├── .DS_Store ├── LICENSE ├── README.md ├── Section 2 Resources └── sales_records.csv ├── Section 3 Resources ├── 4.8 XYZ Data.txt └── XYZ Research.txt ├── Section 4 Resources ├── 5.30+Challenge+Part+3+-+Q2+Get+the+City+that+sold+the+most+products.mp4 ├── Challenge Part 1.docx ├── Challenge Part 2.docx ├── Challenge Part 3.docx ├── badmovies.txt ├── fire-incidents.zip ├── flight-summary.csv ├── persons.json ├── personsdata.txt └── salesdata.zip └── Section 5 Resources └── salesdata ├── Sales_April_2019.csv ├── Sales_August_2019.csv ├── Sales_December_2019.csv ├── Sales_February_2019.csv ├── Sales_January_2019.csv ├── Sales_July_2019.csv ├── Sales_June_2019.csv ├── Sales_March_2019.csv ├── Sales_May_2019.csv ├── Sales_November_2019.csv ├── Sales_October_2019.csv └── Sales_September_2019.csv /.DS_Store: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Apache-Spark-3-for-Data-Engineering-and-Analytics-with-Python-/35da4db8a4101a4f34f609d0cbbef12b316955b5/.DS_Store -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | MIT License 2 | 3 | Copyright (c) 2021 Packt 4 | 5 | Permission is hereby granted, free of charge, to any person obtaining a copy 6 | of this software and associated documentation files (the "Software"), to deal 7 | in the Software without restriction, including without limitation the rights 8 | to use, copy, modify, merge, publish, distribute, sublicense, and/or sell 9 | copies of the Software, and to permit persons to whom the Software is 10 | furnished to do so, subject to the following conditions: 11 | 12 | The above copyright notice and this permission notice shall be included in all 13 | copies or substantial portions of the Software. 14 | 15 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR 16 | IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, 17 | FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE 18 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER 19 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, 20 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE 21 | SOFTWARE. 22 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | # Apache-Spark-3-for-Data-Engineering-and-Analytics-with-Python- 5 | Apache Spark 3 for Data Engineering and Analytics with Python , By Packt publishing 6 | -------------------------------------------------------------------------------- /Section 3 Resources/4.8 XYZ Data.txt: -------------------------------------------------------------------------------- 1 | data2001List = ['RIN1', 'RIN2', 'RIN3', 'RIN4', 'RIN5', 'RIN6', 'RIN7'] 2 | data2002List = ['RIN3', 'RIN4', 'RIN7', 'RIN8', 'RIN9'] 3 | data2003List = ['RIN4', 'RIN8', 'RIN10', 'RIN11', 'RIN12'] -------------------------------------------------------------------------------- /Section 3 Resources/XYZ Research.txt: -------------------------------------------------------------------------------- 1 | XYZ Research 2 | RDD API - XYZ - Research 3 | 4 | Imagine working as a Data Scientist for a company called XYZ Research that performs research on many diversified topics, and each research project comes with a Research ID. 5 | 6 | Each Research can be completed within a year and beyond. 7 | 8 | Take a look at the data below; 9 | 10 | data2001List = ['RIN1', 'RIN2', 'RIN3', 'RIN4', 'RIN5', 'RIN6', 'RIN7'] 11 | 12 | data2002List = ['RIN3', 'RIN4', 'RIN7', 'RIN8', 'RIN9'] 13 | 14 | data2003List = ['RIN4', 'RIN8', 'RIN10', 'RIN11', 'RIN12'] 15 | 16 | The above-mentioned data indicates the number of projects that have been completed over a period of 3 years. 17 | 18 | In 2001, there were at least 7 research projects [RIN1 - 7] that were initiated, RIN8 and RIN9 were initiated in 2002, while RIN10, RIN11, and RIN12 were initiated in 2003. 19 | 20 | RIN3 also appears in 2002, meaning that the research project has actually spanned over 2 years, RIN4, on the other hand, appears in 2001, 2002, and 2003 which means that the research project spanned over 3 years. 21 | 22 | XYZ Research Requires you to examine the data and find answers to the following questions; 23 | 24 | 1. How many research projects were initiated in the three years? 25 | 26 | 2. How many projects were completed in the first year? 27 | 28 | 3. How many projects were completed in the first two years? 29 | 30 | -------------------------------------------------------------------------------- /Section 4 Resources/5.30+Challenge+Part+3+-+Q2+Get+the+City+that+sold+the+most+products.mp4: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Apache-Spark-3-for-Data-Engineering-and-Analytics-with-Python-/35da4db8a4101a4f34f609d0cbbef12b316955b5/Section 4 Resources/5.30+Challenge+Part+3+-+Q2+Get+the+City+that+sold+the+most+products.mp4 -------------------------------------------------------------------------------- /Section 4 Resources/Challenge Part 1.docx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Apache-Spark-3-for-Data-Engineering-and-Analytics-with-Python-/35da4db8a4101a4f34f609d0cbbef12b316955b5/Section 4 Resources/Challenge Part 1.docx -------------------------------------------------------------------------------- /Section 4 Resources/Challenge Part 2.docx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Apache-Spark-3-for-Data-Engineering-and-Analytics-with-Python-/35da4db8a4101a4f34f609d0cbbef12b316955b5/Section 4 Resources/Challenge Part 2.docx -------------------------------------------------------------------------------- /Section 4 Resources/Challenge Part 3.docx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Apache-Spark-3-for-Data-Engineering-and-Analytics-with-Python-/35da4db8a4101a4f34f609d0cbbef12b316955b5/Section 4 Resources/Challenge Part 3.docx -------------------------------------------------------------------------------- /Section 4 Resources/badmovies.txt: -------------------------------------------------------------------------------- 1 | bad_movies_list = [Row(None, None, None), 2 | Row(None, None, 2020), 3 | Row("John Doe", "Awesome Movie", None), 4 | Row(None, "Awesome Movie", 2021), 5 | Row("Mary Jane", None, 2019), 6 | Row("Vikter Duplaix", "Not another teen movie", 2001)] -------------------------------------------------------------------------------- /Section 4 Resources/fire-incidents.zip: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Apache-Spark-3-for-Data-Engineering-and-Analytics-with-Python-/35da4db8a4101a4f34f609d0cbbef12b316955b5/Section 4 Resources/fire-incidents.zip -------------------------------------------------------------------------------- /Section 4 Resources/persons.json: -------------------------------------------------------------------------------- 1 | [ 2 | { 3 | "id": 1, 4 | "first_name": "Drucy", 5 | "last_name": "Poppy", 6 | "fav_movies": [ 7 | "I giorni contati" 8 | ], 9 | "salary": 1463.36, 10 | "image_url": "http://dummyimage.com/126x166.png/cc0000/ffffff", 11 | "date_of_birth": "1991-02-16", 12 | "active": true 13 | }, 14 | { 15 | "id": 2, 16 | "first_name": "Emelyne", 17 | "last_name": "Blaza", 18 | "fav_movies": [ 19 | "Musketeer, The", 20 | "Topralli" 21 | ], 22 | "salary": 3006.04, 23 | "image_url": "http://dummyimage.com/158x106.bmp/cc0000/ffffff", 24 | "date_of_birth": "1991-11-02", 25 | "active": false 26 | }, 27 | { 28 | "id": 3, 29 | "first_name": "Max", 30 | "last_name": "Rettie", 31 | "fav_movies": [ 32 | "The Forgotten Space", 33 | "Make It Happen" 34 | ], 35 | "salary": 1422.88, 36 | "image_url": "http://dummyimage.com/237x140.jpg/ff4444/ffffff", 37 | "date_of_birth": "1990-03-03", 38 | "active": false 39 | }, 40 | { 41 | "id": 4, 42 | "first_name": "Ilario", 43 | "last_name": "Kean", 44 | "fav_movies": [ 45 | "Up Close and Personal" 46 | ], 47 | "salary": 3561.36, 48 | "image_url": "http://dummyimage.com/207x121.jpg/cc0000/ffffff", 49 | "date_of_birth": "1987-06-09", 50 | "active": true 51 | }, 52 | { 53 | "id": 5, 54 | "first_name": "Toddy", 55 | "last_name": "Drexel", 56 | "fav_movies": [ 57 | "Walk in the Clouds, A" 58 | ], 59 | "salary": 4934.87, 60 | "image_url": "http://dummyimage.com/116x202.png/cc0000/ffffff", 61 | "date_of_birth": "1992-10-28", 62 | "active": true 63 | }, 64 | { 65 | "id": 6, 66 | "first_name": "Oswald", 67 | "last_name": "Petrolli", 68 | "fav_movies": [ 69 | "Wing and the Thigh, The (L'aile ou la cuisse)" 70 | ], 71 | "salary": 1153.23, 72 | "image_url": "http://dummyimage.com/137x172.jpg/5fa2dd/ffffff", 73 | "date_of_birth": "1986-09-02", 74 | "active": false 75 | }, 76 | { 77 | "id": 7, 78 | "first_name": "Adrian", 79 | "last_name": "Clarey", 80 | "fav_movies": [ 81 | "Walking Tall", 82 | "Paradise, Hawaiian Style" 83 | ], 84 | "salary": 1044.73, 85 | "image_url": "http://dummyimage.com/244x218.bmp/cc0000/ffffff", 86 | "date_of_birth": "1971-08-24", 87 | "active": false 88 | }, 89 | { 90 | "id": 8, 91 | "first_name": "Dominica", 92 | "last_name": "Goodnow", 93 | "fav_movies": [ 94 | "Hearts Divided" 95 | ], 96 | "salary": 1147.76, 97 | "image_url": "http://dummyimage.com/112x203.jpg/dddddd/000000", 98 | "date_of_birth": "1973-08-27", 99 | "active": false 100 | }, 101 | { 102 | "id": 9, 103 | "first_name": "Emory", 104 | "last_name": "Slocomb", 105 | "fav_movies": [ 106 | "Snake and Crane Arts of Shaolin (She hao ba bu)", 107 | "Mala Noche" 108 | ], 109 | "salary": 1082.11, 110 | "image_url": "http://dummyimage.com/138x226.jpg/cc0000/ffffff", 111 | "date_of_birth": "1974-06-08", 112 | "active": true 113 | }, 114 | { 115 | "id": 10, 116 | "first_name": "Jeremias", 117 | "last_name": "Bode", 118 | "fav_movies": [ 119 | "Farewell to Arms, A" 120 | ], 121 | "salary": 3472.63, 122 | "image_url": "http://dummyimage.com/243x108.bmp/dddddd/000000", 123 | "date_of_birth": "1997-08-02", 124 | "active": true 125 | }, 126 | { 127 | "id": 11, 128 | "first_name": "Timothy", 129 | "last_name": "Ervine", 130 | "fav_movies": [ 131 | "Land of the Lost", 132 | "Save the Last Dance", 133 | "Whispering Corridors (Yeogo Goedam)" 134 | ], 135 | "salary": 1147.61, 136 | "image_url": "http://dummyimage.com/162x184.bmp/5fa2dd/ffffff", 137 | "date_of_birth": "1971-06-02", 138 | "active": false 139 | }, 140 | { 141 | "id": 12, 142 | "first_name": "Leanora", 143 | "last_name": "Gooder", 144 | "fav_movies": [ 145 | "It's All About Love", 146 | "Scooby-Doo! The Mystery Begins" 147 | ], 148 | "salary": 1327.02, 149 | "image_url": "http://dummyimage.com/108x237.png/5fa2dd/ffffff", 150 | "date_of_birth": "1981-12-17", 151 | "active": false 152 | }, 153 | { 154 | "id": 13, 155 | "first_name": "Claiborn", 156 | "last_name": "Denham", 157 | "fav_movies": [ 158 | "McCullin", 159 | "Max Payne", 160 | "Oath, The" 161 | ], 162 | "salary": 2623.33, 163 | "image_url": "http://dummyimage.com/250x200.bmp/5fa2dd/ffffff", 164 | "date_of_birth": "1996-03-07", 165 | "active": false 166 | }, 167 | { 168 | "id": 14, 169 | "first_name": "Ambrosi", 170 | "last_name": "Vidineev", 171 | "fav_movies": [ 172 | "Wall Street: Money Never Sleeps", 173 | "Applause (Applaus)", 174 | "When a Stranger Calls" 175 | ], 176 | "salary": 4550.88, 177 | "image_url": "http://dummyimage.com/232x159.png/5fa2dd/ffffff", 178 | "date_of_birth": "1989-07-20", 179 | "active": true 180 | }, 181 | { 182 | "id": 15, 183 | "first_name": "Feodor", 184 | "last_name": "Nancekivell", 185 | "fav_movies": [ 186 | "Monsoon Wedding" 187 | ], 188 | "salary": 2218.46, 189 | "image_url": "http://dummyimage.com/119x120.bmp/cc0000/ffffff", 190 | "date_of_birth": "2000-10-07", 191 | "active": false 192 | }, 193 | { 194 | "id": 16, 195 | "first_name": "Margaux", 196 | "last_name": "Archbold", 197 | "fav_movies": [ 198 | "And Now a Word from Our Sponsor" 199 | ], 200 | "salary": 1013.75, 201 | "image_url": "http://dummyimage.com/229x133.png/5fa2dd/ffffff", 202 | "date_of_birth": "1988-07-29", 203 | "active": true 204 | }, 205 | { 206 | "id": 17, 207 | "first_name": "Balduin", 208 | "last_name": "Elstone", 209 | "fav_movies": [ 210 | "Sisters, The" 211 | ], 212 | "salary": 2302.26, 213 | "image_url": "http://dummyimage.com/171x173.png/5fa2dd/ffffff", 214 | "date_of_birth": "1974-07-20", 215 | "active": false 216 | }, 217 | { 218 | "id": 18, 219 | "first_name": "Alfie", 220 | "last_name": "Hatliffe", 221 | "fav_movies": [ 222 | "Lord of Tears" 223 | ], 224 | "salary": 3893.1, 225 | "image_url": "http://dummyimage.com/142x242.png/5fa2dd/ffffff", 226 | "date_of_birth": "1989-06-21", 227 | "active": true 228 | }, 229 | { 230 | "id": 19, 231 | "first_name": "Lura", 232 | "last_name": "Follis", 233 | "fav_movies": [ 234 | "My Life in Pink (Ma vie en rose)", 235 | "Test Pilot", 236 | "Sin of Madelon Claudet, The" 237 | ], 238 | "salary": 3331.26, 239 | "image_url": "http://dummyimage.com/189x205.bmp/dddddd/000000", 240 | "date_of_birth": "1998-11-03", 241 | "active": false 242 | }, 243 | { 244 | "id": 20, 245 | "first_name": "Maxi", 246 | "last_name": "Cluet", 247 | "fav_movies": [ 248 | "All I Want for Christmas" 249 | ], 250 | "salary": 4046.46, 251 | "image_url": "http://dummyimage.com/110x101.png/cc0000/ffffff", 252 | "date_of_birth": "1979-05-06", 253 | "active": false 254 | }, 255 | { 256 | "id": 21, 257 | "first_name": "Dian", 258 | "last_name": "Dancy", 259 | "fav_movies": [ 260 | "Double, Double, Toil and Trouble" 261 | ], 262 | "salary": 3720.3, 263 | "image_url": "http://dummyimage.com/237x138.png/cc0000/ffffff", 264 | "date_of_birth": "1998-12-01", 265 | "active": true 266 | }, 267 | { 268 | "id": 22, 269 | "first_name": "Theodore", 270 | "last_name": "Climance", 271 | "fav_movies": [ 272 | "Story of the Weeping Camel, The (Geschichte vom weinenden Kamel, Die)", 273 | "Black Orpheus (Orfeu Negro)" 274 | ], 275 | "salary": 3008.56, 276 | "image_url": "http://dummyimage.com/142x231.jpg/cc0000/ffffff", 277 | "date_of_birth": "1999-01-30", 278 | "active": false 279 | }, 280 | { 281 | "id": 23, 282 | "first_name": "Min", 283 | "last_name": "Latter", 284 | "fav_movies": [ 285 | "Kurt Cobain: Montage of Heck", 286 | "Bey Yaar" 287 | ], 288 | "salary": 1909.87, 289 | "image_url": "http://dummyimage.com/135x201.jpg/dddddd/000000", 290 | "date_of_birth": "1991-03-17", 291 | "active": false 292 | }, 293 | { 294 | "id": 24, 295 | "first_name": "Camellia", 296 | "last_name": "Jervoise", 297 | "fav_movies": [ 298 | "Waiting to Exhale" 299 | ], 300 | "salary": 3431.17, 301 | "image_url": "http://dummyimage.com/213x117.png/ff4444/ffffff", 302 | "date_of_birth": "1996-07-14", 303 | "active": false 304 | }, 305 | { 306 | "id": 25, 307 | "first_name": "Kelcy", 308 | "last_name": "Wogdon", 309 | "fav_movies": [ 310 | "Iron Mask, The" 311 | ], 312 | "salary": 4512.51, 313 | "image_url": "http://dummyimage.com/229x198.jpg/ff4444/ffffff", 314 | "date_of_birth": "2000-10-20", 315 | "active": true 316 | }, 317 | { 318 | "id": 26, 319 | "first_name": "Clive", 320 | "last_name": "Lax", 321 | "fav_movies": [ 322 | "Rabid" 323 | ], 324 | "salary": 2126.87, 325 | "image_url": "http://dummyimage.com/136x104.bmp/ff4444/ffffff", 326 | "date_of_birth": "1981-10-26", 327 | "active": true 328 | }, 329 | { 330 | "id": 27, 331 | "first_name": "Kelila", 332 | "last_name": "Harrowsmith", 333 | "fav_movies": [ 334 | "Apparition, The" 335 | ], 336 | "salary": 4651.58, 337 | "image_url": "http://dummyimage.com/156x139.jpg/ff4444/ffffff", 338 | "date_of_birth": "1973-01-02", 339 | "active": true 340 | }, 341 | { 342 | "id": 28, 343 | "first_name": "Frankie", 344 | "last_name": "Copestick", 345 | "fav_movies": [ 346 | "Computer Wore Tennis Shoes, The" 347 | ], 348 | "salary": 1186.68, 349 | "image_url": "http://dummyimage.com/115x123.png/dddddd/000000", 350 | "date_of_birth": "1994-03-09", 351 | "active": false 352 | }, 353 | { 354 | "id": 29, 355 | "first_name": "Eli", 356 | "last_name": "Normabell", 357 | "fav_movies": [ 358 | "Return to Peyton Place", 359 | "Dead Poets Society", 360 | "How to Survive a Plague" 361 | ], 362 | "salary": 4917.48, 363 | "image_url": "http://dummyimage.com/121x158.jpg/5fa2dd/ffffff", 364 | "date_of_birth": "1993-01-02", 365 | "active": true 366 | }, 367 | { 368 | "id": 30, 369 | "first_name": "Carter", 370 | "last_name": "Ferre", 371 | "fav_movies": [ 372 | "In a World...", 373 | "Bitch Slap", 374 | "If Looks Could Kill" 375 | ], 376 | "salary": 1737.73, 377 | "image_url": "http://dummyimage.com/111x188.jpg/dddddd/000000", 378 | "date_of_birth": "1980-10-10", 379 | "active": false 380 | }, 381 | { 382 | "id": 31, 383 | "first_name": "Cynthy", 384 | "last_name": "Witch", 385 | "fav_movies": [ 386 | "Armadillo" 387 | ], 388 | "salary": 2400.58, 389 | "image_url": "http://dummyimage.com/161x222.bmp/cc0000/ffffff", 390 | "date_of_birth": "1983-10-22", 391 | "active": false 392 | }, 393 | { 394 | "id": 32, 395 | "first_name": "Redd", 396 | "last_name": "Akenhead", 397 | "fav_movies": [ 398 | "Century of the Dragon (Long zai bian yuan)", 399 | "Barbarian Queen II: The Empress Strikes Back" 400 | ], 401 | "salary": 2470.9, 402 | "image_url": "http://dummyimage.com/190x128.jpg/dddddd/000000", 403 | "date_of_birth": "2000-06-05", 404 | "active": false 405 | }, 406 | { 407 | "id": 33, 408 | "first_name": "Sherline", 409 | "last_name": "Primett", 410 | "fav_movies": [ 411 | "Jungle Fighters" 412 | ], 413 | "salary": 2309.39, 414 | "image_url": "http://dummyimage.com/230x221.jpg/5fa2dd/ffffff", 415 | "date_of_birth": "1972-07-23", 416 | "active": true 417 | }, 418 | { 419 | "id": 34, 420 | "first_name": "Davis", 421 | "last_name": "Pinks", 422 | "fav_movies": [ 423 | "Hounddog" 424 | ], 425 | "salary": 1337.14, 426 | "image_url": "http://dummyimage.com/231x186.bmp/ff4444/ffffff", 427 | "date_of_birth": "1989-07-27", 428 | "active": true 429 | }, 430 | { 431 | "id": 35, 432 | "first_name": "Fanni", 433 | "last_name": "Dyson", 434 | "fav_movies": [ 435 | "Wild One, The" 436 | ], 437 | "salary": 3228.58, 438 | "image_url": "http://dummyimage.com/139x156.bmp/cc0000/ffffff", 439 | "date_of_birth": "1995-01-09", 440 | "active": true 441 | }, 442 | { 443 | "id": 36, 444 | "first_name": "Ozzie", 445 | "last_name": "Brownlie", 446 | "fav_movies": [ 447 | "Orange County" 448 | ], 449 | "salary": 3945.18, 450 | "image_url": "http://dummyimage.com/126x237.png/5fa2dd/ffffff", 451 | "date_of_birth": "1992-01-25", 452 | "active": false 453 | }, 454 | { 455 | "id": 37, 456 | "first_name": "Carlen", 457 | "last_name": "Sharply", 458 | "fav_movies": [ 459 | "Dr. Jekyll and Mr. Hyde" 460 | ], 461 | "salary": 2051.85, 462 | "image_url": "http://dummyimage.com/168x224.png/5fa2dd/ffffff", 463 | "date_of_birth": "2002-06-01", 464 | "active": true 465 | }, 466 | { 467 | "id": 38, 468 | "first_name": "Camile", 469 | "last_name": "Mace", 470 | "fav_movies": [ 471 | "Family Guy Presents: Blue Harvest", 472 | "Wavelength" 473 | ], 474 | "salary": 3559.93, 475 | "image_url": "http://dummyimage.com/159x120.jpg/cc0000/ffffff", 476 | "date_of_birth": "1994-12-12", 477 | "active": false 478 | }, 479 | { 480 | "id": 39, 481 | "first_name": "Melinda", 482 | "last_name": "McKevitt", 483 | "fav_movies": [ 484 | "Safrana or Freedom of Speech (Safrana ou le droit à la parole)", 485 | "Christiane F. (a.k.a. We Children from Bahnhof Zoo) (Christiane F. - Wir Kinder vom Bahnhof Zoo)", 486 | "Girlfriends, The (Le amiche)" 487 | ], 488 | "salary": 4166.13, 489 | "image_url": "http://dummyimage.com/250x179.png/dddddd/000000", 490 | "date_of_birth": "1979-12-15", 491 | "active": true 492 | }, 493 | { 494 | "id": 40, 495 | "first_name": "Jordan", 496 | "last_name": "Lorant", 497 | "fav_movies": [ 498 | "Shockproof", 499 | "Bachelor, The", 500 | "Changeling, The" 501 | ], 502 | "salary": 2183.91, 503 | "image_url": "http://dummyimage.com/206x177.png/ff4444/ffffff", 504 | "date_of_birth": "1979-07-29", 505 | "active": true 506 | }, 507 | { 508 | "id": 41, 509 | "first_name": "Sky", 510 | "last_name": "Hails", 511 | "fav_movies": [ 512 | "Trotsky, The", 513 | "Survivors, The", 514 | "Chronicles (Crónicas)" 515 | ], 516 | "salary": 1633.95, 517 | "image_url": "http://dummyimage.com/133x148.jpg/ff4444/ffffff", 518 | "date_of_birth": "1971-02-19", 519 | "active": false 520 | }, 521 | { 522 | "id": 42, 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