Web Appendix Figure 1. Operational Steps of Experiment 57,533 direct mail solicitations with randomly different offer interest rates sent out to former clients. 5,028 clients go to branch and apply for loan. Client is offered ro (regardless of whether she brings in letter). Loan officer makes credit and loan supply decisions based on “normal” interest rates, hence “blind” to experimental rates. 4,348 clients are approved. Client offered loan at rc (contract rate). Borrower may revise size and maturity. Contract finalized and client told whether rate is good for one year (D=1) or just one loan (D=0). Client given short survey and then picks up cash Repayment behavior observed. Web Appendix Table 1. Summary Statistics for Sample Frame, Borrowers, and Other Sub-Samples of Interest All Borrowed 10.3 (6.9) 1116.4 (829.9) 4.3 (3.9) 5.9 (5.8) 1156.0 (825.7) 4.9 (4.2) 6.0 (5.8) 1161.4 (798.2) 4.8 (4.2) 5.8 (5.8) 1150.9 (851.6) 4.9 (4.2) 12.7 (6.1) 1086.4 (785.2) 3.6 (3.5) 2.8 (1.7) 1176.5 (878.4) 5.7 (4.2) 2.8 (1.6) 1229.7 (994.5) 6.6 (4.3) 1,656 2.88% 53,296 92.64% 2,030 3.53% 551 0.96% 132 3.04% 3,939 90.59% 223 5.13% 54 1.24% 54 2.53% 1,926 90.30% 123 5.77% 30 1.41% 78 3.52% 2,013 90.88% 100 4.51% 24 1.08% 1,407 3.26% 40,687 94.18% 887 2.05% 220 0.51% 93 1.50% 5,658 91.17% 369 5.95% 86 1.39% 156 1.92% 6,951 85.54% 774 9.52% 245 3.02% 57,533 4,348 2,133 2,215 43,201 6,206 8,126 7.88 (2.42) 7.08 (2.42) 0.43 (0.50) 0.41 (0.49) 7.18 (2.30) 6.53 (2.26) 0.47 (0.50) 0.40 (0.49) 7.16 (2.32) 6.46 (2.25) 0.47 (0.50) 0.40 (0.49) 7.22 (2.29) 6.58 (2.27) 0.47 (0.50) 0.40 (0.49) 8.10 (2.48) 7.29 (2.52) 0.46 (0.50) 0.41 (0.49) 7.20 (1.85) 6.56 (1.87) 0.47 (0.50) 0.39 (0.49) 5.73 (1.36) 5.28 (1.34) 0.48 (0.50) 0.39 (0.49) 152.56 (359.28) 0.09 (0.21) 0.22 (0.29) 0.12 (0.32) 131.10 (337.39) 0.08 (0.19) 0.20 (0.28) 0.10 (0.30) 173.21 (378.09) 0.11 (0.23) 0.24 (0.30) 0.14 (0.33) 180.13 (404.86) 0.12 (0.24) 0.25 (0.31) 0.14 (0.35) 224.49 (408.52) 0.13 (0.24) 0.32 (0.31) 0.17 (0.38) 57.40 (181.67) 0.03 (0.11) 0.10 (0.19) 0.04 (0.19) 0.48 0.49 1 0 0.47 (0.50) (0.50) (0) (0) (0.50) 0.44 0.46 0.39 0.52 Married, proportion 0.44 (0.50) (0.50) (0.49) (0.50) (0.50) 1.59 1.90 1.82 1.97 # of dependents 1.40 (1.74) (1.75) (1.61) (1.87) (1.68) 41.25 40.90 41.74 40.10 Age 40.93 (11.53) (11.13) (11.38) (10.82) (11.55) 6.78 6.98 7.45 6.53 Education (# of years, estimated from occupation) 6.76 (3.32) (3.38) (3.51) (3.19) (3.30) 3.42 3.42 3.39 3.45 Monthly gross income at last loan (000's Rand)* 3.39 (19.66) (2.13) (2.19) (2.07) (22.46) 0.07 0.07 0.08 0.06 Home mortgage, proportion 0.07 (0.25) (0.25) (0.26) (0.24) (0.25) 551.35 559.95 547.77 571.69 External credit score 549.59 (215.64) (204.05) (203.20) (204.22) (215.38) 0.12 0.10 0.11 0.10 No external credit score, proportion 0.12 (0.32) (0.30) (0.31) (0.30) (0.32) 93.82 95.13 93.34 96.86 Months at Employer 91.34 (88.01) (85.55) (82.33) (88.53) (87.25) 4,348 43,201 57533 2133 2215 Standard deviations in parentheses. Money amounts in South African Rand, ~7.5 Rand = US $1 at the time of the experiment. 0.47 (0.50) 0.45 (0.50) 2.09 (1.72) 40.88 (10.97) 6.84 (3.27) 3.52 (3.98) 0.08 (0.26) 556.07 (195.64) 0.10 (0.29) 93.95 (86.71) 6,206 0.49 (0.50) 0.47 (0.50) 2.20 (1.85) 43.26 (11.65) 6.82 (3.46) 3.49 (1.94) 0.06 (0.24) 557.10 (230.95) 0.13 (0.34) 106.92 (91.80) 8,126 A. Prior Transactions # of months since last loan Size of last loan prior to project (Rand) # of prior loans with the lender Male Borrowed Lender-Defined Risk Category High Medium Low Risk Risk Risk Female Borrowed Maturity of last loan prior to project 1 or 2 months 4 months 6 months 12 months Number of Observations B. Randomized Variables Offer Interest Rate Contract Interest Rate Proportion Receiving Rate for One year (vs. one loan) Proportion Receiving a Contract Rate < Offer Rate C. Default Measures Monthly Average Past Due Amount Monthly Avg Past Due Amount, Proportion of Principal Proportion of Months With Some Arrearage Account is in Collection (3+ months arrears) D. Client Characteristics Female, proportion Web Appendix Table 2. Experimental Integrity Checks OLS Dependent variable: Female Married External credit score No External credit score Internal credit score Log (Size of last loan prior to project) Maturity of last loan prior to project # of prior loans with the lender Gross income Years at Employer Mean education # of dependants Age Home bond # of months since last loan Contract Rate (1) 0.009 (0.022) 0.017 (0.022) -0.000 (0.000) -0.017 (0.093) -0.001 (0.001) -0.017 (0.017) -0.010 (0.011) 0.003 (0.003) -0.001 (0.001) 0.000 (0.002) 0.002 (0.003) 0.002 (0.007) -0.000 (0.001) 0.053 (0.041) -0.001 (0.002) Offer Interest Rate Contract Interest Rate Dynamic Repayment Incentive Constant Observations Joint F-Test R-squared 7.700*** (0.297) 57339 0.87 0.10 Rate Valid for Rejected = 1, One Year (versus conditional on Offer Rate One Loan) Applied =1 applied=1 (2) (3) (4) (5) 0.028 -0.002 (0.021) (0.004) 0.022 0.004 (0.021) (0.004) -0.000 0.000 (0.000) (0.000) -0.006 0.016 (0.091) (0.016) -0.002 0.000 (0.001) (0.000) -0.003 -0.004 (0.017) (0.003) -0.011 -0.001 (0.010) (0.002) 0.003 0.001** (0.003) (0.001) -0.000 0.000 (0.000) (0.000) 0.001 -0.000 (0.002) (0.000) -0.002 -0.000 (0.003) (0.001) -0.005 0.000 (0.006) (0.001) -0.001 -0.000* (0.001) (0.000) 0.028 0.011 (0.040) (0.007) -0.001 -0.001*** (0.002) (0.000) -0.003*** (0.001) 0.000 -0.001 (0.001) (0.002) -0.014 (0.012) 8.369*** 0.228*** 0.081*** 0.334*** (0.292) (0.051) (0.005) (0.075) 57339 57339 57533 5028 0.96 0.01 0.14 0.37 0.04 0.09 * significant at 10%; ** significant at 5%; *** significant at 1%. Robust standard errors in parentheses. Columns 1 through 3 test whether the randomized variables are correlated with information observable before the experiment launch. For column 3, if the dormancy variable is omitted the F-test is 0.21. Column 4 shows that the decision to borrow by the client was affected by the Offer Interest Rate, but not the Contract Interest Rate, hence verifying the internal controls of the experimental protocol. Column 5 shows that the decision by the branch manager to reject applicants was not predicted by the contract interest rate or the dynamic repayment incentive. Column 5 sample frame includes only those who applied for a loan. Regressions include controls for lender-defined risk category, month of offer letter and branch. Web Appendix Table 3. Identifying Information Asymmetries: Comparison of Means Hidden Information Effect Average Monthly Proportion Past Due Proportion of Months in Arrears Account in Collection Status Full Sample # of observations Average Monthly Proportion Past Due Proportion of Months in Arrears Account in Collection Status Female # of observations Average Monthly Proportion Past Due Proportion of Months in Arrears Account in Collection Status Male # of observations Hidden Action Effect 1 High Offer, Low Contract (1) 0.102 (0.009) 0.211 (0.011) 0.123 (0.013) 625 Low Offer, Low Contract (2) 0.082 (0.004) 0.202 (0.006) 0.101 (0.007) 2087 t-stat: diff≠0 (3) 1.90* 0.101 (0.013) 0.209 (0.02) 0.121 (0.019) 307 0.067 (0.005) 0.181 (0.008) 0.082 (0.008) 1047 2.42** 0.103 (0.013) 0.213 (0.016) 0.126 (0.019) 318 0.099 (0.007) 0.223 (0.009) 0.120 (0.010) 1040 0.72 1.50 1.55 1.88* 0.30 -0.51 0.26 High Offer, High Contract (4) 0.105 (0.006) 0.244 (0.008) 0.139 (0.009) 1636 High Offer, Low Contract (5) 0.102 (0.009) 0.211 (0.011) 0.123 (0.013) 625 0.089 (0.007) 0.221 (0.011) 0.107 (0.121) 779 0.101 (0.013) 0.209 (0.02) 0.121 (0.019) 307 0.120 (0.008) 0.264 (0.011) 0.168 (0.013) 857 0.103 (0.013) 0.213 (0.016) 0.126 (0.019) 318 t-stat: diff≠0 (6) 0.23 2.38** 0.99 -0.85 0.64 -0.65 1.05 2.60*** 1.87* Hidden Action Effect 2 No Dynamic Dynamic Incentive, Incentive, Low Contract Low Contract (7) (8) 0.094 0.079 (0.006) (0.005) 0.217 0.188 (0.008) (0.008) 0.118 0.092 (0.008) (0.008) 1458 1254 0.078 (0.007) 0.194 (0.010) 0.102 (0.011) 724 0.071 (0.007) 0.180 (0.010) 0.078 (0.011) 630 0.111 (0.009) 0.240 (0.011) 0.134 (0.013) 734 0.087 (0.008) 0.197 (0.011) 0.107 (0.012) 624 t-stat: diff≠0 (9) 1.94** 2.70*** 2.16** 0.65 0.97 1.57 1.97** 2.77*** 1.48 "High" is defined as above the median offer rate for that risk category. This is equal to 7.77% for high risk clients, 7.50% for medium risk clients and 6.00% for low risk clients. Sample sizes vary due to exclusions motivated the intuition summarized in Figure 1 of the paper. The column headings indicate which rate cells are included in any given analysis. T-tests assume unequal variances across columns. Web Appendix Table 4. Identifying Information Asymmetries, By Gender of Borrower OLS Male Dependent Variable: Offer Rate Contract Rate Dynamic Repayment Incentive Indicator Constant Observations R-squared Monthly Average Proportion Past Due (1) -0.002 (0.004) 0.005 (0.003) -0.014 (0.009) 0.108*** (0.025) 2215 0.05 Proportion of Months in Arrears (2) -0.004 (0.005) 0.014*** (0.005) -0.025** (0.012) 0.178*** (0.040) 2215 0.12 Female Account in Collection Status (3) 0.001 (0.007) 0.010 (0.007) -0.020 (0.015) 0.092** (0.043) 2215 0.04 Standardized Index of Three Default Measures (4) -0.007 (0.018) 0.036** (0.017) -0.076* (0.040) 0.002 (0.127) 2215 0.07 Monthly Average Proportion Past Due (5) 0.010*** (0.003) -0.005 (0.004) -0.007 (0.008) 0.050*** (0.015) 2133 0.05 Proportion of Months in Arrears (6) 0.008* (0.005) -0.001 (0.005) -0.006 (0.012) 0.097*** (0.026) 2133 0.10 Account in Collection Status (7) 0.013** (0.005) -0.009 (0.006) -0.017 (0.012) 0.043 (0.027) 2133 0.04 Standardized Index of Three Default Measures (8) 0.040** (0.016) -0.020 (0.017) -0.039 (0.036) -0.246 (0.073) 2133 0.07 * significant at 10%; ** significant at 5%; *** significant at 1%. Robust standard errors in parentheses are corrected for clustering at the branch level. Results reported here are estimated using the base OLS specification on samples split by gender. The specification includes controls for lender-defined risk category and month of offer letter. Adding loan size and maturity as additional controls does not change the results. Using tobit or probit instead of OLS produces qualitatively similar results. For Columns (4) and (8), we created an index of the three measures by calculating the mean of the standardized value (relative to the low offer and contract interest rate group, standardized at mean zero, standard deviation one) of each of the three measures of default. Web Appendix Table 5: Heterogeneity by Gender, or by Other Demographics? OLS Dependent Variable: Monthly Average Percentage Past Due Number of Dependents in Demographic Control Variable(s): Married Household Educated (1) (2) (3) 0.023 (0.435) 0.415 (0.393) -1.158 (1.160) -2.985 (1.939) -1.838 (1.952) 0.089 (0.432) 0.482 (0.446) -1.098 (1.237) -2.558 (1.980) -0.036 (0.536) 0.887* (0.456) -1.042** (0.476) 0.813 (1.350) -0.135 (0.540) 0.195 (0.511) -0.577 (1.211) 10.161*** (2.476) 4317 0.05 Experimental Variables Offer Rate Contract Rate Dynamic Repayment Incentive Indicator Female Demographic Variable (see column heading) Female * Experimental Variables Female * Offer Rate Female * Contract Rate Female * Dynamic Repayment Incentive Demographic Control Variable * Experimental Variables Demographic Variable * Offer Rate Demographic Variable * Contract Rate Demographic Variable * Dynamic Repayment Incentive Constant Observations R-squared Age (4) Log of Monthly Gross Income (5) Tenure at Employment (6) 0.079 (0.402) 0.260 (0.414) -0.878 (1.028) -2.215 (1.886) -1.761 (2.432) 0.282 (1.162) 0.269 (1.098) -1.280 (2.678) -1.887 (1.914) -0.172 (0.105) 2.700 (2.338) -0.968 (2.707) 7.378 (8.692) -2.821 (1.926) -0.001 (1.669) 0.122 (0.456) 0.404 (0.465) -1.165 (1.145) -2.667 (1.875) -0.015 (0.012) 2.404 (3.274) 0.613 (4.110) 4.842 (12.209) -1.375 (1.984) all 0.834* (0.460) -1.029** (0.497) 0.896 (1.343) 0.902* (0.480) -1.138** (0.482) 1.077 (1.351) 0.763* (0.455) -0.977** (0.486) 0.701 (1.336) 0.890** (0.445) -1.040** (0.474) 0.603 (1.353) 0.807* (0.447) -0.967** (0.479) 0.730 (1.328) 0.834* (0.489) -1.182** (0.493) 0.914 (1.424) -0.046 (0.122) -0.009 (0.141) -0.224 (0.353) 8.917*** (2.542) 4317 0.05 -0.400 (0.625) 0.748 (0.583) -1.577 (1.307) 9.608*** (2.240) 4348 0.05 -0.008 (0.026) 0.006 (0.026) -0.002 (0.061) 14.984*** (5.136) 4348 0.06 -0.343 (0.289) 0.183 (0.325) -1.077 (1.042) 9.240 (13.856) 4348 0.05 -0.002 (0.003) 0.001 (0.003) -0.002 (0.006) 10.281*** (2.642) 4348 0.06 all All (7) all all 11.328 (15.060) 4317 0.07 * significant at 10%; ** significant at 5%; *** significant at 1%. Each column presents results from a single OLS regression on a version of equation (14). Robust standard errors in parentheses are corrected for clustering at the branch level. "Educated" is a binary indicator for the top 25% in years of education, predicted by the client's occupation. Regressions include controls for lender-defined risk category and month of offer letter. Adding loan size and maturity as additional controls does not change the results. The dependent variable here is defined in percentage point terms, not proportions, and hence equals 100x the variable used in other tables. Web Appendix Table 6: Are Information Asymmetries Less Severe for Clients with More Frequent Borrowing History? OLS Dependent Variable: Monthly Average Proportion Past Due Sample: Offer Rate Contract Rate Dynamic Repayment Incentive Indicator # of prior loans with the lender Offer Rate*# of prior loans All (1) (2) (3) 0.008** (0.003) 0.000 (0.003) -0.011* (0.006) 0.001 (0.002) -0.001*** (0.000) 0.004 (0.003) 0.004 (0.003) -0.011* (0.006) 0.000 (0.001) 0.004 (0.003) 0.000 (0.003) -0.013 (0.010) Contract Rate*# of prior loans -0.001*** (0.000) Rate Valid for One Year*# of prior loans Constant Observations R-squared 0.078*** (0.018) 4317 0.05 0.083*** (0.017) 4317 0.05 0.001 (0.001) 0.105*** (0.014) 4317 0.05 * significant at 10%; ** significant at 5%; *** significant at 1%. Each column presents results from a single OLS regression on a version of equation (14). Robust standard errors in parentheses are corrected for clustering at the branch level. Regressions include controls for lender-defined risk category and month of offer letter. Adding controls for loan size and maturity does not change the results. Web Appendix Table 7. Frequency of Monthly Offer and Contract Interest Rates Low Risk Clients Offer Interest Contract Interest Rate Rate Freq. Percent Freq. Percent 3.25% 3.49% 3.50% 3.75% 3.99% 4.00% 4.25% 4.44% 4.49% 4.50% 4.75% 4.99% 5.00% 5.25% 5.49% 5.50% 5.55% 5.75% 5.99% 6.00% 6.25% 6.50% 6.75% 6.99% 7.00% 7.25% 7.49% 7.50% 7.75% 7.77% 7.99% 8.00% 8.19% 8.25% 8.50% 8.75% 8.88% 8.99% 9.00% 9.25% 9.49% 9.50% 9.69% 9.75% 9.99% 10.00% 10.25% 10.49% 10.50% 10.75% 10.99% 11.00% 11.11% 11.19% 11.25% 11.50% 11.69% 11.75% Total 144 281 267 32 367 199 40 208 399 176 45 202 283 45 338 426 288 46 495 402 49 388 422 464 435 399 575 357 354 8,126 1.77% 3.46% 3.29% 0.39% 4.52% 2.45% 0.49% 2.56% 4.91% 2.17% 0.55% 2.49% 3.48% 0.55% 4.16% 5.24% 3.54% 0.57% 6.09% 4.95% 0.60% 4.77% 5.19% 5.71% 5.35% 4.91% 7.08% 4.39% 4.36% 100% 304 347 393 42 580 341 61 380 330 288 39 378 332 49 387 415 267 56 409 315 51 377 335 308 292 273 347 229 201 8,126 3.74% 4.27% 4.84% 0.52% 7.14% 4.20% 0.75% 4.68% 4.06% 3.54% 0.48% 4.65% 4.09% 0.60% 4.76% 5.11% 3.29% 0.69% 5.03% 3.88% 0.63% 4.64% 4.12% 3.79% 3.59% 3.36% 4.27% 2.82% 2.47% 100% Medium Risk Clients Offer Interest Contract Interest Rate Rate Freq. Percent Freq. Percent 94 110 116 18 104 99 22 79 139 99 22 117 119 19 149 97 81 20 213 118 24 125 148 231 201 200 260 195 181 200 224 168 235 25 215 35 221 263 214 218 300 37 234 217 6,206 1.51% 1.77% 1.87% 0.29% 1.68% 1.60% 0.35% 1.27% 2.24% 1.60% 0.35% 1.89% 1.92% 0.31% 2.40% 1.56% 1.31% 0.32% 3.43% 1.90% 0.39% 2.01% 2.38% 3.72% 3.24% 3.22% 4.19% 3.14% 2.92% 3.22% 3.61% 2.71% 3.79% 0.40% 3.46% 0.56% 3.56% 4.24% 3.45% 3.51% 4.83% 0.60% 3.77% 3.50% 100% 172 135 163 26 229 144 29 214 136 149 29 211 168 26 239 144 120 27 259 141 25 201 198 192 194 205 212 166 162 138 159 160 167 28 164 23 153 174 128 145 170 28 137 116 6,206 2.77% 2.18% 2.63% 0.42% 3.69% 2.32% 0.47% 3.45% 2.19% 2.40% 0.47% 3.40% 2.71% 0.42% 3.85% 2.32% 1.93% 0.44% 4.17% 2.27% 0.40% 3.24% 3.19% 3.09% 3.13% 3.30% 3.42% 2.67% 2.61% 2.22% 2.56% 2.58% 2.69% 0.45% 2.64% 0.37% 2.47% 2.80% 2.06% 2.34% 2.74% 0.45% 2.21% 1.87% 100% High Risk Clients Offer Interest Contract Interest Rate Rate Freq. Percent Freq. Percent 586 756 540 53 754 525 59 494 775 591 60 713 550 67 712 604 513 74 712 586 74 611 569 775 855 834 1,015 849 909 825 1,029 891 1,024 74 830 82 805 1,044 877 890 1,162 89 1,201 889 1,242 1,253 1,276 1,494 1,282 93 1,390 1,385 1,345 1,498 104 99 1,431 1,382 43,201 1.36% 1.75% 1.25% 0.12% 1.75% 1.22% 0.14% 1.14% 1.79% 1.37% 0.14% 1.65% 1.27% 0.16% 1.65% 1.40% 1.19% 0.17% 1.65% 1.36% 0.17% 1.41% 1.32% 1.79% 1.98% 1.93% 2.35% 1.97% 2.10% 1.91% 2.38% 2.06% 2.37% 0.17% 1.92% 0.19% 1.86% 2.42% 2.03% 2.06% 2.69% 0.21% 2.78% 2.06% 2.87% 2.90% 2.95% 3.46% 2.97% 0.22% 3.22% 3.21% 3.11% 3.47% 0.24% 0.23% 3.31% 3.20% 100% 1,017 934 931 80 1,400 845 69 1,220 866 826 77 1,347 809 77 1,330 761 660 92 1,175 766 80 1,286 903 903 881 1,028 977 825 1,033 719 933 830 829 79 984 77 851 814 756 867 879 82 892 727 887 876 892 964 833 73 899 857 800 867 77 72 834 753 43,201 2.35% 2.16% 2.16% 0.19% 3.24% 1.96% 0.16% 2.82% 2.00% 1.91% 0.18% 3.12% 1.87% 0.18% 3.08% 1.76% 1.53% 0.21% 2.72% 1.77% 0.19% 2.98% 2.09% 2.09% 2.04% 2.38% 2.26% 1.91% 2.39% 1.66% 2.16% 1.92% 1.92% 0.18% 2.28% 0.18% 1.97% 1.88% 1.75% 2.01% 2.03% 0.19% 2.06% 1.68% 2.05% 2.03% 2.06% 2.23% 1.93% 0.17% 2.08% 1.98% 1.85% 2.01% 0.18% 0.17% 1.93% 1.74% 100% Monthly Offer Interest Rate Web Appendix Table 8: Cross-Tabulation of Individual Cell Sizes for Monthly Offer and Contract Interest Rates Monthly Contract Interest Rate 3.00 3.50 4.00 4.50 5.00 5.50 6.00 6.50 7.00 7.50 8.00 8.50 9.00 9.50 10.00 10.50 11.00 11.50 Total 3.00 3.50 4.00 4.50 5.00 5.50 1,971 442 154 78 38 41 16 31 24 26 9 10 19 10 5 10 15 10 0 1,809 628 239 178 192 49 145 149 111 54 63 55 44 37 28 42 21 0 0 2,256 417 308 353 82 198 211 199 84 98 98 77 85 62 61 46 0 0 0 1,291 294 353 93 237 254 198 95 107 87 91 91 41 81 31 0 0 0 0 1,464 360 96 273 260 233 101 110 113 98 103 57 99 50 0 0 0 0 0 2,270 143 359 362 330 124 156 147 142 112 70 102 68 2,909 3,844 4,635 3,344 3,417 4,385 Interest rates rounded down to nearest 50 basis points. 6.00 6.50 7.00 7.50 8.00 8.50 9.00 9.50 10.00 10.50 11.00 11.50 Total 0 0 0 0 0 0 774 132 148 71 41 41 27 32 33 26 29 24 0 0 0 0 0 0 0 2,358 477 475 165 211 225 213 183 129 150 117 0 0 0 0 0 0 0 0 2,889 397 132 224 176 161 141 87 121 81 0 0 0 0 0 0 0 0 0 3,083 181 267 217 215 199 124 177 102 0 0 0 0 0 0 0 0 0 0 1,431 128 124 104 100 55 90 61 0 0 0 0 0 0 0 0 0 0 0 2,080 233 252 219 140 196 120 0 0 0 0 0 0 0 0 0 0 0 0 2,140 188 186 125 177 129 0 0 0 0 0 0 0 0 0 0 0 0 0 2,282 201 104 189 93 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2,328 123 170 111 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1,584 138 83 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2,495 106 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1,659 1,378 4,703 4,409 4,565 2,093 3,240 2,945 2,869 2,732 1,805 2,601 1,659 57,533 1,971 2,251 3,038 2,025 2,282 3,569 1,253 3,733 4,774 5,123 2,417 3,495 3,661 3,909 4,023 2,765 4,332 2,912