Analyzing the data using R programming using random Forest Model.

 Problem: The Texas A & M University Real Estate Center collects home listings data in Texas. One of the metrics is the number of months a home is listed until it sells (Texas A & M University, n.d.). A stagnant home listing is not beneficial to anyone in the process, typically impacting the individuals selling their dwellings the most. Opportunities to reduce the wait-time-to-sales for a particular home will reduce the potentially negative impact on the individuals selling their homes.

 Question: Using the data consolidated by Texas A & M University (n.d.), what predictors represent the majority of the explainable variance when predicting the number of months a property will remain in inventory considering the quantity of real estate sales, the monetary value of those sales, and the average sale price, the median sale price, and the quantity of properties in the inventory, the year, and the month in the data set? 

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Objective: Use a random forest model as the analysis method to answer the research question. Additionally, consider how this research may help a realtor reduce the amount of time that their listings remain in their inventory when you discuss and present your findings. 

Sheet1

,7

1

5,670,441

4,701

,041

2,099

68,783

14

,502,766

11

11.9

12

11.9

11.9

11.9

11

11

75,142

10.3

11

11

11

10.4

76,315

75,924

73,185

77,000

9.7

10

9.7

80,424

9.2

8.8

8

79,054

80,130

7.7

7.7

7.8

7.9

7.9

7.7

78,565

79,641

7.3

7.7

8

,167

8.5

8.5

8.7

84,532

8.5

81,402

8

7.9

84,435

8.1

8.2

8.2

8.1

8.1

8.1

7.8

86,195

7.6

85,706

7.5

7.6

7.8

8

7.7

7.7

7.5

7.3

84,956

6.3

6.3

93,532

97,836

95,390

5.3

5

93,630

4.9

5.2

5.2

5.2

5.2

5.1

5

4.9

4.6

102,727

4.8

4.8

4.8

5

5

5.1

5.1

5.1

5.3

5.1

4.9

5.1

5.2

5.3

5.8

5.7

5.8

5.7

5.5

5.7

5.5

5.1

5.2

5.2

5.5

5.8

6

6.1

6.2

6.2

6.1

5.9

5.8

6.1

6.2

6.8

6.7

6.6

6.6

6.3

124,052

6.1

6

6.3

6.4

6.4

6.4

130,899

6.5

6.4

6.4

6.3

6.2

6.2

127,573

5.8

5.6

124,639

5.9

6

6.1

6.1

6.1

5.8

5.8

5.6

138,138

5.4

5.3

5.1

4.8

5

5

5.1

5.2

5.2

5.3

5.4

5.4

5.4

138,823

5.3

5.1

4.8

4.9

139,508

5

5.3

5.6

5.8

6

6.2

6

6.2

6.2

6

5.9

6.1

6.3

6.6

145,572

6.7

7

7

7.1

7.1

18,552

7

136,182

6.9

139,508

6.5

130,899

6.7

7

7.2

7.6

7.5

7.6

7.6

7.4

7.2

6.9

6.6

6.9

13,781

7.1

7.4

145,475

7.3

7.5

7.8

8.2

8.2

145,572

8.1

143,518

8

7.9

7.6

7.7

7.8

8.1

144,000

8.1

8.5

8.4

8.1

150,000

7.6

7.4

7.1

145,000

6.8

6.3

6.3

145,000

6.3

6.3

6.3

6.3

6.2

6.1

5.8

5.6

5.3

5

160,000

4.6

155,000

4.6

4.5

4.4

4.4

4.4

175,000

169,000

3.6

3.7

91,857 3.8

3.9

4

4.1

4

3.9

3.8

3.6

24,381

189,000

3.3

3.3

185,000

3.3

189,000

3.3

3.6

3.7

3.9

3.8

3.8

190,000

3.7

200,000

3.2

3.3

3.3

200,000

3.4

205,000

3.5

3.5

33,187

3.7

215,000

3.9

3.8

3.7

3.6

3.4

3.2

3.2

213,000

3.2

3.4

3.6

3.7

3.9

4

226,000

3.9

222,000 103,705 3.8

3.6

220,000

3.4

3

3

3.2

230,000

3.3

3.6

240,000

3.8

3.8

3.8

230,000

3.7

3.7

230,000

3.6

235,000

3.2

18,059

220,000

3.4

3.4

235,000

3.5

240,000

3.6

3.8

3.9

3.9

245,000

3.8

3.7

240,000

3.7

3.5

3.1

3.2

3.2

248,000

3.2

3.3

3.3

Date Sales Dollar_Volume Ave_Price Median_Price Total_Listings Months_In_Inventory
Jan-90 7 4 6 5 8 62,9

14 9

 3 12
Feb-90 6,200 530,013,200 85,486 68,783 10 1

 4.6
Mar-90 8,545 727,418,760 85,128 104,780
Apr-90 8,245 708,229,010 85,898 68,490 106,347 1

 3.8
May-90 9,309 8

 11 87,174 68,294 106,866 1

 3.3
Jun-90 9,793 871,341,968 88,976 72,500 109,794 1

 3.2
Jul-90 10,117 898,875,216 88,848 71,424 107,657 12.6
Aug-90 11,161 1,000,170,693 89,613 71,131 104,195 11.7
Sep-90 8,270 707,093,270 85,501 69,859 106,666 12.1
Oct-90 8,557 691,876,235 80,855 66,925 104,673 11.9
Nov-90 8,112 656,049,888 80,874 62,425 96,440
Dec-90 7,294 610,245,216 83,664 67,316 91,204 10.6
Jan-91 5,917 493,744,065 83,445 66,827 96,285 11.4
Feb-91 6,242 491,601,194 78,757 69,175 98,172 11.6
Mar-91 7,862 671,076,734 85,357 69,468 99,905
Apr-91 8,554 747,439,966 87,379 68,685 100,899
May-91 10,533 958,734,726 91,022 73,185 101,772
Jun-91 10,494 953,128,044 90,826 74,261 102,425
Jul-91 10,216 942,558,808 92,263 75,142 101,933
Aug-91 10,556 947,992,136 89,806 71,229 96,247 11.3
Sep-91 8,645 759,463,250 87,850 74,946 94,510
Oct-91 8,267 718,261,761 86,883 70,251 93,878
Nov-91 8,069 662,666,625 82,125 69,761 88,745 10.4
Dec-91 7,434 677,326,608 91,112 73,087 83,843 9.8
Jan-92 5,989 509,981,317 85,153 70,935 88,699 10.3
Feb-92 6,444 595,116,288 92,352 73,870 90,536 10.5
Mar-92 9,538 878,840,858 92,141 89,819
Apr-92 9,473 880,032,227 92,899 75,337 96,665
May-92 9,974 929,985,734 93,241 76,022 97,247 11.1
Jun-92 11,052 1,035,716,076 93,713 74,555 97,290
Jul-92 10,802 992,811,820 91,910 76,609 97,424
Aug-92 10,640 1,010,800,000 95,000 77,000 94,680 10.7
Sep-92 9,765 888,107,220 90,948 76,315 93,259
Oct-92 9,004 823,956,040 91,510 75,924 90,797 10.1
Nov-92 8,632 776,862,736 89,998 88,024 9.7
Dec-92 9,517 873,232,335 91,755 81,398 8.8
Jan-93 6,557 600,844,138 91,634 73,772 85,543 9.2
Feb-93 7,341 661,923,288 90,168 87,927 9.4
Mar-93 8,943 840,168,021 93,947 90,028
Apr-93 9,428 909,764,288 96,496 77,489 92,618
May-93 10,530 1,043,691,480 99,116 79,348 92,711 9.9
Jun-93 12,590 1,291,948,030 102,617 80,424 92,234
Jul-93 11,971 1,222,035,593 102,083 91,002 9.5
Aug-93 12,327 1,217,143,326 98,738 79,641 89,737
Sep-93 10,779 1,036,842,789 96,191 77,391 87,189 8.9
Oct-93 10,023 985,140,624 98,288 78,565 86,651
Nov-93 9,562 951,744,108 99,534 80,130 84,651 8.5
Dec-93 10,698 1,055,625,150 98,675 79,054 78,896 7.8
Jan-94 7,233 701,608,233 97,001 76,413 81,245
Feb-94 7,711 757,983,589 98,299 77,655 7.7
Mar-94 11,646 1,173,369,438 100,753 80,003
Apr-94 11,374 1,143,837,684 100,566 80,228 81,659
May-94 12,248 1,231,609,888 100,556 80,815 84,028 7.9
Jun-94 13,064 1,347,225,000 103,125 82,576 83,610
Jul-94 11,951 1,236,091,930 103,430 82,478 84,816
Aug-94 12,838 1,347,681,888 104,976 81,402 84,761
Sep-94 10,621 1,049,333,558 98,798 79,935 82,629
Oct-94 9,514 935,530,648 98,332 79,152 80,988 7.6
Nov-94 8,916 883,379,448 99,078 77,842 7.3
Dec-94 9,409 965,476,308 102,612 77,311
Jan-95 6,593 662,642,651 100,507 76,120 80,883
Feb-95 7,237 718,757,129 99,317 78,761 83,910
Mar-95 9,841 9

84,956 100,087 78,663 87,416
Apr-95 8,768 862,183,744 98,333 78,174 86,048
May-95 12,004 1,220,014,536 101,634 80,620 87,055 8.7
Jun-95 13,241 1,390,940,568 105,048 84,435 84,846 8.4
Jul-95 12,624 1,329,244,080 105,295 84,532 87,705
Aug-95 14,162 1,505,250,656 106,288 88,589 8.6
Sep-95 11,056 1,148,176,656 103,851 82,869 87,557
Oct-95 10,836 1,112,087,844 102,629 86,075 8.3
Nov-95 9,984 1,029,290,496 103,094 83,261 84,324
Dec-95 9,933 1,043,908,635 105,095 83,065 78,985 7.5
Jan-96 7,779 820,544,478 105,482 83,750 84,044
Feb-96 9,301 975,833,017 104,917 88,128 8.2
Mar-96 12,094 1,291,179,628 106,762 85,608 88,969 8.1
Apr-96 12,687 1,353,791,709 106,707 85,315 91,203
May-96 14,509 1,603,288,027 110,503 86,293 93,955
Jun-96 13,782 1,563,981,360 113,480 89,130 94,818
Jul-96 14,694 1,648,931,292 112,218 88,152 95,291
Aug-96 14,459 1,587,395,774 109,786 86,880 95,607
Sep-96 11,454 1,236,676,926 107,969 85,706 95,404
Oct-96 11,316 1,234,711,392 109,112 86,195 91,857
Nov-96 10,031 1,093,248,597 108,987 90,332
Dec-96 10,834 1,215,271,448 112,172 87,760 84,705 7.1
Jan-97 8,022 889,447,272 110,876 86,207 7.2
Feb-97 9,277 1,012,120,700 109,100 86,782 88,908
Mar-97 11,746 1,323,633,248 112,688 87,663 90,589
Apr-97 12,351 1,392,797,568 112,768 87,565 92,569
May-97 14,387 1,670,891,793 116,139 90,402 94,600
Jun-97 14,841 1,771,050,735 119,335 93,336 92,460
Jul-97 15,982 1,902,561,208 119,044 93,532 93,348
Aug-97 15,286 1,822,717,926 119,241 92,260 91,312
Sep-97 13,421 1,566,056,227 116,687 91,771 89,266
Oct-97 13,283 1,555,665,111 117,117 90,793 6.8
Nov-97 10,710 1,251,966,870 116,897 91,575 82,287 6.6
Dec-97 12,555 1,526,499,675 121,585 94,608 79,749 6.3
Jan-98 9,062 1,030,847,810 113,755 89,521 80,753
Feb-98 11,213 1,311,393,989 116,953 92,162 81,052
Mar-98 15,186 1,808,470,368 119,088 81,969 6.2
Apr-98 15,213 1,817,892,648 119,496 93,630 81,569 6.1
May-98 16,504 2,098,153,520 127,130 97,836 80,716 5.9
Jun-98 18,630 2,416,515,930 129,711 99,988 79,868 5.7
Jul-98 18,735 2,423,259,840 129,344 99,108 81,867 5.8
Aug-98 17,044 2,133,141,820 125,155 75,714 5.3
Sep-98 14,519 1,762,911,499 121,421 95,390 79,648 5.5
Oct-98 13,871 1,698,018,465 122,415 76,254
Nov-98 12,983 1,573,422,753 121,191 95,488 72,537
Dec-98 14,219 1,778,839,557 125,103 97,151 72,659 4.9
Jan-99 10,106 1,230,233,698 121,733 72,164
Feb-99 12,285 1,522,934,595 123,967 96,760 72,136 4.8
Mar-99 16,779 2,118,499,761 126,259 98,227 76,823 5.1
Apr-99 16,478 2,104,537,204 127,718 98,521 78,530 5.2
May-99 17,621 2,323,117,398 131,838 102,727 79,732
Jun-99 20,705 2,877,228,915 138,963 106,542 80,964
Jul-99 19,395 2,589,969,510 133,538 104,097 80,875
Aug-99 18,729 2,468,332,368 131,792 101,455 80,737
Sep-99 15,805 2,044,977,340 129,388 100,673 79,764
Oct-99 14,498 1,870,676,940 129,030 99,010 78,622
Nov-99 13,895 1,850,633,365 1

33,187 101,260 77,193
Dec-99 14,893 2,012,922,987 135,159 102,434 73,987
Jan-00 10,108 1,377,639,536 136,292 76,194
Feb-00 13,858 1,906,888,516 137,602 103,705 76,665
Mar-00 17,751 2,490,376,545 140,295 106,640 75,594 4.7
Apr-00 16,141 2,301,012,537 142,557 109,770 77,152
May-00 19,627 2,859,104,344 145,672 112,216 80,623
Jun-00 20,521 3,068,176,794 149,514 116,128 80,543
Jul-00 18,573 2,752,295,724 148,188 116,715 83,193
Aug-00 19,667 2,873,053,695 146,085 111,629 83,195
Sep-00 15,895 2,335,897,410 146,958 1

13,781 83,496
Oct-00 15,325 2,240,407,725 146,193 112,118 86,289
Nov-00 14,105 2,057,214,250 145,850 113,585 83,915
Dec-00 13,997 2,085,860,934 149,022 115,444 79,447
Jan-01 11,271 1,567,548,138 139,078 109,281 83,451
Feb-01 13,793 2,007,612,529 145,553 114,074 85,291
Mar-01 18,134 2,661,817,324 146,786 115,835 87,723
Apr-01 17,391 2,566,233,351 147,561 117,791 92,315 5.6
May-01 20,238 3,035,983,332 150,014 119,259 95,410
Jun-01 21,155 3,307,034,220 156,324 124,345 94,528
Jul-01 20,313 3,159,321,516 155,532 123,661 96,991
Aug-01 20,496 3,103,955,232 151,442 120,530 95,500
Sep-01 15,344 2,251,394,432 146,728 118,183 93,020
Oct-01 15,445 2,162,361,780 140,004 113,879 96,518
Nov-01 15,003 2,178,600,633 145,211 119,063 92,387
Dec-01 15,501 2,358,632,160 152,160 123,074 86,160
Jan-02 12,747 1,846,237,239 144,837 117,204 89,692
Feb-02 14,807 2,208,997,102 149,186 121,606 90,140
Mar-02 17,241 2,656,613,967 154,087 122,389 92,478 5.4
Apr-02 18,616 2,839,070,312 152,507 121,509 94,690
May-02 21,053 3,310,942,151 157,267 124,639 100,910
Jun-02 19,901 3,175,662,273 159,573 127,573 102,667
Jul-02 20,446 3,228,730,090 157,915 125,715 104,904
Aug-02 19,917 3,074,388,120 154,360 124,248 106,245
Sep-02 16,532 2,498,216,648 151,114 123,367 106,583
Oct-02 16,758 2,540,965,266 151,627 121,900 105,988
Nov-02 14,560 2,221,157,120 152,552 123,856 102,602
Dec-02 16,860 2,703,669,600 160,360 127,671 100,739
Jan-03 12,720 1,862,653,200 146,435 120,237 107,171
Feb-03 14,204 2,128,980,744 149,886 123,172 107,102
Mar-03 18,059 2,765,573,319 153,141 124,052 110,931 6.4
Apr-03 18,228 2,812,726,224 154,308 125,226 113,782 6.5
May-03 20,872 3,295,480,080 157,890 126,693 116,555 6.7
Jun-03 21,878 3,593,964,694 164,273 132,856 119,336
Jul-03 22,754 3,767,083,978 165,557 132,562 119,878
Aug-03 22,971 3,697,067,595 160,945 130,899 119,718
Sep-03 19,921 3,139,131,259 157,579 126,204 120,151
Oct-03 18,779 2,927,815,111 155,909 122,878 117,120
Nov-03 14,972 2,382,164,976 159,108 113,784
Dec-03 18,857 3,102,674,209 164,537 128,552 111,587
Jan-04 13,024 1,944,079,456 149,269 119,650 117,549
Feb-04 15,973 2,482,922,985 155,445 123,954 119,949
Mar-04 21,131 3,339,796,812 158,052 125,030 122,160
Apr-04 22,312 3,609,657,672 161,781 127,476 125,127
May-04 23,145 3,849,059,790 166,302 128,193
Jun-04 26,022 4,486,921,416 172,428 134,714 127,678
Jul-04 25,011 4,150,725,516 165,956 131,878 129,361
Aug-04 24,381 4,027,375,485 165,185 130,704 128,041
Sep-04 20,515 3,338,672,645 162,743 128,943 126,423
Oct-04 19,511 3,128,647,383 160,353 127,378 126,536
Nov-04 18,376 2,955,044,560 160,810 120,468
Dec-04 20,979 3,498,479,019 166,761 131,095 115,906
Jan-05 14,354 2,256,879,420 157,230 124,117
Feb-05 17,355 2,824,560,960 162,752 129,628 127,061
Mar-05 23,361 3,892,947,123 166,643 130,802 129,495
Apr-05 23,849 4,004,914,872 167,928 131,486 130,306
May-05 26,732 4,641,263,304 173,622 135,399 132,336
Jun-05 28,849 5,160,595,667 178,883 138,823 127,247
Jul-05 27,221 4,826,473,847 177,307 139,018 129,298
Aug-05 28,512 5,006,507,616 175,593 138,138 125,288
Sep-05 23,126 4,026,722,246 174,121 122,221
Oct-05 21,672 3,766,810,320 173,810 136,280 120,730
Nov-05 20,491 3,638,853,253 177,583 139,508 116,757
Dec-05 22,127 3,987,440,289 180,207 140,877 110,796
Jan-06 16,276 2,760,718,844 169,619 133,736 116,763
Feb-06 20,100 3,505,279,200 174,392 136,182 116,693
Mar-06 27,413 4,862,956,548 177,396 137,942 121,517
Apr-06 24,666 4,400,069,076 178,386 139,214 125,396
May-06 29,903 5,607,649,784 187,528 144,496 127,023
Jun-06 32,739 6,304,451,013 192,567 148,311 129,399
Jul-06 28,724 5,419,270,908 188,667 146,746 134,230
Aug-06 30,402 5,646,259,440 185,720 144,594 134,124
Sep-06 24,994 4,461,304,030 178,495 139,899 134,941
Oct-06 23,805 4,222,197,630 177,366 133,407
Nov-06 22,099 3,996,449,457 180,843 140,975 129,512
Dec-06 23,641 4,417,628,183 186,863 144,399 121,879
Jan-07 17,379 3,052,308,528 175,632 136,964 125,189
Feb-07 20,448 3,694,319,712 180,669 128,304
Mar-07 26,279 4,933,041,322 187,718 143,323 135,376
Apr-07 25,294 4,833,835,164 191,106 144,986 142,471
May-07 29,497 5,761,295,046 195,318 147,725 148,583
Jun-07 29,714 6,009,418,788 202,242 153,398 150,515
Jul-07 28,516 5,591,474,312 196,082 150,659 155,222
Aug-07 28,874 5,730,796,024 198,476 151,148 151,038
Sep-07 20,488 3,866,515,848 188,721 145,475 153,206
Oct-07 21,132 3,903,397,380 184,715 142,247 151,024
Nov-07 19,847 3,745,525,840 188,720 143,518 145,668
Dec-07 19,310 3,728,761,000 193,100 146,159 140,026
Jan-08 15,023 2,683,243,007 178,609 137,649 144,754
Feb-08 18,552 3,387,242,712 182,581 141,366 147,912
Mar-08 21,359 4,027,602,553 188,567 145,572 152,082
Apr-08 22,593 4,285,530,612 189,684 153,979
May-08 24,980 4,909,594,180 196,541 149,290 157,333
Jun-08 25,324 5,128,084,676 202,499 153,300 155,825
Jul-08 24,599 4,901,670,537 199,263 151,540 154,539
Aug-08 23,411 4,645,187,209 198,419 150,170 151,606
Sep-08 3,458,779,224 186,437 143,714 147,886
Oct-08 17,476 3,214,570,392 183,942 141,171 144,383 6.9
Nov-08 13,215 2,347,539,030 177,642 140,462
Dec-08 16,582 2,995,057,422 180,621 131,084
Jan-09 11,121 1,833,041,067 164,827 133,370
Feb-09 13,847 2,397,081,864 173,112 137,160 135,710
Mar-09 17,345 3,058,079,605 176,309 138,529 138,258
Apr-09 17,733 3,148,600,548 177,556 141,757 137,928 7.4
May-09 19,790 3,745,297,080 189,252 148,018 138,057
Jun-09 22,693 4,464,371,197 196,729 153,692 135,909
Jul-09 23,335 4,485,197,015 192,209 151,931 136,497
Aug-09 20,634 3,921,429,798 190,047 148,703 134,546
Sep-09 19,374 3,562,704,234 183,891 146,355 131,293
Oct-09 20,272 3,626,376,992 178,886 141,660 129,058
Nov-09 18,710 3,354,572,030 179,293 141,268 127,116
Dec-09 16,914 3,220,053,492 190,378 143,225 121,667
Jan-10 10,797 1,903,489,506 176,298 135,888 127,713
Feb-10 2,473,331,194 179,474 139,997 131,375
Mar-10 20,465 3,765,171,165 183,981 142,833 138,366
Apr-10 22,893 4,213,410,864 184,048 139,065
May-10 23,812 4,477,632,292 188,041 146,844 146,389
Jun-10 22,864 4,604,055,088 201,367 150,953 152,451
Jul-10 17,336 3,552,354,432 204,912 153,007 155,243
Aug-10 17,831 3,523,690,896 197,616 151,735 153,348
Sep-10 16,050 3,039,613,200 189,384 149,686
Oct-10 14,990 2,813,548,050 187,695 144,963
Nov-10 14,398 2,770,405,568 192,416 145,083 140,087
Dec-10 16,423 3,289,444,785 200,295 149,485 133,433
Jan-11 11,460 2,073,925,047 180,971 137,500 134,491
Feb-11 12,781 2,407,816,231 188,390 144,000 135,763
Mar-11 18,494 3,512,438,396 189,923 142,000 140,110
Apr-11 18,970 3,603,009,566 189,932 138,162
May-11 20,478 4,049,584,359 197,753 148,500 142,569
Jun-11 22,849 4,628,617,000 202,574 151,000 141,752
Jul-11 20,391 4,051,200,356 198,676 150,000 138,981
Aug-11 22,121 4,343,437,032 196,349 133,618
Sep-11 18,639 3,549,659,083 190,443 147,000 130,359
Oct-11 16,527 3,117,652,839 188,640 145,000 126,293
Nov-11 15,647 2,919,986,238 186,616 120,860
Dec-11 17,257 3,365,627,890 195,030 149,500 112,520
Jan-12 12,609 2,251,150,796 178,535 137,000 113,194
Feb-12 15,482 2,887,166,258 186,485 114,470
Mar-12 20,041 3,983,117,414 198,748 152,000 115,830
Apr-12 20,771 4,229,928,617 203,646 154,500 117,606
May-12 24,364 5,182,776,966 212,723 160,000 118,533
Jun-12 25,498 5,467,716,898 214,437 163,000 118,717
Jul-12 24,265 5,105,772,669 210,417 161,625 118,104
Aug-12 25,955 5,339,037,706 205,704 159,000 114,239
Sep-12 20,095 4,043,873,776 201,238 157,400 111,268
Oct-12 21,007 4,214,220,530 200,610 155,000 107,223
Nov-12 19,147 3,902,308,224 203,808 157,000 102,906
Dec-12 19,517 4,156,384,510 212,962 95,548
Jan-13 15,657 2,951,766,347 188,527 148,000 95,398 4.5
Feb-13 17,565 3,501,410,232 199,340 97,222
Mar-13 23,531 4,999,616,094 212,469 162,120 96,559
Apr-13 25,852 5,855,472,969 226,500 169,900 97,069 4.4
May-13 29,755 6,852,926,550 230,312 175,000 97,922
Jun-13 28,272 6,676,955,467 236,168 179,000 99,990
Jul-13 30,204 7,023,070,171 232,521 178,000 101,635
Aug-13 29,651 6,769,423,126 228,303 101,027 4.3
Sep-13 24,067 5,311,532,155 220,698 170,000 99,269 4.2
Oct-13 22,786 4,967,645,811 218,013 169,000 97,344 4.1
Nov-13 19,769 4,372,008,895 221,155 93,234 3.9
Dec-13 21,549 4,946,102,438 229,528 173,100 87,367 3.6
Jan-14 15,907 3,334,961,093 209,654 162,500 87,154
Feb-14 18,603 4,155,894,307 223,399 172,000 88,727 3.7
Mar-14 23,306 5,355,396,879 229,786 176,000 89,541
Apr-14 25,513 5,992,032,007 234,862 178,200
May-14 28,929 7,078,786,848 244,695 185,000 94,744
Jun-14 30,398 7,548,774,152 248,331 190,000 97,167
Jul-14 30,124 7,361,191,861 244,363 189,000 98,643
Aug-14 29,153 6,999,431,529 240,093 186,000 97,268
Sep-14 25,649 6,062,961,264 236,382 182,500 94,541
Oct-14 25,627 5,993,128,541 233,860 179,900 92,448
Nov-14 20,159 4,749,248,063 235,589 182,000 87,690
Dec-14 5,972,480,513 244,965 82,137
Jan-15 16,376 3,728,659,323 227,690 177,000 80,997
Feb-15 18,775 4,413,017,124 235,048 82,024
Mar-15 25,508 6,223,597,508 243,986 82,936
Apr-15 26,513 6,595,454,230 248,763 193,000 86,700 3.4
May-15 28,814 7,466,010,748 259,111 201,925 89,502
Jun-15 32,244 8,472,512,544 262,762 205,000 93,226
Jul-15 33,052 8,478,813,791 256,530 201,000 98,603
Aug-15 30,332 7,639,021,818 251,847 200,000 96,959
Sep-15 27,577 6,730,847,952 244,075 195,000 96,896
Oct-15 24,907 6,079,268,114 244,079 95,033
Nov-15 19,737 4,795,410,916 242,966 191,450 91,113 3.5
Dec-15 25,767 6,542,930,632 253,927 83,123
Jan-16 17,261 4,063,119,148 235,393 188,500 85,292
Feb-16 20,566 4,943,446,084 240,370 193,500 87,116
Mar-16 27,359 6,847,562,477 250,286 90,193
Apr-16 27,782 7,087,444,267 255,109 92,261
May-16 30,759 8,180,728,246 265,962 215,000 93,778
Jun-16 9,034,097,946 272,218 220,000 98,279
Jul-16 30,161 7,934,177,181 263,061 101,244
Aug-16 32,618 8,594,782,983 263,498 214,000 100,254
Sep-16 28,351 7,317,232,752 258,094 209,899 98,917
Oct-16 25,307 6,544,748,259 258,614 209,000 96,975
Nov-16 23,868 6,268,841,664 262,646 213,000 92,581
Dec-16 26,113 6,963,047,833 266,651 215,685 84,946
Jan-17 18,051 4,569,913,845 253,167 202,500 86,217
Feb-17 21,079 5,502,219,948 261,029 87,822
Mar-17 29,199 7,854,057,404 268,984 218,000 93,434
Apr-17 27,662 7,496,751,382 271,013 222,000 96,877
May-17 33,738 9,529,074,485 282,443 228,000 101,264
Jun-17 35,443 10,135,629,744 285,970 230,000 107,406
Jul-17 31,510 8,826,031,325 280,103 226,000 109,859
Aug-17 30,823 8,473,360,592 274,904 108,226
Sep-17 28,285 7,592,805,007 268,439
Oct-17 26,953 7,169,015,644 265,982 219,000 100,439
Nov-17 25,703 6,924,275,808 269,396 95,260
Dec-17 27,719 7,720,766,446 278,537 227,500 84,758
Jan-18 18,964 4,897,270,049 258,240 215,500 85,393
Feb-18 22,118 5,962,629,039 269,583 224,500 86,018 3.1
Mar-18 29,120 8,155,647,582 280,070 229,992 90,437
Apr-18 30,103 8,493,287,007 282,141 94,854
May-18 34,802 10,132,234,986 291,139 240,000 101,435
Jun-18 35,494 10,551,624,851 297,279 106,791
Jul-18 33,829 9,769,928,893 288,803 238,900 108,779
Aug-18 34,130 9,801,685,750 287,187 235,000 109,403
Sep-18 26,758 7,475,974,307 279,392 107,190
Oct-18 27,321 7,561,608,067 276,769 229,000 105,660
Nov-18 25,113 7,036,920,827 280,210 102,492
Dec-18 25,783 7,339,801,290 284,676 92,781
Jan-19 4,776,687,567 264,505 95,995
Feb-19 22,629 6,140,361,056 271,349 229,500 96,988
Mar-19 29,490 8,401,294,076 284,886 100,243
Apr-19 32,105 9,386,008,450 292,353 103,448
May-19 36,032 10,920,449,353 303,076 245,000 109,061
Jun-19 33,637 10,297,839,295 306,146 249,710 113,380
Jul-19 36,279 10,774,648,805 296,994 246,000 113,047
Aug-19 35,458 10,410,917,408 293,613 111,933
Sep-19 29,196 8,426,880,138 288,631 241,000 109,290
Oct-19 29,476 8,538,838,604 289,688 107,636
Nov-19 25,784 7,377,133,848 286,113 239,000 102,801
Dec-19 29,642 8,912,691,339 300,678 248,000 92,624
Jan-20 20,968 5,827,466,529 277,922 232,500 95,176
Feb-20 24,796 7,239,491,044 291,962 243,000 95,581
Mar-20 30,770 9,174,661,847 298,169 96,796
Apr-20 26,103 7,706,324,252 295,228 249,000 98,605
May-20 27,636 8,118,792,505 293,776 248,715 95,694

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