Snow,210
354 | 2014-12-19,1,0,0,1,-1,-2,100,94,87,1008,1004,996,10,7,1,21,16,40,0.00,8,Rain-Snow,179
355 | 2014-12-20,5,3,1,4,2,0,100,95,87,996,995,993,10,9,5,26,19,,0.00,7,Rain,213
356 | 2014-12-21,2,1,1,1,0,-2,100,91,81,998,996,996,10,9,4,29,19,47,0.00,7,Rain-Snow,208
357 | 2014-12-22,1,-1,-3,-1,-4,-6,93,83,75,998,997,996,10,9,1,32,23,43,0.00,7,Snow,224
358 | 2014-12-23,1,-1,-3,0,-2,-6,100,92,74,995,986,982,10,7,1,32,16,47,0.00,7,Snow,196
359 | 2014-12-24,-3,-6,-7,-4,-8,-10,93,83,80,1002,993,985,10,7,1,35,26,50,0.00,7,Snow,287
360 | 2014-12-25,-8,-10,-11,-9,-10,-13,93,88,79,1002,994,987,10,5,0,32,16,40,0.00,8,Snow,39
361 | 2014-12-26,-10,-12,-13,-11,-14,-15,93,85,79,1016,1011,1001,10,10,7,26,18,,0.00,7,Snow,270
362 | 2014-12-27,-7,-9,-13,-8,-9,-14,93,91,80,1020,1018,1015,10,10,8,26,19,43,0.00,7,,224
363 | 2014-12-28,-10,-12,-15,-11,-13,-16,93,92,85,1020,1016,1012,10,7,0,18,8,,0.00,7,Fog-Snow,36
364 | 2014-12-29,-12,-14,-17,-13,-17,-19,92,87,78,1018,1015,1012,10,10,9,18,13,,0.00,7,Snow,306
365 | 2014-12-30,-15,-17,-18,-17,-18,-20,92,86,85,1022,1020,1018,10,10,9,21,14,40,0.00,4,,320
366 | 2014-12-31,-7,-14,-22,-8,-16,-24,93,87,78,1023,1016,1009,10,6,2,32,16,35,0.00,7,Snow,221
-------------------------------------------------------------------------------- /2_Cleaning_up_our_act/WHO POP TB all.csv: -------------------------------------------------------------------------------- 1 | Country,Population (1000s),TB deaths 2 | Afghanistan,30552,13000.0 3 | Albania,3173,20.0 4 | Algeria,39208,5100.0 5 | Andorra,79,0.26 6 | Angola,21472,6900.0 7 | Antigua and Barbuda,90,1.2 8 | Argentina,41446,570.0 9 | Armenia,2977,170.0 10 | Australia,23343,45.0 11 | Austria,8495,29.0 12 | Azerbaijan,9413,360.0 13 | Bahamas,377,1.8 14 | Bahrain,1332,9.6 15 | Bangladesh,156595,80000.0 16 | Barbados,285,2.0 17 | Belarus,9357,850.0 18 | Belgium,11104,18.0 19 | Belize,332,20.0 20 | Benin,10323,1300.0 21 | Bhutan,754,88.0 22 | Bolivia (Plurinational State of),10671,430.0 23 | Bosnia and Herzegovina,3829,190.0 24 | Botswana,2021,440.0 25 | Brazil,200362,4400.0 26 | Brunei Darussalam,418,13.0 27 | Bulgaria,7223,150.0 28 | Burkina Faso,16935,1500.0 29 | Burundi,10163,2300.0 30 | Côte d'Ivoire,20316,4000.0 31 | Cabo Verde,499,150.0 32 | Cambodia,15135,10000.0 33 | Cameroon,22254,7800.0 34 | Canada,35182,62.0 35 | Central African Republic,4616,2200.0 36 | Chad,12825,2900.0 37 | Chile,17620,220.0 38 | China,1393337,41000.0 39 | Colombia,48321,770.0 40 | Comoros,735,58.0 41 | Congo,4448,2000.0 42 | Cook Islands,21,0.41 43 | Costa Rica,4872,33.0 44 | Croatia,4290,52.0 45 | Cuba,11266,37.0 46 | Cyprus,1141,2.3 47 | Czech Republic,10702,28.0 48 | Democratic People's Republic of Korea,24895,6700.0 49 | Democratic Republic of the Congo,67514,46000.0 50 | Denmark,5619,24.0 51 | Djibouti,873,870.0 52 | Dominica,72,2.7 53 | Dominican Republic,10404,590.0 54 | Ecuador,15738,320.0 55 | Egypt,82056,550.0 56 | El Salvador,6340,61.0 57 | Equatorial Guinea,757,67.0 58 | Eritrea,6333,1200.0 59 | Estonia,1287,32.0 60 | Ethiopia,94101,30000.0 61 | Fiji,881,37.0 62 | Finland,5426,17.0 63 | France,64291,340.0 64 | Gabon,1672,910.0 65 | Gambia,1849,370.0 66 | Georgia,4341,310.0 67 | Germany,82727,300.0 68 | Ghana,25905,1100.0 69 | Greece,11128,77.0 70 | Grenada,106,1.1 71 | Guatemala,15468,250.0 72 | Guinea,11745,3200.0 73 | Guinea-Bissau,1704,1200.0 74 | Guyana,800,130.0 75 | Haiti,10317,2700.0 76 | Honduras,8098,230.0 77 | Hungary,9955,81.0 78 | Iceland,330,0.93 79 | India,1252140,240000.0 80 | Indonesia,249866,64000.0 81 | Iran (Islamic Republic of),77447,2500.0 82 | Iraq,33765,780.0 83 | Ireland,4627,18.0 84 | Israel,7733,16.0 85 | Italy,60990,310.0 86 | Jamaica,2784,17.0 87 | Japan,127144,2100.0 88 | Jordan,7274,35.0 89 | Kazakhstan,16441,1600.0 90 | Kenya,44354,9100.0 91 | Kiribati,102,30.0 92 | Kuwait,3369,33.0 93 | Kyrgyzstan,5548,620.0 94 | Lao People's Democratic Republic,6770,3600.0 95 | Latvia,2050,43.0 96 | Lebanon,4822,42.0 97 | Lesotho,2074,960.0 98 | Liberia,4294,2100.0 99 | Libya,6202,540.0 100 | Lithuania,3017,250.0 101 | Luxembourg,530,2.2 102 | Madagascar,22925,12000.0 103 | Malawi,16363,1500.0 104 | Malaysia,29717,1700.0 105 | Maldives,345,7.6 106 | Mali,15302,1600.0 107 | Malta,429,1.5 108 | Marshall Islands,53,21.0 109 | Mauritania,3890,1000.0 110 | Mauritius,1244,15.0 111 | Mexico,122332,2200.0 112 | Micronesia (Federated States of),104,22.0 113 | Monaco,38,0.03 114 | Mongolia,2839,140.0 115 | Montenegro,621,1.2 116 | Morocco,33008,2800.0 117 | Mozambique,25834,18000.0 118 | Myanmar,53259,26000.0 119 | Namibia,2303,1300.0 120 | Nauru,10,0.67 121 | Nepal,27797,4600.0 122 | Netherlands,16759,20.0 123 | New Zealand,4506,6.3 124 | Nicaragua,6080,160.0 125 | Niger,17831,3100.0 126 | Nigeria,173615,160000.0 127 | Niue,1,0.01 128 | Norway,5043,4.4 129 | Oman,3632,25.0 130 | Pakistan,182143,49000.0 131 | Palau,21,0.36 132 | Panama,3864,180.0 133 | Papua New Guinea,7321,2400.0 134 | Paraguay,6802,200.0 135 | Peru,30376,2300.0 136 | Philippines,98394,27000.0 137 | Poland,38217,650.0 138 | Portugal,10608,140.0 139 | Qatar,2169,2.7 140 | Republic of Korea,49263,2600.0 141 | Republic of Moldova,3487,480.0 142 | Romania,21699,1200.0 143 | Russian Federation,142834,17000.0 144 | Rwanda,11777,810.0 145 | Saint Kitts and Nevis,54,1.6 146 | Saint Lucia,182,2.2 147 | Saint Vincent and the Grenadines,109,3.1 148 | Samoa,190,6.1 149 | San Marino,31,0.0 150 | Sao Tome and Principe,193,18.0 151 | Saudi Arabia,28829,960.0 152 | Senegal,14133,2900.0 153 | Serbia,9511,150.0 154 | Seychelles,93,1.4 155 | Sierra Leone,6092,2600.0 156 | Singapore,5412,94.0 157 | Slovakia,5450,35.0 158 | Slovenia,2072,21.0 159 | Solomon Islands,561,81.0 160 | Somalia,10496,7700.0 161 | South Africa,52776,25000.0 162 | South Sudan,11296,4500.0 163 | Spain,46927,240.0 164 | Sri Lanka,21273,1300.0 165 | Sudan,37964,9700.0 166 | Suriname,539,12.0 167 | Swaziland,1250,1100.0 168 | Sweden,9571,13.0 169 | Switzerland,8078,17.0 170 | Syrian Arab Republic,21898,450.0 171 | Tajikistan,8208,570.0 172 | Thailand,67010,8100.0 173 | The former Yugoslav republic of Macedonia,2107,33.0 174 | Timor-Leste,1133,990.0 175 | Togo,6817,810.0 176 | Tonga,105,2.5 177 | Trinidad and Tobago,1341,29.0 178 | Tunisia,10997,230.0 179 | Turkey,74933,310.0 180 | Turkmenistan,5240,1300.0 181 | Tuvalu,10,2.8 182 | Uganda,37579,4100.0 183 | Ukraine,45239,6600.0 184 | United Arab Emirates,9346,64.0 185 | United Kingdom of Great Britain and Northern Ireland,63136,340.0 186 | United Republic of Tanzania,49253,6000.0 187 | United States of America,320051,490.0 188 | Uruguay,3407,40.0 189 | Uzbekistan,28934,2200.0 190 | Vanuatu,253,16.0 191 | Venezuela (Bolivarian Republic of),30405,480.0 192 | Viet Nam,91680,17000.0 193 | Yemen,24407,990.0 194 | Zambia,14539,3600.0 195 | Zimbabwe,14150,5700.0 196 | -------------------------------------------------------------------------------- /3_Combine_and_transform_data/WB GDP 2013.csv: -------------------------------------------------------------------------------- 1 | country,year,NY.GDP.MKTP.CD 2 | Arab World,2013,2827557148210.97 3 | Caribbean small states,2013,69287048038.1545 4 | Central Europe and the Baltics,2013,1419383888513.92 5 | East Asia & Pacific (all income levels),2013,20846726977065.7 6 | East Asia & Pacific (developing only),2013,11729395514462.0 7 | Euro area,2013,13188775741580.4 8 | Europe & Central Asia (all income levels),2013,22949899696925.6 9 | Europe & Central Asia (developing only),2013,1879644696323.62 10 | European Union,2013,17987465273840.3 11 | Fragile and conflict affected situations,2013,731558071200.6 12 | Heavily indebted poor countries (HIPC),2013,598851845291.301 13 | High income,2013,52256187329042.1 14 | High income: nonOECD,2013,6369893151799.64 15 | High income: OECD,2013,45927311632922.5 16 | Latin America & Caribbean (all income levels),2013,6269874859706.83 17 | Latin America & Caribbean (developing only),2013,4761014358771.96 18 | Least developed countries: UN classification,2013,816890155603.36 19 | Low & middle income,2013,24011494861267.1 20 | Low income,2013,372061684704.10706 21 | Lower middle income,2013,5473342620945.17 22 | Middle East & North Africa (all income levels),2013,3562279554744.38 23 | Middle East & North Africa (developing only),2013,1640224832654.45 24 | Middle income,2013,23637119652152.1 25 | North America,2013,18612590885409.4 26 | Not classified,2013, 27 | OECD members,2013,48009763073164.4 28 | Other small states,2013,99004463561.9632 29 | Pacific island small states,2013,8227972578.75318 30 | Small states,2013,176519484178.871 31 | South Asia,2013,2361515495718.04 32 | Sub-Saharan Africa (all income levels),2013,1668119248410.01 33 | Sub-Saharan Africa (developing only),2013,1649422075764.72 34 | Upper middle income,2013,18155014821574.9 35 | World,2013,76236796175538.2 36 | Afghanistan,2013,20458939155.2669 37 | Albania,2013,12781029643.4205 38 | Algeria,2013,209703529364.33102 39 | American Samoa,2013, 40 | Andorra,2013,3249100674.8400803 41 | Angola,2013,138356809261.963 42 | Antigua and Barbuda,2013,1200587518.5185199 43 | Argentina,2013,614383517369.5029 44 | Armenia,2013,11121465767.4067 45 | Aruba,2013, 46 | Australia,2013,1563950959269.52 47 | Austria,2013,428698577647.394 48 | Azerbaijan,2013,73560484384.9586 49 | "Bahamas, The",2013,8431750000.0 50 | Bahrain,2013,32897606382.9787 51 | Bangladesh,2013,149990451022.29 52 | Barbados,2013,4281000000.0 53 | Belarus,2013,73097619636.8209 54 | Belgium,2013,521402393365.011 55 | Belize,2013,1624294250.0 56 | Benin,2013,9110800744.87896 57 | Bermuda,2013,5573710000.0 58 | Bhutan,2013,1798333725.8395398 59 | Bolivia,2013,30659338929.0883 60 | Bosnia and Herzegovina,2013,17841444572.6699 61 | Botswana,2013,14979304170.7843 62 | Brazil,2013,2392082463707.62 63 | Brunei Darussalam,2013,16110693734.0153 64 | Bulgaria,2013,55626359256.2432 65 | Burkina Faso,2013,12110243992.0653 66 | Burundi,2013,2714505634.52629 67 | Cabo Verde,2013,1837908563.30275 68 | Cambodia,2013,15449630418.5486 69 | Cameroon,2013,29567504655.4935 70 | Canada,2013,1838964175409.41 71 | Cayman Islands,2013, 72 | Central African Republic,2013,1537740105.45705 73 | Chad,2013,12949853281.2464 74 | Channel Islands,2013, 75 | Chile,2013,276673695234.341 76 | China,2013,9490602600148.49 77 | Colombia,2013,380063456192.64 78 | Comoros,2013,598925539.6726099 79 | "Congo, Dem. Rep.",2013,30014905126.1049 80 | "Congo, Rep.",2013,14085852120.4761 81 | Costa Rica,2013,49236710394.4487 82 | Cote d'Ivoire,2013,31292560974.4482 83 | Croatia,2013,57770884728.6496 84 | Cuba,2013,77149700000.0 85 | Curacao,2013, 86 | Cyprus,2013,24057251748.5613 87 | Czech Republic,2013,208328435108.816 88 | Denmark,2013,335877548363.831 89 | Djibouti,2013,1455416073.50848 90 | Dominica,2013,506666666.666667 91 | Dominican Republic,2013,61366326096.194 92 | Ecuador,2013,94776170000.0 93 | "Egypt, Arab Rep.",2013,271972822883.38 94 | El Salvador,2013,24350900000.0 95 | Equatorial Guinea,2013,17135584684.6409 96 | Eritrea,2013, 97 | Estonia,2013,25246787741.9517 98 | Ethiopia,2013,47648211133.2183 99 | Faeroe Islands,2013,2613458940.70206 100 | Fiji,2013,4196100792.87499 101 | Finland,2013,269190106004.86 102 | France,2013,2810249215589.07 103 | French Polynesia,2013, 104 | Gabon,2013,17590716232.4913 105 | "Gambia, The",2013,903779326.489126 106 | Georgia,2013,16140047012.1438 107 | Germany,2013,3745317149399.13 108 | Ghana,2013,47805069494.9081 109 | Greece,2013,239509850570.447 110 | Greenland,2013, 111 | Grenada,2013,842571332.222222 112 | Guam,2013, 113 | Guatemala,2013,53851148431.9321 114 | Guinea,2013,6231725484.55943 115 | Guinea-Bissau,2013,946629755.7864051 116 | Guyana,2013,2982036493.7276697 117 | Haiti,2013,8452718010.077609 118 | Honduras,2013,18496438641.4768 119 | "Hong Kong SAR, China",2013,275742650850.954 120 | Hungary,2013,134401774737.92401 121 | Iceland,2013,15376604281.4504 122 | India,2013,1861801615477.86 123 | Indonesia,2013,910478729099.0359 124 | "Iran, Islamic Rep.",2013,511620875086.78 125 | Iraq,2013,232497236277.87302 126 | Ireland,2013,238259956626.79102 127 | Isle of Man,2013, 128 | Israel,2013,292408330563.864 129 | Italy,2013,2133539300229.7 130 | Jamaica,2013,14187446660.7125 131 | Japan,2013,4919563108372.5 132 | Jordan,2013,33593843661.9718 133 | Kazakhstan,2013,231876282133.87 134 | Kenya,2013,54930813987.9173 135 | Kiribati,2013,168951535.045376 136 | "Korea, Dem. Rep.",2013, 137 | "Korea, Rep.",2013,1305604981271.91 138 | Kosovo,2013,7073021773.76527 139 | Kuwait,2013,174161495063.47 140 | Kyrgyz Republic,2013,7335027591.91628 141 | Lao PDR,2013,11192471435.4383 142 | Latvia,2013,30241650059.7848 143 | Lebanon,2013,44352418120.4643 144 | Lesotho,2013,2218102350.05334 145 | Liberia,2013,1946500000.0 146 | Libya,2013,65509594212.0164 147 | Liechtenstein,2013, 148 | Lithuania,2013,46412093986.4596 149 | Luxembourg,2013,61794506555.5051 150 | "Macao SAR, China",2013,51313531848.8478 151 | "Macedonia, FYR",2013,10767448426.8881 152 | Madagascar,2013,10613473832.7389 153 | Malawi,2013,3883521174.79535 154 | Malaysia,2013,323342854422.546 155 | Maldives,2013,2790659901.11554 156 | Mali,2013,10942822487.185999 157 | Malta,2013,9642848650.1181 158 | Marshall Islands,2013,190180248.293377 159 | Mauritania,2013,5057754938.61127 160 | Mauritius,2013,11931866299.2567 161 | Mexico,2013,1258773797056.06 162 | "Micronesia, Fed. Sts.",2013,315725616.958949 163 | Moldova,2013,7985349731.464709 164 | Monaco,2013, 165 | Mongolia,2013,12545217934.4214 166 | Montenegro,2013,4464260488.58205 167 | Morocco,2013,107316974437.737 168 | Mozambique,2013,16018848990.668999 169 | Myanmar,2013,58652241646.0073 170 | Namibia,2013,12754875754.7824 171 | Nepal,2013,19271168018.482 172 | Netherlands,2013,864169242952.925 173 | New Caledonia,2013, 174 | New Zealand,2013,187937183367.737 175 | Nicaragua,2013,10850733052.0815 176 | Niger,2013,7683045042.9115 177 | Nigeria,2013,514964650436.045 178 | Northern Mariana Islands,2013, 179 | Norway,2013,522349106382.979 180 | Oman,2013,78182574772.4317 181 | Pakistan,2013,231086513914.87198 182 | Palau,2013,228567644.0783 183 | Panama,2013,42648100000.0 184 | Papua New Guinea,2013,15413232345.734 185 | Paraguay,2013,29078927134.8133 186 | Peru,2013,201848484663.508 187 | Philippines,2013,271927428132.554 188 | Poland,2013,524059039422.894 189 | Portugal,2013,226073492966.495 190 | Puerto Rico,2013,103134778000.0 191 | Qatar,2013,201885439560.44 192 | Romania,2013,191587217163.977 193 | Russian Federation,2013,2079024782973.32 194 | Rwanda,2013,7522006198.2320795 195 | Samoa,2013,795753602.492535 196 | San Marino,2013, 197 | Sao Tome and Principe,2013,305632896.585213 198 | Saudi Arabia,2013,744335733333.333 199 | Senegal,2013,14951667193.5471 200 | Serbia,2013,45519650911.4138 201 | Seychelles,2013,1411035753.6973 202 | Sierra Leone,2013,4838115453.11866 203 | Singapore,2013,302245904259.57 204 | Sint Maarten (Dutch part),2013, 205 | Slovak Republic,2013,98033841689.223 206 | Slovenia,2013,47675804617.9958 207 | Solomon Islands,2013,1059690062.43119 208 | Somalia,2013,5352000000.0 209 | South Africa,2013,366243783486.35297 210 | South Sudan,2013,13257635693.0126 211 | Spain,2013,1369261671179.0 212 | Sri Lanka,2013,74317814502.3205 213 | St. Kitts and Nevis,2013,787290366.874074 214 | St. Lucia,2013,1334385778.14815 215 | St. Martin (French part),2013, 216 | St. Vincent and the Grenadines,2013,720636189.62963 217 | Sudan,2013,66480141187.3528 218 | Suriname,2013,5130909090.90909 219 | Swaziland,2013,4562432045.37514 220 | Sweden,2013,578742001487.571 221 | Switzerland,2013,684919206141.1279 222 | Syrian Arab Republic,2013, 223 | Tajikistan,2013,8506615265.135941 224 | Tanzania,2013,44384603619.5421 225 | Thailand,2013,420166569029.486 226 | Timor-Leste,2013,1319000000.0 227 | Togo,2013,4338575823.81993 228 | Tonga,2013,432893161.18847597 229 | Trinidad and Tobago,2013,27257473690.746002 230 | Tunisia,2013,46920723825.9371 231 | Turkey,2013,823242587404.139 232 | Turkmenistan,2013,41012982456.1404 233 | Turks and Caicos Islands,2013, 234 | Tuvalu,2013,38322359.528866604 235 | Uganda,2013,24662957430.3775 236 | Ukraine,2013,183310146378.08102 237 | United Arab Emirates,2013,387192103471.75 238 | United Kingdom,2013,2712296271989.99 239 | United States,2013,16768053000000.0 240 | Uruguay,2013,57524653093.5083 241 | Uzbekistan,2013,56795656324.5823 242 | Vanuatu,2013,801787555.8611209 243 | "Venezuela, RB",2013, 244 | Vietnam,2013,171222025389.999 245 | Virgin Islands (U.S.),2013, 246 | West Bank and Gaza,2013,12473235848.0115 247 | "Yemen, Rep.",2013,35954502303.5041 248 | Zambia,2013,26820806278.8413 249 | Zimbabwe,2013,13490227100.0 250 | -------------------------------------------------------------------------------- /3_Combine_and_transform_data/WB LE 2013.csv: -------------------------------------------------------------------------------- 1 | country,year,SP.DYN.LE00.IN 2 | Arab World,2013,70.6313051672398 3 | Caribbean small states,2013,71.9019637504868 4 | Central Europe and the Baltics,2013,76.12758262848621 5 | East Asia & Pacific (all income levels),2013,74.6046188995068 6 | East Asia & Pacific (developing only),2013,73.65761655820751 7 | Euro area,2013,81.3731967418674 8 | Europe & Central Asia (all income levels),2013,76.789731923845 9 | Europe & Central Asia (developing only),2013,72.45646107381579 10 | European Union,2013,80.3842618726 11 | Fragile and conflict affected situations,2013,61.771104887151395 12 | Heavily indebted poor countries (HIPC),2013,60.310825680011796 13 | High income,2013,79.1097828969154 14 | High income: nonOECD,2013,74.0710201403492 15 | High income: OECD,2013,80.65043472852109 16 | Latin America & Caribbean (all income levels),2013,74.702201501923 17 | Latin America & Caribbean (developing only),2013,74.3812773393328 18 | Least developed countries: UN classification,2013,62.77473727429461 19 | Low & middle income,2013,69.3111304861494 20 | Low income,2013,60.812795220347795 21 | Lower middle income,2013,66.99186909864581 22 | Middle East & North Africa (all income levels),2013,72.8960011005759 23 | Middle East & North Africa (developing only),2013,72.3475961598045 24 | Middle income,2013,70.3048643271329 25 | North America,2013,79.0976488858613 26 | Not classified,2013, 27 | OECD members,2013,79.921973877965 28 | Other small states,2013,61.9989652427917 29 | Pacific island small states,2013,69.728363316246 30 | Small states,2013,64.8672040805443 31 | South Asia,2013,67.7809207251351 32 | Sub-Saharan Africa (all income levels),2013,58.0773024021241 33 | Sub-Saharan Africa (developing only),2013,58.0764316418292 34 | Upper middle income,2013,74.3170902660733 35 | World,2013,71.2096146905407 36 | Afghanistan,2013,60.028268292682895 37 | Albania,2013,77.537243902439 38 | Algeria,2013,74.5689512195122 39 | American Samoa,2013, 40 | Andorra,2013, 41 | Angola,2013,51.8661707317073 42 | Antigua and Barbuda,2013,75.77865853658541 43 | Argentina,2013,75.9860975609756 44 | Armenia,2013,74.5613658536585 45 | Aruba,2013,75.32865853658541 46 | Australia,2013,82.1975609756098 47 | Austria,2013,80.890243902439 48 | Azerbaijan,2013,70.6931463414634 49 | "Bahamas, The",2013,75.0735365853659 50 | Bahrain,2013,76.5459512195122 51 | Bangladesh,2013,71.245243902439 52 | Barbados,2013,75.3339512195122 53 | Belarus,2013,72.4707317073171 54 | Belgium,2013,80.3853658536585 55 | Belize,2013,69.9820487804878 56 | Benin,2013,59.312024390243906 57 | Bermuda,2013,80.5724390243902 58 | Bhutan,2013,69.1029268292683 59 | Bolivia,2013,67.9134390243903 60 | Bosnia and Herzegovina,2013,76.27692682926829 61 | Botswana,2013,64.3608048780488 62 | Brazil,2013,74.1224390243903 63 | Brunei Darussalam,2013,78.54665853658541 64 | Bulgaria,2013,74.4658536585366 65 | Burkina Faso,2013,58.2406341463415 66 | Burundi,2013,56.2516097560976 67 | Cabo Verde,2013,72.9723658536585 68 | Cambodia,2013,67.7720487804878 69 | Cameroon,2013,55.0418048780488 70 | Canada,2013,81.40112195121951 71 | Cayman Islands,2013, 72 | Central African Republic,2013,49.8798780487805 73 | Chad,2013,51.1914878048781 74 | Channel Islands,2013,80.46282926829271 75 | Chile,2013,81.1979268292683 76 | China,2013,75.3530243902439 77 | Colombia,2013,73.8097317073171 78 | Comoros,2013,62.932170731707295 79 | "Congo, Dem. Rep.",2013,58.271926829268295 80 | "Congo, Rep.",2013,61.6663902439024 81 | Costa Rica,2013,79.2252195121951 82 | Cote d'Ivoire,2013,51.2084634146342 83 | Croatia,2013,77.12682926829271 84 | Cuba,2013,79.2563902439025 85 | Curacao,2013, 86 | Cyprus,2013,79.94978048780492 87 | Czech Republic,2013,78.2780487804878 88 | Denmark,2013,80.3024390243903 89 | Djibouti,2013,61.6864634146342 90 | Dominica,2013, 91 | Dominican Republic,2013,73.3199024390244 92 | Ecuador,2013,75.64851219512201 93 | "Egypt, Arab Rep.",2013,70.92578048780491 94 | El Salvador,2013,72.49814634146341 95 | Equatorial Guinea,2013,57.290829268292704 96 | Eritrea,2013,63.1778780487805 97 | Estonia,2013,76.42439024390251 98 | Ethiopia,2013,63.4421951219512 99 | Faeroe Islands,2013,81.3 100 | Fiji,2013,69.9179268292683 101 | Finland,2013,80.8317073170732 102 | France,2013,81.9682926829268 103 | French Polynesia,2013,76.33407317073171 104 | Gabon,2013,63.8435853658537 105 | "Gambia, The",2013,59.9992682926829 106 | Georgia,2013,74.079512195122 107 | Germany,2013,81.04390243902441 108 | Ghana,2013,61.142073170731706 109 | Greece,2013,80.6341463414634 110 | Greenland,2013, 111 | Grenada,2013,73.1935609756098 112 | Guam,2013,78.872512195122 113 | Guatemala,2013,71.4863902439024 114 | Guinea,2013,58.216487804878 115 | Guinea-Bissau,2013,54.838414634146396 116 | Guyana,2013,66.3100243902439 117 | Haiti,2013,62.401146341463395 118 | Honduras,2013,72.94285365853659 119 | "Hong Kong SAR, China",2013,83.8317073170732 120 | Hungary,2013,75.2682926829268 121 | Iceland,2013,83.1170731707317 122 | India,2013,67.6604146341463 123 | Indonesia,2013,68.7046097560976 124 | "Iran, Islamic Rep.",2013,75.1259756097561 125 | Iraq,2013,69.4716829268293 126 | Ireland,2013,81.04390243902441 127 | Isle of Man,2013, 128 | Israel,2013,82.05609756097559 129 | Italy,2013,82.290243902439 130 | Jamaica,2013,73.4689268292683 131 | Japan,2013,83.3319512195122 132 | Jordan,2013,73.9014146341463 133 | Kazakhstan,2013,70.45 134 | Kenya,2013,60.9537804878049 135 | Kiribati,2013,65.7665853658537 136 | "Korea, Dem. Rep.",2013,69.7919512195122 137 | "Korea, Rep.",2013,81.459756097561 138 | Kosovo,2013,70.7975609756098 139 | Kuwait,2013,74.462756097561 140 | Kyrgyz Republic,2013,70.2024390243902 141 | Lao PDR,2013,65.68724390243901 142 | Latvia,2013,73.9804878048781 143 | Lebanon,2013,80.12887804878049 144 | Lesotho,2013,49.3314634146342 145 | Liberia,2013,60.5203902439024 146 | Libya,2013,71.6576829268293 147 | Liechtenstein,2013,82.3829268292683 148 | Lithuania,2013,74.1634146341464 149 | Luxembourg,2013,81.7975609756098 150 | "Macao SAR, China",2013,80.3391463414634 151 | "Macedonia, FYR",2013,75.1870487804878 152 | Madagascar,2013,64.6739024390244 153 | Malawi,2013,61.466 154 | Malaysia,2013,74.567512195122 155 | Maldives,2013,76.60260975609759 156 | Mali,2013,57.5351951219512 157 | Malta,2013,80.7463414634146 158 | Marshall Islands,2013, 159 | Mauritania,2013,62.8027073170732 160 | Mauritius,2013,74.46 161 | Mexico,2013,76.5326585365854 162 | "Micronesia, Fed. Sts.",2013,68.9733902439024 163 | Moldova,2013,68.811512195122 164 | Monaco,2013, 165 | Mongolia,2013,69.0618048780488 166 | Montenegro,2013,74.7583658536585 167 | Morocco,2013,73.70904878048779 168 | Mozambique,2013,54.641512195122004 169 | Myanmar,2013,65.6540975609756 170 | Namibia,2013,64.3438780487805 171 | Nepal,2013,69.222 172 | Netherlands,2013,81.10487804878049 173 | New Caledonia,2013,77.12195121951221 174 | New Zealand,2013,81.4073170731707 175 | Nicaragua,2013,74.51475609756099 176 | Niger,2013,60.828146341463395 177 | Nigeria,2013,52.44214634146339 178 | Northern Mariana Islands,2013, 179 | Norway,2013,81.4512195121951 180 | Oman,2013,76.8410487804878 181 | Pakistan,2013,65.9636829268293 182 | Palau,2013, 183 | Panama,2013,77.41921951219508 184 | Papua New Guinea,2013,62.4491707317073 185 | Paraguay,2013,72.79917073170729 186 | Peru,2013,74.2838536585366 187 | Philippines,2013,68.1315609756097 188 | Poland,2013,76.8487804878049 189 | Portugal,2013,80.37317073170729 190 | Puerto Rico,2013,78.71119512195119 191 | Qatar,2013,78.4184878048781 192 | Romania,2013,74.4634146341463 193 | Russian Federation,2013,71.0731707317073 194 | Rwanda,2013,63.3948292682927 195 | Samoa,2013,73.2503902439024 196 | San Marino,2013, 197 | Sao Tome and Principe,2013,66.259512195122 198 | Saudi Arabia,2013,74.17763414634149 199 | Senegal,2013,65.878756097561 200 | Serbia,2013,75.1365853658537 201 | Seychelles,2013,74.2268292682927 202 | Sierra Leone,2013,50.363121951219505 203 | Singapore,2013,82.34634146341459 204 | Sint Maarten (Dutch part),2013, 205 | Slovak Republic,2013,76.2609756097561 206 | Slovenia,2013,80.2780487804878 207 | Solomon Islands,2013,67.7189268292683 208 | Somalia,2013,55.023024390243904 209 | South Africa,2013,56.7365853658537 210 | South Sudan,2013,55.2209024390244 211 | Spain,2013,82.4268292682927 212 | Sri Lanka,2013,74.24029268292679 213 | St. Kitts and Nevis,2013, 214 | St. Lucia,2013,74.9127073170732 215 | St. Martin (French part),2013,79.17073170731709 216 | St. Vincent and the Grenadines,2013,72.8108780487805 217 | Sudan,2013,63.1670487804878 218 | Suriname,2013,70.99 219 | Swaziland,2013,48.93792682926829 220 | Sweden,2013,81.7048780487805 221 | Switzerland,2013,82.74878048780491 222 | Syrian Arab Republic,2013,74.7157804878049 223 | Tajikistan,2013,69.40017073170729 224 | Tanzania,2013,64.2918292682927 225 | Thailand,2013,74.24692682926829 226 | Timor-Leste,2013,67.5223658536585 227 | Togo,2013,59.132365853658506 228 | Tonga,2013,72.64034146341471 229 | Trinidad and Tobago,2013,70.3052926829268 230 | Tunisia,2013,73.64634146341471 231 | Turkey,2013,75.1759512195122 232 | Turkmenistan,2013,65.4565609756098 233 | Turks and Caicos Islands,2013, 234 | Tuvalu,2013, 235 | Uganda,2013,57.7676829268293 236 | Ukraine,2013,71.159512195122 237 | United Arab Emirates,2013,77.19563414634149 238 | United Kingdom,2013,80.95609756097559 239 | United States,2013,78.84146341463409 240 | Uruguay,2013,76.83619512195119 241 | Uzbekistan,2013,68.2275853658537 242 | Vanuatu,2013,71.669243902439 243 | "Venezuela, RB",2013,74.07441463414641 244 | Vietnam,2013,75.75648780487799 245 | Virgin Islands (U.S.),2013,79.62439024390241 246 | West Bank and Gaza,2013,73.20334146341459 247 | "Yemen, Rep.",2013,63.583512195122005 248 | Zambia,2013,59.2373658536585 249 | Zimbabwe,2013,55.633 250 | -------------------------------------------------------------------------------- /3_Combine_and_transform_data/WB POP 2013.csv: -------------------------------------------------------------------------------- 1 | country,year,SP.POP.TOTL 2 | Arab World,2013,377096710.0 3 | Caribbean small states,2013,6975819.0 4 | Central Europe and the Baltics,2013,103713726.0 5 | East Asia & Pacific (all income levels),2013,2248867116.0 6 | East Asia & Pacific (developing only),2013,2006072847.0 7 | Euro area,2013,337283895.0 8 | Europe & Central Asia (all income levels),2013,898837054.0 9 | Europe & Central Asia (developing only),2013,262416324.0 10 | European Union,2013,506558032.0 11 | Fragile and conflict affected situations,2013,461713245.0 12 | Heavily indebted poor countries (HIPC),2013,682730030.0 13 | High income,2013,1390565718.0 14 | High income: nonOECD,2013,326137386.0 15 | High income: OECD,2013,1064428332.0 16 | Latin America & Caribbean (all income levels),2013,619487273.0 17 | Latin America & Caribbean (developing only),2013,519419591.0 18 | Least developed countries: UN classification,2013,910063594.0 19 | Low & middle income,2013,5783955641.0 20 | Low income,2013,605505799.0 21 | Lower middle income,2013,2836264486.0 22 | Middle East & North Africa (all income levels),2013,409324396.0 23 | Middle East & North Africa (developing only),2013,350649177.0 24 | Middle income,2013,5178449842.0 25 | North America,2013,351720836.0 26 | Not classified,2013, 27 | OECD members,2013,1263178643.0 28 | Other small states,2013,20531614.0 29 | Pacific island small states,2013,2285709.0 30 | Small states,2013,29793142.0 31 | South Asia,2013,1697997032.0 32 | Sub-Saharan Africa (all income levels),2013,948287652.0 33 | Sub-Saharan Africa (developing only),2013,947400670.0 34 | Upper middle income,2013,2342185356.0 35 | World,2013,7174521359.0 36 | Afghanistan,2013,30682500.0 37 | Albania,2013,2897366.0 38 | Algeria,2013,38186135.0 39 | American Samoa,2013,55302.0 40 | Andorra,2013,75902.0 41 | Angola,2013,23448202.0 42 | Antigua and Barbuda,2013,89985.0 43 | Argentina,2013,42538304.0 44 | Armenia,2013,2992192.0 45 | Aruba,2013,102921.0 46 | Australia,2013,23125868.0 47 | Austria,2013,8479375.0 48 | Azerbaijan,2013,9416801.0 49 | "Bahamas, The",2013,377841.0 50 | Bahrain,2013,1349427.0 51 | Bangladesh,2013,157157394.0 52 | Barbados,2013,282503.0 53 | Belarus,2013,9466000.0 54 | Belgium,2013,11182817.0 55 | Belize,2013,344193.0 56 | Benin,2013,10322232.0 57 | Bermuda,2013,65001.0 58 | Bhutan,2013,754637.0 59 | Bolivia,2013,10399931.0 60 | Bosnia and Herzegovina,2013,3823533.0 61 | Botswana,2013,2176510.0 62 | Brazil,2013,204259377.0 63 | Brunei Darussalam,2013,411499.0 64 | Bulgaria,2013,7265115.0 65 | Burkina Faso,2013,17084554.0 66 | Burundi,2013,10465959.0 67 | Cabo Verde,2013,507258.0 68 | Cambodia,2013,15078564.0 69 | Cameroon,2013,22211166.0 70 | Canada,2013,35158304.0 71 | Cayman Islands,2013,58369.0 72 | Central African Republic,2013,4710678.0 73 | Chad,2013,13145788.0 74 | Channel Islands,2013,162138.0 75 | Chile,2013,17575833.0 76 | China,2013,1357380000.0 77 | Colombia,2013,47342363.0 78 | Comoros,2013,751697.0 79 | "Congo, Dem. Rep.",2013,72552861.0 80 | "Congo, Rep.",2013,4394334.0 81 | Costa Rica,2013,4706433.0 82 | Cote d'Ivoire,2013,21622490.0 83 | Croatia,2013,4255689.0 84 | Cuba,2013,11362505.0 85 | Curacao,2013,153821.0 86 | Cyprus,2013,1141652.0 87 | Czech Republic,2013,10514272.0 88 | Denmark,2013,5614932.0 89 | Djibouti,2013,864554.0 90 | Dominica,2013,72005.0 91 | Dominican Republic,2013,10281408.0 92 | Ecuador,2013,15661312.0 93 | "Egypt, Arab Rep.",2013,87613909.0 94 | El Salvador,2013,6089644.0 95 | Equatorial Guinea,2013,797082.0 96 | Eritrea,2013,4998824.0 97 | Estonia,2013,1317997.0 98 | Ethiopia,2013,94558374.0 99 | Faeroe Islands,2013,48292.0 100 | Fiji,2013,880487.0 101 | Finland,2013,5438972.0 102 | France,2013,65925498.0 103 | French Polynesia,2013,276766.0 104 | Gabon,2013,1650351.0 105 | "Gambia, The",2013,1866878.0 106 | Georgia,2013,4487200.0 107 | Germany,2013,80645605.0 108 | Ghana,2013,26164432.0 109 | Greece,2013,11027549.0 110 | Greenland,2013,56483.0 111 | Grenada,2013,105902.0 112 | Guam,2013,165121.0 113 | Guatemala,2013,15690793.0 114 | Guinea,2013,11948726.0 115 | Guinea-Bissau,2013,1757138.0 116 | Guyana,2013,761033.0 117 | Haiti,2013,10431249.0 118 | Honduras,2013,7849059.0 119 | "Hong Kong SAR, China",2013,7187500.0 120 | Hungary,2013,9893082.0 121 | Iceland,2013,323764.0 122 | India,2013,1279498874.0 123 | Indonesia,2013,251268276.0 124 | "Iran, Islamic Rep.",2013,77152445.0 125 | Iraq,2013,33781385.0 126 | Ireland,2013,4598294.0 127 | Isle of Man,2013,86462.0 128 | Israel,2013,8059500.0 129 | Italy,2013,60233948.0 130 | Jamaica,2013,2714734.0 131 | Japan,2013,127338621.0 132 | Jordan,2013,6460000.0 133 | Kazakhstan,2013,17035275.0 134 | Kenya,2013,43692881.0 135 | Kiribati,2013,108544.0 136 | "Korea, Dem. Rep.",2013,24895705.0 137 | "Korea, Rep.",2013,50219669.0 138 | Kosovo,2013,1818117.0 139 | Kuwait,2013,3593689.0 140 | Kyrgyz Republic,2013,5719600.0 141 | Lao PDR,2013,6579985.0 142 | Latvia,2013,2012647.0 143 | Lebanon,2013,4493438.0 144 | Lesotho,2013,2083061.0 145 | Liberia,2013,4293692.0 146 | Libya,2013,6265987.0 147 | Liechtenstein,2013,37040.0 148 | Lithuania,2013,2957689.0 149 | Luxembourg,2013,543360.0 150 | "Macao SAR, China",2013,568056.0 151 | "Macedonia, FYR",2013,2072543.0 152 | Madagascar,2013,22924557.0 153 | Malawi,2013,16190126.0 154 | Malaysia,2013,29465372.0 155 | Maldives,2013,393000.0 156 | Mali,2013,16592097.0 157 | Malta,2013,423374.0 158 | Marshall Islands,2013,52786.0 159 | Mauritania,2013,3872684.0 160 | Mauritius,2013,1258653.0 161 | Mexico,2013,123740109.0 162 | "Micronesia, Fed. Sts.",2013,103718.0 163 | Moldova,2013,3558566.0 164 | Monaco,2013,37528.0 165 | Mongolia,2013,2859174.0 166 | Montenegro,2013,621207.0 167 | Morocco,2013,33452686.0 168 | Mozambique,2013,26467180.0 169 | Myanmar,2013,52983829.0 170 | Namibia,2013,2346592.0 171 | Nepal,2013,27834981.0 172 | Netherlands,2013,16804432.0 173 | New Caledonia,2013,262000.0 174 | New Zealand,2013,4442100.0 175 | Nicaragua,2013,5945646.0 176 | Niger,2013,18358863.0 177 | Nigeria,2013,172816517.0 178 | Northern Mariana Islands,2013,53869.0 179 | Norway,2013,5079623.0 180 | Oman,2013,3906912.0 181 | Pakistan,2013,181192646.0 182 | Palau,2013,20919.0 183 | Panama,2013,3805683.0 184 | Papua New Guinea,2013,7308864.0 185 | Paraguay,2013,6465669.0 186 | Peru,2013,30565461.0 187 | Philippines,2013,97571676.0 188 | Poland,2013,38040196.0 189 | Portugal,2013,10457295.0 190 | Puerto Rico,2013,3595839.0 191 | Qatar,2013,2101288.0 192 | Romania,2013,19983693.0 193 | Russian Federation,2013,143506911.0 194 | Rwanda,2013,11078095.0 195 | Samoa,2013,190390.0 196 | San Marino,2013,31391.0 197 | Sao Tome and Principe,2013,182386.0 198 | Saudi Arabia,2013,30201051.0 199 | Senegal,2013,14221041.0 200 | Serbia,2013,7164132.0 201 | Seychelles,2013,89900.0 202 | Sierra Leone,2013,6178859.0 203 | Singapore,2013,5399200.0 204 | Sint Maarten (Dutch part),2013,36607.0 205 | Slovak Republic,2013,5413393.0 206 | Slovenia,2013,2059953.0 207 | Solomon Islands,2013,560685.0 208 | Somalia,2013,10268157.0 209 | South Africa,2013,53157490.0 210 | South Sudan,2013,11453810.0 211 | Spain,2013,46620045.0 212 | Sri Lanka,2013,20483000.0 213 | St. Kitts and Nevis,2013,54301.0 214 | St. Lucia,2013,182305.0 215 | St. Martin (French part),2013,31264.0 216 | St. Vincent and the Grenadines,2013,109327.0 217 | Sudan,2013,38515095.0 218 | Suriname,2013,533450.0 219 | Swaziland,2013,1250641.0 220 | Sweden,2013,9600379.0 221 | Switzerland,2013,8089346.0 222 | Syrian Arab Republic,2013,21789415.0 223 | Tajikistan,2013,8111894.0 224 | Tanzania,2013,50213457.0 225 | Thailand,2013,67451422.0 226 | Timor-Leste,2013,1180069.0 227 | Togo,2013,6928719.0 228 | Tonga,2013,105139.0 229 | Trinidad and Tobago,2013,1348240.0 230 | Tunisia,2013,10886500.0 231 | Turkey,2013,75010202.0 232 | Turkmenistan,2013,5240088.0 233 | Turks and Caicos Islands,2013,33103.0 234 | Tuvalu,2013,9876.0 235 | Uganda,2013,36573387.0 236 | Ukraine,2013,45489600.0 237 | United Arab Emirates,2013,9039978.0 238 | United Kingdom,2013,64106779.0 239 | United States,2013,316497531.0 240 | Uruguay,2013,3407969.0 241 | Uzbekistan,2013,30243200.0 242 | Vanuatu,2013,253165.0 243 | "Venezuela, RB",2013,30276045.0 244 | Vietnam,2013,89708900.0 245 | Virgin Islands (U.S.),2013,104737.0 246 | West Bank and Gaza,2013,4169506.0 247 | "Yemen, Rep.",2013,25533217.0 248 | Zambia,2013,15246086.0 249 | Zimbabwe,2013,14898092.0 250 | -------------------------------------------------------------------------------- /Microsoft_Azure_Instructions/README.md: -------------------------------------------------------------------------------- 1 | # Instructions for Microsoft Azure 2 | 3 | The following instructions and images were created with my colleague Tony Hirst. 4 | 5 | Go to [Microsoft Azure Notebooks](https://notebooks.azure.com/) 6 | and click on the 'Sign In' link. 7 | This requires a Microsoft Live account: if you do not have one, 8 | follow the instructions for creating a new account. 9 | 10 | Azure allows you to organise collections of notebooks and data files 11 | into so called libraries. 12 | Once you're signed in, click on the + sign to create a library. 13 | 14 | ![](new_library.png) 15 | 16 | Create a new library from this Github repository (`mwermelinger/Learn-to-code-for-data-analysis`) 17 | by filling the dialog information as below. 18 | The choice of library name and ID are up to you. 19 | After you click on the 'Import' button, the process may take some time. 20 | 21 | ![](from_github.png) 22 | 23 | Once this repository's contents have been imported, 24 | you will be taken to the library that contains them. 25 | Click on the `test_installation.ipynb` link to launch the test notebook: 26 | 27 | ![](test_notebook.png) 28 | 29 | When you launch the first notebook in a session, 30 | the notebook server may take some time to start up. 31 | After a while the test notebook will be opened and you can work through it. 32 | 33 | Any changes you make to the course's notebooks will be saved in your library. 34 | You can also add new notebooks and data files to this or other libraries 35 | you create. 36 | 37 | By default, the library you have created will be public. 38 | You can change the settings by clicking on the clockwork 'settings' icon: 39 | 40 | ![](settings.png) 41 | 42 | and then unchecking the 'Public Library' option: 43 | 44 | ![](public.png) -------------------------------------------------------------------------------- /Microsoft_Azure_Instructions/from_github.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mwermelinger/Learn-to-code-for-data-analysis/da0d173e8f31a7ff381559217ab83ece9f223ea6/Microsoft_Azure_Instructions/from_github.png -------------------------------------------------------------------------------- /Microsoft_Azure_Instructions/new_library.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mwermelinger/Learn-to-code-for-data-analysis/da0d173e8f31a7ff381559217ab83ece9f223ea6/Microsoft_Azure_Instructions/new_library.png -------------------------------------------------------------------------------- /Microsoft_Azure_Instructions/public.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mwermelinger/Learn-to-code-for-data-analysis/da0d173e8f31a7ff381559217ab83ece9f223ea6/Microsoft_Azure_Instructions/public.png -------------------------------------------------------------------------------- /Microsoft_Azure_Instructions/settings.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mwermelinger/Learn-to-code-for-data-analysis/da0d173e8f31a7ff381559217ab83ece9f223ea6/Microsoft_Azure_Instructions/settings.png -------------------------------------------------------------------------------- /Microsoft_Azure_Instructions/test_notebook.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mwermelinger/Learn-to-code-for-data-analysis/da0d173e8f31a7ff381559217ab83ece9f223ea6/Microsoft_Azure_Instructions/test_notebook.png -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # Learn to code for data analysis 2 | 3 | This repository provides the Jupyter notebooks and datasets for the Open University course 4 | _Learn to Code for Data Analysis_, which was available 5 | twice a year on [FutureLearn](http://tiny.cc/lcda), with discussion forums and facilitator support, 6 | and is now available 24/7 on [OpenLearn](http://tiny.cc/lcda-ol), without forums and without support. 7 | 8 | The course was written by Michel Wermelinger (parts 1 and 3), 9 | Rob Griffiths (part 2) and Tony Hirst (part 4). 10 | 11 | This repository does _not_ contain the course text. It contains: 12 | 13 | - one test notebook to check that your software installation includes Python 3 and 14 | the necessary data analysis and visualisation libraries; 15 | - one exercise notebook, one project notebook, and the necessary datasets, for each of the 4 parts of the course; 16 | - additional software for interactive pivot tables in part 4. 17 | 18 | You can run Jupyter notebooks 19 | locally on your computer using software like Anaconda, or 20 | you can run them in the cloud using services like CoCalc and Microsoft Azure. 21 | Running notebooks in the cloud will be noticeably slower, 22 | but you won't have to install any software and 23 | you can run them from wherever you have Internet access. 24 | 25 | ## Instructions (Microsoft Azure) 26 | 27 | [![Azure Notebooks](https://notebooks.azure.com/launch.png)](https://notebooks.azure.com/import/gh/mwermelinger/Learn-to-code-for-data-analysis) 28 | 29 | You can copy these notebooks directly to Microsoft Azure, 30 | without downloading them first to your computer, and run them there. 31 | To do so, 32 | if you have used Azure Notebooks before, click the 'launch' badge above, 33 | otherwise follow 34 | [these instructions](Microsoft_Azure_Instructions/README.md). 35 | 36 | ## Instructions (Anaconda and CoCalc) 37 | 38 | To get the notebooks and data files for the course, 39 | click on the green 'Code' button above. 40 | You will see a pop-up window with a button 'Download ZIP'. Click on it. 41 | The notebooks and data files will be downloaded as a compressed archive: a file with extension `.zip`. 42 | The archive will be in the folder where your web browser usually puts downloaded files. 43 | You will need to double-click on the downloaded file to uncompress it, 44 | although your browser may have already done that automatically for you. 45 | 46 | You should now have a sub-folder named `Learn-to-code-for-data-analysis-master` or similar. 47 | You can rename the folder to whatever name you prefer. 48 | If you will be working on the course using your desktop, e.g. with Anaconda, 49 | you need to move that folder to anywhere within your home folder, 50 | so that Jupyter can find your notebooks and open them. 51 | 52 | If you will be working on the course using a web-based service, e.g. CoCalc, 53 | you need to upload the folder to that service. 54 | 55 | The instructions for installing Anaconda or using Cocalc 56 | are given at the start of the course. 57 | 58 | ## The course 59 | 60 | _Learn to Code for Data Analysis_ is a hands-on introduction to computer programming _and_ data analysis. 61 | It teaches how to access open data and clean, analyse and visualise it. 62 | It adopts a reproducible research approach: 63 | the data analysis is written up and publicly shared with the code used in the analysis. 64 | 65 | The course teaches how to write computer programs, one line of code at a time, 66 | to download, clean, analyse and visualise open data (using line charts, bar charts and scatterplots). 67 | The course also teaches how to write up and share data analyses in a reproducible way. 68 | 69 | Each part of the course is organised around a specific analysis project using open data from 70 | the World Health Organisation, the Weather Underground, the World Bank and the United Nations. 71 | 72 | All coding and data analysis is done with tools used by professional scientists: 73 | the Python programming language, the pandas data analysis library and 74 | the Jupyter Notebooks programming environment. 75 | 76 | The course does not assume prior experience in programming, data analysis, or statistics, 77 | but it requires basic numeracy and digital skills, like understanding percentages 78 | and working with files and folders. 79 | 80 | ### Learning outcomes 81 | - Understanding basic programming and data analysis concepts 82 | - Awareness of open data sources as a public resource 83 | - Using a programming environment to develop programs 84 | - Writing simple programs to analyse large bodies of data and produce useful results 85 | 86 | ### Syllabus 87 | - Python: variables, assignments, expressions, basic data types, if-statement, functions 88 | - Programming: using Jupyter Notebooks, writing readable and documented code, testing code 89 | - Data analysis: using pandas to read CSV and Excel files, to clean, filter, partition, aggregate and summarise data, and to produce simple charts 90 | 91 | ### Pedagogy 92 | The course follows 93 | Merrill's [First Principles of Instruction](https://en.wikipedia.org/wiki/First_Principles_of_Instruction). 94 | More details on how are [here](http://tiny.cc/fpoi). 95 | -------------------------------------------------------------------------------- /test_installation.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "cells": [ 3 | { 4 | "cell_type": "markdown", 5 | "metadata": {}, 6 | "source": [ 7 | "# Software installation test\n", 8 | "\n", 9 | "This Jupyter notebook is for The Open University's _Learn to code for data analysis_ course.\n", 10 | "It checks whether your software installation is working as expected.\n", 11 | "\n", 12 | "To do that, you must open this notebook from within the Jupyter app in Anaconda \n", 13 | "or by using a cloud service like CoCalc or Microsoft Azure. \n", 14 | "\n", 15 | "Then, in the menu above, click on 'Cell' and then on 'Run all'.\n", 16 | "This will execute the code below. (The code will be explained in the course.)\n", 17 | "\n", 18 | "After a while you should see some text stating which version of pandas\n", 19 | "(the data analysis software we will be using) you have installed, \n", 20 | "and after another moment you should see a graph with two dots plotted on it.\n", 21 | "If you are using a cloud service to run Jupyter notebooks,\n", 22 | "it will take longer for the text and graph to appear.\n", 23 | "In Azure you may get a warning that the font cache for graph labels is being built.\n", 24 | "\n", 25 | "## Anaconda\n", 26 | "\n", 27 | "If you're using Anaconda, if the pandas version displayed is 0.20 or higher and you don't get any error messages, \n", 28 | "then all's well and you can close this notebook (menu 'File', option 'Close and Halt') \n", 29 | "and then delete the notebook from your disk if you wish.\n", 30 | "\n", 31 | "If there is an error message saying you don't have Python 3, \n", 32 | "or if the pandas version displayed is below 0.20, \n", 33 | "then one of the following has probably happened: \n", 34 | "\n", 35 | "- you installed the wrong version of Anaconda;\n", 36 | "- you installed the wrong variant of Anaconda (there are two variants, for Python 2 and Python 3, of the same version of Anaconda); \n", 37 | "- during the installation you decided to keep your existing Python installation. \n", 38 | "\n", 39 | "To see which software versions you have installed, \n", 40 | "click on the 'Help' menu above, and then on the 'About' option. \n", 41 | "You should have the notebook server version 5.0 or higher, \n", 42 | "Python version 3.5 or higher, and IPython version 6.1 or higher. \n", 43 | "\n", 44 | "## CoCalc and Microsoft Azure\n", 45 | "\n", 46 | "If you're using one of these cloud services and if there are no error messages, \n", 47 | "then all's well and you can close this notebook and delete it from \n", 48 | "your project (CoCalc) or library (Azure) if you wish. \n", 49 | "To close a notebook in CoCalc, click x on the tab at the top. \n", 50 | "To close a notebook in Azure, select menu 'File', option 'Close and Halt'.\n", 51 | "\n", 52 | "If you get an error that you don't have Python 3, then click on the 'Kernel' menu above, \n", 53 | "select the 'Change kernel' option, and finally select one of the 'Python 3' options in the menu. \n", 54 | "You will see some messages on the top right side whilst the kernel\n", 55 | "(the software that runs the notebook) is being changed. \n", 56 | "Once the messages disappear, you can click again on 'Run all' in the 'Cell' menu." 57 | ] 58 | }, 59 | { 60 | "cell_type": "code", 61 | "execution_count": null, 62 | "metadata": {}, 63 | "outputs": [], 64 | "source": [ 65 | "import warnings\n", 66 | "warnings.simplefilter('ignore', FutureWarning)\n", 67 | "\n", 68 | "import pandas\n", 69 | "from pandas import DataFrame\n", 70 | "\n", 71 | "print('Your pandas version is', pandas.__version__)\n", 72 | "\n", 73 | "if 1 / 2 == 0:\n", 74 | " print('Error: you are not running Python 3')\n", 75 | " \n", 76 | "df = DataFrame(data=[[1,2], [2,1]], columns=['x','y'])\n", 77 | "\n", 78 | "%matplotlib inline\n", 79 | "df.plot('x', 'y', kind='scatter')\n", 80 | "\n", 81 | "from scipy.stats import spearmanr" 82 | ] 83 | } 84 | ], 85 | "metadata": { 86 | "kernelspec": { 87 | "display_name": "Python 3", 88 | "language": "python", 89 | "name": "python3" 90 | }, 91 | "language_info": { 92 | "codemirror_mode": { 93 | "name": "ipython", 94 | "version": 3 95 | }, 96 | "file_extension": ".py", 97 | "mimetype": "text/x-python", 98 | "name": "python", 99 | "nbconvert_exporter": "python", 100 | "pygments_lexer": "ipython3", 101 | "version": "3.11.2" 102 | } 103 | }, 104 | "nbformat": 4, 105 | "nbformat_minor": 1 106 | } 107 | --------------------------------------------------------------------------------