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Why do some movies make more money at the box office than others? Hollywood is a multi-billion dollar industry which releases more than a hundred

Why do some movies make more money at the box office than others? Hollywood is a multi-billion dollar industry which releases more than a hundred films a year, with large variations in the budgets and box office grosses of the movies. Identifying which factors are important to a movie's profitability and subsequently predicting the success of a movie given its relevant parameters could save movie studios hundreds of millions of dollars a year. Using a dataset containing information on 500 movies, your job is to construct a multiple regression to determine the characteristics of a movie that help predict success at the box office. The variables are as follows:

YiYi: Movie ii's box office revenue in millions of U.S. dollars (USD). This is only the domestic revenue received at U.S. theaters during the first run of the movie (i.e., no DVD sales, international revenue, etc.). The variable is in inflation adjusted terms so we can compare movie revenue without having to worry about changes in the price level.

X1iX1i: Production Budget of Movie ii in millions of USD.

X2iX2i: Critical review of Movie ii from Rotten Tomatoes (range: 0-100).

X3iX3i: Number of official trailer views on YouTube in millions of views.

X4iX4i: Star Power of Movie ii. This is a relative measure that determines the overall caliber of movie stars in the cast. A high number for Star Power means that Movie ii has a cast containing a high number of famous actors. The average of this variable is 100, so if a movie has a star power rating of 120, then that means it is 20% above average.

X5iX5i: Established Audience of Movie ii. This is a dummy variable that equals 1 if Movie ii is based off of a book or is a sequel to another movie (zero otherwise).

X6iX6i: Is Movie ii a Childrens' Movie? This is a dummy variable that equals 1 if Movie ii is considered a childrens' movie (zero otherwise).

1. Test your independent variables (X1iX1i through X6iX6i) for potential multicollinearity. Report the variance inflation factor (VIF) for each independent variable, and state your conclusion. If your test suggests that you should remove an independent variable from your analysis, then remove it and test the remaining independent variables for multicollinearity again. This process is to be continued until you can show evidence that all remaining independent variables pass a multicollinearity test.

2. Run a regression with box office revenue (Yi)(Yi) as your dependent variable and the remaining X variables as your independent variables. Check if any of the regression coefficients are insignificantly different from zero. If so, remove the corresponding independent variables (one at a time) from your analysis and arrive at a model where all regression coefficients are statistically significant. Only state your final regression results.

3. Using your results from question 2, perform a partial residual analysis by testing the linearity assumption of your regression. Does there appear to be a pattern in any of the relationships between the residuals and your independent variables? If so, then attempt to resolve the issue by adding a squared-term (i.e., a quadratic transformation). State your final regression results which successfully pass a residual analysis.

4. Using your results from question 3, answer the following questions.

a. What is the R2R2 value? What does this say in the context of the scenario?

b. Interpret each of the relationships between box office revenue and the independent variables. In the occurrence of a linear and quadratic term, be sure to interpret both terms jointly and not separately.

c. Test the following hypothesis: For every $1 increase in production budget on average, a movie will increase box office revenue by MORE THAN $1. Be sure to state the null and alternative hypotheses, the p-value of the test, and your conclusion. Note: your conclusion should be made with 95% confidence or more.

Y X1 X2 X3 X4 X5 X6
540.7856 53.51886 83.85497 2.721772 119.1037 1 1
392.3442 25.19889 85.01798 1.610502 96.42906 1 0
226.7938 42.78069 87.96866 1.854956 71.00689 0 0
526.6946 45.02286 45.47119 2.320636 117.9093 0 1
215.5599 48.84927 71.89038 1.920509 76.53418 0 0
473.5454 42.89191 83.63071 2.211431 111.1492 0 1
183.7129 21.52862 69.78666 1.463664 72.11916 1 0
599.6974 22.07576 73.99766 2.251224 137.2786 1 0
307.7759 40.86636 51.82205 2.113057 94.87179 1 0
252.37 20.63405 74.99032 1.539588 80.96145 0 1
536.5079 59.07689 85.00274 2.715145 113.7103 0 1
412.8236 30.8982 80.15956 2.04186 111.425 1 0
490.2613 40.57568 68.53492 2.28285 114.4791 1 0
442.5426 24.59089 66.27036 1.897249 117.8929 1 0
348.112 26.38638 63.16486 1.697997 96.93911 1 0
348.9371 52.36039 77.00161 2.21493 92.18938 0 0
290.7769 49.4291 82.03832 1.99479 77.51856 1 1
500.6202 54.13279 72.275 2.432953 115.5353 0 0
256.0326 29.6194 77.19635 1.572667 81.05383 1 1
205.6868 48.18068 82.93163 1.841025 60.79235 0 0
407.8683 27.81048 67.0616 1.93969 109.3091 0 0
182.8955 57.79349 81.15615 2.058269 61.67037 1 0
421.969 33.52534 85.71593 2.001556 102.2919 1 0
638.3547 49.06613 55.09065 2.574485 138.4261 1 0
649.3245 47.64005 83.29414 2.575809 137.7048 0 0
510.2344 28.59743 82.08734 2.162174 125.2682 1 0
414.4618 36.70335 104.0404 2.014923 106.7802 1 0
153.1549 28.7506 79.8755 1.466296 65.51371 0 1
615.6946 39.46992 86.29775 2.584345 137.1338 0 0
428.1185 33.73081 74.61746 1.92795 112.8751 0 0
570.477 28.67806 92.98658 2.288639 127.107 0 0
512.3813 35.23154 69.14946 2.306401 123.0436 1 0
265.6639 37.71565 91.61004 1.549362 71.80907 1 0
167.1419 33.74354 92.67376 1.434214 60.26743 1 0
351.8053 42.67087 97.0184 1.760332 91.73536 0 1
230.7783 57.97101 89.55655 1.762049 64.88435 1 0
494.6093 27.10083 76.94782 1.915295 118.0387 1 0
470.1411 25.71383 75.98228 2.231832 120.3745 1 1
335.4125 22.78311 72.02658 1.744068 95.04096 0 0
312.8796 24.73855 68.46289 1.415144 84.20405 0 0
630.8719 29.40774 73.3181 2.293946 136.3266 1 0
424.9993 33.48867 75.58276 2.015917 109.2396 1 0
593.5278 59.22001 83.04229 2.808389 129.7981 0 1
292.491 20.21138 94.31965 1.554791 79.07107 1 0
407.9676 39.43011 63.60983 2.035057 103.7012 0 1
618.9588 42.34858 85.03756 2.65622 136.9696 1 1
583.8917 41.50006 64.99011 2.378133 131.9271 0 1
288.9931 40.47123 75.40671 1.865025 83.21838 0 0
631.2733 46.20963 85.33139 2.570077 133.2881 1 0
186.5086 25.21318 56.94464 1.411351 66.14756 1 1
404.4439 50.82799 67.8339 2.354256 101.7672 0 1
515.63 31.29813 66.54828 1.922105 119.4541 0 0
592.8004 30.96375 106.163 2.190792 132.9852 0 0
196.2189 35.82953 77.3497 1.717876 67.74236 1 1
336.899 24.14033 68.09806 1.696605 97.20894 1 1
397.0135 20.25008 83.28359 1.790365 107.5616 1 1
319.9253 49.93507 84.78904 2.215687 86.80727 1 1
518.5073 41.89501 70.55336 2.251309 123.1387 1 0
585.3125 44.37747 86.05567 2.577017 127.3513 0 1
500.3813 57.29431 63.58791 2.659989 112.7828 0 0
448.3815 46.82611 88.12986 2.431913 111.6604 0 0
383.2273 26.07747 82.65685 1.674427 105.1347 0 1
321.6445 57.12007 90.74434 2.361478 89.06921 1 0
321.8481 45.71396 64.90399 1.815505 82.36707 0 1
368.2161 26.77037 53.68044 1.810851 99.72763 0 0
366.0264 40.50475 76.53185 2.158186 98.53531 0 0
261.7492 53.93478 64.68595 2.016782 75.17331 1 0
212.0768 42.17841 106.9836 1.791295 62.73684 0 0
252.6101 44.18628 92.96616 1.568194 66.5423 1 0
388.2548 27.01697 89.13227 1.784271 102.0219 1 1
364.6668 40.82354 63.15801 2.137231 98.57829 1 1
244.1655 59.22131 65.38442 2.101132 72.3199 0 0
597.3065 36.68726 86.29242 2.280594 129.8238 1 0
235.1016 26.43395 72.66049 1.48909 75.67027 0 0
497.2731 21.01862 78.32849 1.961873 124.1473 1 0
447.5432 55.94019 67.10247 2.4981 108.2366 1 0
524.0156 38.70334 81.22659 2.495572 124.1474 0 1
283.7761 42.63141 42.4862 2.045187 95.68842 0 0
488.7331 53.74245 67.2579 2.702044 116.6644 1 1
649.8484 55.4281 77.49037 2.794329 138.573 0 0
476.0659 31.47969 73.49551 2.049281 112.0028 0 1
309.7346 46.1572 44.62968 1.986593 85.81128 0 0
165.1847 22.62617 75.14766 1.22821 63.86177 0 1
307.9281 41.99596 75.76737 2.053785 90.80408 1 1
297.6807 31.61389 60.60791 1.785641 87.82038 1 0
494.933 27.03996 46.62632 1.999756 119.0812 0 0
333.0971 29.73534 69.46538 1.675094 92.23102 1 0
249.5373 54.21599 77.97103 1.880722 66.67562 0 0
506.493 56.39212 83.86001 2.475704 115.3458 1 1
178.9668 44.03433 83.20836 1.55562 65.27251 0 0
155.2296 22.76795 59.54512 1.457576 63.39136 1 0
257.1004 45.23932 64.1052 1.830454 80.43846 1 0
467.5809 40.87805 110.8036 2.087753 109.343 1 0
402.1765 27.85569 57.5112 1.810799 105.4807 1 0
347.5609 59.76892 78.07164 2.218889 93.2821 1 0
537.9044 26.86943 81.42522 2.148125 124.202 1 0
598.7308 49.87397 61.68246 2.51337 129.4543 1 0
198.5161 34.80656 75.11279 1.509124 68.47923 1 0
602.4254 48.43961 80.08421 2.471915 130.6313 1 1
543.7283 31.28081 68.70253 2.205347 126.6506 0 0
512.7382 25.04993 81.53681 1.940611 124.6945 1 1
367.512 35.63675 45.86212 2.053844 106.7984 0 0
392.8991 55.41165 70.87069 2.241907 92.09139 1 0
209.3722 24.16936 86.98166 1.285531 66.18086 1 1
625.6458 21.20352 104.4286 2.122946 139.3542 1 0
331.9468 45.88154 55.50568 2.07171 90.08958 0 0
179.4078 25.33928 59.03871 1.393694 69.29297 1 1
193.5244 29.61735 71.88708 1.538884 63.67425 1 1
241.9113 47.51641 65.31761 2.078312 78.06898 0 0
299.3287 43.57641 100.8015 1.919191 84.55055 1 0
381.0341 39.1011 73.3042 2.239251 102.8698 1 0
479.9868 39.65092 63.07066 2.425921 117.118 0 0
656.2794 44.6423 90.00378 2.524393 135.0043 1 1
529.3601 50.47087 63.19123 2.470627 125.5566 1 1
179.2646 29.33486 50.83814 1.531872 67.85443 0 0
370.4616 30.91061 94.42696 2.009518 94.0142 1 0
574.8207 34.19605 63.36229 2.268224 135.6452 0 0
365.2465 22.074 83.50865 1.638156 100.8636 1 0
291.9405 55.07325 70.38963 2.146434 81.81834 1 0
165.3366 55.08396 78.21317 2.022616 63.27839 0 1
404.443 54.32698 67.77666 2.415155 103.8292 1 1
575.9138 58.85712 93.25957 2.623044 121.2995 1 0
524.6336 42.95142 47.32456 2.538729 121.4593 1 1
356.8129 33.30285 106.4916 1.962918 90.24719 1 0
466.665 20.83038 92.71532 1.910323 115.6548 1 1
493.8861 21.7047 82.50644 1.870623 116.7202 0 0
414.7666 50.59372 81.65408 2.302225 101.6754 1 0
557.3706 53.09529 94.67682 2.71701 124.8683 0 1
369.3499 45.39663 92.29666 2.051722 93.67032 1 0
568.5045 24.99555 53.08628 2.285904 134.9779 1 0
505.4393 50.3299 73.64689 2.347012 115.3169 1 0
588.8554 27.50526 53.62702 2.091675 132.1156 1 1
348.1642 26.12008 87.09402 1.787868 97.71425 0 1
232.9787 21.24596 76.16131 1.500369 81.14143 0 0
292.731 58.02909 61.29311 2.294198 83.83624 0 1
419.2577 50.89126 87.86008 2.166167 101.5467 1 0
506.5325 46.88018 68.25297 2.423964 119.476 0 0
546.1037 59.13013 57.10941 2.969214 132.4118 0 0
493.3211 26.01707 77.94391 2.017834 123.6177 0 1
220.5285 25.32476 41.28995 1.353339 72.13546 1 0
329.1835 53.94315 71.19995 1.99743 78.38761 1 0
292.0699 49.36601 68.9751 2.232828 87.41912 0 0
331.7751 55.88607 83.65862 2.104245 85.38723 0 0
624.3696 32.32964 62.58179 2.416405 134.1081 0 0
566.0518 52.64869 95.42567 2.647895 122.559 1 1
274.9195 50.48433 61.24289 2.057278 83.9625 0 0
448.3555 21.93133 62.03994 1.845 112.3548 1 0
476.2125 47.14583 89.09017 2.329126 108.0448 0 0
308.3091 26.068 85.08084 1.654366 88.71628 0 0
501.0634 59.59234 85.68015 2.69403 113.794 1 0
543.0884 42.01908 96.21034 2.51848 126.8016 1 0
536.4499 43.62872 68.71603 2.481473 128.6631 1 0
625.8049 45.38203 88.83624 2.745461 134.9409 0 0
547.0608 41.82734 59.75178 2.364295 125.7741 1 0
433.4684 20.5584 62.04274 2.096486 117.9271 0 1
287.0285 47.1579 105.4289 1.80152 76.88934 0 1
667.1671 55.74724 95.18958 2.817815 135.2412 1 1
239.8088 37.69644 56.38038 1.602634 70.54882 0 1
236.657 24.37133 111.3543 1.359098 69.75522 1 0
454.6683 36.76434 73.03022 1.947118 114.9644 1 1
224.4874 56.65882 96.19358 1.88464 65.10626 1 0
292.1963 32.12949 66.29087 1.608442 81.67877 1 0
344.4732 48.34929 74.32918 2.101488 93.35706 1 0
320.4522 55.6759 84.38209 1.995645 76.52719 1 0
631.6728 42.38255 72.53184 2.577334 139.8151 1 1
391.244 43.72943 75.88298 2.151205 98.27497 1 0
189.9304 52.68863 89.63605 2.037464 65.57128 0 0
255.8723 27.23261 56.99129 1.457824 75.99904 1 0
284.9516 41.80123 57.74424 1.823662 81.64516 0 0
298.0544 49.26957 79.71739 1.922332 85.49091 0 1
534.2016 51.03072 41.68642 2.665781 124.8142 1 0
309.7158 57.44121 87.36772 2.105406 82.88252 1 0
217.7654 59.37922 63.58024 1.980502 60.47619 0 0
219.4638 58.11021 64.78357 2.132143 67.19286 1 1
295.166 49.39755 84.69347 2.295485 82.92616 1 1
502.0453 28.00256 84.70343 1.922748 121.6603 1 0
233.2914 41.00962 75.80168 1.827142 73.41362 1 0
298.13 56.4989 75.94517 2.326792 91.54595 1 0
241.6571 27.93482 85.82057 1.485958 69.8702 0 0
322.0181 54.92884 85.61318 2.27614 85.04177 0 0
390.8702 42.24902 67.96817 2.158597 100.9467 1 0
274.5832 33.87353 99.50141 1.866896 89.63454 0 0
560.9427 29.33348 86.3461 2.214424 131.6181 1 0
489.0139 25.04946 64.71152 1.909358 117.4849 0 0
380.4266 36.08346 86.96472 1.940785 98.71828 0 1
276.783 55.36965 58.59159 1.973869 74.97718 0 0
319.1638 30.87773 53.35741 1.768048 92.91588 1 1
552.4554 44.16332 73.94527 2.435736 124.3933 1 1
505.2867 50.50117 92.75865 2.360093 113.6329 1 0
412.7224 58.08062 82.15201 2.389414 102.9681 0 0
551.2805 45.02203 94.3376 2.32254 120.6539 1 1
534.4761 50.29664 73.20758 2.566485 128.3474 0 0
199.4213 40.07386 50.57703 1.752941 76.27412 0 1
632.8139 57.25704 73.07877 2.838706 132.6244 0 0
293.1084 27.64301 99.89908 1.778004 80.43268 1 0
589.4725 52.2613 91.42251 2.758983 125.6487 1 0
466.9569 29.47288 102.8498 2.022633 115.6489 0 0
359.1742 24.88969 75.28108 1.617556 102.6264 0 1
394.3733 33.10341 80.2993 2.129657 102.9928 1 1
468.996 26.92117 65.80222 1.928263 115.0067 0 0
564.0708 43.36859 78.40882 2.397748 121.2804 0 0
286.8813 57.44794 71.63082 2.223449 74.90701 0 0
210.1656 53.55985 62.09999 1.742977 66.70797 1 0
208.9345 25.0457 76.01222 1.212289 64.80442 1 0
307.7878 29.10571 67.94014 1.733328 87.3616 1 0
535.0786 32.65109 69.36129 2.133093 125.525 0 0
229.0324 43.35737 75.11658 1.572178 62.02926 1 0
464.7552 43.61898 49.23377 2.295031 109.639 1 0
252.3693 41.68997 65.90237 1.804782 72.24437 0 0
388.1092 28.02215 80.21753 1.770466 101.6325 1 0
196.7853 41.55839 92.13052 1.607173 60.95563 1 0
491.3214 55.19534 52.09652 2.556813 114.4049 1 1
252.0554 49.49864 88.55398 1.676453 71.07804 0 1
460.587 50.72967 81.58124 2.282453 111.6499 1 0
593.6604 59.02279 76.21709 2.695308 130.6541 1 0
556.4768 50.52798 57.47147 2.57343 124.2894 0 1
336.9124 25.88626 85.50815 1.615467 94.54729 1 1
500.6236 42.3603 50.71911 2.173553 117.9642 0 0
423.714 58.43005 50.81912 2.557327 107.7069 0 0
306.4274 28.70915 96.85395 1.607125 89.51854 0 0
584.7336 43.55936 76.02832 2.443185 133.5605 0 0
476.3781 47.00757 86.1088 2.560757 112.3667 0 1
531.4994 40.90472 61.50392 2.239187 120.5485 1 0
483.2839 37.22283 91.08298 2.059281 119.9108 0 0
660.1603 50.02741 62.9594 2.743487 137.4227 0 0
636.0155 35.44259 72.90836 2.355967 138.3222 0 1
529.2263 37.33803 75.64752 2.306099 118.8424 0 0
441.9622 58.63371 87.16416 2.386322 104.4845 1 0
617.112 30.54897 73.0444 2.276028 136.7161 0 1
577.9182 46.00961 63.1058 2.639662 129.6019 1 0
351.2292 32.41769 66.46792 1.727186 96.2167 0 1
228.9639 45.53916 26.72356 1.809436 76.65508 0 0
606.4593 27.21596 89.54506 2.053858 132.1201 1 0
179.0654 23.58786 66.74405 1.41955 61.76651 1 0
355.1715 31.73166 83.75701 1.984796 94.26724 1 0
430.2838 20.24479 101.8641 1.701505 108.76 0 1
161.811 48.73749 74.29945 1.852205 62.52731 0 1
403.1805 36.17249 106.0237 1.864338 101.3179 0 0
195.1158 27.24591 61.41455 1.351122 73.95996 0 0
259.0605 58.60392 60.67262 2.068408 78.28863 0 0
455.6533 29.51149 60.80957 1.812264 112.2923 1 1
553.3126 59.37791 76.58117 2.834613 127.8545 0 0
244.3366 54.8724 81.27455 2.170826 74.91482 1 1
196.415 24.27811 86.28602 1.287662 70.15208 0 0
586.5408 34.01485 81.96465 2.162822 132.1419 0 1
591.0909 44.14147 90.03482 2.305924 129.4057 0 1
407.052 53.85375 59.64822 2.162778 101.1273 0 0
511.127 32.40579 73.99091 2.365751 119.1785 1 1
283.6236 37.98228 67.31715 1.66653 88.28242 1 1
541.7923 30.89861 70.39931 2.020517 123.2434 1 1
473.8109 40.55591 76.78876 2.113073 115.4309 1 0
527.3107 39.53142 98.46089 2.142508 119.7032 1 0
506.2429 54.45699 61.23065 2.671862 117.7748 1 0
289.2429 49.79364 57.89325 2.112651 85.29979 0 0
306.3213 24.84174 74.4633 1.467048 86.79296 0 1
382.1313 48.65654 80.8459 2.079431 100.712 0 0
205.4382 25.52535 58.96055 1.302249 64.19477 1 1
500.6855 29.21194 57.57206 2.118836 125.3481 1 1
416.6452 57.17961 60.6369 2.46039 105.4419 0 0
444.6098 45.46083 86.11305 2.178825 107.5155 0 1
348.236 49.98941 57.05702 2.266487 100.1933 0 0
461.6987 36.14667 78.4734 1.95715 108.4495 0 0
210.5501 53.34809 54.72168 2.128045 67.67066 1 0
501.1233 28.0849 77.25717 1.961995 118.9362 1 0
321.3859 33.21637 61.16741 1.681367 94.6376 0 0
206.2646 45.88442 94.50718 1.75694 69.21032 1 0
218.5516 35.38214 60.33813 1.586905 70.80552 0 0
266.3235 33.26248 62.82006 1.628279 77.50425 1 1
615.3389 58.03576 71.34403 2.713828 133.8127 1 1
426.2699 23.20238 68.68999 2.023627 111.6282 1 0
429.5478 23.59285 96.976 1.829281 109.1348 1 1
580.9579 37.89965 86.47272 2.406997 136.2811 0 0
397.6201 43.42886 79.20433 2.265065 105.2022 1 0
310.8039 25.64296 73.65162 1.737095 90.85758 0 1
328.0694 27.50237 92.65594 1.759227 97.70664 1 0
285.8687 27.24757 65.0358 1.639357 87.93344 1 0
185.0607 21.74266 77.44758 1.285652 66.11863 0 1
310.4224 45.64268 76.37798 1.898889 83.74436 0 0
507.8814 22.8473 84.97452 1.96599 116.4184 0 0
208.4838 21.19874 58.05136 1.416822 73.76289 1 1
227.1435 53.09154 81.70973 1.704266 60.63386 1 1
361.7541 20.1069 75.51409 1.681876 103.3546 0 0
582.0037 51.06864 89.02653 2.650948 128.1896 0 1
219.7925 29.81042 60.47251 1.56642 71.32321 1 0
312.9875 30.92498 69.93878 2.068853 98.62289 1 0
518.408 23.41632 72.59208 1.968423 123.9345 1 0
234.9582 29.068 58.25728 1.783553 80.63122 0 0
268.161 31.57237 63.75457 1.803817 86.99655 0 0
388.3586 21.8503 64.65763 1.599579 101.9453 0 0
522.5552 52.46093 71.46373 2.637381 121.3868 0 1
324.9303 26.26068 70.39762 1.578867 95.10808 0 0
184.636 56.50091 77.01239 1.893765 60.63245 1 0
475.1977 28.41243 82.92783 2.100222 120.0434 0 0
559.4499 49.5636 85.33636 2.568979 129.2784 0 0
165.3874 28.90638 85.03352 1.270085 61.94216 1 0
293.3897 36.36736 84.83061 1.921391 89.00872 0 0
220.886 39.84732 77.21089 1.767483 69.54077 1 1
532.9997 58.60824 66.48482 2.647844 117.2519 0 0
431.6794 45.5169 72.24543 2.319988 112.5714 0 0
197.0353 29.36777 71.39719 1.665667 70.19841 1 0
288.1646 20.03438 73.0777 1.532208 85.63898 1 0
218.2584 59.13752 91.55954 2.055203 63.36869 0 0
491.629 57.19681 76.52688 2.536017 115.4544 0 0
182.3493 21.39202 99.41507 1.25372 66.11747 0 0
291.2987 21.5705 84.67517 1.327713 93.54406 0 0
361.8111 50.8728 52.06964 2.339177 96.87536 0 0
517.5342 34.05929 87.1915 2.298217 120.3481 0 0
660.9858 39.62982 68.40171 2.620943 137.7167 0 0
464.0012 42.62695 81.9339 2.171427 111.9036 0 0
359.24 47.36837 78.75923 1.903016 89.0606 1 0
399.0763 33.80593 90.31385 1.976622 104.8778 0 0
429.2734 38.07047 51.69825 2.093028 114.7099 0 0
389.1214 45.00967 74.40711 2.139641 101.676 0 1
624.7511 23.17284 93.1864 2.284726 139.6047 1 0
480.9438 31.02142 79.0845 2.117702 118.8172 1 0
253.4368 49.87186 72.5475 1.809776 69.98782 1 0
261.4111 29.8043 55.31855 1.696152 76.68969 1 0
437.7035 34.62776 85.01678 2.083511 110.8894 0 1
529.8553 55.28129 66.95429 2.67181 125.6919 0 1
492.9104 48.26889 76.69677 2.436927 119.7593 0 1
332.2737 42.93988 76.26456 2.146108 96.72382 0 0
371.2736 24.79353 78.38744 1.557319 100.238 0 1
471.4423 25.54782 62.14132 2.014851 118.2827 1 1
527.2012 58.53492 66.09829 2.526183 122.2692 1 1
365.1867 52.1929 82.21154 2.196802 87.9998 1 1
275.6179 57.25207 64.51741 2.106946 78.89881 1 0
549.1918 45.65072 84.91999 2.413902 121.735 0 1
538.5858 32.28737 86.53835 2.272425 122.7882 0 0
389.973 31.70262 60.90279 1.879275 104.8817 1 0
191.0296 32.14406 79.27273 1.439133 61.80583 1 0
666.7354 51.31503 95.96992 2.831633 136.268 0 1
245.8142 57.27381 78.71473 1.85213 64.18749 0 0
487.2492 59.87893 86.48493 2.747523 112.7676 0 0
209.1078 42.56389 65.62478 1.641932 63.14791 1 0
165.6623 53.36048 42.10191 1.925056 61.20929 1 1
205.4556 50.18043 76.34813 1.831794 63.84372 1 1
223.8348 33.82007 80.78402 1.514662 67.46084 0 0
344.1339 51.80942 64.99921 2.346656 101.0105 0 0
184.3317 22.27861 67.09809 1.340122 62.34922 1 1
179.5256 44.45223 63.22006 1.690371 61.95455 1 1
251.5145 29.30738 70.96587 1.722182 81.90554 0 0
440.8954 40.87769 90.71594 2.147177 110.7865 1 0
317.4412 29.23896 58.11178 1.621534 87.57102 0 0
582.6655 32.55089 83.43363 2.487411 129.0668 1 0
573.1016 23.47974 84.10264 1.969159 128.618 1 0
607.6528 48.92747 63.22687 2.66418 131.2805 1 1
229.3135 52.45533 53.47124 1.959785 69.10699 0 1
592.5425 45.58952 98.21143 2.507087 126.2507 0 0
253.3675 28.18321 80.86156 1.390422 80.4744 1 0
181.9846 35.2269 68.78146 1.487334 62.70713 1 0
278.7405 41.4927 79.62673 1.774036 79.46657 1 1
363.6706 48.65561 79.90144 2.194706 95.26139 0 1
331.3413 46.35835 77.27916 2.20618 89.99275 1 1
220.8557 40.24681 94.12591 1.535213 72.99001 1 0
473.4872 57.35914 80.27113 2.543815 110.2131 1 1
518.6406 24.03086 80.57395 2.203409 126.1484 0 1
583.897 32.85749 68.77476 2.269697 132.1637 1 1
234.7411 38.95168 37.38252 1.558871 67.24637 0 0
598.0175 30.5867 53.19726 2.163892 136.39 0 0
436.4142 27.195 78.76108 1.840947 113.0916 1 1
264.484 49.73812 91.57204 1.816692 78.27503 0 0
615.5818 59.39518 79.7373 2.88119 129.7225 0 0
245.4083 38.65984 79.97406 1.591461 71.35863 0 1
461.0068 24.69294 83.13028 2.032626 115.4113 0 0
248.1183 37.88904 82.09892 1.756328 76.45301 1 1
234.0091 55.7126 64.88368 2.054027 71.30016 0 0
435.0718 40.02861 54.04895 2.034365 115.2513 0 1
260.1993 40.67604 102.4094 1.504665 66.56483 0 0
179.4788 38.3964 59.32694 1.735793 69.05236 0 0
612.2389 28.16768 60.88727 2.202583 135.3833 1 1
491.3588 42.4481 73.94136 2.528974 115.9934 1 0
213.8919 39.3233 94.28168 1.541986 63.13004 1 1
465.0181 37.08161 103.6084 1.993014 110.2772 0 0
333.8973 59.49344 95.46326 2.33048 83.85258 1 1
261.3698 51.88995 66.273 1.895414 74.78976 1 0
356.3648 24.50568 87.77092 1.744938 98.68967 1 0
185.0759 38.02919 117.1195 1.652796 60.73452 1 0
239.4622 49.85679 71.03027 2.103604 78.15257 1 0
652.2735 54.90536 95.18815 2.770149 134.7834 0 0
438.915 43.58 94.84549 2.338175 112.432 0 0
513.4344 48.53048 57.25838 2.439085 121.0132 1 1
347.3175 42.03997 68.39409 1.984102 97.58232 0 1
394.3844 21.05748 87.22212 1.870224 103.7914 1 1
207.227 59.31734 61.57788 1.945332 68.89716 1 0
236.1314 44.73466 52.64309 2.003203 82.73987 0 0
158.2175 38.34493 64.33476 1.495205 60.09789 0 0
456.7144 30.18209 61.26228 1.983187 113.2534 1 0
568.2868 35.36879 54.36055 2.256211 131.8307 1 0
263.8031 40.51623 41.9355 1.793952 83.40897 0 0
412.2253 29.05118 79.61919 1.848358 99.79704 1 0
242.3248 58.21371 60.8438 1.92209 71.50413 1 0
375.5499 38.98746 63.25902 2.078432 100.1136 0 0
294.6168 20.55936 58.00449 1.65418 96.85131 1 0
236.0651 35.09992 99.64692 1.349612 69.13787 0 1
533.0247 32.66987 103.0233 2.287354 119.1056 1 0
293.4639 30.87937 94.99378 1.575533 80.74919 1 1
231.5349 46.17957 76.49933 1.891578 65.82458 0 0
561.7889 43.56388 58.97052 2.436283 131.7163 1 0
545.8953 49.53339 84.76451 2.545712 123.6408 1 0
610.8006 58.71334 70.86375 2.735795 127.0656 0 0
533.2432 29.93278 61.85974 2.110431 127.6834 0 1
633.9746 51.33008 85.85228 2.540169 132.4893 0 0
186.6928 39.16867 71.46082 1.593284 60.06853 1 0
623.1665 57.74796 56.57585 2.755203 138.3028 0 0
627.3691 33.36437 90.07587 2.551689 137.034 1 1
468.4013 35.04119 74.26588 2.13473 112.1482 0 0
485.8693 41.94833 58.02658 2.009015 114.5848 1 0
448.3085 26.94161 78.53541 1.919219 115.3719 0 0
437.0189 55.19624 89.24015 2.455488 101.5463 1 0
333.1731 31.46556 86.48331 1.789596 92.97323 0 0
249.2775 40.43778 79.46498 1.89296 76.81016 1 1
201.6423 45.88609 62.66379 1.740939 63.83318 1 0
177.3456 33.59826 59.53667 1.577602 65.54984 0 0
371.5421 48.53457 73.37842 2.158328 92.88223 1 1
220.42 51.65834 69.25527 1.88588 66.30579 1 1
387.7892 41.38327 58.73126 2.021661 98.702 1 0
352.242 41.33201 60.5049 2.023383 92.09153 1 0
629.8697 49.53641 57.62319 2.579526 130.8883 1 0
211.9255 42.78193 79.43967 1.616273 72.9272 1 0
444.2875 24.72788 81.77662 1.956267 111.5442 0 0
247.7235 45.13333 71.75541 1.91779 74.3812 0 0
604.129 20.85539 101.1258 2.145581 135.5026 1 0
329.84 32.05598 66.53894 1.835762 91.09491 1 1
616.6393 29.4357 99.96769 2.21021 137.2119 0 1
234.319 33.98433 88.14674 1.715358 69.55148 0 0
383.904 23.29275 45.51246 1.656955 102.7298 1 0
495.8805 52.1379 88.31458 2.554168 116.4937 1 0
218.154 44.63422 70.16248 1.695179 69.63535 1 0
612.1445 47.31166 67.43719 2.70138 133.7826 1 0
336.5079 49.57329 75.33655 2.023782 85.05387 1 1
635.2739 38.22507 74.83942 2.458702 136.2588 0 0
331.4335 42.41811 70.64607 2.015592 91.60645 1 0
383.7525 32.1493 93.198 2.032728 100.6352 1 1
251.3554 58.1917 70.09807 2.024557 72.01982 1 0
341.2051 43.41333 89.12121 1.905565 93.87471 0 1
275.0494 52.75969 52.17289 2.09037 82.88004 1 0
535.565 52.70178 81.0757 2.644317 120.399 0 0
391.1913 34.489 69.6521 2.217542 108.0581 1 1
549.9505 48.60402 68.94334 2.53828 122.4178 1 0
606.6333 29.15903 79.05621 2.279036 134.7553 1 1
601.9474 20.25368 44.52381 1.983521 136.8536 0 1
260.1661 31.376 90.01012 1.655521 76.64219 0 1
323.5212 40.5702 79.92162 2.051327 93.10634 0 1
462.5386 39.50515 56.60424 2.245858 115.5482 1 0
228.3234 39.10223 79.10409 1.71121 71.44215 0 0
332.2975 43.39788 53.27683 2.163755 91.65652 1 0
340.469 43.62495 92.91031 2.093735 90.73667 1 0
607.9529 24.70909 67.43448 2.259047 133.0913 1 0
569.3044 37.48834 78.24693 2.335484 124.6204 1 0
460.7661 50.78744 86.78591 2.375415 112.6548 0 0
549.62 30.99006 73.75456 2.35057 130.9412 0 1
261.5383 47.2924 67.7223 1.93131 80.79171 1 0
375.0613 49.99353 64.52515 2.386245 94.61713 1 0
650.6216 58.71063 89.54144 2.707012 135.6512 0 1
560.1854 53.79121 66.5163 2.624556 126.2947 1 1
481.2924 31.20407 73.36034 2.159348 119.1123 0 0
272.1115 25.0694 68.16841 1.469429 77.49483 1 0
541.5704 40.17361 80.81219 2.252332 118.0459 1 0
430.4141 22.71805 81.75524 1.90897 111.0819 1 1
363.1709 30.22041 98.38933 1.854813 98.73354 1 0
401.4356 25.32973 63.86533 1.803943 107.6612 0 0
567.0531 28.41285 82.00659 2.053016 124.8068 0 0
294.1176 41.82287 69.10052 1.757079 82.11218 1 0
422.8166 34.86614 68.91631 2.154816 106.817 0 1
272.5332 39.34002 70.85822 2.026042 81.51708 1 1
583.0293 41.61404 51.94482 2.445242 134.3968 0 0
231.1914 47.6334 78.53961 1.907242 65.3344 0 1
267.5091 50.97471 71.61985 1.993963 81.41038 0 0
640.9397 48.19837 103.3804 2.771806 137.4277 1 1
629.0547 28.12662 73.17316 2.292549 139.7309 1 0
445.3906 48.68474 75.76429 2.334505 103.3762 1 1
236.1816 41.80267 73.98476 1.80446 76.92672 1 1
276.6943 39.13435 46.97722 1.794128 84.00911 0 0
563.7312 37.65048 78.89276 2.388105 132.3322 1 0
154.0053 29.60864 53.55719 1.579685 62.06738 0 0
242.9147 53.84503 81.07044 1.864951 76.03538 0 0
151.5343 32.49192 60.17273 1.331783 62.63677 0 1
288.6217 47.04877 84.55572 1.92288 80.19149 0 1
597.7821 44.49163 48.70433 2.539036 133.2377 1 1
228.7271 38.13719 72.15491 1.579662 73.83631 1 0
234.1121 51.89688 65.31121 1.89458 69.75752 0 1
486.3386 34.47597 92.82831 2.115087 114.8437 0 0
396.684 32.46323 95.77665 1.71428 100.3631 1 1
291.6509 53.77924 87.15206 2.107563 76.92565 1 1
235.2675 44.73898 69.62036 1.709571 78.67671 1 0
663.8794 59.27984 112.5189 2.80998 133.322 0 1
322.928 32.79061 102.333 1.80477 91.14359 0 1
466.8221 26.30663 76.67884 2.282608 118.5557 0 1
429.6588 46.36326 83.16863 2.34067 106.038 1 0
271.3378 53.74383 73.40252 1.928805 71.98858 1 1
490.3084 44.49828 91.2119 2.390269 110.9431 0 0
258.0186 58.98215 97.85954 2.087859 67.4771 1 0
376.4131 39.27695 97.09071 1.885295 96.79437 0 1
429.8774 29.98202 70.17959 1.985514 109.4631 1 1
407.6626 35.34453 78.0786 2.079128 104.9825 1 0
265.0717 38.15159 60.98077 1.814037 84.08111 1 0
487.3352 42.92333 75.08095 2.132557 112.4944 1 1
291.3229 38.6926 86.61328 1.941424 82.75345 0 0
623.4842 32.25954 60.00927 2.303092 131.9513 0 0
254.0748 21.34624 93.28283 1.440657 71.68663 0

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