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#began by setting working directory, creating a chunk, and reading in data 

read.csv("master_QuadMax10_n250_V3.csv")
##           SUBJECTS      AGE   WEIGHT GENDER SEX
## 1   A3LL4VC2KFYZOJ 22.31507 125.0409      F   0
## 2   A1Y4PK1XCHCF6Q 22.78000 132.6274      F   0
## 3   A1M8BYIP0KZJZX 23.79000 133.5414      F   0
## 4   A39BG936EGBKCP 23.93000 144.7043      F   0
## 5   A1TOVPZY91XVY0 24.89000 149.7535      F   0
## 6   A2W55J9T0JDP2O 24.92000 138.8153      F   0
## 7   A1L32YIF4HX5BQ 25.28000 135.9470      F   0
## 8   A1TEXCUTI4IUUN 25.64000 158.3422      F   0
## 9   A1SAMLI9AUPHEJ 25.82000 137.2770      F   0
## 10  A2GXLM74C7BDI8 26.18000 134.4189      F   0
## 11   ATMZDIR1YW84P 26.33000 116.1013      F   0
## 12   A4EOJGIAU41QC 26.36712 114.5699      F   0
## 13  A2CM01YNMNEXGG 28.26000 161.6779      F   0
## 14  A2Y87M8V0N1M6P 29.31000 129.5560      F   0
## 15   A5M975UINIFLU 30.15000 149.8954      F   0
## 16   A3NKNOE5HIXXL 31.88000 162.2445      F   0
## 17  A39KUEDR8ZS1CF 31.98000 120.4201      F   0
## 18  A39VZ93N96XB6O 32.08000 142.0674      F   0
## 19  A3BWB2PMOZY5MP 36.56000 103.9440      F   0
## 20  A1710X6OIQP62Q 36.69000 110.3703      F   0
## 21  A2OFN0A5CPLH57 37.28000 141.7182      F   0
## 22   A87D3K9YVKTQ7 37.93000 125.5159      F   0
## 23  A18RZQ35649XKD 38.67000 144.0885      F   0
## 24  A39MTR3ER9GLBF 40.29000 162.5506      F   0
## 25  A2QPMJ4GADLUW2 40.73000 116.7618      F   0
## 26  A1CE3DR200PXSS 40.73000 123.5979      F   0
## 27  A1VVR9MA1P9HWJ 42.39000 153.7426      F   0
## 28  A302KOFOYLD89A 43.03000 171.5917      F   0
## 29  A2BHZNAKEDRYCB 43.90000 165.3264      F   0
## 30  A3DUPRZSMU9W5R 45.15000 121.5464      F   0
## 31  A12H4QENEVBRSB 46.63000 143.3636      F   0
## 32  A314XJY8V1YL12 48.49000 167.7347      F   0
## 33   ALK9XZBTNDAUH 54.73000 116.6058      F   0
## 34  A26RO8GGTQAXGG 57.09000 112.4251      F   0
## 35  A249EWKM1EOARK 57.78000 145.7850      F   0
## 36  A3MELYYGRJ61SX 58.00000 154.9122      F   0
## 37  A2X823PACMMOKP 58.91000 138.3932      F   0
## 38  A10JXOU89D5RXR 59.27000 147.7400      F   0
## 39  A1H2Y2PDEQ7OWT 59.54000 130.9269      F   0
## 40   AKTQD9Y44G495 61.34000 117.6541      F   0
## 41  A39IEKRAOTJTD7 61.90000 167.7912      F   0
## 42  A169WH54HMYS5Z 62.13000 136.2982      F   0
## 43  A2VNSNAN1LZBAM 62.54000 108.8958      F   0
## 44   AEQ95NMC3VXQ5 64.91000 163.5804      F   0
## 45  A2H557RQ3T3LPX 66.39000 131.2387      F   0
## 46  A1AZLJ3R5FQ9B7 67.08000 117.9311      F   0
## 47   A9XX3BUUML3ST 69.12000 100.5277      F   0
## 48   A16L21AR8X012 69.52000 142.9921      F   0
## 49   AHZ5YRRIRTLJG 69.63000 153.2862      F   0
## 50   AHSXMZBNS9BPA 69.75000 114.9366      F   0
## 51  A13CXQGLSH6QY8 69.95000 156.7894      F   0
## 52  A1XDNR8GKQWCOG 70.06000 125.6937      F   0
## 53  A2APG8MSLJ6G2K 70.80000 102.4004      F   0
## 54   AR55GGUU5JWWS 71.39000 108.5927      F   0
## 55  A1BNGJBEWJS8WE 71.81000 125.8217      F   0
## 56  A3PT6YF2OZRSKX 72.94000 141.3431      F   0
## 57  A396U3HHP2ECZI 73.74000 114.5044      F   0
## 58   AV0LIAO8E356J 74.26000 181.6209      F   0
## 59  A139701FEHQMJ7 75.57000 157.2587      F   0
## 60   AKISVGHDC6WFN 77.23000 116.4682      F   0
## 61  A3RXXEVLEAM53M 77.32000 182.3085      F   0
## 62   A29ILQO8285XX 77.87000 123.8314      F   0
## 63  A2SO4O8XWUGS4A 20.15068 207.5756      M   1
## 64   AXFBMLZKWVX1R 21.06000 194.0095      M   1
## 65  A1YQ54ZCCS1G1C 21.24000 187.8671      M   1
## 66  A20R9K3NM82YRK 21.78000 161.2240      M   1
## 67   AB8BRFF4ZTZ40 22.41096 228.7073      M   1
## 68   AZCGF2D7QIO10 24.07000 184.6190      M   1
## 69  A1BKF0KULCF6Y6 24.28767 199.3592      M   1
## 70  A15CL9A9FVSJDW 25.29000 164.6345      M   1
## 71  A1WOCD9SAYI07V 25.68000 193.4300      M   1
## 72   AL7A2XPPQ09LU 26.78904 217.5614      M   1
## 73  A3CN7T0IYDE3NJ 28.34000 145.1761      M   1
## 74  A3V1VK1A3NYN17 28.64932 183.4385      M   1
## 75   ADP1QUGXHGJRS 29.92000 152.8205      M   1
## 76  A108TIBAENZAFI 30.00000 173.6343      M   1
## 77  A33ST4DW1A4PGK 31.55000 170.2962      M   1
## 78  A3HGZDLMCKGPSE 32.72000 152.7911      M   1
## 79   ACD400BAWY7QC 32.81000 206.4261      M   1
## 80  A3HKX5ZYAWDKIN 33.99000 181.1671      M   1
## 81  A2TXZVXQU5FQZ9 34.88000 185.0019      M   1
## 82   A7P3R1AIA4TVV 36.49000 148.6050      M   1
## 83  A2VA0NCPWJ8XZG 36.63000 201.2243      M   1
## 84  A1N8C5XMSNY0KE 37.50000 178.3002      M   1
## 85  A3UN1F1EOHKKE6 39.11000 218.4376      M   1
## 86   A7O82NXM2PI12 40.96000 186.3208      M   1
## 87  A1BNEJ2Q76JNF3 41.66000 203.1358      M   1
## 88  A1LENHSFWGC5EU 43.19000 170.3101      M   1
## 89  A1PJUYJ7W2LKKQ 44.41000 196.5410      M   1
## 90  A311QKIQ0I2071 44.78000 187.2914      M   1
## 91  A1H1TKK54YG94Q 45.15000 222.3976      M   1
## 92  A2A7R0WEEFC3OX 48.38000 204.1038      M   1
## 93   A8ZUM922CBH6S 49.11000 192.1962      M   1
## 94  A3GWRDHAURRNK6 49.94000 179.4091      M   1
## 95  A36WN1T2MQ6W38 49.99000 192.7656      M   1
## 96  A3EYRDEQ7CXUMN 51.45000 169.7403      M   1
## 97   ACGGIBC0P38HU 52.45000 192.8164      M   1
## 98  A1IL81UMEC9OJI 52.84000 185.7292      M   1
## 99  A1WNE8XK0EBAMP 53.96000 179.6809      M   1
## 100 A3SLXLALO5SQXY 56.56000 162.4951      M   1
## 101  AUDAL9HYHCY34 56.84000 221.4459      M   1
## 102  AX4QV62HBKJ34 57.28000 188.8899      M   1
## 103  AM0QVBV8L6QCJ 58.61000 214.2615      M   1
## 104 A121T4P5NKCHCS 58.90000 182.3828      M   1
## 105 A27T2G69VP68YP 59.53000 187.3951      M   1
## 106  AL90GN96DMQB8 59.69000 188.6259      M   1
## 107 A23HANYTQPADUC 60.09000 200.7797      M   1
## 108 A371H3PQPR2Z8J 60.41000 201.8627      M   1
## 109 A3KU7DD8Q1NQ7P 61.95000 171.8770      M   1
## 110  A2VN8Q8X7WWIM 63.65000 178.8168      M   1
## 111 A1LDO8EYGXOA9D 65.18000 202.1372      M   1
## 112  AL7UTA8J27TFK 65.37000 193.0816      M   1
## 113 A2NKE99I9M8EP3 65.90000 180.7565      M   1
## 114  A8E7IOAZRC2IC 67.64000 193.9838      M   1
## 115 A1KOHXO0BIQB8T 67.90000 211.7305      M   1
## 116 A32CJGO1ARXLE8 68.24000 201.0998      M   1
## 117 A38XRCVYVF4A31 69.53000 207.0867      M   1
## 118  A3PGG36FKY8QP 70.27000 184.7233      M   1
## 119 A2O2O2X7PGR8XW 71.35000 173.4886      M   1
## 120 A26ZENZ5G8AEGM 61.56000 110.9213     21  18
## 121 A1BZLPYW3YGUWZ 19.31233 111.8317      F   0
## 122 A21GA1OKQTL190 19.70685 153.6778      F   0
## 123  A4YZ6VBF5H9CF 20.64384 139.0127      F   0
## 124  AS30DBRRD24P4 21.32603 141.5792      F   0
## 125 A34CPKFZXBX1PO 22.18000 131.3633      F   0
## 126 A35ROC8J91VOW0 24.21000 123.0913      F   0
## 127 A1BDJMFP24FBGL 24.87000 146.2294      F   0
## 128 A1AIMKA54UBYIQ 25.33000 139.1248      F   0
## 129 A2DU76P3SED4T6 25.49000 138.8541      F   0
## 130  ANXIYA9KKTO2Y 25.70411 126.8347      F   0
## 131  A7FA4ZUL4Y7Q9 26.03288 102.5160      F   0
## 132 A304JFG8AJM7U6 26.90000 107.2810      F   0
## 133 A1H5SUG5DZOZ8Z 27.18000 121.5753      F   0
## 134 A145AXBDTCIW6Z 27.64000 120.3826      F   0
## 135 A2L2U34U20ZNQS 28.17000 146.6368      F   0
## 136 A3FHXMLW3J2K8L 28.33699 103.6168      F   0
## 137 A32AAIUH6VJNLV 28.59000 138.8077      F   0
## 138 A3CI73EFDLS3OF 30.13000 142.0104      F   0
## 139 A34VLM2UC0JY11 32.17000 138.4285      F   0
## 140 A3EVRS5DB4TE1A 32.35000 149.2741      F   0
## 141 A36P1ZQ0GYF567 32.37000 156.8386      F   0
## 142 A1720HSKGQ41VJ 32.66000 132.6163      F   0
## 143  A8A9DUD87SMQ9 34.24000 158.1672      F   0
## 144 A1INS1BWU3S0NQ 36.69000 144.7659      F   0
## 145 A1QKIA8XRNEXIG 38.01000 139.5313      F   0
## 146 A3GHLKX4ZUSJH0 38.54000 160.1351      F   0
## 147 A1XH5P1RMV9GPQ 39.37000 110.0258      F   0
## 148 A1TPGXT718D68E 41.01000 132.2832      F   0
## 149 A237O646ZJ1SFW 42.04000 176.5509      F   0
## 150 A2OVX9UW5WANQE 46.87000 129.5452      F   0
## 151   A1FG2G9TZSDN 47.71000 139.6404      F   0
## 152  A55CXM7QR7R0N 48.20000 150.4337      F   0
## 153 A2DC6TG86OSCRK 49.14000 138.3334      F   0
## 154  A2CTCKTL2LL5V 49.67000 134.8999      F   0
## 155 A2ALYW6W16PUYQ 49.84000 137.9403      F   0
## 156 A2EPBSY0VPI38S 50.75000 109.0970      F   0
## 157 A377LTGWJKY2IW 52.05000 114.0876      F   0
## 158 A2N9U74YIPDQ9F 52.74000 145.9739      F   0
## 159  A49A0FF6ZXYDU 52.85000 115.3815      F   0
## 160 A25FH7PXC446RG 53.78000 127.7433      F   0
## 161 A2OX8TSRCU6NKD 54.22000 153.6462      F   0
## 162 A1O57XVTTB1PNZ 55.48000 133.5155      F   0
## 163 A3PRFA3M7OSCT5 56.96000 133.4514      F   0
## 164  APDDA1Y59RHV9 57.12000 133.1101      F   0
## 165 A3FBC5W56LKQXL 57.99000 137.1534      F   0
## 166  AAW7FTFH4276B 59.02000 153.8531      F   0
## 167 A2FV2TYREMZNGD 59.06000 117.3071      F   0
## 168 A1BB4DMPN1GY00 59.54000 111.5728      F   0
## 169 A1CZ2GB5LZ9O5H 59.86000 138.2302      F   0
## 170 A30VLIFQPJZ17P 60.57000 115.5025      F   0
## 171 A3ROYUO9LWA22S 61.62000 126.0015      F   0
## 172  A8GD33ZJ1SAA5 62.15000 156.3625      F   0
## 173 A2L73JKDFWI0KJ 62.20000 128.6147      F   0
## 174 A3AA1L892OJ81M 63.85000 129.2727      F   0
## 175 A3NG205QJ48IM4 64.48000 110.3638      F   0
## 176 A2I3IM3RJO2OL0 65.19000 117.6670      F   0
## 177 A24EAYGSHOXEGP 65.98000 139.3152      F   0
## 178 A36PRTZFECB76C 68.77000 119.8243      F   0
## 179 A10L7F2V8368DO 69.10000 109.2584      F   0
## 180  AYXN53TNFG71P 69.58000 140.3371      F   0
## 181 A221J0YB28SBLI 69.59000 135.8220      F   0
## 182 A28VRECAUOO7U9 69.68000 138.3817      F   0
## 183 A3RNYHTTJZ6JUP 69.77000 134.6991      F   0
## 184 A36B9OFG2QJTM7 71.32000 153.4653      F   0
## 185 A1BK15QBL5758M 71.42000 162.2990      F   0
## 186 A1DY5XUPK5A7MZ 72.99000 137.1123      F   0
## 187 A24NKUCAX1LURL 76.87000 128.8507      F   0
## 188 A1US1UNHW59ESW 77.30000 151.0068      F   0
## 189 A3LKPH6ISMWLJR 18.89041 172.6542      M   1
## 190 A3FAF93BMDJLAL 22.47000 176.4568      M   1
## 191 A3OHXCAWZXBFQA 23.02466 186.9939      M   1
## 192 A2907V9QMK6SN4 23.03000 218.4236      M   1
## 193 A1GYD62XNQT0O5 26.07671 171.0768      M   1
## 194 A2H2NAJOO8UZMY 26.93699 188.0650      M   1
## 195 A1LEKO0AKAJGD0 27.02000 178.1848      M   1
## 196 A2IZAD6SRVCPRY 27.30000 151.9967      M   1
## 197 A3P5P5LGJGB6HD 28.62466 147.6603      M   1
## 198  ADKJBYY9Q3VNZ 28.79178 178.3484      M   1
## 199  AGILQEFEPEK7N 30.45000 180.0357      M   1
## 200 A318M33K2896OL 30.59000 200.3368      M   1
## 201 A14NPY8VAHGDQP 31.58000 166.7386      M   1
## 202 A2OPYRV3GLAPS1 32.17000 194.7789      M   1
## 203 A3EC3OP6U52JYC 33.27000 164.7715      M   1
## 204 A1P3HHEXWNLJMP 34.93000 209.5204      M   1
## 205 A1DP2L19BNZJ2Y 36.39000 197.3454      M   1
## 206 A3NFGEUZAH9V5G 36.81000 199.1938      M   1
## 207  A6KOTWP7N7RLU 37.47000 188.4597      M   1
## 208 A3B8CHEB2ZS31K 39.03000 173.4302      M   1
## 209 A1DZMZTXWOM9MR 39.60000 173.3868      M   1
## 210 A1CFMY4CEYOM8Y 41.61000 165.1677      M   1
## 211 A22BBAU24IEHPL 42.75000 161.6708      M   1
## 212 A2EXM21XS6NZV5 42.92000 164.4705      M   1
## 213 A2MCRVU8I9VNHG 42.95000 170.7924      M   1
## 214 A1M64R8HPYNNZA 43.29000 192.4972      M   1
## 215 A27SRSSZ8JXUHM 44.08000 166.3713      M   1
## 216 A3DS5B06ZCD3E3 44.69000 183.6196      M   1
## 217 A21Q7FCKM86VL8 45.12000 178.2824      M   1
## 218  AYHK8DTZONHKC 45.44000 190.5879      M   1
## 219 A2Y0WNHMT4PZ4C 52.95000 188.5941      M   1
## 220  A37XJVQF62ZYC 56.68000 183.3838      M   1
## 221 A31Y2UA2LPDSWZ 58.15000 191.8229      M   1
## 222  A6T4OHCY5WVVD 59.22000 163.9399      M   1
## 223 A2I37S7GQR6X1H 59.43000 198.4622      M   1
## 224 A2GR2RSG0YZOYY 59.55000 175.9474      M   1
## 225 A1YX741QQSMKPS 60.31000 209.9375      M   1
## 226 A3HSONMX6LNZR4 61.60000 182.7948      M   1
## 227 A2ZAL0HAIBS9QH 61.73000 206.1634      M   1
## 228  A6FDO4NJS24RK 62.53000 171.3212      M   1
## 229 A37SLQRKOALNV6 63.30000 255.6908      M   1
## 230 A21ZIB3KHPF0YF 63.70000 186.3587      M   1
## 231 A1DKS1KI6S93HF 64.97000 220.8457      M   1
## 232 A2CMDXGNP2XDB8 65.75000 157.2881      M   1
## 233 A1DNJ17PE2RYJZ 67.05000 206.5152      M   1
## 234 A1I6LWJWGKXOUU 67.41000 180.0045      M   1
## 235  AQDRYJ6FNKW9D 67.72000 203.6276      M   1
## 236 A34L4JED8UAIXC 68.42000 212.2040      M   1
## 237  A4LIJVRU6DG61 68.87000 167.9107      M   1
## 238 A2H1QUGX0SOUMH 69.99000 185.8426      M   1
## 239 A3RT82GOZ3OGJO 70.13000 172.8472      M   1
## 240 A2R75YFKVALBXE 70.68000 182.3697      M   1
## 241 A14ADQ7RUN6TDY 70.94000 188.3114      M   1
## 242 A306ROVVFUVWRN 71.24000 168.6779      M   1
## 243 A1WMOJNU4FFQY8 71.35000 178.0573      M   1
## 244 A2N9AKAOR17XB3 71.84000 174.0582      M   1
## 245 A319HPP13ZAEMG 73.88000 192.0664      M   1
## 246  AMVBT3XDCQBHI 75.06000 191.1772      M   1
## 247 A1PR5LB62EVYAP 77.35000 189.5960      M   1
## 248 A1T429RLLFTG35 78.09000 210.2235      M   1
## 249 A2HQTGRWZQAEZQ 24.51000 159.3769      O  NA
## 250 A1H3BDWBMB63W4 63.34000 189.8749      O  18
##     Do.you.have.concerns.about.your.memory. LOE HITS_PAIR HITS_TRIP HITS_QUAD
## 1                                         N  15       0.6       0.6       0.6
## 2                                         N  16       1.0       0.8       1.0
## 3                                         N  12       1.0       0.8       0.8
## 4                                         N  16       0.8       0.8       1.0
## 5                                         N  18       1.0       0.8       0.8
## 6                                         N  12       1.0       0.2       0.6
## 7                                         N  12       1.0       0.4       0.6
## 8                                         N  16       1.0       1.0       0.8
## 9                                         N  16       1.0       0.6       1.0
## 10                                        N  14       1.0       0.8       1.0
## 11                                        N  18       0.8       1.0       0.8
## 12                                        N  16       0.8       0.8       0.8
## 13                                        N  16       1.0       0.8       0.8
## 14                                        N  13       0.6       0.4       0.8
## 15                                        N  14       1.0       0.4       0.6
## 16                                        N  18       1.0       0.8       1.0
## 17                                        N  16       0.4       0.6       1.0
## 18                                        N  18       1.0       0.8       0.8
## 19                                        N  14       1.0       1.0       1.0
## 20                                        N  15       0.6       1.0       0.4
## 21                                        N  16       0.8       0.8       1.0
## 22                                        N  16       0.6       0.4       0.8
## 23                                        N  17       1.0       0.6       1.0
## 24                                        N  16       1.0       0.6       0.6
## 25                                        N  16       1.0       1.0       1.0
## 26                                        N  16       1.0       1.0       1.0
## 27                                        N  18       1.0       0.8       0.8
## 28                                        N  12       0.8       0.8       0.8
## 29                                        N  16       1.0       1.0       1.0
## 30                                        N  16       1.0       1.0       1.0
## 31                                        N  16       0.8       1.0       1.0
## 32                                        N  18       1.0       1.0       1.0
## 33                                        N  14       0.8       1.0       1.0
## 34                                        N  16       1.0       0.8       0.6
## 35                                        N  12       1.0       1.0       1.0
## 36                                        N  16       1.0       0.8       1.0
## 37                                        N  18       0.6       0.4       0.4
## 38                                        N  16       1.0       0.6       0.2
## 39                                        N  12       0.8       1.0       1.0
## 40                                        N  16       1.0       1.0       1.0
## 41                                        N  12       0.6       0.4       0.6
## 42                                        N  14       1.0       0.6       0.8
## 43                                        N  12       1.0       1.0       0.6
## 44                                        N  15       1.0       1.0       1.0
## 45                                        N  12       1.0       1.0       0.8
## 46                                        N  16       1.0       0.6       1.0
## 47                                        N  16       0.8       0.8       0.0
## 48                                        N  14       1.0       1.0       1.0
## 49                                        N  15       1.0       0.6       0.8
## 50                                        N  16       1.0       1.0       1.0
## 51                                        N  14       1.0       0.8       0.8
## 52                                        N  18       1.0       0.6       0.6
## 53                                        N  14       1.0       0.8       0.4
## 54                                        N  18       0.8       0.8       1.0
## 55                                        N  12       1.0       1.0       1.0
## 56                                        N  12       0.8       0.8       0.8
## 57                                        N  12       0.6       1.0       0.8
## 58                                        N  12       0.8       1.0       1.0
## 59                                        N  16       0.4       0.8       1.0
## 60                                        N  13       0.2       0.6       0.6
## 61                                        N  18       1.0       0.8       0.6
## 62                                        N  12       0.6       1.0       1.0
## 63                                        N  14       0.6       1.0       0.6
## 64                                        N  12       1.0       0.8       0.4
## 65                                        N  14       1.0       0.8       1.0
## 66                                        N  14       0.8       0.4       0.8
## 67                                        N  16       0.8       0.6       0.6
## 68                                        N  14       1.0       0.8       1.0
## 69                                        N  13       1.0       0.4       0.8
## 70                                        N  12       1.0       0.6       0.4
## 71                                        N  17       0.8       0.6       0.8
## 72                                        N  14       1.0       0.6       0.4
## 73                                        N  18       0.8       0.6       0.8
## 74                                        N  16       0.2       0.6       1.0
## 75                                        N  16       0.6       0.2       0.8
## 76                                        N  18       0.6       0.2       0.6
## 77                                        N  14       1.0       1.0       1.0
## 78                                        N  14       0.4       0.8       0.6
## 79                                        N  18       1.0       0.8       0.8
## 80                                        N  16       1.0       1.0       1.0
## 81                                        N  16       1.0       0.6       0.8
## 82                                        N  16       1.0       1.0       0.8
## 83                                        N  16       1.0       0.8       0.6
## 84                                        N  16       1.0       0.6       0.6
## 85                                        N  14       1.0       0.8       0.8
## 86                                        N  16       1.0       0.8       1.0
## 87                                        N  12       1.0       1.0       1.0
## 88                                        N  18       1.0       1.0       0.8
## 89                                        N  16       1.0       0.8       0.4
## 90                                        N  18       0.2       0.4       0.2
## 91                                        N  16       0.6       0.8       0.6
## 92                                        N  16       0.6       0.6       0.4
## 93                                        N  12       1.0       0.8       1.0
## 94                                        N  16       1.0       0.8       0.6
## 95                                        N  12       0.4       0.2       0.8
## 96                                        N  16       1.0       0.8       1.0
## 97                                        N  12       1.0       0.8       0.8
## 98                                        N  16       0.8       0.4       0.6
## 99                                        N  16       0.8       0.8       0.8
## 100                                       N  16       0.8       1.0       0.4
## 101                                       N  16       1.0       1.0       0.8
## 102                                       N  21       0.4       0.4       0.8
## 103                                       N  18       0.8       0.2       0.6
## 104                                       N  13       0.8       0.8       0.6
## 105                                       N  18       0.8       0.6       0.6
## 106                                       N  16       0.6       0.8       1.0
## 107                                       N  12       1.0       0.8       0.8
## 108                                       N  15       0.8       1.0       1.0
## 109                                       N  14       1.0       0.4       0.2
## 110                                       N  14       0.4       0.0       0.4
## 111                                       N  16       1.0       0.6       0.6
## 112                                       N  17       0.8       0.4       0.2
## 113                                       N  18       0.8       0.8       1.0
## 114                                       N  13       0.8       0.8       1.0
## 115                                       N  12       1.0       0.4       1.0
## 116                                       N  21       0.8       0.8       0.6
## 117                                       N  16       0.8       0.6       0.4
## 118                                       N  12       0.4       0.2       0.2
## 119                                       N  18       0.8       1.0       1.0
## 120                                       Y   1       0.2       0.0       0.4
## 121                                       Y  13       0.6       1.0       1.0
## 122                                       Y  15       0.8       0.8       0.8
## 123                                       Y  14       0.8       0.8       0.8
## 124                                       Y  16       0.6       0.4       0.6
## 125                                       Y  16       0.6       0.8       0.6
## 126                                       Y  12       0.8       0.8       0.6
## 127                                       Y  14       0.8       0.4       0.4
## 128                                       Y  16       1.0       1.0       1.0
## 129                                       Y  16       0.4       0.4       0.8
## 130                                       Y  16       1.0       0.2       0.2
## 131                                       Y  12       0.8       0.6       0.2
## 132                                       Y  12       1.0       0.6       0.8
## 133                                       Y  16       1.0       0.6       0.6
## 134                                       Y  16       0.4       0.4       0.8
## 135                                       Y  12       1.0       1.0       1.0
## 136                                       Y  16       1.0       1.0       1.0
## 137                                       Y  21       1.0       1.0       0.4
## 138                                       Y  18       0.4       0.6       0.6
## 139                                       Y  16       1.0       0.6       1.0
## 140                                       Y  14       0.8       0.4       1.0
## 141                                       Y  13       0.8       0.6       0.6
## 142                                       Y  18       1.0       1.0       1.0
## 143                                       Y  16       1.0       1.0       0.8
## 144                                       Y  18       1.0       0.6       1.0
## 145                                       Y  14       1.0       0.4       0.2
## 146                                       Y  16       0.8       0.8       1.0
## 147                                       Y  15       1.0       1.0       0.6
## 148                                       Y  17       1.0       0.8       0.8
## 149                                       Y  18       1.0       1.0       0.4
## 150                                       Y  12       1.0       0.6       0.4
## 151                                       Y  16       1.0       1.0       1.0
## 152                                       Y  12       0.6       0.4       0.8
## 153                                       Y  18       0.8       1.0       0.8
## 154                                       Y  16       1.0       0.6       0.4
## 155                                       Y  12       0.8       0.6       0.6
## 156                                       Y  16       1.0       1.0       0.6
## 157                                       Y  14       0.6       0.8       0.4
## 158                                       Y  16       1.0       0.8       1.0
## 159                                       Y  16       1.0       0.6       0.8
## 160                                       Y  16       1.0       1.0       1.0
## 161                                       Y  18       1.0       0.4       1.0
## 162                                       Y  16       1.0       0.6       1.0
## 163                                       Y  17       1.0       0.8       0.4
## 164                                       Y  13       1.0       1.0       1.0
## 165                                       Y  18       1.0       1.0       1.0
## 166                                       Y  18       0.6       0.6       0.8
## 167                                       Y  16       1.0       0.4       0.0
## 168                                       Y  13       0.6       0.8       1.0
## 169                                       Y  12       1.0       0.6       0.8
## 170                                       Y  16       0.8       0.8       1.0
## 171                                       Y  12       1.0       0.8       0.8
## 172                                       Y  15       1.0       0.6       0.8
## 173                                       Y  15       1.0       1.0       1.0
## 174                                       Y  16       0.8       1.0       1.0
## 175                                       Y  16       0.8       0.6       0.2
## 176                                       Y  16       1.0       1.0       1.0
## 177                                       Y  16       1.0       0.6       0.6
## 178                                       Y  16       1.0       0.8       1.0
## 179                                       Y  14       0.8       1.0       0.8
## 180                                       Y  13       0.6       0.8       1.0
## 181                                       Y  16       1.0       0.8       0.8
## 182                                       Y  12       0.8       0.4       0.8
## 183                                       Y  17       0.8       0.8       0.8
## 184                                       Y  18       1.0       0.6       0.6
## 185                                       Y  13       0.8       0.6       1.0
## 186                                       Y  18       0.8       1.0       0.8
## 187                                       Y  12       1.0       0.8       0.4
## 188                                       Y  13       1.0       0.6       1.0
## 189                                       Y  12       0.8       0.6       0.4
## 190                                       Y  16       0.8       0.8       1.0
## 191                                       Y  13       0.6       0.4       0.6
## 192                                       Y  12       1.0       0.8       1.0
## 193                                       Y  14       0.8       0.2       0.8
## 194                                       Y  20       1.0       0.8       1.0
## 195                                       Y  16       1.0       1.0       0.4
## 196                                       Y  16       0.8       0.4       0.6
## 197                                       Y  12       1.0       0.8       0.8
## 198                                       Y  16       1.0       0.8       0.8
## 199                                       Y  16       0.8       0.8       0.6
## 200                                       Y  14       1.0       0.8       0.4
## 201                                       Y  16       0.8       0.4       0.8
## 202                                       Y  18       1.0       1.0       0.6
## 203                                       Y  16       1.0       1.0       1.0
## 204                                       Y  16       1.0       0.8       0.8
## 205                                       Y  18       1.0       1.0       0.4
## 206                                       Y  14       0.6       0.6       0.4
## 207                                       Y  16       0.6       0.8       1.0
## 208                                       Y  11       1.0       0.8       1.0
## 209                                       Y  12       1.0       0.8       1.0
## 210                                       Y  15       1.0       0.4       0.4
## 211                                       Y  12       0.4       0.2       0.8
## 212                                       Y  18       0.8       1.0       0.8
## 213                                       Y  12       0.8       0.4       0.8
## 214                                       Y  16       1.0       0.6       0.8
## 215                                       Y  16       1.0       1.0       1.0
## 216                                       Y  12       1.0       1.0       1.0
## 217                                       Y  16       0.8       0.2       0.4
## 218                                       Y  16       0.6       0.0       0.6
## 219                                       Y  12       0.6       1.0       0.6
## 220                                       Y  14       0.8       0.6       0.6
## 221                                       Y  21       0.6       0.6       0.8
## 222                                       Y  15       1.0       0.8       1.0
## 223                                       Y  18       1.0       0.8       1.0
## 224                                       Y  16       0.4       0.8       0.6
## 225                                       Y  16       1.0       0.8       1.0
## 226                                       Y  18       1.0       1.0       0.6
## 227                                       Y  18       1.0       0.6       0.6
## 228                                       Y  16       1.0       0.8       0.4
## 229                                       Y  13       1.0       0.4       0.6
## 230                                       Y  15       1.0       0.6       1.0
## 231                                       Y  16       1.0       0.8       0.8
## 232                                       Y  18       0.8       1.0       1.0
## 233                                       Y  18       1.0       0.6       0.4
## 234                                       Y  16       0.8       0.6       0.4
## 235                                       Y  18       1.0       0.6       0.6
## 236                                       Y  17       0.6       0.8       1.0
## 237                                       Y  12       1.0       0.8       1.0
## 238                                       Y  16       1.0       1.0       0.8
## 239                                       Y  12       1.0       0.6       0.6
## 240                                       Y  18       0.8       0.8       0.8
## 241                                       Y  16       1.0       0.8       1.0
## 242                                       Y  16       1.0       0.8       0.8
## 243                                       Y  16       0.8       0.8       0.6
## 244                                       Y  13       1.0       0.6       0.6
## 245                                       Y  18       0.6       0.4       0.6
## 246                                       Y  13       1.0       0.6       1.0
## 247                                       Y  14       1.0       1.0       0.4
## 248                                       Y  15       0.8       1.0       1.0
## 249                                       Y  12       1.0       1.0       1.0
## 250                                       Y 60s       0.8       0.8       1.0
##     rFA_PAIR rFA_TRIP rFA_QUAD nFA_PAIR nFA_TRIP nFA_QUAD RECOG_PAIR RECOG_TRIP
## 1        0.0      0.2      0.2      0.2      0.2      0.0        0.4        0.4
## 2        0.0      0.0      1.0      0.0      0.0      0.0        1.0        0.8
## 3        0.0      0.0      0.6      0.0      0.0      0.0        1.0        0.8
## 4        0.2      0.6      0.4      0.2      0.0      0.0        0.6        0.8
## 5        0.0      0.0      0.2      0.0      0.0      0.0        1.0        0.8
## 6        0.2      0.0      0.4      0.2      0.0      0.2        0.8        0.2
## 7        0.2      0.4      0.2      0.0      0.0      0.0        1.0        0.4
## 8        0.0      0.0      0.4      0.0      0.0      0.0        1.0        1.0
## 9        0.2      0.2      0.4      0.2      0.0      0.0        0.8        0.6
## 10       0.0      0.0      0.4      0.0      0.0      0.0        1.0        0.8
## 11       0.4      0.4      0.2      0.0      0.0      0.2        0.8        1.0
## 12       0.0      0.2      0.2      0.0      0.0      0.0        0.8        0.8
## 13       0.0      0.2      0.4      0.0      0.0      0.0        1.0        0.8
## 14       0.2      0.2      0.6      0.0      0.4      0.0        0.6        0.0
## 15       0.2      0.6      0.6      0.0      0.0      0.0        1.0        0.4
## 16       0.8      0.6      0.8      0.2      0.2      0.2        0.8        0.6
## 17       0.4      0.4      0.6      0.2      0.4      0.2        0.2        0.2
## 18       0.4      0.8      1.0      0.0      0.0      0.4        1.0        0.8
## 19       0.8      0.8      1.0      0.4      0.2      0.4        0.6        0.8
## 20       0.0      0.2      0.8      0.0      0.0      0.0        0.6        1.0
## 21       0.4      0.2      0.8      0.0      0.2      0.0        0.8        0.6
## 22       0.0      0.6      1.0      0.0      0.0      0.8        0.6        0.4
## 23       0.0      0.0      0.2      0.0      0.0      0.0        1.0        0.6
## 24       0.4      0.4      0.2      0.0      0.0      0.0        1.0        0.6
## 25       0.2      0.6      1.0      0.0      0.4      0.2        1.0        0.6
## 26       0.4      0.4      0.8      0.0      0.0      0.0        1.0        1.0
## 27       0.2      0.6      0.8      0.0      0.0      0.0        1.0        0.8
## 28       0.0      0.0      0.4      0.2      0.0      0.0        0.6        0.8
## 29       0.2      0.8      0.2      0.0      0.0      0.0        1.0        1.0
## 30       0.0      0.2      0.0      0.0      0.0      0.0        1.0        1.0
## 31       0.2      0.6      0.6      0.0      0.0      0.2        0.8        1.0
## 32       0.4      0.4      0.6      0.0      0.0      0.0        1.0        1.0
## 33       0.4      0.8      1.0      0.0      0.0      0.0        0.8        1.0
## 34       0.0      0.0      0.0      0.0      0.0      0.0        1.0        0.8
## 35       0.6      0.8      1.0      0.2      0.0      0.2        0.8        1.0
## 36       0.2      0.4      0.4      0.0      0.0      0.0        1.0        0.8
## 37       0.2      0.6      0.8      0.0      0.0      0.0        0.6        0.4
## 38       0.2      0.4      0.4      0.0      0.0      0.0        1.0        0.6
## 39       0.2      0.4      0.8      0.0      0.0      0.0        0.8        1.0
## 40       0.8      1.0      1.0      0.0      0.2      0.6        1.0        0.8
## 41       0.8      0.6      0.8      0.2      0.2      0.2        0.4        0.2
## 42       0.6      0.8      0.6      0.0      0.0      0.0        1.0        0.6
## 43       0.0      0.4      0.4      0.0      0.0      0.0        1.0        1.0
## 44       0.0      0.0      0.2      0.0      0.0      0.0        1.0        1.0
## 45       0.6      1.0      0.6      0.2      0.0      0.0        0.8        1.0
## 46       0.6      0.2      0.8      0.0      0.0      0.0        1.0        0.6
## 47       0.0      0.2      0.8      0.0      0.0      0.0        0.8        0.8
## 48       0.2      0.0      0.4      0.0      0.0      0.0        1.0        1.0
## 49       0.2      0.0      1.0      0.0      0.0      0.0        1.0        0.6
## 50       0.2      0.0      0.6      0.0      0.0      0.0        1.0        1.0
## 51       0.4      0.6      0.4      0.0      0.0      0.0        1.0        0.8
## 52       0.0      0.4      0.6      0.2      0.0      0.2        0.8        0.6
## 53       0.0      0.2      0.2      0.0      0.0      0.0        1.0        0.8
## 54       0.2      0.6      0.6      0.0      0.0      0.0        0.8        0.8
## 55       0.2      0.6      1.0      0.0      0.2      0.0        1.0        0.8
## 56       0.2      0.4      1.0      0.0      0.0      0.0        0.8        0.8
## 57       0.2      0.8      0.8      0.0      0.2      0.0        0.6        0.8
## 58       0.2      0.6      0.8      0.0      0.0      0.0        0.8        1.0
## 59       0.4      0.6      0.8      0.0      0.2      0.4        0.4        0.6
## 60       0.2      0.2      0.2      0.0      0.0      0.0        0.2        0.6
## 61       0.0      0.6      1.0      0.0      0.0      0.0        1.0        0.8
## 62       1.0      1.0      0.8      0.8      0.4      0.0       -0.2        0.6
## 63       0.8      0.6      0.6      0.2      0.8      0.6        0.4        0.2
## 64       0.6      0.4      1.0      0.4      0.4      0.8        0.6        0.4
## 65       0.0      0.4      0.2      0.0      0.0      0.0        1.0        0.8
## 66       0.6      0.4      0.8      0.2      0.0      0.2        0.6        0.4
## 67       0.8      0.4      0.8      0.6      0.2      0.0        0.2        0.4
## 68       0.0      0.2      0.6      0.0      0.0      0.0        1.0        0.8
## 69       0.2      0.2      0.6      0.4      0.2      0.2        0.6        0.2
## 70       0.4      0.2      0.4      0.0      0.0      0.0        1.0        0.6
## 71       0.6      0.4      0.6      0.2      0.0      0.0        0.6        0.6
## 72       1.0      0.6      0.6      0.0      0.4      0.2        1.0        0.2
## 73       0.0      0.2      1.0      0.0      0.0      0.0        0.8        0.6
## 74       0.4      0.2      0.8      0.0      0.2      0.2        0.2        0.4
## 75       0.2      0.4      0.2      0.0      0.2      0.0        0.6        0.0
## 76       0.4      0.4      0.4      0.0      0.2      0.0        0.6        0.0
## 77       0.0      0.0      0.6      0.0      0.0      0.0        1.0        1.0
## 78       0.8      0.6      0.4      0.0      0.2      0.0        0.4        0.6
## 79       0.2      0.2      0.6      0.2      0.0      0.0        0.8        0.8
## 80       0.2      0.6      0.8      0.0      0.2      0.0        1.0        0.8
## 81       0.4      0.2      0.6      0.0      0.2      0.2        1.0        0.4
## 82       0.2      0.4      0.6      0.0      0.2      0.4        1.0        0.8
## 83       0.0      0.0      0.0      0.0      0.0      0.0        1.0        0.8
## 84       0.0      0.4      0.6      0.4      0.4      0.2        0.6        0.2
## 85       0.0      0.0      0.2      0.0      0.0      0.0        1.0        0.8
## 86       0.0      0.6      0.8      0.0      0.0      0.0        1.0        0.8
## 87       0.2      0.0      0.2      0.0      0.0      0.0        1.0        1.0
## 88       0.4      0.6      0.6      0.0      0.0      0.2        1.0        1.0
## 89       1.0      0.6      1.0      0.4      0.4      0.2        0.6        0.4
## 90       0.0      0.0      0.4      0.0      0.0      0.0        0.2        0.4
## 91       0.2      0.2      0.6      0.0      0.0      0.0        0.6        0.8
## 92       1.0      0.8      1.0      0.0      0.4      0.2        0.6        0.2
## 93       0.2      0.4      0.8      0.6      0.4      0.2        0.4        0.4
## 94       0.0      0.2      0.2      0.0      0.0      0.2        1.0        0.8
## 95       0.0      0.6      0.8      0.4      0.0      0.2        0.0        0.2
## 96       0.2      0.8      0.6      0.0      0.0      0.0        1.0        0.8
## 97       0.0      0.6      0.8      0.0      0.0      0.0        1.0        0.8
## 98       0.2      0.0      0.2      0.0      0.0      0.0        0.8        0.4
## 99       0.0      0.6      0.4      0.2      0.0      0.0        0.6        0.8
## 100      0.6      0.6      0.2      0.2      0.0      0.6        0.6        1.0
## 101      0.2      0.6      0.8      0.0      0.0      0.0        1.0        1.0
## 102      0.0      0.8      0.2      0.0      0.0      0.2        0.4        0.4
## 103      0.4      0.6      0.6      0.0      0.2      0.0        0.8        0.0
## 104      0.4      1.0      0.6      0.0      0.0      0.0        0.8        0.8
## 105      0.6      0.2      1.0      0.0      0.2      0.2        0.8        0.4
## 106      0.2      0.6      0.8      0.2      0.2      0.2        0.4        0.6
## 107      0.6      0.2      0.8      0.6      0.6      0.4        0.4        0.2
## 108      0.0      0.6      0.8      0.0      0.0      0.0        0.8        1.0
## 109      0.4      0.6      0.4      0.0      0.0      0.0        1.0        0.4
## 110      0.2      0.0      0.0      0.0      0.0      0.0        0.4        0.0
## 111      0.4      0.6      0.8      0.0      0.0      0.0        1.0        0.6
## 112      0.2      0.2      0.0      0.0      0.0      0.0        0.8        0.4
## 113      0.6      0.4      0.6      0.0      0.0      0.2        0.8        0.8
## 114      0.2      0.6      0.6      0.0      0.0      0.0        0.8        0.8
## 115      1.0      0.6      1.0      0.0      0.0      0.0        1.0        0.4
## 116      0.4      0.4      0.2      0.0      0.0      0.0        0.8        0.8
## 117      0.0      0.2      0.2      0.0      0.2      0.0        0.8        0.4
## 118      0.2      0.0      0.4      0.0      0.0      0.0        0.4        0.2
## 119      0.4      0.8      1.0      0.2      0.2      0.6        0.6        0.8
## 120      0.0      0.0      0.2      0.0      0.0      0.0        0.2        0.0
## 121      0.2      0.0      0.6      0.2      0.0      0.0        0.4        1.0
## 122      0.2      0.4      0.6      0.0      0.2      0.0        0.8        0.6
## 123      0.0      0.0      0.6      0.0      0.0      0.0        0.8        0.8
## 124      0.0      0.6      0.8      0.2      0.0      0.0        0.4        0.4
## 125      0.2      0.4      0.4      0.0      0.2      0.0        0.6        0.6
## 126      0.4      0.6      0.6      0.2      0.0      0.0        0.6        0.8
## 127      0.2      0.0      0.0      0.0      0.0      0.0        0.8        0.4
## 128      0.0      0.4      0.2      0.0      0.0      0.0        1.0        1.0
## 129      0.2      0.0      0.0      0.2      0.6      0.2        0.2       -0.2
## 130      0.2      0.2      0.0      0.0      0.0      0.0        1.0        0.2
## 131      0.4      0.8      0.6      0.2      0.2      0.2        0.6        0.4
## 132      0.2      0.2      0.8      0.0      0.0      0.0        1.0        0.6
## 133      0.2      0.0      1.0      0.0      0.0      0.0        1.0        0.6
## 134      0.4      0.4      0.2      0.0      0.0      0.0        0.4        0.4
## 135      0.0      0.0      0.0      0.0      0.0      0.0        1.0        1.0
## 136      0.4      0.6      0.6      0.0      0.0      0.0        1.0        1.0
## 137      0.2      0.2      0.8      0.0      0.2      0.0        1.0        0.8
## 138      0.2      0.2      0.2      0.0      0.0      0.0        0.4        0.6
## 139      0.2      0.8      0.8      0.0      0.0      0.0        1.0        0.6
## 140      0.0      0.4      0.6      0.0      0.0      0.2        0.8        0.4
## 141      0.4      0.8      1.0      0.0      0.0      0.0        0.8        0.6
## 142      0.0      0.0      0.0      0.0      0.0      0.0        1.0        1.0
## 143      0.0      0.0      0.2      0.0      0.0      0.0        1.0        1.0
## 144      0.2      0.2      0.8      0.0      0.0      0.0        1.0        0.6
## 145      0.2      0.2      0.2      0.0      0.2      0.0        1.0        0.2
## 146      0.4      0.6      0.8      0.0      0.0      0.0        0.8        0.8
## 147      0.2      0.2      0.6      0.0      0.0      0.2        1.0        1.0
## 148      0.0      0.4      0.2      0.0      0.0      0.0        1.0        0.8
## 149      0.4      1.0      0.8      0.0      0.2      0.0        1.0        0.8
## 150      0.0      0.2      0.2      0.0      0.0      0.0        1.0        0.6
## 151      0.2      0.0      0.6      0.0      0.0      0.0        1.0        1.0
## 152      0.2      0.4      0.8      0.2      0.0      0.2        0.4        0.4
## 153      0.2      0.4      0.8      0.0      0.2      0.2        0.8        0.8
## 154      0.0      0.4      1.0      0.0      0.2      0.0        1.0        0.4
## 155      0.0      0.0      0.8      0.0      0.0      0.0        0.8        0.6
## 156      0.2      0.6      0.4      0.0      0.0      0.0        1.0        1.0
## 157      0.2      0.2      0.2      0.0      0.0      0.0        0.6        0.8
## 158      0.2      0.2      0.2      0.0      0.0      0.0        1.0        0.8
## 159      0.0      0.4      1.0      0.0      0.0      0.2        1.0        0.6
## 160      0.6      0.6      0.8      0.0      0.0      0.2        1.0        1.0
## 161      0.2      0.4      0.4      0.0      0.0      0.0        1.0        0.4
## 162      0.6      0.0      1.0      0.0      0.0      0.2        1.0        0.6
## 163      0.6      0.4      0.8      0.0      0.0      0.0        1.0        0.8
## 164      1.0      1.0      1.0      0.2      0.0      0.0        0.8        1.0
## 165      0.2      0.2      0.6      0.2      0.0      0.0        0.8        1.0
## 166      0.4      0.0      0.8      0.0      0.0      0.0        0.6        0.6
## 167      0.4      0.0      0.2      0.2      0.0      0.0        0.8        0.4
## 168      0.2      0.6      0.8      0.2      0.2      0.2        0.4        0.6
## 169      0.0      0.6      0.6      0.0      0.0      0.0        1.0        0.6
## 170      0.0      0.8      1.0      0.0      0.0      0.0        0.8        0.8
## 171      0.4      0.2      0.8      0.2      0.2      0.2        0.8        0.6
## 172      0.4      0.4      0.4      0.0      0.0      0.0        1.0        0.6
## 173      0.6      0.8      1.0      0.0      0.0      0.0        1.0        1.0
## 174      0.2      0.2      0.2      0.0      0.0      0.0        0.8        1.0
## 175      0.6      0.4      0.6      0.2      0.0      0.0        0.6        0.6
## 176      0.6      0.6      1.0      1.0      0.4      0.4        0.0        0.6
## 177      0.0      0.0      0.6      0.2      0.0      0.0        0.8        0.6
## 178      0.4      0.4      0.6      0.2      0.2      0.2        0.8        0.6
## 179      0.6      0.6      0.8      0.0      0.0      0.0        0.8        1.0
## 180      0.2      0.4      0.6      0.0      0.0      0.0        0.6        0.8
## 181      0.0      0.4      0.0      0.0      0.0      0.0        1.0        0.8
## 182      0.0      0.2      0.8      0.0      0.0      0.0        0.8        0.4
## 183      0.0      0.6      0.8      0.0      0.0      0.0        0.8        0.8
## 184      0.4      0.6      0.0      0.0      0.0      0.0        1.0        0.6
## 185      0.2      0.6      0.8      0.0      0.0      0.0        0.8        0.6
## 186      1.0      0.4      1.0      0.2      0.2      0.0        0.6        0.8
## 187      0.2      1.0      0.8      0.0      0.2      0.2        1.0        0.6
## 188      0.4      0.6      1.0      0.0      0.2      0.0        1.0        0.4
## 189      0.0      0.0      0.0      0.0      0.0      0.0        0.8        0.6
## 190      0.2      0.4      1.0      0.0      0.2      0.0        0.8        0.6
## 191      0.2      0.4      0.0      0.0      0.0      0.2        0.6        0.4
## 192      0.2      0.6      0.4      0.0      0.0      0.0        1.0        0.8
## 193      0.2      0.2      0.8      0.2      0.0      0.2        0.6        0.2
## 194      0.2      0.0      0.4      0.0      0.0      0.0        1.0        0.8
## 195      0.6      0.6      0.8      0.4      0.6      0.8        0.6        0.4
## 196      1.0      0.4      0.8      0.2      0.0      0.0        0.6        0.4
## 197      0.2      0.4      0.8      0.0      0.0      0.0        1.0        0.8
## 198      0.8      0.8      0.8      0.0      0.0      0.2        1.0        0.8
## 199      0.6      0.0      0.2      0.2      0.0      0.2        0.6        0.8
## 200      0.0      0.0      0.0      0.0      0.0      0.0        1.0        0.8
## 201      0.0      0.0      0.4      0.0      0.0      0.0        0.8        0.4
## 202      0.0      0.2      0.0      0.0      0.0      0.0        1.0        1.0
## 203      0.4      0.8      0.6      0.2      0.2      0.2        0.8        0.8
## 204      0.4      0.0      0.8      0.0      0.0      0.0        1.0        0.8
## 205      0.6      0.6      1.0      0.0      0.0      0.0        1.0        1.0
## 206      0.8      0.8      0.8      0.4      0.2      0.6        0.2        0.4
## 207      0.2      0.0      0.4      0.0      0.0      0.0        0.6        0.8
## 208      0.4      0.8      0.6      0.0      0.0      0.0        1.0        0.8
## 209      0.6      0.2      0.6      0.0      0.0      0.0        1.0        0.8
## 210      0.2      0.8      0.8      0.2      0.4      0.4        0.8        0.0
## 211      0.4      1.0      0.4      0.2      0.0      0.0        0.2        0.2
## 212      0.4      0.4      0.6      0.0      0.0      0.0        0.8        1.0
## 213      0.6      0.0      1.0      0.0      0.0      0.0        0.8        0.4
## 214      0.2      1.0      0.8      0.4      0.2      0.2        0.6        0.4
## 215      0.2      0.4      0.2      0.0      0.0      0.0        1.0        1.0
## 216      0.0      0.0      0.2      0.0      0.0      0.0        1.0        1.0
## 217      0.2      0.2      0.8      0.0      0.0      0.0        0.8        0.2
## 218      0.8      0.6      1.0      0.2      0.0      0.2        0.4        0.0
## 219      1.0      0.8      0.8      0.2      0.0      0.0        0.4        1.0
## 220      0.0      0.2      0.4      0.0      0.0      0.0        0.8        0.6
## 221      0.0      0.2      0.2      0.0      0.0      0.0        0.6        0.6
## 222      0.2      0.6      0.6      0.0      0.0      0.0        1.0        0.8
## 223      0.6      0.8      1.0      0.0      0.0      0.0        1.0        0.8
## 224      0.2      0.6      0.2      0.4      0.2      0.8        0.0        0.6
## 225      0.2      0.4      0.4      0.0      0.0      0.0        1.0        0.8
## 226      0.2      0.4      0.6      0.0      0.0      0.0        1.0        1.0
## 227      0.0      0.2      0.8      0.0      0.0      0.0        1.0        0.6
## 228      0.4      0.4      0.6      0.0      0.0      0.0        1.0        0.8
## 229      0.4      0.6      0.4      0.0      0.0      0.0        1.0        0.4
## 230      0.0      0.4      0.4      0.0      0.0      0.0        1.0        0.6
## 231      0.6      0.8      0.6      0.4      0.2      0.0        0.6        0.6
## 232      0.0      0.6      0.8      0.0      0.0      0.0        0.8        1.0
## 233      0.0      0.0      0.2      0.0      0.0      0.0        1.0        0.6
## 234      0.0      0.2      1.0      0.0      0.0      0.0        0.8        0.6
## 235      0.8      0.2      0.6      0.0      0.0      0.0        1.0        0.6
## 236      0.4      0.6      0.6      0.0      0.0      0.0        0.6        0.8
## 237      1.0      0.8      0.6      0.4      0.0      0.4        0.6        0.8
## 238      0.6      0.8      1.0      0.0      0.0      0.0        1.0        1.0
## 239      0.2      0.4      0.8      0.0      0.0      0.0        1.0        0.6
## 240      0.2      0.4      0.4      0.0      0.0      0.0        0.8        0.8
## 241      0.6      0.8      0.4      0.0      0.0      0.0        1.0        0.8
## 242      0.4      0.8      0.6      0.0      0.0      0.2        1.0        0.8
## 243      0.8      0.6      1.0      0.2      0.0      0.0        0.6        0.8
## 244      0.4      0.6      0.6      0.0      0.0      0.0        1.0        0.6
## 245      0.4      0.4      0.2      0.2      0.0      0.2        0.4        0.4
## 246      0.4      0.8      0.8      0.0      0.0      0.0        1.0        0.6
## 247      0.2      0.6      0.4      0.0      0.0      0.0        1.0        1.0
## 248      0.0      0.2      0.8      0.0      0.0      0.0        0.8        1.0
## 249      0.0      0.0      0.0      0.0      0.0      0.0        1.0        1.0
## 250      0.4      0.6      0.4      0.2      0.0      0.0        0.6        0.8
##     RECOG_QUAD ASSOC_PAIR ASSOC_TRIP ASSOC_QUAD
## 1          0.6        0.6        0.4        0.4
## 2          1.0        1.0        0.8        0.0
## 3          0.8        1.0        0.8        0.2
## 4          1.0        0.6        0.2        0.6
## 5          0.8        1.0        0.8        0.6
## 6          0.4        0.8        0.2        0.2
## 7          0.6        0.8        0.0        0.4
## 8          0.8        1.0        1.0        0.4
## 9          1.0        0.8        0.4        0.6
## 10         1.0        1.0        0.8        0.6
## 11         0.6        0.4        0.6        0.6
## 12         0.8        0.8        0.6        0.6
## 13         0.8        1.0        0.6        0.4
## 14         0.8        0.4        0.2        0.2
## 15         0.6        0.8       -0.2        0.0
## 16         0.8        0.2        0.2        0.2
## 17         0.8        0.0        0.2        0.4
## 18         0.4        0.6        0.0       -0.2
## 19         0.6        0.2        0.2        0.0
## 20         0.4        0.6        0.8       -0.4
## 21         1.0        0.4        0.6        0.2
## 22         0.0        0.6       -0.2       -0.2
## 23         1.0        1.0        0.6        0.8
## 24         0.6        0.6        0.2        0.4
## 25         0.8        0.8        0.4        0.0
## 26         1.0        0.6        0.6        0.2
## 27         0.8        0.8        0.2        0.0
## 28         0.8        0.8        0.8        0.4
## 29         1.0        0.8        0.2        0.8
## 30         1.0        1.0        0.8        1.0
## 31         0.8        0.6        0.4        0.4
## 32         1.0        0.6        0.6        0.4
## 33         1.0        0.4        0.2        0.0
## 34         0.6        1.0        0.8        0.6
## 35         0.8        0.4        0.2        0.0
## 36         1.0        0.8        0.4        0.6
## 37         0.4        0.4       -0.2       -0.4
## 38         0.2        0.8        0.2       -0.2
## 39         1.0        0.6        0.6        0.2
## 40         0.4        0.2        0.0        0.0
## 41         0.4       -0.2       -0.2       -0.2
## 42         0.8        0.4       -0.2        0.2
## 43         0.6        1.0        0.6        0.2
## 44         1.0        1.0        1.0        0.8
## 45         0.8        0.4        0.0        0.2
## 46         1.0        0.4        0.4        0.2
## 47         0.0        0.8        0.6       -0.8
## 48         1.0        0.8        1.0        0.6
## 49         0.8        0.8        0.6       -0.2
## 50         1.0        0.8        1.0        0.4
## 51         0.8        0.6        0.2        0.4
## 52         0.4        1.0        0.2        0.0
## 53         0.4        1.0        0.6        0.2
## 54         1.0        0.6        0.2        0.4
## 55         1.0        0.8        0.4        0.0
## 56         0.8        0.6        0.4       -0.2
## 57         0.8        0.4        0.2        0.0
## 58         1.0        0.6        0.4        0.2
## 59         0.6        0.0        0.2        0.2
## 60         0.6        0.0        0.4        0.4
## 61         0.6        1.0        0.2       -0.4
## 62         1.0       -0.4        0.0        0.2
## 63         0.0       -0.2        0.4        0.0
## 64        -0.4        0.4        0.4       -0.6
## 65         1.0        1.0        0.4        0.8
## 66         0.6        0.2        0.0        0.0
## 67         0.6        0.0        0.2       -0.2
## 68         1.0        1.0        0.6        0.4
## 69         0.6        0.8        0.2        0.2
## 70         0.4        0.6        0.4        0.0
## 71         0.8        0.2        0.2        0.2
## 72         0.2        0.0        0.0       -0.2
## 73         0.8        0.8        0.4       -0.2
## 74         0.8       -0.2        0.4        0.2
## 75         0.8        0.4       -0.2        0.6
## 76         0.6        0.2       -0.2        0.2
## 77         1.0        1.0        1.0        0.4
## 78         0.6       -0.4        0.2        0.2
## 79         0.8        0.8        0.6        0.2
## 80         1.0        0.8        0.4        0.2
## 81         0.6        0.6        0.4        0.2
## 82         0.4        0.8        0.6        0.2
## 83         0.6        1.0        0.8        0.6
## 84         0.4        1.0        0.2        0.0
## 85         0.8        1.0        0.8        0.6
## 86         1.0        1.0        0.2        0.2
## 87         1.0        0.8        1.0        0.8
## 88         0.6        0.6        0.4        0.2
## 89         0.2        0.0        0.2       -0.6
## 90         0.2        0.2        0.4       -0.2
## 91         0.6        0.4        0.6        0.0
## 92         0.2       -0.4       -0.2       -0.6
## 93         0.8        0.8        0.4        0.2
## 94         0.4        1.0        0.6        0.4
## 95         0.6        0.4       -0.4        0.0
## 96         1.0        0.8        0.0        0.4
## 97         0.8        1.0        0.2        0.0
## 98         0.6        0.6        0.4        0.4
## 99         0.8        0.8        0.2        0.4
## 100       -0.2        0.2        0.4        0.2
## 101        0.8        0.8        0.4        0.0
## 102        0.6        0.4       -0.4        0.6
## 103        0.6        0.4       -0.4        0.0
## 104        0.6        0.4       -0.2        0.0
## 105        0.4        0.2        0.4       -0.4
## 106        0.8        0.4        0.2        0.2
## 107        0.4        0.4        0.6        0.0
## 108        1.0        0.8        0.4        0.2
## 109        0.2        0.6       -0.2       -0.2
## 110        0.4        0.2        0.0        0.4
## 111        0.6        0.6        0.0       -0.2
## 112        0.2        0.6        0.2        0.2
## 113        0.8        0.2        0.4        0.4
## 114        1.0        0.6        0.2        0.4
## 115        1.0        0.0       -0.2        0.0
## 116        0.6        0.4        0.4        0.4
## 117        0.4        0.8        0.4        0.2
## 118        0.2        0.2        0.2       -0.2
## 119        0.4        0.4        0.2        0.0
## 120        0.4        0.2        0.0        0.2
## 121        1.0        0.4        1.0        0.4
## 122        0.8        0.6        0.4        0.2
## 123        0.8        0.8        0.8        0.2
## 124        0.6        0.6       -0.2       -0.2
## 125        0.6        0.4        0.4        0.2
## 126        0.6        0.4        0.2        0.0
## 127        0.4        0.6        0.4        0.4
## 128        1.0        1.0        0.6        0.8
## 129        0.6        0.2        0.4        0.8
## 130        0.2        0.8        0.0        0.2
## 131        0.0        0.4       -0.2       -0.4
## 132        0.8        0.8        0.4        0.0
## 133        0.6        0.8        0.6       -0.4
## 134        0.8        0.0        0.0        0.6
## 135        1.0        1.0        1.0        1.0
## 136        1.0        0.6        0.4        0.4
## 137        0.4        0.8        0.8       -0.4
## 138        0.6        0.2        0.4        0.4
## 139        1.0        0.8       -0.2        0.2
## 140        0.8        0.8        0.0        0.4
## 141        0.6        0.4       -0.2       -0.4
## 142        1.0        1.0        1.0        1.0
## 143        0.8        1.0        1.0        0.6
## 144        1.0        0.8        0.4        0.2
## 145        0.2        0.8        0.2        0.0
## 146        1.0        0.4        0.2        0.2
## 147        0.4        0.8        0.8        0.0
## 148        0.8        1.0        0.4        0.6
## 149        0.4        0.6        0.0       -0.4
## 150        0.4        1.0        0.4        0.2
## 151        1.0        0.8        1.0        0.4
## 152        0.6        0.4        0.0        0.0
## 153        0.6        0.6        0.6        0.0
## 154        0.4        1.0        0.2       -0.6
## 155        0.6        0.8        0.6       -0.2
## 156        0.6        0.8        0.4        0.2
## 157        0.4        0.4        0.6        0.2
## 158        1.0        0.8        0.6        0.8
## 159        0.6        1.0        0.2       -0.2
## 160        0.8        0.4        0.4        0.2
## 161        1.0        0.8        0.0        0.6
## 162        0.8        0.4        0.6        0.0
## 163        0.4        0.4        0.4       -0.4
## 164        1.0        0.0        0.0        0.0
## 165        1.0        0.8        0.8        0.4
## 166        0.8        0.2        0.6        0.0
## 167        0.0        0.6        0.4       -0.2
## 168        0.8        0.4        0.2        0.2
## 169        0.8        1.0        0.0        0.2
## 170        1.0        0.8        0.0        0.0
## 171        0.6        0.6        0.6        0.0
## 172        0.8        0.6        0.2        0.4
## 173        1.0        0.4        0.2        0.0
## 174        1.0        0.6        0.8        0.8
## 175        0.2        0.2        0.2       -0.4
## 176        0.6        0.4        0.4        0.0
## 177        0.6        1.0        0.6        0.0
## 178        0.8        0.6        0.4        0.4
## 179        0.8        0.2        0.4        0.0
## 180        1.0        0.4        0.4        0.4
## 181        0.8        1.0        0.4        0.8
## 182        0.8        0.8        0.2        0.0
## 183        0.8        0.8        0.2        0.0
## 184        0.6        0.6        0.0        0.6
## 185        1.0        0.6        0.0        0.2
## 186        0.8       -0.2        0.6       -0.2
## 187        0.2        0.8       -0.2       -0.4
## 188        1.0        0.6        0.0        0.0
## 189        0.4        0.8        0.6        0.4
## 190        1.0        0.6        0.4        0.0
## 191        0.4        0.4        0.0        0.6
## 192        1.0        0.8        0.2        0.6
## 193        0.6        0.6        0.0        0.0
## 194        1.0        0.8        0.8        0.6
## 195       -0.4        0.4        0.4       -0.4
## 196        0.6       -0.2        0.0       -0.2
## 197        0.8        0.8        0.4        0.0
## 198        0.6        0.2        0.0        0.0
## 199        0.4        0.2        0.8        0.4
## 200        0.4        1.0        0.8        0.4
## 201        0.8        0.8        0.4        0.4
## 202        0.6        1.0        0.8        0.6
## 203        0.8        0.6        0.2        0.4
## 204        0.8        0.6        0.8        0.0
## 205        0.4        0.4        0.4       -0.6
## 206       -0.2       -0.2       -0.2       -0.4
## 207        1.0        0.4        0.8        0.6
## 208        1.0        0.6        0.0        0.4
## 209        1.0        0.4        0.6        0.4
## 210        0.0        0.8       -0.4       -0.4
## 211        0.8        0.0       -0.8        0.4
## 212        0.8        0.4        0.6        0.2
## 213        0.8        0.2        0.4       -0.2
## 214        0.6        0.8       -0.4        0.0
## 215        1.0        0.8        0.6        0.8
## 216        1.0        1.0        1.0        0.8
## 217        0.4        0.6        0.0       -0.4
## 218        0.4       -0.2       -0.6       -0.4
## 219        0.6       -0.4        0.2       -0.2
## 220        0.6        0.8        0.4        0.2
## 221        0.8        0.6        0.4        0.6
## 222        1.0        0.8        0.2        0.4
## 223        1.0        0.4        0.0        0.0
## 224       -0.2        0.2        0.2        0.4
## 225        1.0        0.8        0.4        0.6
## 226        0.6        0.8        0.6        0.0
## 227        0.6        1.0        0.4       -0.2
## 228        0.4        0.6        0.4       -0.2
## 229        0.6        0.6       -0.2        0.2
## 230        1.0        1.0        0.2        0.6
## 231        0.8        0.4        0.0        0.2
## 232        1.0        0.8        0.4        0.2
## 233        0.4        1.0        0.6        0.2
## 234        0.4        0.8        0.4       -0.6
## 235        0.6        0.2        0.4        0.0
## 236        1.0        0.2        0.2        0.4
## 237        0.6        0.0        0.0        0.4
## 238        0.8        0.4        0.2       -0.2
## 239        0.6        0.8        0.2       -0.2
## 240        0.8        0.6        0.4        0.4
## 241        1.0        0.4        0.0        0.6
## 242        0.6        0.6        0.0        0.2
## 243        0.6        0.0        0.2       -0.4
## 244        0.6        0.6        0.0        0.0
## 245        0.4        0.2        0.0        0.4
## 246        1.0        0.6       -0.2        0.2
## 247        0.4        0.8        0.4        0.0
## 248        1.0        0.8        0.8        0.2
## 249        1.0        1.0        1.0        1.0
## 250        1.0        0.4        0.2        0.6
#renamed data 

quadmax3 <- read.csv("master_Quadmax10_n250_V3.csv")
#loading libraries and installing packages 

library(ggplot2)
library(ggeffects)
library(tidyr)
library(psych)
## 
## Attaching package: 'psych'
## The following objects are masked from 'package:ggplot2':
## 
##     %+%, alpha
library(Rmisc)
## Loading required package: lattice
## Loading required package: plyr
library(dplyr)  
## 
## Attaching package: 'dplyr'
## The following objects are masked from 'package:plyr':
## 
##     arrange, count, desc, failwith, id, mutate, rename, summarise,
##     summarize
## The following objects are masked from 'package:stats':
## 
##     filter, lag
## The following objects are masked from 'package:base':
## 
##     intersect, setdiff, setequal, union
library(stats)

#install.packages("lsr") 
library(lsr) 

#install.packages("easystats") 
library(easystats)
## # Attaching packages: easystats 0.5.2
## ✔ insight     0.18.6   ✔ datawizard  0.6.3 
## ✔ bayestestR  0.13.0   ✔ performance 0.10.0
## ✔ parameters  0.19.0   ✔ effectsize  0.8.2 
## ✔ modelbased  0.8.5    ✔ correlation 0.8.3 
## ✔ see         0.7.3    ✔ report      0.5.5
#visualizing the data to get a sense of its relationship in a scatterplot 

ggplot(data = quadmax3, aes(x = AGE,y=WEIGHT)) + 
  geom_point(size=2, shape=19) +
  xlab("AGE") +
  ylab("WEIGHT") + 
  ggtitle("Weight Across the Lifespan") + 
  geom_smooth(method = "lm")
## `geom_smooth()` using formula 'y ~ x'

range(quadmax3$AGE) 
## [1] 18.89041 78.09000
range(quadmax3$WEIGHT)
## [1] 100.5277 255.6908
#running correlation 

library(psych)
r <- corr.test(quadmax3$AGE,quadmax3$WEIGHT)
print(r,short=F)
## Call:corr.test(x = quadmax3$AGE, y = quadmax3$WEIGHT)
## Correlation matrix 
## [1] 0.03
## Sample Size 
## [1] 250
## These are the unadjusted probability values.
##   The probability values  adjusted for multiple tests are in the p.adj object. 
## [1] 0.61
## 
##  Confidence intervals based upon normal theory.  To get bootstrapped values, try cor.ci
##       raw.lower raw.r raw.upper raw.p lower.adj upper.adj
## NA-NA     -0.09  0.03      0.16  0.61     -0.09      0.16
#saving function as an object and running a regression  

reg <- lm(WEIGHT~AGE, data=quadmax3)
summary(reg)
## 
## Call:
## lm(formula = WEIGHT ~ AGE, data = quadmax3)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -60.274 -24.715   0.618  25.662  95.232 
## 
## Coefficients:
##              Estimate Std. Error t value Pr(>|t|)    
## (Intercept) 156.73043    5.88911  26.614   <2e-16 ***
## AGE           0.05891    0.11487   0.513    0.609    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 31.63 on 248 degrees of freedom
## Multiple R-squared:  0.001059,   Adjusted R-squared:  -0.002969 
## F-statistic: 0.263 on 1 and 248 DF,  p-value: 0.6085
#finding confidence interval
confint(reg)
##                   2.5 %      97.5 %
## (Intercept) 145.1313752 168.3294883
## AGE          -0.1673435   0.2851596
#mean centering data because this data doesn't have a meaningful zero 

quadmax3$AGE <- scale(quadmax3$AGE,center=T,scale=F) 
#running another regression


reg2 <- lm(WEIGHT~AGE,data=quadmax3)
summary(reg2)
## 
## Call:
## lm(formula = WEIGHT ~ AGE, data = quadmax3)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -60.274 -24.715   0.618  25.662  95.232 
## 
## Coefficients:
##              Estimate Std. Error t value Pr(>|t|)    
## (Intercept) 159.57087    2.00035  79.771   <2e-16 ***
## AGE           0.05891    0.11487   0.513    0.609    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 31.63 on 248 degrees of freedom
## Multiple R-squared:  0.001059,   Adjusted R-squared:  -0.002969 
## F-statistic: 0.263 on 1 and 248 DF,  p-value: 0.6085
report(reg2)
## We fitted a linear model (estimated using OLS) to predict WEIGHT with AGE
## (formula: WEIGHT ~ AGE). The model explains a statistically not significant and
## very weak proportion of variance (R2 = 1.06e-03, F(1, 248) = 0.26, p = 0.609,
## adj. R2 = -2.97e-03). The model's intercept, corresponding to AGE = 0, is at
## 159.57 (95% CI [155.63, 163.51], t(248) = 79.77, p < .001). Within this model:
## 
##   - The effect of AGE is statistically non-significant and positive (beta = 0.06,
## 95% CI [-0.17, 0.29], t(248) = 0.51, p = 0.609; Std. beta = 0.03, 95% CI
## [-0.09, 0.16])
## 
## Standardized parameters were obtained by fitting the model on a standardized
## version of the dataset. 95% Confidence Intervals (CIs) and p-values were
## computed using a Wald t-distribution approximation.
#plotting regression just to visualize it 

g <- ggpredict(reg,terms=c("AGE"))

plot(g)+labs(x="AGE", y="WEIGHT",title="Age and Weight")

#we know the population mean of weight is 185.3lbs. Running a one sample t-test
#to see if this is true 

onesamplet <-t.test(quadmax3$WEIGHT,mu=185.3)  

report(onesamplet)
## Effect sizes were labelled following Cohen's (1988) recommendations.
## 
## The One Sample t-test testing the difference between quadmax3$WEIGHT (mean =
## 159.57) and mu = 185.3 suggests that the effect is negative, statistically
## significant, and large (difference = -25.73, 95% CI [155.64, 163.50], t(249) =
## -12.88, p < .001; Cohen's d = -0.81, 95% CI [-0.96, -0.67])
#calculating effect size using cohens d

group1 <-c(quadmax3$WEIGHT)  
group2 <-c(185.3)
cohensD(group1, group2) 
## [1] 0.8146901
#running sd


sd(quadmax3$WEIGHT, na.rm=T) 
## [1] 31.5815
#reading in new data for t-tests 

read.csv("master_QuadMax10_n250_V4.csv")
##           SUBJECTS      AGE WEIGHT.PRE WEIGHT.POST GENDER SEX
## 1   A26ZENZ5G8AEGM 61.56000   144.9158    134.3279      F   0
## 2   A1BZLPYW3YGUWZ 19.31233   145.3438    134.4033      F   0
## 3   A21GA1OKQTL190 19.70685   145.3501    134.6381      F   0
## 4    A4YZ6VBF5H9CF 20.64384   145.4339    134.6387      F   0
## 5    AS30DBRRD24P4 21.32603   145.5070    134.8920      F   0
## 6   A34CPKFZXBX1PO 22.18000   145.5733    134.9553      F   0
## 7   A3LL4VC2KFYZOJ 22.31507   145.7516    134.9558      F   0
## 8   A1Y4PK1XCHCF6Q 22.78000   145.7599    134.9774      F   0
## 9   A1M8BYIP0KZJZX 23.79000   145.8833    135.0132      F   0
## 10  A39BG936EGBKCP 23.93000   145.9005    135.1980      F   0
## 11  A35ROC8J91VOW0 24.21000   146.2031    135.9309      F   0
## 12  A1BDJMFP24FBGL 24.87000   146.2274    136.0503      F   0
## 13  A1TOVPZY91XVY0 24.89000   146.4113    136.1221      F   0
## 14  A2W55J9T0JDP2O 24.92000   146.4146    136.2182      F   0
## 15  A1L32YIF4HX5BQ 25.28000   146.4356    136.3800      F   0
## 16  A1AIMKA54UBYIQ 25.33000   146.7357    136.4942      F   0
## 17  A2DU76P3SED4T6 25.49000   146.8658    136.5956      F   0
## 18  A1TEXCUTI4IUUN 25.64000   146.8697    136.8271      F   0
## 19   ANXIYA9KKTO2Y 25.70411   146.9705    136.8523      F   0
## 20  A1SAMLI9AUPHEJ 25.82000   147.3705    136.8791      F   0
## 21   A7FA4ZUL4Y7Q9 26.03288   147.6795    136.8800      F   0
## 22  A2GXLM74C7BDI8 26.18000   147.7166    137.1530      F   0
## 23   ATMZDIR1YW84P 26.33000   147.9487    137.1685      F   0
## 24   A4EOJGIAU41QC 26.36712   147.9515    137.4905      F   0
## 25  A304JFG8AJM7U6 26.90000   148.3405    137.5134      F   0
## 26  A1H5SUG5DZOZ8Z 27.18000   148.3430    137.6347      F   0
## 27  A145AXBDTCIW6Z 27.64000   148.9244    137.6842      F   0
## 28  A2L2U34U20ZNQS 28.17000   148.9606    137.7245      F   0
## 29  A2CM01YNMNEXGG 28.26000   148.9606    137.7521      F   0
## 30  A3FHXMLW3J2K8L 28.33699   148.9623    137.7841      F   0
## 31  A32AAIUH6VJNLV 28.59000   149.0770    137.8114      F   0
## 32  A2Y87M8V0N1M6P 29.31000   149.1111    137.8270      F   0
## 33  A3CI73EFDLS3OF 30.13000   149.1189    137.9647      F   0
## 34   A5M975UINIFLU 30.15000   149.1920    137.9961      F   0
## 35   A3NKNOE5HIXXL 31.88000   149.2310    138.0020      F   0
## 36  A39KUEDR8ZS1CF 31.98000   149.2560    138.0393      F   0
## 37  A39VZ93N96XB6O 32.08000   149.3028    138.0858      F   0
## 38  A34VLM2UC0JY11 32.17000   149.4864    138.3255      F   0
## 39  A3EVRS5DB4TE1A 32.35000   149.6021    138.5221      F   0
## 40  A36P1ZQ0GYF567 32.37000   149.6066    138.5375      F   0
## 41  A1720HSKGQ41VJ 32.66000   149.6194    138.6061      F   0
## 42   A8A9DUD87SMQ9 34.24000   149.8223    138.6068      F   0
## 43  A3BWB2PMOZY5MP 36.56000   149.8259    138.6481      F   0
## 44  A1INS1BWU3S0NQ 36.69000   149.8707    138.6940      F   0
## 45  A1710X6OIQP62Q 36.69000   149.9061    138.8017      F   0
## 46  A2OFN0A5CPLH57 37.28000   149.9203    138.8046      F   0
## 47   A87D3K9YVKTQ7 37.93000   149.9917    139.1379      F   0
## 48  A1QKIA8XRNEXIG 38.01000   150.0463    139.1420      F   0
## 49  A3GHLKX4ZUSJH0 38.54000   150.2714    139.2379      F   0
## 50  A18RZQ35649XKD 38.67000   150.3617    139.3527      F   0
## 51  A1XH5P1RMV9GPQ 39.37000   150.8170    139.7310      F   0
## 52  A39MTR3ER9GLBF 40.29000   150.8235    139.8276      F   0
## 53  A2QPMJ4GADLUW2 40.73000   150.8940    139.8497      F   0
## 54  A1CE3DR200PXSS 40.73000   151.0248    139.9276      F   0
## 55  A1TPGXT718D68E 41.01000   151.0420    140.1795      F   0
## 56  A237O646ZJ1SFW 42.04000   151.0762    140.2044      F   0
## 57  A1VVR9MA1P9HWJ 42.39000   151.1491    140.4210      F   0
## 58  A302KOFOYLD89A 43.03000   151.2126    140.4657      F   0
## 59  A2BHZNAKEDRYCB 43.90000   151.2246    140.4943      F   0
## 60  A3DUPRZSMU9W5R 45.15000   151.4067    140.7072      F   0
## 61  A12H4QENEVBRSB 46.63000   151.4164    140.7995      F   0
## 62  A2OVX9UW5WANQE 46.87000   151.4425    140.8962      F   0
## 63    A1FG2G9TZSDN 47.71000   151.4613    140.9496      F   0
## 64   A55CXM7QR7R0N 48.20000   151.5114    141.1692      F   0
## 65  A314XJY8V1YL12 48.49000   151.6622    141.1806      F   0
## 66  A2DC6TG86OSCRK 49.14000   151.7654    141.2344      F   0
## 67   A2CTCKTL2LL5V 49.67000   151.8941    141.2843      F   0
## 68  A2ALYW6W16PUYQ 49.84000   151.9387    141.4180      F   0
## 69  A2EPBSY0VPI38S 50.75000   151.9797    141.4279      F   0
## 70  A377LTGWJKY2IW 52.05000   152.0002    141.9507      F   0
## 71  A2N9U74YIPDQ9F 52.74000   152.2277    142.2064      F   0
## 72   A49A0FF6ZXYDU 52.85000   152.7051    142.2561      F   0
## 73  A25FH7PXC446RG 53.78000   152.8358    142.3126      F   0
## 74  A2OX8TSRCU6NKD 54.22000   153.0405    142.4080      F   0
## 75   ALK9XZBTNDAUH 54.73000   153.1740    142.4587      F   0
## 76  A1O57XVTTB1PNZ 55.48000   153.2805    142.5655      F   0
## 77  A3PRFA3M7OSCT5 56.96000   153.5305    142.6372      F   0
## 78  A26RO8GGTQAXGG 57.09000   154.2929    142.8249      F   0
## 79   APDDA1Y59RHV9 57.12000   154.4583    142.8478      F   0
## 80  A249EWKM1EOARK 57.78000   154.5301    143.0557      F   0
## 81  A3FBC5W56LKQXL 57.99000   154.6055    143.0722      F   0
## 82  A3MELYYGRJ61SX 58.00000   154.6605    143.2887      F   0
## 83  A2X823PACMMOKP 58.91000   154.8044    143.4115      F   0
## 84   AAW7FTFH4276B 59.02000   154.8535    143.6552      F   0
## 85  A2FV2TYREMZNGD 59.06000   155.7124    143.7615      F   0
## 86  A10JXOU89D5RXR 59.27000   155.9029    143.7913      F   0
## 87  A1BB4DMPN1GY00 59.54000   156.0715    143.8382      F   0
## 88  A1H2Y2PDEQ7OWT 59.54000   156.2345    143.8591      F   0
## 89  A1CZ2GB5LZ9O5H 59.86000   156.2604    144.0717      F   0
## 90  A30VLIFQPJZ17P 60.57000   156.5384    144.2353      F   0
## 91   AKTQD9Y44G495 61.34000   156.7777    144.2605      F   0
## 92  A3ROYUO9LWA22S 61.62000   156.7786    144.5327      F   0
## 93  A39IEKRAOTJTD7 61.90000   156.9016    144.5347      F   0
## 94  A169WH54HMYS5Z 62.13000   156.9132    144.5501      F   0
## 95   A8GD33ZJ1SAA5 62.15000   157.3890    144.5936      F   0
## 96  A2L73JKDFWI0KJ 62.20000   157.5075    144.6246      F   0
## 97  A2VNSNAN1LZBAM 62.54000   157.9193    144.7015      F   0
## 98  A3AA1L892OJ81M 63.85000   158.4550    144.8093      F   0
## 99  A3NG205QJ48IM4 64.48000   158.7812    144.8394      F   0
## 100  AEQ95NMC3VXQ5 64.91000   158.9637    144.9158      F   0
## 101 A2I3IM3RJO2OL0 65.19000   159.1305    145.3438      F   0
## 102 A24EAYGSHOXEGP 65.98000   159.6962    145.3501      F   0
## 103 A2H557RQ3T3LPX 66.39000   160.1296    145.3524      F   0
## 104 A1AZLJ3R5FQ9B7 67.08000   160.2657    145.4339      F   0
## 105 A36PRTZFECB76C 68.77000   160.4105    145.5070      F   0
## 106 A10L7F2V8368DO 69.10000   160.9179    145.5733      F   0
## 107  A9XX3BUUML3ST 69.12000   161.0152    145.7516      F   0
## 108  A16L21AR8X012 69.52000   161.6364    145.7599      F   0
## 109  AYXN53TNFG71P 69.58000   162.0205    145.8833      F   0
## 110 A221J0YB28SBLI 69.59000   162.3115    145.9005      F   0
## 111  AHZ5YRRIRTLJG 69.63000   162.5441    146.2031      F   0
## 112 A28VRECAUOO7U9 69.68000   163.9920    146.2274      F   0
## 113  AHSXMZBNS9BPA 69.75000   164.1722    146.4113      F   0
## 114 A3RNYHTTJZ6JUP 69.77000   165.1491    146.4146      F   0
## 115 A13CXQGLSH6QY8 69.95000   165.3658    146.4356      F   0
## 116 A1XDNR8GKQWCOG 70.06000   166.2323    146.7357      F   0
## 117 A2APG8MSLJ6G2K 70.80000   166.5706    146.8658      F   0
## 118 A36B9OFG2QJTM7 71.32000   166.6886    146.8697      F   0
## 119  AR55GGUU5JWWS 71.39000   166.7963    146.9705      F   0
## 120 A1BK15QBL5758M 71.42000   167.6638    147.3705      F   0
## 121 A1BNGJBEWJS8WE 71.81000   167.8936    147.6795      F   0
## 122 A3PT6YF2OZRSKX 72.94000   168.0693    147.7166      F   0
## 123 A1DY5XUPK5A7MZ 72.99000   168.3729    147.9487      F   0
## 124 A396U3HHP2ECZI 73.74000   168.3917    147.9515      F   0
## 125  AV0LIAO8E356J 74.26000   168.4359    148.3405      F   0
## 126 A139701FEHQMJ7 75.57000   168.6238    148.3430      F   0
## 127 A24NKUCAX1LURL 76.87000   169.4538    148.9244      F   0
## 128  AKISVGHDC6WFN 77.23000   171.3100    148.9606      F   0
## 129 A1US1UNHW59ESW 77.30000   172.0844    148.9606      F   0
## 130 A3RXXEVLEAM53M 77.32000   172.4515    148.9623      F   0
## 131  A29ILQO8285XX 77.87000   172.5744    149.0770      F   0
## 132 A3LKPH6ISMWLJR 18.89041   170.0064    135.6559      M   1
## 133 A2SO4O8XWUGS4A 20.15068   205.3476    139.5340      M   1
## 134  AXFBMLZKWVX1R 21.06000   196.0433    139.9051      M   1
## 135 A1YQ54ZCCS1G1C 21.24000   208.1453    146.7398      M   1
## 136 A20R9K3NM82YRK 21.78000   202.8908    147.2637      M   1
## 137  AB8BRFF4ZTZ40 22.41096   188.5950    149.1497      M   1
## 138 A3FAF93BMDJLAL 22.47000   162.4297    149.1736      M   1
## 139 A3OHXCAWZXBFQA 23.02466   182.8524    174.5849      M   1
## 140 A2907V9QMK6SN4 23.03000   157.3175    196.9308      M   1
## 141  AZCGF2D7QIO10 24.07000   178.6760    197.7568      M   1
## 142 A1BKF0KULCF6Y6 24.28767   187.2175    165.6433      M   1
## 143 A15CL9A9FVSJDW 25.29000   171.6210    232.8861      M   1
## 144 A1WOCD9SAYI07V 25.68000   200.5342    192.7324      M   1
## 145 A1GYD62XNQT0O5 26.07671   193.9274    155.1948      M   1
## 146  AL7A2XPPQ09LU 26.78904   155.4897    155.2504      M   1
## 147 A2H2NAJOO8UZMY 26.93699   192.5279    155.8995      M   1
## 148 A1LEKO0AKAJGD0 27.02000   159.8625    156.3997      M   1
## 149 A2IZAD6SRVCPRY 27.30000   176.2593    156.4899      M   1
## 150 A3CN7T0IYDE3NJ 28.34000   171.7089    156.5448      M   1
## 151 A3P5P5LGJGB6HD 28.62466   181.7096    156.8700      M   1
## 152 A3V1VK1A3NYN17 28.64932   171.3867    157.5824      M   1
## 153  ADKJBYY9Q3VNZ 28.79178   179.1320    158.3414      M   1
## 154  ADP1QUGXHGJRS 29.92000   187.4694    158.4227      M   1
## 155 A108TIBAENZAFI 30.00000   182.0045    158.5680      M   1
## 156  AGILQEFEPEK7N 30.45000   214.4740    158.5794      M   1
## 157 A318M33K2896OL 30.59000   208.5264    159.2865      M   1
## 158 A33ST4DW1A4PGK 31.55000   190.2220    159.3903      M   1
## 159 A14NPY8VAHGDQP 31.58000   217.1438    159.5032      M   1
## 160 A2OPYRV3GLAPS1 32.17000   156.0739    160.1406      M   1
## 161 A3HGZDLMCKGPSE 32.72000   206.3852    160.1885      M   1
## 162  ACD400BAWY7QC 32.81000   178.1528    160.6839      M   1
## 163 A3EC3OP6U52JYC 33.27000   228.8384    160.9920      M   1
## 164 A3HKX5ZYAWDKIN 33.99000   174.4734    161.0288      M   1
## 165 A2TXZVXQU5FQZ9 34.88000   164.2149    161.1934      M   1
## 166 A1P3HHEXWNLJMP 34.93000   212.1573    161.3788      M   1
## 167 A1DP2L19BNZJ2Y 36.39000   206.0149    161.4201      M   1
## 168  A7P3R1AIA4TVV 36.49000   167.4335    162.0067      M   1
## 169 A2VA0NCPWJ8XZG 36.63000   195.2186    162.3105      M   1
## 170 A3NFGEUZAH9V5G 36.81000   209.1755    162.3795      M   1
## 171  A6KOTWP7N7RLU 37.47000   182.3013    162.7796      M   1
## 172 A1N8C5XMSNY0KE 37.50000   190.1851    163.0084      M   1
## 173 A3B8CHEB2ZS31K 39.03000   160.3449    163.1080      M   1
## 174 A3UN1F1EOHKKE6 39.11000   129.3010    163.1080      M   1
## 175 A1DZMZTXWOM9MR 39.60000   195.6263    163.3095      M   1
## 176  A7O82NXM2PI12 40.96000   186.7514    163.3573      M   1
## 177 A1CFMY4CEYOM8Y 41.61000   227.5006    163.6040      M   1
## 178 A1BNEJ2Q76JNF3 41.66000   197.1875    163.8205      M   1
## 179 A22BBAU24IEHPL 42.75000   209.5563    163.8518      M   1
## 180 A2EXM21XS6NZV5 42.92000   209.7593    164.0144      M   1
## 181 A2MCRVU8I9VNHG 42.95000   220.4368    164.1459      M   1
## 182 A1LENHSFWGC5EU 43.19000   169.2079    164.2952      M   1
## 183 A1M64R8HPYNNZA 43.29000   185.8456    164.4391      M   1
## 184 A27SRSSZ8JXUHM 44.08000   192.6915    164.6603      M   1
## 185 A1PJUYJ7W2LKKQ 44.41000   177.0261    164.9433      M   1
## 186 A3DS5B06ZCD3E3 44.69000   199.9474    164.9746      M   1
## 187 A311QKIQ0I2071 44.78000   168.7103    165.1559      M   1
## 188 A21Q7FCKM86VL8 45.12000   123.5281    165.4312      M   1
## 189 A1H1TKK54YG94Q 45.15000   160.2422    165.5146      M   1
## 190  AYHK8DTZONHKC 45.44000   197.0826    165.5685      M   1
## 191 A2A7R0WEEFC3OX 48.38000   161.9709    165.6116      M   1
## 192  A8ZUM922CBH6S 49.11000   201.6551    165.7171      M   1
## 193 A3GWRDHAURRNK6 49.94000   194.7862    165.8506      M   1
## 194 A36WN1T2MQ6W38 49.99000   162.5654    166.1061      M   1
## 195 A3EYRDEQ7CXUMN 51.45000   175.8110    166.5011      M   1
## 196  ACGGIBC0P38HU 52.45000   209.3793    166.5035      M   1
## 197 A1IL81UMEC9OJI 52.84000   204.4603    166.5836      M   1
## 198 A2Y0WNHMT4PZ4C 52.95000   210.8691    166.7074      M   1
## 199 A1WNE8XK0EBAMP 53.96000   169.3263    166.9692      M   1
## 200 A3SLXLALO5SQXY 56.56000   223.3261    167.0287      M   1
## 201  A37XJVQF62ZYC 56.68000   192.9469    167.1275      M   1
## 202  AUDAL9HYHCY34 56.84000   172.9048    167.2975      M   1
## 203  AX4QV62HBKJ34 57.28000   191.5722    167.7005      M   1
## 204 A31Y2UA2LPDSWZ 58.15000   157.1195    167.7398      M   1
## 205  AM0QVBV8L6QCJ 58.61000   182.7955    167.7471      M   1
## 206 A121T4P5NKCHCS 58.90000   151.8869    167.9711      M   1
## 207  A6T4OHCY5WVVD 59.22000   193.3411    168.0140      M   1
## 208 A2I37S7GQR6X1H 59.43000   185.4280    168.0904      M   1
## 209 A27T2G69VP68YP 59.53000   195.3823    168.2803      M   1
## 210 A2GR2RSG0YZOYY 59.55000   174.1969    168.6177      M   1
## 211  AL90GN96DMQB8 59.69000   164.6498    168.6273      M   1
## 212 A23HANYTQPADUC 60.09000   163.8450    168.6408      M   1
## 213 A1YX741QQSMKPS 60.31000   174.7200    169.0640      M   1
## 214 A371H3PQPR2Z8J 60.41000   212.9006    169.0810      M   1
## 215 A3HSONMX6LNZR4 61.60000   172.7943    169.1094      M   1
## 216 A2ZAL0HAIBS9QH 61.73000   171.9803    169.5568      M   1
## 217 A3KU7DD8Q1NQ7P 61.95000   195.9234    169.6541      M   1
## 218  A6FDO4NJS24RK 62.53000   174.8153    169.7377      M   1
## 219 A37SLQRKOALNV6 63.30000   174.5669    169.7878      M   1
## 220  A2VN8Q8X7WWIM 63.65000   140.2777    169.8275      M   1
## 221 A21ZIB3KHPF0YF 63.70000   215.5597    170.1006      M   1
## 222 A1DKS1KI6S93HF 64.97000   215.8582    170.1759      M   1
## 223 A1LDO8EYGXOA9D 65.18000   184.2439    170.1913      M   1
## 224  AL7UTA8J27TFK 65.37000   168.2022    170.3055      M   1
## 225 A2CMDXGNP2XDB8 65.75000   151.3846    170.3523      M   1
## 226 A2NKE99I9M8EP3 65.90000   185.9702    170.4136      M   1
## 227 A1DNJ17PE2RYJZ 67.05000   203.2417    170.5939      M   1
## 228 A1I6LWJWGKXOUU 67.41000   223.9457    171.0169      M   1
## 229  A8E7IOAZRC2IC 67.64000   148.4722    171.5879      M   1
## 230  AQDRYJ6FNKW9D 67.72000   207.1946    171.6932      M   1
## 231 A1KOHXO0BIQB8T 67.90000   205.1931    171.9837      M   1
## 232 A32CJGO1ARXLE8 68.24000   209.4225    172.1143      M   1
## 233 A34L4JED8UAIXC 68.42000   199.1669    172.1356      M   1
## 234  A4LIJVRU6DG61 68.87000   165.0646    172.1528      M   1
## 235 A38XRCVYVF4A31 69.53000   180.7605    172.1869      M   1
## 236 A2H1QUGX0SOUMH 69.99000   202.2988    172.5752      M   1
## 237 A3RT82GOZ3OGJO 70.13000   195.2620    172.6065      M   1
## 238  A3PGG36FKY8QP 70.27000   184.2327    172.6641      M   1
## 239 A2R75YFKVALBXE 70.68000   188.4538    172.7737      M   1
## 240 A14ADQ7RUN6TDY 70.94000   157.2050    172.8398      M   1
## 241 A306ROVVFUVWRN 71.24000   196.5523    172.8835      M   1
## 242 A2O2O2X7PGR8XW 71.35000   208.3662    172.9858      M   1
## 243 A1WMOJNU4FFQY8 71.35000   158.1850    173.0413      M   1
## 244 A2N9AKAOR17XB3 71.84000   184.5984    173.2707      M   1
## 245 A319HPP13ZAEMG 73.88000   197.9075    173.2840      M   1
## 246  AMVBT3XDCQBHI 75.06000   202.8672    173.3104      M   1
## 247 A1PR5LB62EVYAP 77.35000   199.0808    173.4240      M   1
## 248 A1T429RLLFTG35 78.09000   156.2240    173.4317      M   1
## 249 A2HQTGRWZQAEZQ 24.51000   168.2995    173.4599      M   1
## 250 A1H3BDWBMB63W4 63.34000   201.5107    173.5958      M   1
##     Do.you.have.concerns.about.your.memory. LOE HITS_PAIR HITS_TRIP HITS_QUAD
## 1                                         Y   1       0.2       0.0       0.4
## 2                                         Y  13       0.6       1.0       1.0
## 3                                         Y  15       0.8       0.8       0.8
## 4                                         Y  14       0.8       0.8       0.8
## 5                                         Y  16       0.6       0.4       0.6
## 6                                         Y  16       0.6       0.8       0.6
## 7                                         N  15       0.6       0.6       0.6
## 8                                         N  16       1.0       0.8       1.0
## 9                                         N  12       1.0       0.8       0.8
## 10                                        N  16       0.8       0.8       1.0
## 11                                        Y  12       0.8       0.8       0.6
## 12                                        Y  14       0.8       0.4       0.4
## 13                                        N  18       1.0       0.8       0.8
## 14                                        N  12       1.0       0.2       0.6
## 15                                        N  12       1.0       0.4       0.6
## 16                                        Y  16       1.0       1.0       1.0
## 17                                        Y  16       0.4       0.4       0.8
## 18                                        N  16       1.0       1.0       0.8
## 19                                        Y  16       1.0       0.2       0.2
## 20                                        N  16       1.0       0.6       1.0
## 21                                        Y  12       0.8       0.6       0.2
## 22                                        N  14       1.0       0.8       1.0
## 23                                        N  18       0.8       1.0       0.8
## 24                                        N  16       0.8       0.8       0.8
## 25                                        Y  12       1.0       0.6       0.8
## 26                                        Y  16       1.0       0.6       0.6
## 27                                        Y  16       0.4       0.4       0.8
## 28                                        Y  12       1.0       1.0       1.0
## 29                                        N  16       1.0       0.8       0.8
## 30                                        Y  16       1.0       1.0       1.0
## 31                                        Y  21       1.0       1.0       0.4
## 32                                        N  13       0.6       0.4       0.8
## 33                                        Y  18       0.4       0.6       0.6
## 34                                        N  14       1.0       0.4       0.6
## 35                                        N  18       1.0       0.8       1.0
## 36                                        N  16       0.4       0.6       1.0
## 37                                        N  18       1.0       0.8       0.8
## 38                                        Y  16       1.0       0.6       1.0
## 39                                        Y  14       0.8       0.4       1.0
## 40                                        Y  13       0.8       0.6       0.6
## 41                                        Y  18       1.0       1.0       1.0
## 42                                        Y  16       1.0       1.0       0.8
## 43                                        N  14       1.0       1.0       1.0
## 44                                        Y  18       1.0       0.6       1.0
## 45                                        N  15       0.6       1.0       0.4
## 46                                        N  16       0.8       0.8       1.0
## 47                                        N  16       0.6       0.4       0.8
## 48                                        Y  14       1.0       0.4       0.2
## 49                                        Y  16       0.8       0.8       1.0
## 50                                        N  17       1.0       0.6       1.0
## 51                                        Y  15       1.0       1.0       0.6
## 52                                        N  16       1.0       0.6       0.6
## 53                                        N  16       1.0       1.0       1.0
## 54                                        N  16       1.0       1.0       1.0
## 55                                        Y  17       1.0       0.8       0.8
## 56                                        Y  18       1.0       1.0       0.4
## 57                                        N  18       1.0       0.8       0.8
## 58                                        N  12       0.8       0.8       0.8
## 59                                        N  16       1.0       1.0       1.0
## 60                                        N  16       1.0       1.0       1.0
## 61                                        N  16       0.8       1.0       1.0
## 62                                        Y  12       1.0       0.6       0.4
## 63                                        Y  16       1.0       1.0       1.0
## 64                                        Y  12       0.6       0.4       0.8
## 65                                        N  18       1.0       1.0       1.0
## 66                                        Y  18       0.8       1.0       0.8
## 67                                        Y  16       1.0       0.6       0.4
## 68                                        Y  12       0.8       0.6       0.6
## 69                                        Y  16       1.0       1.0       0.6
## 70                                        Y  14       0.6       0.8       0.4
## 71                                        Y  16       1.0       0.8       1.0
## 72                                        Y  16       1.0       0.6       0.8
## 73                                        Y  16       1.0       1.0       1.0
## 74                                        Y  18       1.0       0.4       1.0
## 75                                        N  14       0.8       1.0       1.0
## 76                                        Y  16       1.0       0.6       1.0
## 77                                        Y  17       1.0       0.8       0.4
## 78                                        N  16       1.0       0.8       0.6
## 79                                        Y  13       1.0       1.0       1.0
## 80                                        N  12       1.0       1.0       1.0
## 81                                        Y  18       1.0       1.0       1.0
## 82                                        N  16       1.0       0.8       1.0
## 83                                        N  18       0.6       0.4       0.4
## 84                                        Y  18       0.6       0.6       0.8
## 85                                        Y  16       1.0       0.4       0.0
## 86                                        N  16       1.0       0.6       0.2
## 87                                        Y  13       0.6       0.8       1.0
## 88                                        N  12       0.8       1.0       1.0
## 89                                        Y  12       1.0       0.6       0.8
## 90                                        Y  16       0.8       0.8       1.0
## 91                                        N  16       1.0       1.0       1.0
## 92                                        Y  12       1.0       0.8       0.8
## 93                                        N  12       0.6       0.4       0.6
## 94                                        N  14       1.0       0.6       0.8
## 95                                        Y  15       1.0       0.6       0.8
## 96                                        Y  15       1.0       1.0       1.0
## 97                                        N  12       1.0       1.0       0.6
## 98                                        Y  16       0.8       1.0       1.0
## 99                                        Y  16       0.8       0.6       0.2
## 100                                       N  15       1.0       1.0       1.0
## 101                                       Y  16       1.0       1.0       1.0
## 102                                       Y  16       1.0       0.6       0.6
## 103                                       N  12       1.0       1.0       0.8
## 104                                       N  16       1.0       0.6       1.0
## 105                                       Y  16       1.0       0.8       1.0
## 106                                       Y  14       0.8       1.0       0.8
## 107                                       N  16       0.8       0.8       0.0
## 108                                       N  14       1.0       1.0       1.0
## 109                                       Y  13       0.6       0.8       1.0
## 110                                       Y  16       1.0       0.8       0.8
## 111                                       N  15       1.0       0.6       0.8
## 112                                       Y  12       0.8       0.4       0.8
## 113                                       N  16       1.0       1.0       1.0
## 114                                       Y  17       0.8       0.8       0.8
## 115                                       N  14       1.0       0.8       0.8
## 116                                       N  18       1.0       0.6       0.6
## 117                                       N  14       1.0       0.8       0.4
## 118                                       Y  18       1.0       0.6       0.6
## 119                                       N  18       0.8       0.8       1.0
## 120                                       Y  13       0.8       0.6       1.0
## 121                                       N  12       1.0       1.0       1.0
## 122                                       N  12       0.8       0.8       0.8
## 123                                       Y  18       0.8       1.0       0.8
## 124                                       N  12       0.6       1.0       0.8
## 125                                       N  12       0.8       1.0       1.0
## 126                                       N  16       0.4       0.8       1.0
## 127                                       Y  12       1.0       0.8       0.4
## 128                                       N  13       0.2       0.6       0.6
## 129                                       Y  13       1.0       0.6       1.0
## 130                                       N  18       1.0       0.8       0.6
## 131                                       N  12       0.6       1.0       1.0
## 132                                       Y  12       0.8       0.6       0.4
## 133                                       N  14       0.6       1.0       0.6
## 134                                       N  12       1.0       0.8       0.4
## 135                                       N  14       1.0       0.8       1.0
## 136                                       N  14       0.8       0.4       0.8
## 137                                       N  16       0.8       0.6       0.6
## 138                                       Y  16       0.8       0.8       1.0
## 139                                       Y  13       0.6       0.4       0.6
## 140                                       Y  12       1.0       0.8       1.0
## 141                                       N  14       1.0       0.8       1.0
## 142                                       N  13       1.0       0.4       0.8
## 143                                       N  12       1.0       0.6       0.4
## 144                                       N  17       0.8       0.6       0.8
## 145                                       Y  14       0.8       0.2       0.8
## 146                                       N  14       1.0       0.6       0.4
## 147                                       Y  20       1.0       0.8       1.0
## 148                                       Y  16       1.0       1.0       0.4
## 149                                       Y  16       0.8       0.4       0.6
## 150                                       N  18       0.8       0.6       0.8
## 151                                       Y  12       1.0       0.8       0.8
## 152                                       N  16       0.2       0.6       1.0
## 153                                       Y  16       1.0       0.8       0.8
## 154                                       N  16       0.6       0.2       0.8
## 155                                       N  18       0.6       0.2       0.6
## 156                                       Y  16       0.8       0.8       0.6
## 157                                       Y  14       1.0       0.8       0.4
## 158                                       N  14       1.0       1.0       1.0
## 159                                       Y  16       0.8       0.4       0.8
## 160                                       Y  18       1.0       1.0       0.6
## 161                                       N  14       0.4       0.8       0.6
## 162                                       N  18       1.0       0.8       0.8
## 163                                       Y  16       1.0       1.0       1.0
## 164                                       N  16       1.0       1.0       1.0
## 165                                       N  16       1.0       0.6       0.8
## 166                                       Y  16       1.0       0.8       0.8
## 167                                       Y  18       1.0       1.0       0.4
## 168                                       N  16       1.0       1.0       0.8
## 169                                       N  16       1.0       0.8       0.6
## 170                                       Y  14       0.6       0.6       0.4
## 171                                       Y  16       0.6       0.8       1.0
## 172                                       N  16       1.0       0.6       0.6
## 173                                       Y  11       1.0       0.8       1.0
## 174                                       N  14       1.0       0.8       0.8
## 175                                       Y  12       1.0       0.8       1.0
## 176                                       N  16       1.0       0.8       1.0
## 177                                       Y  15       1.0       0.4       0.4
## 178                                       N  12       1.0       1.0       1.0
## 179                                       Y  12       0.4       0.2       0.8
## 180                                       Y  18       0.8       1.0       0.8
## 181                                       Y  12       0.8       0.4       0.8
## 182                                       N  18       1.0       1.0       0.8
## 183                                       Y  16       1.0       0.6       0.8
## 184                                       Y  16       1.0       1.0       1.0
## 185                                       N  16       1.0       0.8       0.4
## 186                                       Y  12       1.0       1.0       1.0
## 187                                       N  18       0.2       0.4       0.2
## 188                                       Y  16       0.8       0.2       0.4
## 189                                       N  16       0.6       0.8       0.6
## 190                                       Y  16       0.6       0.0       0.6
## 191                                       N  16       0.6       0.6       0.4
## 192                                       N  12       1.0       0.8       1.0
## 193                                       N  16       1.0       0.8       0.6
## 194                                       N  12       0.4       0.2       0.8
## 195                                       N  16       1.0       0.8       1.0
## 196                                       N  12       1.0       0.8       0.8
## 197                                       N  16       0.8       0.4       0.6
## 198                                       Y  12       0.6       1.0       0.6
## 199                                       N  16       0.8       0.8       0.8
## 200                                       N  16       0.8       1.0       0.4
## 201                                       Y  14       0.8       0.6       0.6
## 202                                       N  16       1.0       1.0       0.8
## 203                                       N  21       0.4       0.4       0.8
## 204                                       Y  21       0.6       0.6       0.8
## 205                                       N  18       0.8       0.2       0.6
## 206                                       N  13       0.8       0.8       0.6
## 207                                       Y  15       1.0       0.8       1.0
## 208                                       Y  18       1.0       0.8       1.0
## 209                                       N  18       0.8       0.6       0.6
## 210                                       Y  16       0.4       0.8       0.6
## 211                                       N  16       0.6       0.8       1.0
## 212                                       N  12       1.0       0.8       0.8
## 213                                       Y  16       1.0       0.8       1.0
## 214                                       N  15       0.8       1.0       1.0
## 215                                       Y  18       1.0       1.0       0.6
## 216                                       Y  18       1.0       0.6       0.6
## 217                                       N  14       1.0       0.4       0.2
## 218                                       Y  16       1.0       0.8       0.4
## 219                                       Y  13       1.0       0.4       0.6
## 220                                       N  14       0.4       0.0       0.4
## 221                                       Y  15       1.0       0.6       1.0
## 222                                       Y  16       1.0       0.8       0.8
## 223                                       N  16       1.0       0.6       0.6
## 224                                       N  17       0.8       0.4       0.2
## 225                                       Y  18       0.8       1.0       1.0
## 226                                       N  18       0.8       0.8       1.0
## 227                                       Y  18       1.0       0.6       0.4
## 228                                       Y  16       0.8       0.6       0.4
## 229                                       N  13       0.8       0.8       1.0
## 230                                       Y  18       1.0       0.6       0.6
## 231                                       N  12       1.0       0.4       1.0
## 232                                       N  21       0.8       0.8       0.6
## 233                                       Y  17       0.6       0.8       1.0
## 234                                       Y  12       1.0       0.8       1.0
## 235                                       N  16       0.8       0.6       0.4
## 236                                       Y  16       1.0       1.0       0.8
## 237                                       Y  12       1.0       0.6       0.6
## 238                                       N  12       0.4       0.2       0.2
## 239                                       Y  18       0.8       0.8       0.8
## 240                                       Y  16       1.0       0.8       1.0
## 241                                       Y  16       1.0       0.8       0.8
## 242                                       N  18       0.8       1.0       1.0
## 243                                       Y  16       0.8       0.8       0.6
## 244                                       Y  13       1.0       0.6       0.6
## 245                                       Y  18       0.6       0.4       0.6
## 246                                       Y  13       1.0       0.6       1.0
## 247                                       Y  14       1.0       1.0       0.4
## 248                                       Y  15       0.8       1.0       1.0
## 249                                       Y  12       1.0       1.0       1.0
## 250                                       Y 60s       0.8       0.8       1.0
##     rFA_PAIR rFA_TRIP rFA_QUAD nFA_PAIR nFA_TRIP nFA_QUAD RECOG_PAIR RECOG_TRIP
## 1        0.0      0.0      0.2      0.0      0.0      0.0        0.2        0.0
## 2        0.2      0.0      0.6      0.2      0.0      0.0        0.4        1.0
## 3        0.2      0.4      0.6      0.0      0.2      0.0        0.8        0.6
## 4        0.0      0.0      0.6      0.0      0.0      0.0        0.8        0.8
## 5        0.0      0.6      0.8      0.2      0.0      0.0        0.4        0.4
## 6        0.2      0.4      0.4      0.0      0.2      0.0        0.6        0.6
## 7        0.0      0.2      0.2      0.2      0.2      0.0        0.4        0.4
## 8        0.0      0.0      1.0      0.0      0.0      0.0        1.0        0.8
## 9        0.0      0.0      0.6      0.0      0.0      0.0        1.0        0.8
## 10       0.2      0.6      0.4      0.2      0.0      0.0        0.6        0.8
## 11       0.4      0.6      0.6      0.2      0.0      0.0        0.6        0.8
## 12       0.2      0.0      0.0      0.0      0.0      0.0        0.8        0.4
## 13       0.0      0.0      0.2      0.0      0.0      0.0        1.0        0.8
## 14       0.2      0.0      0.4      0.2      0.0      0.2        0.8        0.2
## 15       0.2      0.4      0.2      0.0      0.0      0.0        1.0        0.4
## 16       0.0      0.4      0.2      0.0      0.0      0.0        1.0        1.0
## 17       0.2      0.0      0.0      0.2      0.6      0.2        0.2       -0.2
## 18       0.0      0.0      0.4      0.0      0.0      0.0        1.0        1.0
## 19       0.2      0.2      0.0      0.0      0.0      0.0        1.0        0.2
## 20       0.2      0.2      0.4      0.2      0.0      0.0        0.8        0.6
## 21       0.4      0.8      0.6      0.2      0.2      0.2        0.6        0.4
## 22       0.0      0.0      0.4      0.0      0.0      0.0        1.0        0.8
## 23       0.4      0.4      0.2      0.0      0.0      0.2        0.8        1.0
## 24       0.0      0.2      0.2      0.0      0.0      0.0        0.8        0.8
## 25       0.2      0.2      0.8      0.0      0.0      0.0        1.0        0.6
## 26       0.2      0.0      1.0      0.0      0.0      0.0        1.0        0.6
## 27       0.4      0.4      0.2      0.0      0.0      0.0        0.4        0.4
## 28       0.0      0.0      0.0      0.0      0.0      0.0        1.0        1.0
## 29       0.0      0.2      0.4      0.0      0.0      0.0        1.0        0.8
## 30       0.4      0.6      0.6      0.0      0.0      0.0        1.0        1.0
## 31       0.2      0.2      0.8      0.0      0.2      0.0        1.0        0.8
## 32       0.2      0.2      0.6      0.0      0.4      0.0        0.6        0.0
## 33       0.2      0.2      0.2      0.0      0.0      0.0        0.4        0.6
## 34       0.2      0.6      0.6      0.0      0.0      0.0        1.0        0.4
## 35       0.8      0.6      0.8      0.2      0.2      0.2        0.8        0.6
## 36       0.4      0.4      0.6      0.2      0.4      0.2        0.2        0.2
## 37       0.4      0.8      1.0      0.0      0.0      0.4        1.0        0.8
## 38       0.2      0.8      0.8      0.0      0.0      0.0        1.0        0.6
## 39       0.0      0.4      0.6      0.0      0.0      0.2        0.8        0.4
## 40       0.4      0.8      1.0      0.0      0.0      0.0        0.8        0.6
## 41       0.0      0.0      0.0      0.0      0.0      0.0        1.0        1.0
## 42       0.0      0.0      0.2      0.0      0.0      0.0        1.0        1.0
## 43       0.8      0.8      1.0      0.4      0.2      0.4        0.6        0.8
## 44       0.2      0.2      0.8      0.0      0.0      0.0        1.0        0.6
## 45       0.0      0.2      0.8      0.0      0.0      0.0        0.6        1.0
## 46       0.4      0.2      0.8      0.0      0.2      0.0        0.8        0.6
## 47       0.0      0.6      1.0      0.0      0.0      0.8        0.6        0.4
## 48       0.2      0.2      0.2      0.0      0.2      0.0        1.0        0.2
## 49       0.4      0.6      0.8      0.0      0.0      0.0        0.8        0.8
## 50       0.0      0.0      0.2      0.0      0.0      0.0        1.0        0.6
## 51       0.2      0.2      0.6      0.0      0.0      0.2        1.0        1.0
## 52       0.4      0.4      0.2      0.0      0.0      0.0        1.0        0.6
## 53       0.2      0.6      1.0      0.0      0.4      0.2        1.0        0.6
## 54       0.4      0.4      0.8      0.0      0.0      0.0        1.0        1.0
## 55       0.0      0.4      0.2      0.0      0.0      0.0        1.0        0.8
## 56       0.4      1.0      0.8      0.0      0.2      0.0        1.0        0.8
## 57       0.2      0.6      0.8      0.0      0.0      0.0        1.0        0.8
## 58       0.0      0.0      0.4      0.2      0.0      0.0        0.6        0.8
## 59       0.2      0.8      0.2      0.0      0.0      0.0        1.0        1.0
## 60       0.0      0.2      0.0      0.0      0.0      0.0        1.0        1.0
## 61       0.2      0.6      0.6      0.0      0.0      0.2        0.8        1.0
## 62       0.0      0.2      0.2      0.0      0.0      0.0        1.0        0.6
## 63       0.2      0.0      0.6      0.0      0.0      0.0        1.0        1.0
## 64       0.2      0.4      0.8      0.2      0.0      0.2        0.4        0.4
## 65       0.4      0.4      0.6      0.0      0.0      0.0        1.0        1.0
## 66       0.2      0.4      0.8      0.0      0.2      0.2        0.8        0.8
## 67       0.0      0.4      1.0      0.0      0.2      0.0        1.0        0.4
## 68       0.0      0.0      0.8      0.0      0.0      0.0        0.8        0.6
## 69       0.2      0.6      0.4      0.0      0.0      0.0        1.0        1.0
## 70       0.2      0.2      0.2      0.0      0.0      0.0        0.6        0.8
## 71       0.2      0.2      0.2      0.0      0.0      0.0        1.0        0.8
## 72       0.0      0.4      1.0      0.0      0.0      0.2        1.0        0.6
## 73       0.6      0.6      0.8      0.0      0.0      0.2        1.0        1.0
## 74       0.2      0.4      0.4      0.0      0.0      0.0        1.0        0.4
## 75       0.4      0.8      1.0      0.0      0.0      0.0        0.8        1.0
## 76       0.6      0.0      1.0      0.0      0.0      0.2        1.0        0.6
## 77       0.6      0.4      0.8      0.0      0.0      0.0        1.0        0.8
## 78       0.0      0.0      0.0      0.0      0.0      0.0        1.0        0.8
## 79       1.0      1.0      1.0      0.2      0.0      0.0        0.8        1.0
## 80       0.6      0.8      1.0      0.2      0.0      0.2        0.8        1.0
## 81       0.2      0.2      0.6      0.2      0.0      0.0        0.8        1.0
## 82       0.2      0.4      0.4      0.0      0.0      0.0        1.0        0.8
## 83       0.2      0.6      0.8      0.0      0.0      0.0        0.6        0.4
## 84       0.4      0.0      0.8      0.0      0.0      0.0        0.6        0.6
## 85       0.4      0.0      0.2      0.2      0.0      0.0        0.8        0.4
## 86       0.2      0.4      0.4      0.0      0.0      0.0        1.0        0.6
## 87       0.2      0.6      0.8      0.2      0.2      0.2        0.4        0.6
## 88       0.2      0.4      0.8      0.0      0.0      0.0        0.8        1.0
## 89       0.0      0.6      0.6      0.0      0.0      0.0        1.0        0.6
## 90       0.0      0.8      1.0      0.0      0.0      0.0        0.8        0.8
## 91       0.8      1.0      1.0      0.0      0.2      0.6        1.0        0.8
## 92       0.4      0.2      0.8      0.2      0.2      0.2        0.8        0.6
## 93       0.8      0.6      0.8      0.2      0.2      0.2        0.4        0.2
## 94       0.6      0.8      0.6      0.0      0.0      0.0        1.0        0.6
## 95       0.4      0.4      0.4      0.0      0.0      0.0        1.0        0.6
## 96       0.6      0.8      1.0      0.0      0.0      0.0        1.0        1.0
## 97       0.0      0.4      0.4      0.0      0.0      0.0        1.0        1.0
## 98       0.2      0.2      0.2      0.0      0.0      0.0        0.8        1.0
## 99       0.6      0.4      0.6      0.2      0.0      0.0        0.6        0.6
## 100      0.0      0.0      0.2      0.0      0.0      0.0        1.0        1.0
## 101      0.6      0.6      1.0      1.0      0.4      0.4        0.0        0.6
## 102      0.0      0.0      0.6      0.2      0.0      0.0        0.8        0.6
## 103      0.6      1.0      0.6      0.2      0.0      0.0        0.8        1.0
## 104      0.6      0.2      0.8      0.0      0.0      0.0        1.0        0.6
## 105      0.4      0.4      0.6      0.2      0.2      0.2        0.8        0.6
## 106      0.6      0.6      0.8      0.0      0.0      0.0        0.8        1.0
## 107      0.0      0.2      0.8      0.0      0.0      0.0        0.8        0.8
## 108      0.2      0.0      0.4      0.0      0.0      0.0        1.0        1.0
## 109      0.2      0.4      0.6      0.0      0.0      0.0        0.6        0.8
## 110      0.0      0.4      0.0      0.0      0.0      0.0        1.0        0.8
## 111      0.2      0.0      1.0      0.0      0.0      0.0        1.0        0.6
## 112      0.0      0.2      0.8      0.0      0.0      0.0        0.8        0.4
## 113      0.2      0.0      0.6      0.0      0.0      0.0        1.0        1.0
## 114      0.0      0.6      0.8      0.0      0.0      0.0        0.8        0.8
## 115      0.4      0.6      0.4      0.0      0.0      0.0        1.0        0.8
## 116      0.0      0.4      0.6      0.2      0.0      0.2        0.8        0.6
## 117      0.0      0.2      0.2      0.0      0.0      0.0        1.0        0.8
## 118      0.4      0.6      0.0      0.0      0.0      0.0        1.0        0.6
## 119      0.2      0.6      0.6      0.0      0.0      0.0        0.8        0.8
## 120      0.2      0.6      0.8      0.0      0.0      0.0        0.8        0.6
## 121      0.2      0.6      1.0      0.0      0.2      0.0        1.0        0.8
## 122      0.2      0.4      1.0      0.0      0.0      0.0        0.8        0.8
## 123      1.0      0.4      1.0      0.2      0.2      0.0        0.6        0.8
## 124      0.2      0.8      0.8      0.0      0.2      0.0        0.6        0.8
## 125      0.2      0.6      0.8      0.0      0.0      0.0        0.8        1.0
## 126      0.4      0.6      0.8      0.0      0.2      0.4        0.4        0.6
## 127      0.2      1.0      0.8      0.0      0.2      0.2        1.0        0.6
## 128      0.2      0.2      0.2      0.0      0.0      0.0        0.2        0.6
## 129      0.4      0.6      1.0      0.0      0.2      0.0        1.0        0.4
## 130      0.0      0.6      1.0      0.0      0.0      0.0        1.0        0.8
## 131      1.0      1.0      0.8      0.8      0.4      0.0       -0.2        0.6
## 132      0.0      0.0      0.0      0.0      0.0      0.0        0.8        0.6
## 133      0.8      0.6      0.6      0.2      0.8      0.6        0.4        0.2
## 134      0.6      0.4      1.0      0.4      0.4      0.8        0.6        0.4
## 135      0.0      0.4      0.2      0.0      0.0      0.0        1.0        0.8
## 136      0.6      0.4      0.8      0.2      0.0      0.2        0.6        0.4
## 137      0.8      0.4      0.8      0.6      0.2      0.0        0.2        0.4
## 138      0.2      0.4      1.0      0.0      0.2      0.0        0.8        0.6
## 139      0.2      0.4      0.0      0.0      0.0      0.2        0.6        0.4
## 140      0.2      0.6      0.4      0.0      0.0      0.0        1.0        0.8
## 141      0.0      0.2      0.6      0.0      0.0      0.0        1.0        0.8
## 142      0.2      0.2      0.6      0.4      0.2      0.2        0.6        0.2
## 143      0.4      0.2      0.4      0.0      0.0      0.0        1.0        0.6
## 144      0.6      0.4      0.6      0.2      0.0      0.0        0.6        0.6
## 145      0.2      0.2      0.8      0.2      0.0      0.2        0.6        0.2
## 146      1.0      0.6      0.6      0.0      0.4      0.2        1.0        0.2
## 147      0.2      0.0      0.4      0.0      0.0      0.0        1.0        0.8
## 148      0.6      0.6      0.8      0.4      0.6      0.8        0.6        0.4
## 149      1.0      0.4      0.8      0.2      0.0      0.0        0.6        0.4
## 150      0.0      0.2      1.0      0.0      0.0      0.0        0.8        0.6
## 151      0.2      0.4      0.8      0.0      0.0      0.0        1.0        0.8
## 152      0.4      0.2      0.8      0.0      0.2      0.2        0.2        0.4
## 153      0.8      0.8      0.8      0.0      0.0      0.2        1.0        0.8
## 154      0.2      0.4      0.2      0.0      0.2      0.0        0.6        0.0
## 155      0.4      0.4      0.4      0.0      0.2      0.0        0.6        0.0
## 156      0.6      0.0      0.2      0.2      0.0      0.2        0.6        0.8
## 157      0.0      0.0      0.0      0.0      0.0      0.0        1.0        0.8
## 158      0.0      0.0      0.6      0.0      0.0      0.0        1.0        1.0
## 159      0.0      0.0      0.4      0.0      0.0      0.0        0.8        0.4
## 160      0.0      0.2      0.0      0.0      0.0      0.0        1.0        1.0
## 161      0.8      0.6      0.4      0.0      0.2      0.0        0.4        0.6
## 162      0.2      0.2      0.6      0.2      0.0      0.0        0.8        0.8
## 163      0.4      0.8      0.6      0.2      0.2      0.2        0.8        0.8
## 164      0.2      0.6      0.8      0.0      0.2      0.0        1.0        0.8
## 165      0.4      0.2      0.6      0.0      0.2      0.2        1.0        0.4
## 166      0.4      0.0      0.8      0.0      0.0      0.0        1.0        0.8
## 167      0.6      0.6      1.0      0.0      0.0      0.0        1.0        1.0
## 168      0.2      0.4      0.6      0.0      0.2      0.4        1.0        0.8
## 169      0.0      0.0      0.0      0.0      0.0      0.0        1.0        0.8
## 170      0.8      0.8      0.8      0.4      0.2      0.6        0.2        0.4
## 171      0.2      0.0      0.4      0.0      0.0      0.0        0.6        0.8
## 172      0.0      0.4      0.6      0.4      0.4      0.2        0.6        0.2
## 173      0.4      0.8      0.6      0.0      0.0      0.0        1.0        0.8
## 174      0.0      0.0      0.2      0.0      0.0      0.0        1.0        0.8
## 175      0.6      0.2      0.6      0.0      0.0      0.0        1.0        0.8
## 176      0.0      0.6      0.8      0.0      0.0      0.0        1.0        0.8
## 177      0.2      0.8      0.8      0.2      0.4      0.4        0.8        0.0
## 178      0.2      0.0      0.2      0.0      0.0      0.0        1.0        1.0
## 179      0.4      1.0      0.4      0.2      0.0      0.0        0.2        0.2
## 180      0.4      0.4      0.6      0.0      0.0      0.0        0.8        1.0
## 181      0.6      0.0      1.0      0.0      0.0      0.0        0.8        0.4
## 182      0.4      0.6      0.6      0.0      0.0      0.2        1.0        1.0
## 183      0.2      1.0      0.8      0.4      0.2      0.2        0.6        0.4
## 184      0.2      0.4      0.2      0.0      0.0      0.0        1.0        1.0
## 185      1.0      0.6      1.0      0.4      0.4      0.2        0.6        0.4
## 186      0.0      0.0      0.2      0.0      0.0      0.0        1.0        1.0
## 187      0.0      0.0      0.4      0.0      0.0      0.0        0.2        0.4
## 188      0.2      0.2      0.8      0.0      0.0      0.0        0.8        0.2
## 189      0.2      0.2      0.6      0.0      0.0      0.0        0.6        0.8
## 190      0.8      0.6      1.0      0.2      0.0      0.2        0.4        0.0
## 191      1.0      0.8      1.0      0.0      0.4      0.2        0.6        0.2
## 192      0.2      0.4      0.8      0.6      0.4      0.2        0.4        0.4
## 193      0.0      0.2      0.2      0.0      0.0      0.2        1.0        0.8
## 194      0.0      0.6      0.8      0.4      0.0      0.2        0.0        0.2
## 195      0.2      0.8      0.6      0.0      0.0      0.0        1.0        0.8
## 196      0.0      0.6      0.8      0.0      0.0      0.0        1.0        0.8
## 197      0.2      0.0      0.2      0.0      0.0      0.0        0.8        0.4
## 198      1.0      0.8      0.8      0.2      0.0      0.0        0.4        1.0
## 199      0.0      0.6      0.4      0.2      0.0      0.0        0.6        0.8
## 200      0.6      0.6      0.2      0.2      0.0      0.6        0.6        1.0
## 201      0.0      0.2      0.4      0.0      0.0      0.0        0.8        0.6
## 202      0.2      0.6      0.8      0.0      0.0      0.0        1.0        1.0
## 203      0.0      0.8      0.2      0.0      0.0      0.2        0.4        0.4
## 204      0.0      0.2      0.2      0.0      0.0      0.0        0.6        0.6
## 205      0.4      0.6      0.6      0.0      0.2      0.0        0.8        0.0
## 206      0.4      1.0      0.6      0.0      0.0      0.0        0.8        0.8
## 207      0.2      0.6      0.6      0.0      0.0      0.0        1.0        0.8
## 208      0.6      0.8      1.0      0.0      0.0      0.0        1.0        0.8
## 209      0.6      0.2      1.0      0.0      0.2      0.2        0.8        0.4
## 210      0.2      0.6      0.2      0.4      0.2      0.8        0.0        0.6
## 211      0.2      0.6      0.8      0.2      0.2      0.2        0.4        0.6
## 212      0.6      0.2      0.8      0.6      0.6      0.4        0.4        0.2
## 213      0.2      0.4      0.4      0.0      0.0      0.0        1.0        0.8
## 214      0.0      0.6      0.8      0.0      0.0      0.0        0.8        1.0
## 215      0.2      0.4      0.6      0.0      0.0      0.0        1.0        1.0
## 216      0.0      0.2      0.8      0.0      0.0      0.0        1.0        0.6
## 217      0.4      0.6      0.4      0.0      0.0      0.0        1.0        0.4
## 218      0.4      0.4      0.6      0.0      0.0      0.0        1.0        0.8
## 219      0.4      0.6      0.4      0.0      0.0      0.0        1.0        0.4
## 220      0.2      0.0      0.0      0.0      0.0      0.0        0.4        0.0
## 221      0.0      0.4      0.4      0.0      0.0      0.0        1.0        0.6
## 222      0.6      0.8      0.6      0.4      0.2      0.0        0.6        0.6
## 223      0.4      0.6      0.8      0.0      0.0      0.0        1.0        0.6
## 224      0.2      0.2      0.0      0.0      0.0      0.0        0.8        0.4
## 225      0.0      0.6      0.8      0.0      0.0      0.0        0.8        1.0
## 226      0.6      0.4      0.6      0.0      0.0      0.2        0.8        0.8
## 227      0.0      0.0      0.2      0.0      0.0      0.0        1.0        0.6
## 228      0.0      0.2      1.0      0.0      0.0      0.0        0.8        0.6
## 229      0.2      0.6      0.6      0.0      0.0      0.0        0.8        0.8
## 230      0.8      0.2      0.6      0.0      0.0      0.0        1.0        0.6
## 231      1.0      0.6      1.0      0.0      0.0      0.0        1.0        0.4
## 232      0.4      0.4      0.2      0.0      0.0      0.0        0.8        0.8
## 233      0.4      0.6      0.6      0.0      0.0      0.0        0.6        0.8
## 234      1.0      0.8      0.6      0.4      0.0      0.4        0.6        0.8
## 235      0.0      0.2      0.2      0.0      0.2      0.0        0.8        0.4
## 236      0.6      0.8      1.0      0.0      0.0      0.0        1.0        1.0
## 237      0.2      0.4      0.8      0.0      0.0      0.0        1.0        0.6
## 238      0.2      0.0      0.4      0.0      0.0      0.0        0.4        0.2
## 239      0.2      0.4      0.4      0.0      0.0      0.0        0.8        0.8
## 240      0.6      0.8      0.4      0.0      0.0      0.0        1.0        0.8
## 241      0.4      0.8      0.6      0.0      0.0      0.2        1.0        0.8
## 242      0.4      0.8      1.0      0.2      0.2      0.6        0.6        0.8
## 243      0.8      0.6      1.0      0.2      0.0      0.0        0.6        0.8
## 244      0.4      0.6      0.6      0.0      0.0      0.0        1.0        0.6
## 245      0.4      0.4      0.2      0.2      0.0      0.2        0.4        0.4
## 246      0.4      0.8      0.8      0.0      0.0      0.0        1.0        0.6
## 247      0.2      0.6      0.4      0.0      0.0      0.0        1.0        1.0
## 248      0.0      0.2      0.8      0.0      0.0      0.0        0.8        1.0
## 249      0.0      0.0      0.0      0.0      0.0      0.0        1.0        1.0
## 250      0.4      0.6      0.4      0.2      0.0      0.0        0.6        0.8
##     RECOG_QUAD ASSOC_PAIR ASSOC_TRIP ASSOC_QUAD
## 1          0.4        0.2        0.0        0.2
## 2          1.0        0.4        1.0        0.4
## 3          0.8        0.6        0.4        0.2
## 4          0.8        0.8        0.8        0.2
## 5          0.6        0.6       -0.2       -0.2
## 6          0.6        0.4        0.4        0.2
## 7          0.6        0.6        0.4        0.4
## 8          1.0        1.0        0.8        0.0
## 9          0.8        1.0        0.8        0.2
## 10         1.0        0.6        0.2        0.6
## 11         0.6        0.4        0.2        0.0
## 12         0.4        0.6        0.4        0.4
## 13         0.8        1.0        0.8        0.6
## 14         0.4        0.8        0.2        0.2
## 15         0.6        0.8        0.0        0.4
## 16         1.0        1.0        0.6        0.8
## 17         0.6        0.2        0.4        0.8
## 18         0.8        1.0        1.0        0.4
## 19         0.2        0.8        0.0        0.2
## 20         1.0        0.8        0.4        0.6
## 21         0.0        0.4       -0.2       -0.4
## 22         1.0        1.0        0.8        0.6
## 23         0.6        0.4        0.6        0.6
## 24         0.8        0.8        0.6        0.6
## 25         0.8        0.8        0.4        0.0
## 26         0.6        0.8        0.6       -0.4
## 27         0.8        0.0        0.0        0.6
## 28         1.0        1.0        1.0        1.0
## 29         0.8        1.0        0.6        0.4
## 30         1.0        0.6        0.4        0.4
## 31         0.4        0.8        0.8       -0.4
## 32         0.8        0.4        0.2        0.2
## 33         0.6        0.2        0.4        0.4
## 34         0.6        0.8       -0.2        0.0
## 35         0.8        0.2        0.2        0.2
## 36         0.8        0.0        0.2        0.4
## 37         0.4        0.6        0.0       -0.2
## 38         1.0        0.8       -0.2        0.2
## 39         0.8        0.8        0.0        0.4
## 40         0.6        0.4       -0.2       -0.4
## 41         1.0        1.0        1.0        1.0
## 42         0.8        1.0        1.0        0.6
## 43         0.6        0.2        0.2        0.0
## 44         1.0        0.8        0.4        0.2
## 45         0.4        0.6        0.8       -0.4
## 46         1.0        0.4        0.6        0.2
## 47         0.0        0.6       -0.2       -0.2
## 48         0.2        0.8        0.2        0.0
## 49         1.0        0.4        0.2        0.2
## 50         1.0        1.0        0.6        0.8
## 51         0.4        0.8        0.8        0.0
## 52         0.6        0.6        0.2        0.4
## 53         0.8        0.8        0.4        0.0
## 54         1.0        0.6        0.6        0.2
## 55         0.8        1.0        0.4        0.6
## 56         0.4        0.6        0.0       -0.4
## 57         0.8        0.8        0.2        0.0
## 58         0.8        0.8        0.8        0.4
## 59         1.0        0.8        0.2        0.8
## 60         1.0        1.0        0.8        1.0
## 61         0.8        0.6        0.4        0.4
## 62         0.4        1.0        0.4        0.2
## 63         1.0        0.8        1.0        0.4
## 64         0.6        0.4        0.0        0.0
## 65         1.0        0.6        0.6        0.4
## 66         0.6        0.6        0.6        0.0
## 67         0.4        1.0        0.2       -0.6
## 68         0.6        0.8        0.6       -0.2
## 69         0.6        0.8        0.4        0.2
## 70         0.4        0.4        0.6        0.2
## 71         1.0        0.8        0.6        0.8
## 72         0.6        1.0        0.2       -0.2
## 73         0.8        0.4        0.4        0.2
## 74         1.0        0.8        0.0        0.6
## 75         1.0        0.4        0.2        0.0
## 76         0.8        0.4        0.6        0.0
## 77         0.4        0.4        0.4       -0.4
## 78         0.6        1.0        0.8        0.6
## 79         1.0        0.0        0.0        0.0
## 80         0.8        0.4        0.2        0.0
## 81         1.0        0.8        0.8        0.4
## 82         1.0        0.8        0.4        0.6
## 83         0.4        0.4       -0.2       -0.4
## 84         0.8        0.2        0.6        0.0
## 85         0.0        0.6        0.4       -0.2
## 86         0.2        0.8        0.2       -0.2
## 87         0.8        0.4        0.2        0.2
## 88         1.0        0.6        0.6        0.2
## 89         0.8        1.0        0.0        0.2
## 90         1.0        0.8        0.0        0.0
## 91         0.4        0.2        0.0        0.0
## 92         0.6        0.6        0.6        0.0
## 93         0.4       -0.2       -0.2       -0.2
## 94         0.8        0.4       -0.2        0.2
## 95         0.8        0.6        0.2        0.4
## 96         1.0        0.4        0.2        0.0
## 97         0.6        1.0        0.6        0.2
## 98         1.0        0.6        0.8        0.8
## 99         0.2        0.2        0.2       -0.4
## 100        1.0        1.0        1.0        0.8
## 101        0.6        0.4        0.4        0.0
## 102        0.6        1.0        0.6        0.0
## 103        0.8        0.4        0.0        0.2
## 104        1.0        0.4        0.4        0.2
## 105        0.8        0.6        0.4        0.4
## 106        0.8        0.2        0.4        0.0
## 107        0.0        0.8        0.6       -0.8
## 108        1.0        0.8        1.0        0.6
## 109        1.0        0.4        0.4        0.4
## 110        0.8        1.0        0.4        0.8
## 111        0.8        0.8        0.6       -0.2
## 112        0.8        0.8        0.2        0.0
## 113        1.0        0.8        1.0        0.4
## 114        0.8        0.8        0.2        0.0
## 115        0.8        0.6        0.2        0.4
## 116        0.4        1.0        0.2        0.0
## 117        0.4        1.0        0.6        0.2
## 118        0.6        0.6        0.0        0.6
## 119        1.0        0.6        0.2        0.4
## 120        1.0        0.6        0.0        0.2
## 121        1.0        0.8        0.4        0.0
## 122        0.8        0.6        0.4       -0.2
## 123        0.8       -0.2        0.6       -0.2
## 124        0.8        0.4        0.2        0.0
## 125        1.0        0.6        0.4        0.2
## 126        0.6        0.0        0.2        0.2
## 127        0.2        0.8       -0.2       -0.4
## 128        0.6        0.0        0.4        0.4
## 129        1.0        0.6        0.0        0.0
## 130        0.6        1.0        0.2       -0.4
## 131        1.0       -0.4        0.0        0.2
## 132        0.4        0.8        0.6        0.4
## 133        0.0       -0.2        0.4        0.0
## 134       -0.4        0.4        0.4       -0.6
## 135        1.0        1.0        0.4        0.8
## 136        0.6        0.2        0.0        0.0
## 137        0.6        0.0        0.2       -0.2
## 138        1.0        0.6        0.4        0.0
## 139        0.4        0.4        0.0        0.6
## 140        1.0        0.8        0.2        0.6
## 141        1.0        1.0        0.6        0.4
## 142        0.6        0.8        0.2        0.2
## 143        0.4        0.6        0.4        0.0
## 144        0.8        0.2        0.2        0.2
## 145        0.6        0.6        0.0        0.0
## 146        0.2        0.0        0.0       -0.2
## 147        1.0        0.8        0.8        0.6
## 148       -0.4        0.4        0.4       -0.4
## 149        0.6       -0.2        0.0       -0.2
## 150        0.8        0.8        0.4       -0.2
## 151        0.8        0.8        0.4        0.0
## 152        0.8       -0.2        0.4        0.2
## 153        0.6        0.2        0.0        0.0
## 154        0.8        0.4       -0.2        0.6
## 155        0.6        0.2       -0.2        0.2
## 156        0.4        0.2        0.8        0.4
## 157        0.4        1.0        0.8        0.4
## 158        1.0        1.0        1.0        0.4
## 159        0.8        0.8        0.4        0.4
## 160        0.6        1.0        0.8        0.6
## 161        0.6       -0.4        0.2        0.2
## 162        0.8        0.8        0.6        0.2
## 163        0.8        0.6        0.2        0.4
## 164        1.0        0.8        0.4        0.2
## 165        0.6        0.6        0.4        0.2
## 166        0.8        0.6        0.8        0.0
## 167        0.4        0.4        0.4       -0.6
## 168        0.4        0.8        0.6        0.2
## 169        0.6        1.0        0.8        0.6
## 170       -0.2       -0.2       -0.2       -0.4
## 171        1.0        0.4        0.8        0.6
## 172        0.4        1.0        0.2        0.0
## 173        1.0        0.6        0.0        0.4
## 174        0.8        1.0        0.8        0.6
## 175        1.0        0.4        0.6        0.4
## 176        1.0        1.0        0.2        0.2
## 177        0.0        0.8       -0.4       -0.4
## 178        1.0        0.8        1.0        0.8
## 179        0.8        0.0       -0.8        0.4
## 180        0.8        0.4        0.6        0.2
## 181        0.8        0.2        0.4       -0.2
## 182        0.6        0.6        0.4        0.2
## 183        0.6        0.8       -0.4        0.0
## 184        1.0        0.8        0.6        0.8
## 185        0.2        0.0        0.2       -0.6
## 186        1.0        1.0        1.0        0.8
## 187        0.2        0.2        0.4       -0.2
## 188        0.4        0.6        0.0       -0.4
## 189        0.6        0.4        0.6        0.0
## 190        0.4       -0.2       -0.6       -0.4
## 191        0.2       -0.4       -0.2       -0.6
## 192        0.8        0.8        0.4        0.2
## 193        0.4        1.0        0.6        0.4
## 194        0.6        0.4       -0.4        0.0
## 195        1.0        0.8        0.0        0.4
## 196        0.8        1.0        0.2        0.0
## 197        0.6        0.6        0.4        0.4
## 198        0.6       -0.4        0.2       -0.2
## 199        0.8        0.8        0.2        0.4
## 200       -0.2        0.2        0.4        0.2
## 201        0.6        0.8        0.4        0.2
## 202        0.8        0.8        0.4        0.0
## 203        0.6        0.4       -0.4        0.6
## 204        0.8        0.6        0.4        0.6
## 205        0.6        0.4       -0.4        0.0
## 206        0.6        0.4       -0.2        0.0
## 207        1.0        0.8        0.2        0.4
## 208        1.0        0.4        0.0        0.0
## 209        0.4        0.2        0.4       -0.4
## 210       -0.2        0.2        0.2        0.4
## 211        0.8        0.4        0.2        0.2
## 212        0.4        0.4        0.6        0.0
## 213        1.0        0.8        0.4        0.6
## 214        1.0        0.8        0.4        0.2
## 215        0.6        0.8        0.6        0.0
## 216        0.6        1.0        0.4       -0.2
## 217        0.2        0.6       -0.2       -0.2
## 218        0.4        0.6        0.4       -0.2
## 219        0.6        0.6       -0.2        0.2
## 220        0.4        0.2        0.0        0.4
## 221        1.0        1.0        0.2        0.6
## 222        0.8        0.4        0.0        0.2
## 223        0.6        0.6        0.0       -0.2
## 224        0.2        0.6        0.2        0.2
## 225        1.0        0.8        0.4        0.2
## 226        0.8        0.2        0.4        0.4
## 227        0.4        1.0        0.6        0.2
## 228        0.4        0.8        0.4       -0.6
## 229        1.0        0.6        0.2        0.4
## 230        0.6        0.2        0.4        0.0
## 231        1.0        0.0       -0.2        0.0
## 232        0.6        0.4        0.4        0.4
## 233        1.0        0.2        0.2        0.4
## 234        0.6        0.0        0.0        0.4
## 235        0.4        0.8        0.4        0.2
## 236        0.8        0.4        0.2       -0.2
## 237        0.6        0.8        0.2       -0.2
## 238        0.2        0.2        0.2       -0.2
## 239        0.8        0.6        0.4        0.4
## 240        1.0        0.4        0.0        0.6
## 241        0.6        0.6        0.0        0.2
## 242        0.4        0.4        0.2        0.0
## 243        0.6        0.0        0.2       -0.4
## 244        0.6        0.6        0.0        0.0
## 245        0.4        0.2        0.0        0.4
## 246        1.0        0.6       -0.2        0.2
## 247        0.4        0.8        0.4        0.0
## 248        1.0        0.8        0.8        0.2
## 249        1.0        1.0        1.0        1.0
## 250        1.0        0.4        0.2        0.6
#and renaming it 

quadmax4 <- read.csv("master_Quadmax10_n250_V4.csv") 

read.csv("master_QuadMax10_n250_V5.csv") 
##     WEIGHT.WITH.CONCERNS WEIGHT.WITHOUT.CONCERNS GENDER SEX
## 1               110.9213                125.0409      F   0
## 2               111.8317                132.6274      F   0
## 3               153.6778                133.5414      F   0
## 4               139.0127                144.7043      F   0
## 5               141.5792                149.7535      F   0
## 6               131.3633                138.8153      F   0
## 7               123.0913                135.9470      F   0
## 8               146.2294                158.3422      F   0
## 9               139.1248                137.2770      F   0
## 10              138.8541                134.4189      F   0
## 11              126.8347                116.1013      F   0
## 12              102.5160                114.5699      F   0
## 13              107.2810                161.6779      F   0
## 14              121.5753                129.5560      F   0
## 15              120.3826                149.8954      F   0
## 16              146.6368                162.2445      F   0
## 17              103.6168                120.4201      F   0
## 18              138.8077                142.0674      F   0
## 19              142.0104                103.9440      F   0
## 20              138.4285                110.3703      F   0
## 21              149.2741                141.7182      F   0
## 22              156.8386                125.5159      F   0
## 23              132.6163                144.0885      F   0
## 24              158.1672                162.5506      F   0
## 25              144.7659                116.7618      F   0
## 26              139.5313                123.5979      F   0
## 27              160.1351                153.7426      F   0
## 28              110.0258                171.5917      F   0
## 29              132.2832                165.3264      F   0
## 30              176.5509                121.5464      F   0
## 31              129.5452                143.3636      F   0
## 32              139.6404                167.7347      F   0
## 33              150.4337                116.6058      F   0
## 34              138.3334                112.4251      F   0
## 35              134.8999                145.7850      F   0
## 36              137.9403                154.9122      F   0
## 37              109.0970                138.3932      F   0
## 38              114.0876                147.7400      F   0
## 39              145.9739                130.9269      F   0
## 40              115.3815                117.6541      F   0
## 41              127.7433                167.7912      F   0
## 42              153.6462                136.2982      F   0
## 43              133.5155                108.8958      F   0
## 44              133.4514                163.5804      F   0
## 45              133.1101                131.2387      F   0
## 46              137.1534                117.9311      F   0
## 47              153.8531                100.5277      F   0
## 48              117.3071                142.9921      F   0
## 49              111.5728                153.2862      F   0
## 50              138.2302                114.9366      F   0
## 51              115.5025                156.7894      F   0
## 52              126.0015                125.6937      F   0
## 53              156.3625                102.4004      F   0
## 54              128.6147                108.5927      F   0
## 55              129.2727                125.8217      F   0
## 56              110.3638                141.3431      F   0
## 57              117.6670                114.5044      F   0
## 58              139.3152                181.6209      F   0
## 59              119.8243                157.2587      F   0
## 60              109.2584                116.4682      F   0
## 61              140.3371                182.3085      F   0
## 62              135.8220                123.8314      F   0
## 63              138.3817                207.5756      M   1
## 64              134.6991                194.0095      M   1
## 65              153.4653                187.8671      M   1
## 66              162.2990                161.2240      M   1
## 67              137.1123                228.7073      M   1
## 68              128.8507                184.6190      M   1
## 69              151.0068                199.3592      M   1
## 70              172.6542                164.6345      M   1
## 71              176.4568                193.4300      M   1
## 72              186.9939                217.5614      M   1
## 73              218.4236                145.1761      M   1
## 74              171.0768                183.4385      M   1
## 75              188.0650                152.8205      M   1
## 76              178.1848                173.6343      M   1
## 77              151.9967                170.2962      M   1
## 78              147.6603                152.7911      M   1
## 79              178.3484                206.4261      M   1
## 80              180.0357                181.1671      M   1
## 81              200.3368                185.0019      M   1
## 82              166.7386                148.6050      M   1
## 83              194.7789                201.2243      M   1
## 84              164.7715                178.3002      M   1
## 85              209.5204                218.4376      M   1
## 86              197.3454                186.3208      M   1
## 87              199.1938                203.1358      M   1
## 88              188.4597                170.3101      M   1
## 89              173.4302                196.5410      M   1
## 90              173.3868                187.2914      M   1
## 91              165.1677                222.3976      M   1
## 92              161.6708                204.1038      M   1
## 93              164.4705                192.1962      M   1
## 94              170.7924                179.4091      M   1
## 95              192.4972                192.7656      M   1
## 96              166.3713                169.7403      M   1
## 97              183.6196                192.8164      M   1
## 98              178.2824                185.7292      M   1
## 99              190.5879                179.6809      M   1
## 100             188.5941                162.4951      M   1
## 101             183.3838                221.4459      M   1
## 102             191.8229                188.8899      M   1
## 103             163.9399                214.2615      M   1
## 104             198.4622                182.3828      M   1
## 105             175.9474                187.3951      M   1
## 106             209.9375                188.6259      M   1
## 107             182.7948                200.7797      M   1
## 108             206.1634                201.8627      M   1
## 109             171.3212                171.8770      M   1
## 110             255.6908                178.8168      M   1
## 111             186.3587                202.1372      M   1
## 112             220.8457                193.0816      M   1
## 113             157.2881                180.7565      M   1
## 114             206.5152                193.9838      M   1
## 115             180.0045                211.7305      M   1
## 116             203.6276                201.0998      M   1
## 117             212.2040                207.0867      M   1
## 118             167.9107                184.7233      M   1
## 119             185.8426                173.4886      M   1
## 120             172.8472                187.3951      F   0
## 121             182.3697                      NA      F   0
## 122             188.3114                      NA      F   0
## 123             168.6779                      NA      F   0
## 124             178.0573                      NA      F   0
## 125             174.0582                      NA      F   0
## 126             192.0664                      NA      F   0
## 127             191.1772                      NA      F   0
## 128             189.5960                      NA      F   0
## 129             210.2235                      NA      F   0
## 130             159.3769                      NA      F   0
## 131             189.8749                      NA      F   0
## 132                   NA                      NA      F   0
## 133                   NA                      NA      F   0
## 134                   NA                      NA      F   0
## 135                   NA                      NA      F   0
## 136                   NA                      NA      F   0
## 137                   NA                      NA      F   0
## 138                   NA                      NA      F   0
## 139                   NA                      NA      F   0
## 140                   NA                      NA      F   0
## 141                   NA                      NA      F   0
## 142                   NA                      NA      F   0
## 143                   NA                      NA      F   0
## 144                   NA                      NA      F   0
## 145                   NA                      NA      F   0
## 146                   NA                      NA      F   0
## 147                   NA                      NA      F   0
## 148                   NA                      NA      F   0
## 149                   NA                      NA      F   0
## 150                   NA                      NA      F   0
## 151                   NA                      NA      F   0
## 152                   NA                      NA      F   0
## 153                   NA                      NA      F   0
## 154                   NA                      NA      F   0
## 155                   NA                      NA      F   0
## 156                   NA                      NA      F   0
## 157                   NA                      NA      F   0
## 158                   NA                      NA      F   0
## 159                   NA                      NA      F   0
## 160                   NA                      NA      F   0
## 161                   NA                      NA      F   0
## 162                   NA                      NA      F   0
## 163                   NA                      NA      F   0
## 164                   NA                      NA      F   0
## 165                   NA                      NA      F   0
## 166                   NA                      NA      F   0
## 167                   NA                      NA      F   0
## 168                   NA                      NA      F   0
## 169                   NA                      NA      F   0
## 170                   NA                      NA      F   0
## 171                   NA                      NA      F   0
## 172                   NA                      NA      F   0
## 173                   NA                      NA      F   0
## 174                   NA                      NA      F   0
## 175                   NA                      NA      F   0
## 176                   NA                      NA      F   0
## 177                   NA                      NA      F   0
## 178                   NA                      NA      F   0
## 179                   NA                      NA      F   0
## 180                   NA                      NA      F   0
## 181                   NA                      NA      F   0
## 182                   NA                      NA      F   0
## 183                   NA                      NA      F   0
## 184                   NA                      NA      F   0
## 185                   NA                      NA      F   0
## 186                   NA                      NA      F   0
## 187                   NA                      NA      F   0
## 188                   NA                      NA      F   0
## 189                   NA                      NA      M   1
## 190                   NA                      NA      M   1
## 191                   NA                      NA      M   1
## 192                   NA                      NA      M   1
## 193                   NA                      NA      M   1
## 194                   NA                      NA      M   1
## 195                   NA                      NA      M   1
## 196                   NA                      NA      M   1
## 197                   NA                      NA      M   1
## 198                   NA                      NA      M   1
## 199                   NA                      NA      M   1
## 200                   NA                      NA      M   1
## 201                   NA                      NA      M   1
## 202                   NA                      NA      M   1
## 203                   NA                      NA      M   1
## 204                   NA                      NA      M   1
## 205                   NA                      NA      M   1
## 206                   NA                      NA      M   1
## 207                   NA                      NA      M   1
## 208                   NA                      NA      M   1
## 209                   NA                      NA      M   1
## 210                   NA                      NA      M   1
## 211                   NA                      NA      M   1
## 212                   NA                      NA      M   1
## 213                   NA                      NA      M   1
## 214                   NA                      NA      M   1
## 215                   NA                      NA      M   1
## 216                   NA                      NA      M   1
## 217                   NA                      NA      M   1
## 218                   NA                      NA      M   1
## 219                   NA                      NA      M   1
## 220                   NA                      NA      M   1
## 221                   NA                      NA      M   1
## 222                   NA                      NA      M   1
## 223                   NA                      NA      M   1
## 224                   NA                      NA      M   1
## 225                   NA                      NA      M   1
## 226                   NA                      NA      M   1
## 227                   NA                      NA      M   1
## 228                   NA                      NA      M   1
## 229                   NA                      NA      M   1
## 230                   NA                      NA      M   1
## 231                   NA                      NA      M   1
## 232                   NA                      NA      M   1
## 233                   NA                      NA      M   1
## 234                   NA                      NA      M   1
## 235                   NA                      NA      M   1
## 236                   NA                      NA      M   1
## 237                   NA                      NA      M   1
## 238                   NA                      NA      M   1
## 239                   NA                      NA      M   1
## 240                   NA                      NA      M   1
## 241                   NA                      NA      M   1
## 242                   NA                      NA      M   1
## 243                   NA                      NA      M   1
## 244                   NA                      NA      M   1
## 245                   NA                      NA      M   1
## 246                   NA                      NA      M   1
## 247                   NA                      NA      M   1
## 248                   NA                      NA      M   1
## 249                   NA                      NA      M   1
## 250                   NA                      NA      M   1
##     Do.you.have.concerns.about.your.memory. LOE HITS_PAIR HITS_TRIP HITS_QUAD
## 1                                         N  15       0.6       0.6       0.6
## 2                                         N  16       1.0       0.8       1.0
## 3                                         N  12       1.0       0.8       0.8
## 4                                         N  16       0.8       0.8       1.0
## 5                                         N  18       1.0       0.8       0.8
## 6                                         N  12       1.0       0.2       0.6
## 7                                         N  12       1.0       0.4       0.6
## 8                                         N  16       1.0       1.0       0.8
## 9                                         N  16       1.0       0.6       1.0
## 10                                        N  14       1.0       0.8       1.0
## 11                                        N  18       0.8       1.0       0.8
## 12                                        N  16       0.8       0.8       0.8
## 13                                        N  16       1.0       0.8       0.8
## 14                                        N  13       0.6       0.4       0.8
## 15                                        N  14       1.0       0.4       0.6
## 16                                        N  18       1.0       0.8       1.0
## 17                                        N  16       0.4       0.6       1.0
## 18                                        N  18       1.0       0.8       0.8
## 19                                        N  14       1.0       1.0       1.0
## 20                                        N  15       0.6       1.0       0.4
## 21                                        N  16       0.8       0.8       1.0
## 22                                        N  16       0.6       0.4       0.8
## 23                                        N  17       1.0       0.6       1.0
## 24                                        N  16       1.0       0.6       0.6
## 25                                        N  16       1.0       1.0       1.0
## 26                                        N  16       1.0       1.0       1.0
## 27                                        N  18       1.0       0.8       0.8
## 28                                        N  12       0.8       0.8       0.8
## 29                                        N  16       1.0       1.0       1.0
## 30                                        N  16       1.0       1.0       1.0
## 31                                        N  16       0.8       1.0       1.0
## 32                                        N  18       1.0       1.0       1.0
## 33                                        N  14       0.8       1.0       1.0
## 34                                        N  16       1.0       0.8       0.6
## 35                                        N  12       1.0       1.0       1.0
## 36                                        N  16       1.0       0.8       1.0
## 37                                        N  18       0.6       0.4       0.4
## 38                                        N  16       1.0       0.6       0.2
## 39                                        N  12       0.8       1.0       1.0
## 40                                        N  16       1.0       1.0       1.0
## 41                                        N  12       0.6       0.4       0.6
## 42                                        N  14       1.0       0.6       0.8
## 43                                        N  12       1.0       1.0       0.6
## 44                                        N  15       1.0       1.0       1.0
## 45                                        N  12       1.0       1.0       0.8
## 46                                        N  16       1.0       0.6       1.0
## 47                                        N  16       0.8       0.8       0.0
## 48                                        N  14       1.0       1.0       1.0
## 49                                        N  15       1.0       0.6       0.8
## 50                                        N  16       1.0       1.0       1.0
## 51                                        N  14       1.0       0.8       0.8
## 52                                        N  18       1.0       0.6       0.6
## 53                                        N  14       1.0       0.8       0.4
## 54                                        N  18       0.8       0.8       1.0
## 55                                        N  12       1.0       1.0       1.0
## 56                                        N  12       0.8       0.8       0.8
## 57                                        N  12       0.6       1.0       0.8
## 58                                        N  12       0.8       1.0       1.0
## 59                                        N  16       0.4       0.8       1.0
## 60                                        N  13       0.2       0.6       0.6
## 61                                        N  18       1.0       0.8       0.6
## 62                                        N  12       0.6       1.0       1.0
## 63                                        N  14       0.6       1.0       0.6
## 64                                        N  12       1.0       0.8       0.4
## 65                                        N  14       1.0       0.8       1.0
## 66                                        N  14       0.8       0.4       0.8
## 67                                        N  16       0.8       0.6       0.6
## 68                                        N  14       1.0       0.8       1.0
## 69                                        N  13       1.0       0.4       0.8
## 70                                        N  12       1.0       0.6       0.4
## 71                                        N  17       0.8       0.6       0.8
## 72                                        N  14       1.0       0.6       0.4
## 73                                        N  18       0.8       0.6       0.8
## 74                                        N  16       0.2       0.6       1.0
## 75                                        N  16       0.6       0.2       0.8
## 76                                        N  18       0.6       0.2       0.6
## 77                                        N  14       1.0       1.0       1.0
## 78                                        N  14       0.4       0.8       0.6
## 79                                        N  18       1.0       0.8       0.8
## 80                                        N  16       1.0       1.0       1.0
## 81                                        N  16       1.0       0.6       0.8
## 82                                        N  16       1.0       1.0       0.8
## 83                                        N  16       1.0       0.8       0.6
## 84                                        N  16       1.0       0.6       0.6
## 85                                        N  14       1.0       0.8       0.8
## 86                                        N  16       1.0       0.8       1.0
## 87                                        N  12       1.0       1.0       1.0
## 88                                        N  18       1.0       1.0       0.8
## 89                                        N  16       1.0       0.8       0.4
## 90                                        N  18       0.2       0.4       0.2
## 91                                        N  16       0.6       0.8       0.6
## 92                                        N  16       0.6       0.6       0.4
## 93                                        N  12       1.0       0.8       1.0
## 94                                        N  16       1.0       0.8       0.6
## 95                                        N  12       0.4       0.2       0.8
## 96                                        N  16       1.0       0.8       1.0
## 97                                        N  12       1.0       0.8       0.8
## 98                                        N  16       0.8       0.4       0.6
## 99                                        N  16       0.8       0.8       0.8
## 100                                       N  16       0.8       1.0       0.4
## 101                                       N  16       1.0       1.0       0.8
## 102                                       N  21       0.4       0.4       0.8
## 103                                       N  18       0.8       0.2       0.6
## 104                                       N  13       0.8       0.8       0.6
## 105                                       N  18       0.8       0.6       0.6
## 106                                       N  16       0.6       0.8       1.0
## 107                                       N  12       1.0       0.8       0.8
## 108                                       N  15       0.8       1.0       1.0
## 109                                       N  14       1.0       0.4       0.2
## 110                                       N  14       0.4       0.0       0.4
## 111                                       N  16       1.0       0.6       0.6
## 112                                       N  17       0.8       0.4       0.2
## 113                                       N  18       0.8       0.8       1.0
## 114                                       N  13       0.8       0.8       1.0
## 115                                       N  12       1.0       0.4       1.0
## 116                                       N  21       0.8       0.8       0.6
## 117                                       N  16       0.8       0.6       0.4
## 118                                       N  12       0.4       0.2       0.2
## 119                                       N  18       0.8       1.0       1.0
## 120                                       Y   1       0.2       0.0       0.4
## 121                                       Y  13       0.6       1.0       1.0
## 122                                       Y  15       0.8       0.8       0.8
## 123                                       Y  14       0.8       0.8       0.8
## 124                                       Y  16       0.6       0.4       0.6
## 125                                       Y  16       0.6       0.8       0.6
## 126                                       Y  12       0.8       0.8       0.6
## 127                                       Y  14       0.8       0.4       0.4
## 128                                       Y  16       1.0       1.0       1.0
## 129                                       Y  16       0.4       0.4       0.8
## 130                                       Y  16       1.0       0.2       0.2
## 131                                       Y  12       0.8       0.6       0.2
## 132                                       Y  12       1.0       0.6       0.8
## 133                                       Y  16       1.0       0.6       0.6
## 134                                       Y  16       0.4       0.4       0.8
## 135                                       Y  12       1.0       1.0       1.0
## 136                                       Y  16       1.0       1.0       1.0
## 137                                       Y  21       1.0       1.0       0.4
## 138                                       Y  18       0.4       0.6       0.6
## 139                                       Y  16       1.0       0.6       1.0
## 140                                       Y  14       0.8       0.4       1.0
## 141                                       Y  13       0.8       0.6       0.6
## 142                                       Y  18       1.0       1.0       1.0
## 143                                       Y  16       1.0       1.0       0.8
## 144                                       Y  18       1.0       0.6       1.0
## 145                                       Y  14       1.0       0.4       0.2
## 146                                       Y  16       0.8       0.8       1.0
## 147                                       Y  15       1.0       1.0       0.6
## 148                                       Y  17       1.0       0.8       0.8
## 149                                       Y  18       1.0       1.0       0.4
## 150                                       Y  12       1.0       0.6       0.4
## 151                                       Y  16       1.0       1.0       1.0
## 152                                       Y  12       0.6       0.4       0.8
## 153                                       Y  18       0.8       1.0       0.8
## 154                                       Y  16       1.0       0.6       0.4
## 155                                       Y  12       0.8       0.6       0.6
## 156                                       Y  16       1.0       1.0       0.6
## 157                                       Y  14       0.6       0.8       0.4
## 158                                       Y  16       1.0       0.8       1.0
## 159                                       Y  16       1.0       0.6       0.8
## 160                                       Y  16       1.0       1.0       1.0
## 161                                       Y  18       1.0       0.4       1.0
## 162                                       Y  16       1.0       0.6       1.0
## 163                                       Y  17       1.0       0.8       0.4
## 164                                       Y  13       1.0       1.0       1.0
## 165                                       Y  18       1.0       1.0       1.0
## 166                                       Y  18       0.6       0.6       0.8
## 167                                       Y  16       1.0       0.4       0.0
## 168                                       Y  13       0.6       0.8       1.0
## 169                                       Y  12       1.0       0.6       0.8
## 170                                       Y  16       0.8       0.8       1.0
## 171                                       Y  12       1.0       0.8       0.8
## 172                                       Y  15       1.0       0.6       0.8
## 173                                       Y  15       1.0       1.0       1.0
## 174                                       Y  16       0.8       1.0       1.0
## 175                                       Y  16       0.8       0.6       0.2
## 176                                       Y  16       1.0       1.0       1.0
## 177                                       Y  16       1.0       0.6       0.6
## 178                                       Y  16       1.0       0.8       1.0
## 179                                       Y  14       0.8       1.0       0.8
## 180                                       Y  13       0.6       0.8       1.0
## 181                                       Y  16       1.0       0.8       0.8
## 182                                       Y  12       0.8       0.4       0.8
## 183                                       Y  17       0.8       0.8       0.8
## 184                                       Y  18       1.0       0.6       0.6
## 185                                       Y  13       0.8       0.6       1.0
## 186                                       Y  18       0.8       1.0       0.8
## 187                                       Y  12       1.0       0.8       0.4
## 188                                       Y  13       1.0       0.6       1.0
## 189                                       Y  12       0.8       0.6       0.4
## 190                                       Y  16       0.8       0.8       1.0
## 191                                       Y  13       0.6       0.4       0.6
## 192                                       Y  12       1.0       0.8       1.0
## 193                                       Y  14       0.8       0.2       0.8
## 194                                       Y  20       1.0       0.8       1.0
## 195                                       Y  16       1.0       1.0       0.4
## 196                                       Y  16       0.8       0.4       0.6
## 197                                       Y  12       1.0       0.8       0.8
## 198                                       Y  16       1.0       0.8       0.8
## 199                                       Y  16       0.8       0.8       0.6
## 200                                       Y  14       1.0       0.8       0.4
## 201                                       Y  16       0.8       0.4       0.8
## 202                                       Y  18       1.0       1.0       0.6
## 203                                       Y  16       1.0       1.0       1.0
## 204                                       Y  16       1.0       0.8       0.8
## 205                                       Y  18       1.0       1.0       0.4
## 206                                       Y  14       0.6       0.6       0.4
## 207                                       Y  16       0.6       0.8       1.0
## 208                                       Y  11       1.0       0.8       1.0
## 209                                       Y  12       1.0       0.8       1.0
## 210                                       Y  15       1.0       0.4       0.4
## 211                                       Y  12       0.4       0.2       0.8
## 212                                       Y  18       0.8       1.0       0.8
## 213                                       Y  12       0.8       0.4       0.8
## 214                                       Y  16       1.0       0.6       0.8
## 215                                       Y  16       1.0       1.0       1.0
## 216                                       Y  12       1.0       1.0       1.0
## 217                                       Y  16       0.8       0.2       0.4
## 218                                       Y  16       0.6       0.0       0.6
## 219                                       Y  12       0.6       1.0       0.6
## 220                                       Y  14       0.8       0.6       0.6
## 221                                       Y  21       0.6       0.6       0.8
## 222                                       Y  15       1.0       0.8       1.0
## 223                                       Y  18       1.0       0.8       1.0
## 224                                       Y  16       0.4       0.8       0.6
## 225                                       Y  16       1.0       0.8       1.0
## 226                                       Y  18       1.0       1.0       0.6
## 227                                       Y  18       1.0       0.6       0.6
## 228                                       Y  16       1.0       0.8       0.4
## 229                                       Y  13       1.0       0.4       0.6
## 230                                       Y  15       1.0       0.6       1.0
## 231                                       Y  16       1.0       0.8       0.8
## 232                                       Y  18       0.8       1.0       1.0
## 233                                       Y  18       1.0       0.6       0.4
## 234                                       Y  16       0.8       0.6       0.4
## 235                                       Y  18       1.0       0.6       0.6
## 236                                       Y  17       0.6       0.8       1.0
## 237                                       Y  12       1.0       0.8       1.0
## 238                                       Y  16       1.0       1.0       0.8
## 239                                       Y  12       1.0       0.6       0.6
## 240                                       Y  18       0.8       0.8       0.8
## 241                                       Y  16       1.0       0.8       1.0
## 242                                       Y  16       1.0       0.8       0.8
## 243                                       Y  16       0.8       0.8       0.6
## 244                                       Y  13       1.0       0.6       0.6
## 245                                       Y  18       0.6       0.4       0.6
## 246                                       Y  13       1.0       0.6       1.0
## 247                                       Y  14       1.0       1.0       0.4
## 248                                       Y  15       0.8       1.0       1.0
## 249                                       Y  12       1.0       1.0       1.0
## 250                                       Y 60s       0.8       0.8       1.0
##     rFA_PAIR rFA_TRIP rFA_QUAD nFA_PAIR nFA_TRIP nFA_QUAD RECOG_PAIR RECOG_TRIP
## 1        0.0      0.2      0.2      0.2      0.2      0.0        0.4        0.4
## 2        0.0      0.0      1.0      0.0      0.0      0.0        1.0        0.8
## 3        0.0      0.0      0.6      0.0      0.0      0.0        1.0        0.8
## 4        0.2      0.6      0.4      0.2      0.0      0.0        0.6        0.8
## 5        0.0      0.0      0.2      0.0      0.0      0.0        1.0        0.8
## 6        0.2      0.0      0.4      0.2      0.0      0.2        0.8        0.2
## 7        0.2      0.4      0.2      0.0      0.0      0.0        1.0        0.4
## 8        0.0      0.0      0.4      0.0      0.0      0.0        1.0        1.0
## 9        0.2      0.2      0.4      0.2      0.0      0.0        0.8        0.6
## 10       0.0      0.0      0.4      0.0      0.0      0.0        1.0        0.8
## 11       0.4      0.4      0.2      0.0      0.0      0.2        0.8        1.0
## 12       0.0      0.2      0.2      0.0      0.0      0.0        0.8        0.8
## 13       0.0      0.2      0.4      0.0      0.0      0.0        1.0        0.8
## 14       0.2      0.2      0.6      0.0      0.4      0.0        0.6        0.0
## 15       0.2      0.6      0.6      0.0      0.0      0.0        1.0        0.4
## 16       0.8      0.6      0.8      0.2      0.2      0.2        0.8        0.6
## 17       0.4      0.4      0.6      0.2      0.4      0.2        0.2        0.2
## 18       0.4      0.8      1.0      0.0      0.0      0.4        1.0        0.8
## 19       0.8      0.8      1.0      0.4      0.2      0.4        0.6        0.8
## 20       0.0      0.2      0.8      0.0      0.0      0.0        0.6        1.0
## 21       0.4      0.2      0.8      0.0      0.2      0.0        0.8        0.6
## 22       0.0      0.6      1.0      0.0      0.0      0.8        0.6        0.4
## 23       0.0      0.0      0.2      0.0      0.0      0.0        1.0        0.6
## 24       0.4      0.4      0.2      0.0      0.0      0.0        1.0        0.6
## 25       0.2      0.6      1.0      0.0      0.4      0.2        1.0        0.6
## 26       0.4      0.4      0.8      0.0      0.0      0.0        1.0        1.0
## 27       0.2      0.6      0.8      0.0      0.0      0.0        1.0        0.8
## 28       0.0      0.0      0.4      0.2      0.0      0.0        0.6        0.8
## 29       0.2      0.8      0.2      0.0      0.0      0.0        1.0        1.0
## 30       0.0      0.2      0.0      0.0      0.0      0.0        1.0        1.0
## 31       0.2      0.6      0.6      0.0      0.0      0.2        0.8        1.0
## 32       0.4      0.4      0.6      0.0      0.0      0.0        1.0        1.0
## 33       0.4      0.8      1.0      0.0      0.0      0.0        0.8        1.0
## 34       0.0      0.0      0.0      0.0      0.0      0.0        1.0        0.8
## 35       0.6      0.8      1.0      0.2      0.0      0.2        0.8        1.0
## 36       0.2      0.4      0.4      0.0      0.0      0.0        1.0        0.8
## 37       0.2      0.6      0.8      0.0      0.0      0.0        0.6        0.4
## 38       0.2      0.4      0.4      0.0      0.0      0.0        1.0        0.6
## 39       0.2      0.4      0.8      0.0      0.0      0.0        0.8        1.0
## 40       0.8      1.0      1.0      0.0      0.2      0.6        1.0        0.8
## 41       0.8      0.6      0.8      0.2      0.2      0.2        0.4        0.2
## 42       0.6      0.8      0.6      0.0      0.0      0.0        1.0        0.6
## 43       0.0      0.4      0.4      0.0      0.0      0.0        1.0        1.0
## 44       0.0      0.0      0.2      0.0      0.0      0.0        1.0        1.0
## 45       0.6      1.0      0.6      0.2      0.0      0.0        0.8        1.0
## 46       0.6      0.2      0.8      0.0      0.0      0.0        1.0        0.6
## 47       0.0      0.2      0.8      0.0      0.0      0.0        0.8        0.8
## 48       0.2      0.0      0.4      0.0      0.0      0.0        1.0        1.0
## 49       0.2      0.0      1.0      0.0      0.0      0.0        1.0        0.6
## 50       0.2      0.0      0.6      0.0      0.0      0.0        1.0        1.0
## 51       0.4      0.6      0.4      0.0      0.0      0.0        1.0        0.8
## 52       0.0      0.4      0.6      0.2      0.0      0.2        0.8        0.6
## 53       0.0      0.2      0.2      0.0      0.0      0.0        1.0        0.8
## 54       0.2      0.6      0.6      0.0      0.0      0.0        0.8        0.8
## 55       0.2      0.6      1.0      0.0      0.2      0.0        1.0        0.8
## 56       0.2      0.4      1.0      0.0      0.0      0.0        0.8        0.8
## 57       0.2      0.8      0.8      0.0      0.2      0.0        0.6        0.8
## 58       0.2      0.6      0.8      0.0      0.0      0.0        0.8        1.0
## 59       0.4      0.6      0.8      0.0      0.2      0.4        0.4        0.6
## 60       0.2      0.2      0.2      0.0      0.0      0.0        0.2        0.6
## 61       0.0      0.6      1.0      0.0      0.0      0.0        1.0        0.8
## 62       1.0      1.0      0.8      0.8      0.4      0.0       -0.2        0.6
## 63       0.8      0.6      0.6      0.2      0.8      0.6        0.4        0.2
## 64       0.6      0.4      1.0      0.4      0.4      0.8        0.6        0.4
## 65       0.0      0.4      0.2      0.0      0.0      0.0        1.0        0.8
## 66       0.6      0.4      0.8      0.2      0.0      0.2        0.6        0.4
## 67       0.8      0.4      0.8      0.6      0.2      0.0        0.2        0.4
## 68       0.0      0.2      0.6      0.0      0.0      0.0        1.0        0.8
## 69       0.2      0.2      0.6      0.4      0.2      0.2        0.6        0.2
## 70       0.4      0.2      0.4      0.0      0.0      0.0        1.0        0.6
## 71       0.6      0.4      0.6      0.2      0.0      0.0        0.6        0.6
## 72       1.0      0.6      0.6      0.0      0.4      0.2        1.0        0.2
## 73       0.0      0.2      1.0      0.0      0.0      0.0        0.8        0.6
## 74       0.4      0.2      0.8      0.0      0.2      0.2        0.2        0.4
## 75       0.2      0.4      0.2      0.0      0.2      0.0        0.6        0.0
## 76       0.4      0.4      0.4      0.0      0.2      0.0        0.6        0.0
## 77       0.0      0.0      0.6      0.0      0.0      0.0        1.0        1.0
## 78       0.8      0.6      0.4      0.0      0.2      0.0        0.4        0.6
## 79       0.2      0.2      0.6      0.2      0.0      0.0        0.8        0.8
## 80       0.2      0.6      0.8      0.0      0.2      0.0        1.0        0.8
## 81       0.4      0.2      0.6      0.0      0.2      0.2        1.0        0.4
## 82       0.2      0.4      0.6      0.0      0.2      0.4        1.0        0.8
## 83       0.0      0.0      0.0      0.0      0.0      0.0        1.0        0.8
## 84       0.0      0.4      0.6      0.4      0.4      0.2        0.6        0.2
## 85       0.0      0.0      0.2      0.0      0.0      0.0        1.0        0.8
## 86       0.0      0.6      0.8      0.0      0.0      0.0        1.0        0.8
## 87       0.2      0.0      0.2      0.0      0.0      0.0        1.0        1.0
## 88       0.4      0.6      0.6      0.0      0.0      0.2        1.0        1.0
## 89       1.0      0.6      1.0      0.4      0.4      0.2        0.6        0.4
## 90       0.0      0.0      0.4      0.0      0.0      0.0        0.2        0.4
## 91       0.2      0.2      0.6      0.0      0.0      0.0        0.6        0.8
## 92       1.0      0.8      1.0      0.0      0.4      0.2        0.6        0.2
## 93       0.2      0.4      0.8      0.6      0.4      0.2        0.4        0.4
## 94       0.0      0.2      0.2      0.0      0.0      0.2        1.0        0.8
## 95       0.0      0.6      0.8      0.4      0.0      0.2        0.0        0.2
## 96       0.2      0.8      0.6      0.0      0.0      0.0        1.0        0.8
## 97       0.0      0.6      0.8      0.0      0.0      0.0        1.0        0.8
## 98       0.2      0.0      0.2      0.0      0.0      0.0        0.8        0.4
## 99       0.0      0.6      0.4      0.2      0.0      0.0        0.6        0.8
## 100      0.6      0.6      0.2      0.2      0.0      0.6        0.6        1.0
## 101      0.2      0.6      0.8      0.0      0.0      0.0        1.0        1.0
## 102      0.0      0.8      0.2      0.0      0.0      0.2        0.4        0.4
## 103      0.4      0.6      0.6      0.0      0.2      0.0        0.8        0.0
## 104      0.4      1.0      0.6      0.0      0.0      0.0        0.8        0.8
## 105      0.6      0.2      1.0      0.0      0.2      0.2        0.8        0.4
## 106      0.2      0.6      0.8      0.2      0.2      0.2        0.4        0.6
## 107      0.6      0.2      0.8      0.6      0.6      0.4        0.4        0.2
## 108      0.0      0.6      0.8      0.0      0.0      0.0        0.8        1.0
## 109      0.4      0.6      0.4      0.0      0.0      0.0        1.0        0.4
## 110      0.2      0.0      0.0      0.0      0.0      0.0        0.4        0.0
## 111      0.4      0.6      0.8      0.0      0.0      0.0        1.0        0.6
## 112      0.2      0.2      0.0      0.0      0.0      0.0        0.8        0.4
## 113      0.6      0.4      0.6      0.0      0.0      0.2        0.8        0.8
## 114      0.2      0.6      0.6      0.0      0.0      0.0        0.8        0.8
## 115      1.0      0.6      1.0      0.0      0.0      0.0        1.0        0.4
## 116      0.4      0.4      0.2      0.0      0.0      0.0        0.8        0.8
## 117      0.0      0.2      0.2      0.0      0.2      0.0        0.8        0.4
## 118      0.2      0.0      0.4      0.0      0.0      0.0        0.4        0.2
## 119      0.4      0.8      1.0      0.2      0.2      0.6        0.6        0.8
## 120      0.0      0.0      0.2      0.0      0.0      0.0        0.2        0.0
## 121      0.2      0.0      0.6      0.2      0.0      0.0        0.4        1.0
## 122      0.2      0.4      0.6      0.0      0.2      0.0        0.8        0.6
## 123      0.0      0.0      0.6      0.0      0.0      0.0        0.8        0.8
## 124      0.0      0.6      0.8      0.2      0.0      0.0        0.4        0.4
## 125      0.2      0.4      0.4      0.0      0.2      0.0        0.6        0.6
## 126      0.4      0.6      0.6      0.2      0.0      0.0        0.6        0.8
## 127      0.2      0.0      0.0      0.0      0.0      0.0        0.8        0.4
## 128      0.0      0.4      0.2      0.0      0.0      0.0        1.0        1.0
## 129      0.2      0.0      0.0      0.2      0.6      0.2        0.2       -0.2
## 130      0.2      0.2      0.0      0.0      0.0      0.0        1.0        0.2
## 131      0.4      0.8      0.6      0.2      0.2      0.2        0.6        0.4
## 132      0.2      0.2      0.8      0.0      0.0      0.0        1.0        0.6
## 133      0.2      0.0      1.0      0.0      0.0      0.0        1.0        0.6
## 134      0.4      0.4      0.2      0.0      0.0      0.0        0.4        0.4
## 135      0.0      0.0      0.0      0.0      0.0      0.0        1.0        1.0
## 136      0.4      0.6      0.6      0.0      0.0      0.0        1.0        1.0
## 137      0.2      0.2      0.8      0.0      0.2      0.0        1.0        0.8
## 138      0.2      0.2      0.2      0.0      0.0      0.0        0.4        0.6
## 139      0.2      0.8      0.8      0.0      0.0      0.0        1.0        0.6
## 140      0.0      0.4      0.6      0.0      0.0      0.2        0.8        0.4
## 141      0.4      0.8      1.0      0.0      0.0      0.0        0.8        0.6
## 142      0.0      0.0      0.0      0.0      0.0      0.0        1.0        1.0
## 143      0.0      0.0      0.2      0.0      0.0      0.0        1.0        1.0
## 144      0.2      0.2      0.8      0.0      0.0      0.0        1.0        0.6
## 145      0.2      0.2      0.2      0.0      0.2      0.0        1.0        0.2
## 146      0.4      0.6      0.8      0.0      0.0      0.0        0.8        0.8
## 147      0.2      0.2      0.6      0.0      0.0      0.2        1.0        1.0
## 148      0.0      0.4      0.2      0.0      0.0      0.0        1.0        0.8
## 149      0.4      1.0      0.8      0.0      0.2      0.0        1.0        0.8
## 150      0.0      0.2      0.2      0.0      0.0      0.0        1.0        0.6
## 151      0.2      0.0      0.6      0.0      0.0      0.0        1.0        1.0
## 152      0.2      0.4      0.8      0.2      0.0      0.2        0.4        0.4
## 153      0.2      0.4      0.8      0.0      0.2      0.2        0.8        0.8
## 154      0.0      0.4      1.0      0.0      0.2      0.0        1.0        0.4
## 155      0.0      0.0      0.8      0.0      0.0      0.0        0.8        0.6
## 156      0.2      0.6      0.4      0.0      0.0      0.0        1.0        1.0
## 157      0.2      0.2      0.2      0.0      0.0      0.0        0.6        0.8
## 158      0.2      0.2      0.2      0.0      0.0      0.0        1.0        0.8
## 159      0.0      0.4      1.0      0.0      0.0      0.2        1.0        0.6
## 160      0.6      0.6      0.8      0.0      0.0      0.2        1.0        1.0
## 161      0.2      0.4      0.4      0.0      0.0      0.0        1.0        0.4
## 162      0.6      0.0      1.0      0.0      0.0      0.2        1.0        0.6
## 163      0.6      0.4      0.8      0.0      0.0      0.0        1.0        0.8
## 164      1.0      1.0      1.0      0.2      0.0      0.0        0.8        1.0
## 165      0.2      0.2      0.6      0.2      0.0      0.0        0.8        1.0
## 166      0.4      0.0      0.8      0.0      0.0      0.0        0.6        0.6
## 167      0.4      0.0      0.2      0.2      0.0      0.0        0.8        0.4
## 168      0.2      0.6      0.8      0.2      0.2      0.2        0.4        0.6
## 169      0.0      0.6      0.6      0.0      0.0      0.0        1.0        0.6
## 170      0.0      0.8      1.0      0.0      0.0      0.0        0.8        0.8
## 171      0.4      0.2      0.8      0.2      0.2      0.2        0.8        0.6
## 172      0.4      0.4      0.4      0.0      0.0      0.0        1.0        0.6
## 173      0.6      0.8      1.0      0.0      0.0      0.0        1.0        1.0
## 174      0.2      0.2      0.2      0.0      0.0      0.0        0.8        1.0
## 175      0.6      0.4      0.6      0.2      0.0      0.0        0.6        0.6
## 176      0.6      0.6      1.0      1.0      0.4      0.4        0.0        0.6
## 177      0.0      0.0      0.6      0.2      0.0      0.0        0.8        0.6
## 178      0.4      0.4      0.6      0.2      0.2      0.2        0.8        0.6
## 179      0.6      0.6      0.8      0.0      0.0      0.0        0.8        1.0
## 180      0.2      0.4      0.6      0.0      0.0      0.0        0.6        0.8
## 181      0.0      0.4      0.0      0.0      0.0      0.0        1.0        0.8
## 182      0.0      0.2      0.8      0.0      0.0      0.0        0.8        0.4
## 183      0.0      0.6      0.8      0.0      0.0      0.0        0.8        0.8
## 184      0.4      0.6      0.0      0.0      0.0      0.0        1.0        0.6
## 185      0.2      0.6      0.8      0.0      0.0      0.0        0.8        0.6
## 186      1.0      0.4      1.0      0.2      0.2      0.0        0.6        0.8
## 187      0.2      1.0      0.8      0.0      0.2      0.2        1.0        0.6
## 188      0.4      0.6      1.0      0.0      0.2      0.0        1.0        0.4
## 189      0.0      0.0      0.0      0.0      0.0      0.0        0.8        0.6
## 190      0.2      0.4      1.0      0.0      0.2      0.0        0.8        0.6
## 191      0.2      0.4      0.0      0.0      0.0      0.2        0.6        0.4
## 192      0.2      0.6      0.4      0.0      0.0      0.0        1.0        0.8
## 193      0.2      0.2      0.8      0.2      0.0      0.2        0.6        0.2
## 194      0.2      0.0      0.4      0.0      0.0      0.0        1.0        0.8
## 195      0.6      0.6      0.8      0.4      0.6      0.8        0.6        0.4
## 196      1.0      0.4      0.8      0.2      0.0      0.0        0.6        0.4
## 197      0.2      0.4      0.8      0.0      0.0      0.0        1.0        0.8
## 198      0.8      0.8      0.8      0.0      0.0      0.2        1.0        0.8
## 199      0.6      0.0      0.2      0.2      0.0      0.2        0.6        0.8
## 200      0.0      0.0      0.0      0.0      0.0      0.0        1.0        0.8
## 201      0.0      0.0      0.4      0.0      0.0      0.0        0.8        0.4
## 202      0.0      0.2      0.0      0.0      0.0      0.0        1.0        1.0
## 203      0.4      0.8      0.6      0.2      0.2      0.2        0.8        0.8
## 204      0.4      0.0      0.8      0.0      0.0      0.0        1.0        0.8
## 205      0.6      0.6      1.0      0.0      0.0      0.0        1.0        1.0
## 206      0.8      0.8      0.8      0.4      0.2      0.6        0.2        0.4
## 207      0.2      0.0      0.4      0.0      0.0      0.0        0.6        0.8
## 208      0.4      0.8      0.6      0.0      0.0      0.0        1.0        0.8
## 209      0.6      0.2      0.6      0.0      0.0      0.0        1.0        0.8
## 210      0.2      0.8      0.8      0.2      0.4      0.4        0.8        0.0
## 211      0.4      1.0      0.4      0.2      0.0      0.0        0.2        0.2
## 212      0.4      0.4      0.6      0.0      0.0      0.0        0.8        1.0
## 213      0.6      0.0      1.0      0.0      0.0      0.0        0.8        0.4
## 214      0.2      1.0      0.8      0.4      0.2      0.2        0.6        0.4
## 215      0.2      0.4      0.2      0.0      0.0      0.0        1.0        1.0
## 216      0.0      0.0      0.2      0.0      0.0      0.0        1.0        1.0
## 217      0.2      0.2      0.8      0.0      0.0      0.0        0.8        0.2
## 218      0.8      0.6      1.0      0.2      0.0      0.2        0.4        0.0
## 219      1.0      0.8      0.8      0.2      0.0      0.0        0.4        1.0
## 220      0.0      0.2      0.4      0.0      0.0      0.0        0.8        0.6
## 221      0.0      0.2      0.2      0.0      0.0      0.0        0.6        0.6
## 222      0.2      0.6      0.6      0.0      0.0      0.0        1.0        0.8
## 223      0.6      0.8      1.0      0.0      0.0      0.0        1.0        0.8
## 224      0.2      0.6      0.2      0.4      0.2      0.8        0.0        0.6
## 225      0.2      0.4      0.4      0.0      0.0      0.0        1.0        0.8
## 226      0.2      0.4      0.6      0.0      0.0      0.0        1.0        1.0
## 227      0.0      0.2      0.8      0.0      0.0      0.0        1.0        0.6
## 228      0.4      0.4      0.6      0.0      0.0      0.0        1.0        0.8
## 229      0.4      0.6      0.4      0.0      0.0      0.0        1.0        0.4
## 230      0.0      0.4      0.4      0.0      0.0      0.0        1.0        0.6
## 231      0.6      0.8      0.6      0.4      0.2      0.0        0.6        0.6
## 232      0.0      0.6      0.8      0.0      0.0      0.0        0.8        1.0
## 233      0.0      0.0      0.2      0.0      0.0      0.0        1.0        0.6
## 234      0.0      0.2      1.0      0.0      0.0      0.0        0.8        0.6
## 235      0.8      0.2      0.6      0.0      0.0      0.0        1.0        0.6
## 236      0.4      0.6      0.6      0.0      0.0      0.0        0.6        0.8
## 237      1.0      0.8      0.6      0.4      0.0      0.4        0.6        0.8
## 238      0.6      0.8      1.0      0.0      0.0      0.0        1.0        1.0
## 239      0.2      0.4      0.8      0.0      0.0      0.0        1.0        0.6
## 240      0.2      0.4      0.4      0.0      0.0      0.0        0.8        0.8
## 241      0.6      0.8      0.4      0.0      0.0      0.0        1.0        0.8
## 242      0.4      0.8      0.6      0.0      0.0      0.2        1.0        0.8
## 243      0.8      0.6      1.0      0.2      0.0      0.0        0.6        0.8
## 244      0.4      0.6      0.6      0.0      0.0      0.0        1.0        0.6
## 245      0.4      0.4      0.2      0.2      0.0      0.2        0.4        0.4
## 246      0.4      0.8      0.8      0.0      0.0      0.0        1.0        0.6
## 247      0.2      0.6      0.4      0.0      0.0      0.0        1.0        1.0
## 248      0.0      0.2      0.8      0.0      0.0      0.0        0.8        1.0
## 249      0.0      0.0      0.0      0.0      0.0      0.0        1.0        1.0
## 250      0.4      0.6      0.4      0.2      0.0      0.0        0.6        0.8
##     RECOG_QUAD ASSOC_PAIR ASSOC_TRIP ASSOC_QUAD
## 1          0.6        0.6        0.4        0.4
## 2          1.0        1.0        0.8        0.0
## 3          0.8        1.0        0.8        0.2
## 4          1.0        0.6        0.2        0.6
## 5          0.8        1.0        0.8        0.6
## 6          0.4        0.8        0.2        0.2
## 7          0.6        0.8        0.0        0.4
## 8          0.8        1.0        1.0        0.4
## 9          1.0        0.8        0.4        0.6
## 10         1.0        1.0        0.8        0.6
## 11         0.6        0.4        0.6        0.6
## 12         0.8        0.8        0.6        0.6
## 13         0.8        1.0        0.6        0.4
## 14         0.8        0.4        0.2        0.2
## 15         0.6        0.8       -0.2        0.0
## 16         0.8        0.2        0.2        0.2
## 17         0.8        0.0        0.2        0.4
## 18         0.4        0.6        0.0       -0.2
## 19         0.6        0.2        0.2        0.0
## 20         0.4        0.6        0.8       -0.4
## 21         1.0        0.4        0.6        0.2
## 22         0.0        0.6       -0.2       -0.2
## 23         1.0        1.0        0.6        0.8
## 24         0.6        0.6        0.2        0.4
## 25         0.8        0.8        0.4        0.0
## 26         1.0        0.6        0.6        0.2
## 27         0.8        0.8        0.2        0.0
## 28         0.8        0.8        0.8        0.4
## 29         1.0        0.8        0.2        0.8
## 30         1.0        1.0        0.8        1.0
## 31         0.8        0.6        0.4        0.4
## 32         1.0        0.6        0.6        0.4
## 33         1.0        0.4        0.2        0.0
## 34         0.6        1.0        0.8        0.6
## 35         0.8        0.4        0.2        0.0
## 36         1.0        0.8        0.4        0.6
## 37         0.4        0.4       -0.2       -0.4
## 38         0.2        0.8        0.2       -0.2
## 39         1.0        0.6        0.6        0.2
## 40         0.4        0.2        0.0        0.0
## 41         0.4       -0.2       -0.2       -0.2
## 42         0.8        0.4       -0.2        0.2
## 43         0.6        1.0        0.6        0.2
## 44         1.0        1.0        1.0        0.8
## 45         0.8        0.4        0.0        0.2
## 46         1.0        0.4        0.4        0.2
## 47         0.0        0.8        0.6       -0.8
## 48         1.0        0.8        1.0        0.6
## 49         0.8        0.8        0.6       -0.2
## 50         1.0        0.8        1.0        0.4
## 51         0.8        0.6        0.2        0.4
## 52         0.4        1.0        0.2        0.0
## 53         0.4        1.0        0.6        0.2
## 54         1.0        0.6        0.2        0.4
## 55         1.0        0.8        0.4        0.0
## 56         0.8        0.6        0.4       -0.2
## 57         0.8        0.4        0.2        0.0
## 58         1.0        0.6        0.4        0.2
## 59         0.6        0.0        0.2        0.2
## 60         0.6        0.0        0.4        0.4
## 61         0.6        1.0        0.2       -0.4
## 62         1.0       -0.4        0.0        0.2
## 63         0.0       -0.2        0.4        0.0
## 64        -0.4        0.4        0.4       -0.6
## 65         1.0        1.0        0.4        0.8
## 66         0.6        0.2        0.0        0.0
## 67         0.6        0.0        0.2       -0.2
## 68         1.0        1.0        0.6        0.4
## 69         0.6        0.8        0.2        0.2
## 70         0.4        0.6        0.4        0.0
## 71         0.8        0.2        0.2        0.2
## 72         0.2        0.0        0.0       -0.2
## 73         0.8        0.8        0.4       -0.2
## 74         0.8       -0.2        0.4        0.2
## 75         0.8        0.4       -0.2        0.6
## 76         0.6        0.2       -0.2        0.2
## 77         1.0        1.0        1.0        0.4
## 78         0.6       -0.4        0.2        0.2
## 79         0.8        0.8        0.6        0.2
## 80         1.0        0.8        0.4        0.2
## 81         0.6        0.6        0.4        0.2
## 82         0.4        0.8        0.6        0.2
## 83         0.6        1.0        0.8        0.6
## 84         0.4        1.0        0.2        0.0
## 85         0.8        1.0        0.8        0.6
## 86         1.0        1.0        0.2        0.2
## 87         1.0        0.8        1.0        0.8
## 88         0.6        0.6        0.4        0.2
## 89         0.2        0.0        0.2       -0.6
## 90         0.2        0.2        0.4       -0.2
## 91         0.6        0.4        0.6        0.0
## 92         0.2       -0.4       -0.2       -0.6
## 93         0.8        0.8        0.4        0.2
## 94         0.4        1.0        0.6        0.4
## 95         0.6        0.4       -0.4        0.0
## 96         1.0        0.8        0.0        0.4
## 97         0.8        1.0        0.2        0.0
## 98         0.6        0.6        0.4        0.4
## 99         0.8        0.8        0.2        0.4
## 100       -0.2        0.2        0.4        0.2
## 101        0.8        0.8        0.4        0.0
## 102        0.6        0.4       -0.4        0.6
## 103        0.6        0.4       -0.4        0.0
## 104        0.6        0.4       -0.2        0.0
## 105        0.4        0.2        0.4       -0.4
## 106        0.8        0.4        0.2        0.2
## 107        0.4        0.4        0.6        0.0
## 108        1.0        0.8        0.4        0.2
## 109        0.2        0.6       -0.2       -0.2
## 110        0.4        0.2        0.0        0.4
## 111        0.6        0.6        0.0       -0.2
## 112        0.2        0.6        0.2        0.2
## 113        0.8        0.2        0.4        0.4
## 114        1.0        0.6        0.2        0.4
## 115        1.0        0.0       -0.2        0.0
## 116        0.6        0.4        0.4        0.4
## 117        0.4        0.8        0.4        0.2
## 118        0.2        0.2        0.2       -0.2
## 119        0.4        0.4        0.2        0.0
## 120        0.4        0.2        0.0        0.2
## 121        1.0        0.4        1.0        0.4
## 122        0.8        0.6        0.4        0.2
## 123        0.8        0.8        0.8        0.2
## 124        0.6        0.6       -0.2       -0.2
## 125        0.6        0.4        0.4        0.2
## 126        0.6        0.4        0.2        0.0
## 127        0.4        0.6        0.4        0.4
## 128        1.0        1.0        0.6        0.8
## 129        0.6        0.2        0.4        0.8
## 130        0.2        0.8        0.0        0.2
## 131        0.0        0.4       -0.2       -0.4
## 132        0.8        0.8        0.4        0.0
## 133        0.6        0.8        0.6       -0.4
## 134        0.8        0.0        0.0        0.6
## 135        1.0        1.0        1.0        1.0
## 136        1.0        0.6        0.4        0.4
## 137        0.4        0.8        0.8       -0.4
## 138        0.6        0.2        0.4        0.4
## 139        1.0        0.8       -0.2        0.2
## 140        0.8        0.8        0.0        0.4
## 141        0.6        0.4       -0.2       -0.4
## 142        1.0        1.0        1.0        1.0
## 143        0.8        1.0        1.0        0.6
## 144        1.0        0.8        0.4        0.2
## 145        0.2        0.8        0.2        0.0
## 146        1.0        0.4        0.2        0.2
## 147        0.4        0.8        0.8        0.0
## 148        0.8        1.0        0.4        0.6
## 149        0.4        0.6        0.0       -0.4
## 150        0.4        1.0        0.4        0.2
## 151        1.0        0.8        1.0        0.4
## 152        0.6        0.4        0.0        0.0
## 153        0.6        0.6        0.6        0.0
## 154        0.4        1.0        0.2       -0.6
## 155        0.6        0.8        0.6       -0.2
## 156        0.6        0.8        0.4        0.2
## 157        0.4        0.4        0.6        0.2
## 158        1.0        0.8        0.6        0.8
## 159        0.6        1.0        0.2       -0.2
## 160        0.8        0.4        0.4        0.2
## 161        1.0        0.8        0.0        0.6
## 162        0.8        0.4        0.6        0.0
## 163        0.4        0.4        0.4       -0.4
## 164        1.0        0.0        0.0        0.0
## 165        1.0        0.8        0.8        0.4
## 166        0.8        0.2        0.6        0.0
## 167        0.0        0.6        0.4       -0.2
## 168        0.8        0.4        0.2        0.2
## 169        0.8        1.0        0.0        0.2
## 170        1.0        0.8        0.0        0.0
## 171        0.6        0.6        0.6        0.0
## 172        0.8        0.6        0.2        0.4
## 173        1.0        0.4        0.2        0.0
## 174        1.0        0.6        0.8        0.8
## 175        0.2        0.2        0.2       -0.4
## 176        0.6        0.4        0.4        0.0
## 177        0.6        1.0        0.6        0.0
## 178        0.8        0.6        0.4        0.4
## 179        0.8        0.2        0.4        0.0
## 180        1.0        0.4        0.4        0.4
## 181        0.8        1.0        0.4        0.8
## 182        0.8        0.8        0.2        0.0
## 183        0.8        0.8        0.2        0.0
## 184        0.6        0.6        0.0        0.6
## 185        1.0        0.6        0.0        0.2
## 186        0.8       -0.2        0.6       -0.2
## 187        0.2        0.8       -0.2       -0.4
## 188        1.0        0.6        0.0        0.0
## 189        0.4        0.8        0.6        0.4
## 190        1.0        0.6        0.4        0.0
## 191        0.4        0.4        0.0        0.6
## 192        1.0        0.8        0.2        0.6
## 193        0.6        0.6        0.0        0.0
## 194        1.0        0.8        0.8        0.6
## 195       -0.4        0.4        0.4       -0.4
## 196        0.6       -0.2        0.0       -0.2
## 197        0.8        0.8        0.4        0.0
## 198        0.6        0.2        0.0        0.0
## 199        0.4        0.2        0.8        0.4
## 200        0.4        1.0        0.8        0.4
## 201        0.8        0.8        0.4        0.4
## 202        0.6        1.0        0.8        0.6
## 203        0.8        0.6        0.2        0.4
## 204        0.8        0.6        0.8        0.0
## 205        0.4        0.4        0.4       -0.6
## 206       -0.2       -0.2       -0.2       -0.4
## 207        1.0        0.4        0.8        0.6
## 208        1.0        0.6        0.0        0.4
## 209        1.0        0.4        0.6        0.4
## 210        0.0        0.8       -0.4       -0.4
## 211        0.8        0.0       -0.8        0.4
## 212        0.8        0.4        0.6        0.2
## 213        0.8        0.2        0.4       -0.2
## 214        0.6        0.8       -0.4        0.0
## 215        1.0        0.8        0.6        0.8
## 216        1.0        1.0        1.0        0.8
## 217        0.4        0.6        0.0       -0.4
## 218        0.4       -0.2       -0.6       -0.4
## 219        0.6       -0.4        0.2       -0.2
## 220        0.6        0.8        0.4        0.2
## 221        0.8        0.6        0.4        0.6
## 222        1.0        0.8        0.2        0.4
## 223        1.0        0.4        0.0        0.0
## 224       -0.2        0.2        0.2        0.4
## 225        1.0        0.8        0.4        0.6
## 226        0.6        0.8        0.6        0.0
## 227        0.6        1.0        0.4       -0.2
## 228        0.4        0.6        0.4       -0.2
## 229        0.6        0.6       -0.2        0.2
## 230        1.0        1.0        0.2        0.6
## 231        0.8        0.4        0.0        0.2
## 232        1.0        0.8        0.4        0.2
## 233        0.4        1.0        0.6        0.2
## 234        0.4        0.8        0.4       -0.6
## 235        0.6        0.2        0.4        0.0
## 236        1.0        0.2        0.2        0.4
## 237        0.6        0.0        0.0        0.4
## 238        0.8        0.4        0.2       -0.2
## 239        0.6        0.8        0.2       -0.2
## 240        0.8        0.6        0.4        0.4
## 241        1.0        0.4        0.0        0.6
## 242        0.6        0.6        0.0        0.2
## 243        0.6        0.0        0.2       -0.4
## 244        0.6        0.6        0.0        0.0
## 245        0.4        0.2        0.0        0.4
## 246        1.0        0.6       -0.2        0.2
## 247        0.4        0.8        0.4        0.0
## 248        1.0        0.8        0.8        0.2
## 249        1.0        1.0        1.0        1.0
## 250        1.0        0.4        0.2        0.6
quadmax5 <- read.csv("master_Quadmax10_n250_V5.csv") 
#check variance 
var.test(quadmax5$WEIGHT.WITH.CONCERNS,quadmax5$WEIGHT.WITHOUT.CONCERNS) 
## 
##  F test to compare two variances
## 
## data:  quadmax5$WEIGHT.WITH.CONCERNS and quadmax5$WEIGHT.WITHOUT.CONCERNS
## F = 0.89372, num df = 130, denom df = 119, p-value = 0.53
## alternative hypothesis: true ratio of variances is not equal to 1
## 95 percent confidence interval:
##  0.6268579 1.2706361
## sample estimates:
## ratio of variances 
##          0.8937194
#running independent t-test to assess if people with memory concerns weigh #more than people without memory concerns   



independentt<-t.test(quadmax5$WEIGHT.WITH.CONCERNS,quadmax5$WEIGHT.WITHOUT.CONCERNS ,var.equal=T)  

report(independentt)
## Warning: Missing values detected. NAs dropped.
## Effect sizes were labelled following Cohen's (1988) recommendations.
## 
## The Two Sample t-test testing the difference between
## quadmax5$WEIGHT.WITH.CONCERNS and quadmax5$WEIGHT.WITHOUT.CONCERNS (mean of x =
## 157.78, mean of y = 161.75) suggests that the effect is negative, statistically
## not significant, and very small (difference = -3.97, 95% CI [-11.83, 3.89],
## t(249) = -1.00, p = 0.321; Cohen's d = -0.13, 95% CI [-0.37, 0.12])
#running cohens d to check effect size 

group3 <-c(quadmax5$WEIGHT.WITH.CONCERNS) 
group4 <-c(quadmax5$WEIGHT.WITHOUT.CONCERNS) 

cohensD(group3, group4) 
## [1] 0.1257718
#and running SD

sd(quadmax5$WEIGHT.WITH.CONCERNS, na.rm=T) 
## [1] 30.70722
sd(quadmax5$WEIGHT.WITHOUT.CONCERNS, na.rm=T)
## [1] 32.48178
#running a paired t test to look at weight pre and post treatment 

pairedt <-t.test(quadmax4$WEIGHT.PRE,quadmax4$WEIGHT.POST,var.equal= T,paired= T)  

report(pairedt)
## Effect sizes were labelled following Cohen's (1988) recommendations.
## 
## The Paired t-test testing the difference between quadmax4$WEIGHT.PRE and
## quadmax4$WEIGHT.POST (mean difference = 16.00) suggests that the effect is
## positive, statistically significant, and large (difference = 16.00, 95% CI
## [13.84, 18.16], t(249) = 14.57, p < .001; Cohen's d = 0.92, 95% CI [0.77,
## 1.07])
#running cohensD to check effect size 

group5 <-c(quadmax4$WEIGHT.POST) 
group6 <-c(quadmax4$WEIGHT.PRE)

cohensD(group6, group5) 
## [1] 0.8543409
#finding SD and Mean for each variable  

describe(quadmax4$WEIGHT.POST) 
##    vars   n   mean    sd median trimmed   mad    min    max range skew kurtosis
## X1    1 250 153.28 14.73 147.53  152.36 15.78 134.33 232.89 98.56 0.97     2.14
##      se
## X1 0.93
describe (quadmax4$WEIGHT.PRE)
##    vars   n   mean sd median trimmed   mad    min    max  range skew kurtosis
## X1    1 250 169.28 22    162  166.92 18.37 123.53 228.84 105.31 0.78    -0.44
##      se
## X1 1.39
#pwr.r.test(r = .3, sig.level = .05, power = .9)
citation(package="ggplot2") 
## 
## To cite ggplot2 in publications, please use:
## 
##   H. Wickham. ggplot2: Elegant Graphics for Data Analysis.
##   Springer-Verlag New York, 2016.
## 
## A BibTeX entry for LaTeX users is
## 
##   @Book{,
##     author = {Hadley Wickham},
##     title = {ggplot2: Elegant Graphics for Data Analysis},
##     publisher = {Springer-Verlag New York},
##     year = {2016},
##     isbn = {978-3-319-24277-4},
##     url = {https://ggplot2.tidyverse.org},
##   }
citation(package="ggeffects") 
## 
## To cite package 'ggeffects' in publications use:
## 
##   Lüdecke D (2018). "ggeffects: Tidy Data Frames of Marginal Effects
##   from Regression Models." _Journal of Open Source Software_, *3*(26),
##   772. doi:10.21105/joss.00772 <https://doi.org/10.21105/joss.00772>.
## 
## A BibTeX entry for LaTeX users is
## 
##   @Article{,
##     title = {ggeffects: Tidy Data Frames of Marginal Effects from Regression Models.},
##     volume = {3},
##     doi = {10.21105/joss.00772},
##     number = {26},
##     journal = {Journal of Open Source Software},
##     author = {Daniel Lüdecke},
##     year = {2018},
##     pages = {772},
##   }
citation(package="tidyr") 
## 
## To cite package 'tidyr' in publications use:
## 
##   Wickham H, Girlich M (2022). _tidyr: Tidy Messy Data_. R package
##   version 1.2.1, <https://CRAN.R-project.org/package=tidyr>.
## 
## A BibTeX entry for LaTeX users is
## 
##   @Manual{,
##     title = {tidyr: Tidy Messy Data},
##     author = {Hadley Wickham and Maximilian Girlich},
##     year = {2022},
##     note = {R package version 1.2.1},
##     url = {https://CRAN.R-project.org/package=tidyr},
##   }
citation(package="Rmisc") 
## 
## To cite package 'Rmisc' in publications use:
## 
##   Hope RM (2022). _Rmisc: Ryan Miscellaneous_. R package version 1.5.1,
##   <https://CRAN.R-project.org/package=Rmisc>.
## 
## A BibTeX entry for LaTeX users is
## 
##   @Manual{,
##     title = {Rmisc: Ryan Miscellaneous},
##     author = {Ryan M. Hope},
##     year = {2022},
##     note = {R package version 1.5.1},
##     url = {https://CRAN.R-project.org/package=Rmisc},
##   }
## 
## ATTENTION: This citation information has been auto-generated from the
## package DESCRIPTION file and may need manual editing, see
## 'help("citation")'.
citation(package="stats") 
## 
## The 'stats' package is part of R.  To cite R in publications use:
## 
##   R Core Team (2022). R: A language and environment for statistical
##   computing. R Foundation for Statistical Computing, Vienna, Austria.
##   URL https://www.R-project.org/.
## 
## A BibTeX entry for LaTeX users is
## 
##   @Manual{,
##     title = {R: A Language and Environment for Statistical Computing},
##     author = {{R Core Team}},
##     organization = {R Foundation for Statistical Computing},
##     address = {Vienna, Austria},
##     year = {2022},
##     url = {https://www.R-project.org/},
##   }
## 
## We have invested a lot of time and effort in creating R, please cite it
## when using it for data analysis. See also 'citation("pkgname")' for
## citing R packages.
citation(package= "lsr") 
## 
## To cite the lsr package in publications use:
## 
##   Navarro, D. J. (2015) Learning statistics with R: A tutorial for
##   psychology students and other beginners. (Version 0.6) University of
##   New South Wales. Sydney, Australia
## 
## A BibTeX entry for LaTeX users is
## 
##   @Manual{,
##     title = {Learning statistics with R: A tutorial for psychology students and other beginners. (Version 0.6)},
##     author = {Danielle Navarro},
##     organization = {University of New South Wales},
##     address = {Sydney, Australia},
##     year = {2015},
##     note = {R package version 0.5.1},
##     url = {https://learningstatisticswithr.com},
##   }
citation(package= "easystats")
## 
## To cite datawizard in publications use:
## 
##   Lüdecke, Patil, Ben-Shachar, Wiernik, & Makowski (2022). easystats:
##   Framework for Easy Statistical Modeling, Visualization, and
##   Reporting. CRAN. Available from
##   https://easystats.github.io/easystats/
## 
## A BibTeX entry for LaTeX users is
## 
##   @Article{,
##     title = {easystats: Framework for Easy Statistical Modeling, Visualization, and Reporting},
##     author = {Daniel Lüdecke and Mattan S. Ben-Shachar and Indrajeet Patil and Brenton M. Wiernik and Dominique Makowski},
##     journal = {CRAN},
##     year = {2022},
##     note = {R package},
##     url = {https://easystats.github.io/easystats/},
##   }