The Role of Health Mindset in Adolescents’ Compliance With Brace Wear for Adolescent Idiopathic Scoliosis
Grant Recipient: Kali Tileston, MD
- Institution:
- Stanford University School of Medicine
- Presentations & Publications:
- Presentations: None, but planning to submit to POSNA 2022.
Publications: None, but planning to submit for publication once dataset is complete.
- Further Funding:
- Further grant obtained as result of POSNA funding:
We used preliminary data to secure an additional grant through the Scoliosis Research Society to examine Health Mindset and postoperative patient mobilization after posterior spinal fusion surgery.
- Additional Information:
- Study aims:
The purpose of this study was to utilize a previously validated psychological assessment tool to evaluate Health Mindset (fixed versus growth) among patients with adolescent idiopathic scoliosis undergoing treatment with a brace. Patients with a growth mindset believe that personal traits be developed and changed over time whereas a fixed mindset means that you believe these personal traits are fixed and cannot be altered.
We planned to investigate how health mindset relates to an adolescent’s brace wear compliance. We hypothesized that children with a fixed mindset will have decreased compliance with bracing protocols as compared to those with a growth mindset. Prior studies have demonstrated that mindset is malleable and can be altered. Therefore, this correlation would create an avenue for intervention and in turn increased compliance.
Patients in the prospective study were given an iButton thermosensor in their brace to measure body temperature every 30 minutes for 6 months at a time. The iButton software gave patients and their physicians exact brace wear hours based on the body temperature readings. Patients were asked to complete the SRS-30, PROMIS, and Health Mindset questionnaires before their appointment. They also self-reported their brace wear hours at their appointment prior to reviewing their actual brace wear times as reported by the iButton software with the physician.
In addition to the specific aims of the study, we also evaluated health mindset as it relates to patient reported outcome measurements in the adolescent idiopathic scoliosis population undergoing brace treatment.
Research findings:
Before data collection started, a power analysis was done and determined that 75 patients were needed to reach statistical significance for the research questions. While we have enrolled 75 patients in the research study, only 61 patients could be included in the analysis since we do not have full data for the 75 patients. Mixed-effects linear regression models were used to evaluate relationships between health mindset, SRS-30, and PROMIS scores with brace wear times. These models were also used to analyze the relationships between health mindset and patient reported outcomes. A paired t-test was used to analyze actual vs. patient reported brace wear times. All analyses were completed in RStudio version 1.1.456 using a two-sided level of significance of 0.05.
With the preliminary data, we analyzed (1) Actual Brace wear Times versus Health Mindset, SRS-30 and PROMIS; (2) Health Mindset versus SRS-30 and PROMIS; and (3) Actual Brace wear Times versus Reported Brace wear Times. We found that worse pain symptoms measured by the SRS-30 questionnaire were associated with lower actual brace wear times (p=0.023) (Figure 1). Better peer relationship scores on the PROMIS questionnaire were associated with a growth health mindset (p<0.001) (Figure 2). Worse depression symptom scores and worse physical stress scores on the PROMIS questionnaire were associated with a fixed health mindset (p=0.028; p=0.013) (Figure 3, Figure 4). Patients overestimated their brace wear times by an average of 1.3 hours (p<0.001). We did not find a significant correlation between health mindset and brace wear compliance with the preliminary analysis. Health Mindset versus SRS-30 Appearance, SRS-30 Satisfaction, and PROMIS Pain Interference dimensions were approaching significance (p=0.056; p=0.067; p=0.085). We plan to re-analyze the data once the full data set is obtained to see if there are any further correlations in this patient population as this will increase our power.
Figure 1: Average Bracewear Time vs. SRS-30 Pain
![](data:image/png;base64,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)
Figure 2: Health Mindset Score vs. PROMIS Peer Relations
![](data:image/png;base64,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)
Figure 3: Health Mindset Score vs. PROMIS Depression
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAWIAAAEHCAYAAACUZUyTAAAgAElEQVR4Aey9B7BVRba473vzwtR7UzX/cuZXU/Om5tXMm+czjDo6RhQRFQmCiJIlZwTJIEEkSxIkSs4CkpEgOWckXODmTBYQDIBIXv/6+rDubI8np325t7tq333uPvvsDrv769WrV6++R2ywJWBLwJaALQFXS+AeV2O3kdsSsCVgS8CWgFgQ20pgS8CWgC0Bl0vAgtjlF2CjtyVgS8CWgAWxrQO2BGwJ2BJwuQRcBfGJEydk5cqVsmbNGlm1apU5r1u3ThJ9rF271sTNOdFxEx/xupl/0sA74HAj/xo/ZeDWOygM+V+9erVr+S8MbYD8u10H4xU/5btp0ya5cuWKT+S7CuIdO3bI1KlThfOGDRvMee/evZLoY8+ePbJt2zbZuXNnwuMmr8RP/rdu3epK/KSBd0AZJLrsNb4tW7bIxo0bTVnotUSeyb/b5b9+/XrZtWuXK+9g9+7d5v27FT/xkn836+D27dvjxiDa+JAhQ+T06dOFD8RffvmlHDhwwCTs2rVrPhNYXC4W9/zfvn1brl+/Xlxet898+pOWfN5cBC9evXq1CObqH1maMWOGnDx58h8XHJ9clYgBMT3xjRs35LvvvnOtIQKBH3/80aTDUTYJ+0j85N/NhkhHQBm4FX744Qf5/vvv3Yre1D0380/5f/PNN3Lz5k1XyuDWrVvm/bsVP/F+++23rtZBOoJ4CkTTpk2TU6dO+Xy/FsQiYkEspgK6CSILYgtiC2KfjI7/RSsRe8rYSsQiFsQWxBbE8WeuzxgsiC2ItWJYEFsQWxBra4jhGaV0amqqXLp0ye9TIwXx5cuXQ9InonfNyckR7g8UYqWaQM+GnjPcIX4iJWJ0cbybCxcu/KRIfOmISReNI5jumt9yn+oXgSplz+9DDRbE8QPxxYsXg7YBqyMWKXI64v3798vo0aNl3rx5Mm7cOL8K6qSkJGOuRAOm4TJpFyhQWTBxadGihdSqVUtQfvv7zdKlS+V//ud/5Pe//7089NBDQpoCBV6CgiTQff6+A0TDhg2TunXrmvQdOXLE360+r5P/cAHu80EBLpLGd955R/785z/Ln/70J5kxc0YBLLFYcM5a03l98sknJj/kCdM+XyEzM1O6du0qNWrUkA8//FCwBe3QoUPB/8Egrs90G8TUI2f+NV2JOlP+TNZRx2MVyNPcuXOlUaNGUq9ePWOj7K9z5Dr5j2X84eSDeKmfbr4DBIp4Wu4kdLIOmAwfPlxooDTmffv2SX5+fsE7QULmu+zsbNNosd9UiYrfUnm8DwDJAUxfffVVqVy5slSrVk1efPFFWbFihflO7+Gcnp4u//Ef/yH33HNPwfHss88aaZUX7v18/gcEVAJf3wW6Rnykm46nZMmSUrNmTZPG+vXry5kzZ0zFDvR7/Y5KSHnp/7E8k0YqWM+ePeXf//3f5d577zXnX/9/vzZ2m5oHyoDPvI8pU6ZI2bJlTYdHmVevXt28R77XgzTTyPm+Tp06Qhn/5S9/kTfeeMO8H8pj4sSJJm5+EyhP1AvtjAPdF6/veIfkP17PD/ZcOixGKZR9sHuDfa9lzQIZ2ghthTbz2muvyaFDhwren/M51A/yH4v4nc8N9TPx0hG5+Q6Im/cQappDvU/bC20qYVYT58+fl86dO8uyZctk4cKFxjidBGtAHfH2229LkyZNjCTFihMaIL+jItK4vQ++Z8g/e/ZsAwd+X7t2bVOxunfvbn7P99xHYXKfQvgXv/iF+fzLX/5S8vLyzPfez6cCEDdn7++C/Q88c3NzjaRZvnx5A6SqVauais8CBdIT7Bl8T/45Qrk33HuAHJ3C3//+d/nVr34l//Vf/yV/+MMfTGc1ePBgYejKMykD7sXovHHjxiYPlDNHxYoVzaonBSZnjNTJKw29QYMG8vTTT8tvfvMbef3114WOiIbfpUsXE7fG4S/tgd6/v9/E8jp591f/YhmPv2cR99dffx1RHfR+JmXNsxihlClTxrQ3RpB0rDNnzjTvm7bi/J22Aee1RH4m/qJaB5RfEyZMSNyCjuPHjxsoLViwwAxn+/fvLwcPHlQOmwrCCiYkYUDNShp6IV460KJn9HXQY/MbYEfDBw6vvPKKzJ8/39zP9/yO3odFIkh+CmPOf/zjH03cdArez0cSBiykw/u7YP/zPCr+wIEDpVSpUmYoX75cOZPGY8eOmd412DOIn4rIc4LdG8n3pBGJr2XLlvKLf/mFAfGvf/1rUz4sMVdpiDLgXsphxIgRpnwZ0laqVEleefllo/PX8uMMsAEwkOZcokQJ82wkYiRkwAwMeJ6+H3/ppyOlDvj7Pt7XqXvkP97x+Hs+8QNj3pO/e0K9TlnzHFSD1EkEl7feekteeuklY7fv611wP/mPRfyhptN5H/HSBtx8BwhVgRjkTG+4nynzhErEZ8+elXbt2pkMQd85c+bIokWLCkDs/MAwCakKeNJr0LgDBYDFkmh6doZawIJG7h1QP3w84uMCEANhgBNI/8WzSUekgQmw9u3bm46iYcOGsnnz5rAeRf6pjPEMdAwVK1UURge//X+/FTpJ8k2gouhn/j937pz06NHDlDWdHiMcX+WD7hipuEKFCmaEQ2Xjfv5HFeJvJZF3PnmPwNitQN1z5j/R6aD8AVGgOhpumujYhw4dKuXKlTMqM/TFvt4hz7U6Yo8tPe8hXiGhOmJ6ijFjxhhpGCh/9NFHxtmFr8xFYjVBRUIVwEFcgQITZvgrQCURKFAJgWCwjiDQM/gOmGZlZZmheLB7nd8TP7/11ak474vFZ6QudO1paWk/eRxl6d0RIJ2gz//qq69+cq/3P8CW+xSkOHNiDsD7ed6/c/6PJKK/d15P1GcaYDjpjXW6KH9A7A+UkcZHnngXvJNAgQ6Ae2Mdf6A4nd8RLyMiN98BHXEwpjjTHO7nhIKYxCF5MeNOb7x48WK/kkYkIA4386HcHysQhxKXr3sSCWJf8XPNF4j93RuP6xbE8QFxqO/KgrgImq/pyw8mYVoQe0rKgtiurIuXRKxtMdjZgrgIgzjYy7cgtiDWOmIlYisRW9WEtoYEny2ILYi1ylkQWxBbEGtrSPDZgtiCWKucBbEFsQWxtoYEny2ILYi1ylkQWxBbEGtrSPDZgtiCWKucBbEFsQWxtoYEny2ILYi1ylkQWxBbEGtrSPDZgtiCWKucBbEFsQWxtoYEny2ILYi1ylkQWxBbEGtrSPC5uIEYo3lcgmbn5PxkKaVd0BH7BR2AnU0B/Lkd9K7qRXWJs3c+/f1vF3TYBR3GxwO+FuLpcMNfBeR6IpY4k7dJkybJm1WqGNeEH3/8sfE0pfEnyteEv3IoSkuc8a2AK1ac3eCpb9OmTUGd6VgQW18TRc7XhL/G7n29OEnEuP7EbSc7WeCWkM/sZkGwEnHsJGIku06dOslzzz1nXHPikpMdRpybE3jXQ/63ILYgtiC+ccN4HyvKEjFOoXHdicN0drXAaTouIzVYiTg23teQ7NkOig6Pcuag09u1a5cWtc+zBbEFsQVxMQDx7t27zVAZB93478VJN0NmgpWIYycRU5ZsW/XCCy8YGLNbCE7qcZsaKFgQWxBbEBcDEDNkxkE+w2S2IcI9qHqnsyCOHYiBLX59O3bsKG/Xri2dOnYy+7RR/oGCBbEFsQVxMQCxQgBn6xzOYEEcWxBTtoAXdQ+qilCCBbEFsQVxmCAGXCpNhtLIgt3D89gZIJbPDBan83sL4tiD2Fm+oXy2ILYgtiAOE8Rsq8L2PWxeiXQJyKIJFsR2hw4LYgtiC+IIQHz06FFJSUkxe8SxNRN7sdGYIgkWxBbEFsQWxBbEEYAY+LIBph4ZGRlmJRWSMquqwtkE0YK48IA42tFNJB0xv7EgtiAutiBmh+Vt27aZ3YuZ6QagNAgKxN/B97p89fDhw5KcnFxwsGsz/yMps7rqzJkzwpbiPAv9L79l8sb72eiHUXGwi7Kv773vj/X/xE/+2cU4WP5jHTfPI87Lly+bMnAjftJA3vE1EI/8BXsmeaZOaV0Jdn+sv9f4GdW5WQdpA9TFWOcv2PNoc9oGSINbdZA2wBHr+Hke/GHdgL8l9/dEKkHE4neAePv27eYl0AiphCSaF+Pv4Hvuwy4U8AJdXwdA5vv09HQ5fvy4UV2opOyEsoKXF0Bl8BdvPK9TUQGxVsJ4xuXr2ZQpZaOV0Nc98b4GBNXKId5xeT9f6xTl7/1dIv7X8gfEbtZB8k9dTESevePQNuBmHSRu2gHvwzt90fzP8wo1iFnivGfPHqNGoBGS2FACpknAFbUEKolgB/dlZmYK6ozz58+byu4dDw0gHHWG9++j/d/tlXVUFsrArUADQCp2K1D33Mw/DZ3OOJi9c7zKR9VzbsVPvIXB+xrtIF5h2rRphVMijtTXBMBUHXEwCDu/V30y0vTJkyfNi9eKR4/sFohpBG6DGBC4CSK3Qex2R6QgdqsO0g7cFEbId2EAMe8hXsGC2EtqRl2hUnJeXp7RJSONxPMlBHq5FsTWjtiC2II4ECPi+l2iJWKndMxngKxQRqeMhy7VUyZy9t6C2ILYgtiCOK6wDfRwt0GsYAbGWGAw6cdnHIqrxUU8dUZaNt4gZqHKunXr5ODBg3pL3M+AwKom3NORWxBbEMe9kfuLoDCBGAuL1NRUM/GnUjKgRhf99ddfG4sCf/mI9rqCGD0Z7hobNmxoXDfiOezzzz9PyASOBbG7k5UWxBbE0XIk4t8XVhCrpMxZJ/iQkk+cOBHVCj5/BQWIMR3iaN++vZQqVcrAuEqVKmaHCdIQ72BBbEFsJ+s8pnvxamt2ss5rss4JWj4jATslYu/v9R6AyGfdCw1wqtVFNC8PEGPDeO7cOQPiN99807jKxGVm2bJlhd094h0siC2ILYgtiM0kWaj6WIbwkZiv+QKsQjYYiPW3qrbgjG0yVheoLqKpxIAYG1psWWfMmCEvvviioJZgz7W2bdsaSdyCOL4lYM3XrPmaLmaJV02zEnEMJGIFsfMMjBXMQBnVhdpCAtdQA/diraG2zOPHjzeOzYcMGRJ0r7VQ4wh2n5WIrUQcjTARrH4F+97aEQcroTh+fzfoiJ3gDfZZoYzqAssHoAzgggUFMUu3NYQ6OtD7oz1bEFsQWxBb1cRdo5oIBmO+VyBzxjYZj3CoHuj1fQVfIPZ1XzyvWRBbEFsQWxAXKRA7Ya1WF1lZWUafjH0yy3m9J/nsEmd3fU1YHbHVEVsdcRT+iJ3Qi/Qzkmuok3XRxAGUiQt9MpKyTvIxSac64nhKvYGebSViKxFbidhKxEVWIvYFbmCsB1BmtxHAjL8Lf+qLQBCNxXcWxBbEFsQWxMUKxE44A2Qk5f3795sl1niFwy8t6otwLC+ihbEFsQWxBfFdAGKW/+7bt89Ibc7Z/WgAEI3VxIkTRyUzI1WyMjMkMzO4T2In/Lw/A8N4qya843T+T/z4lcDfhYIZywt8LqO+SASULYgtiC2ICzGIeTnvv/++PPTQQ/Laa6/Jpk2bpGnTpmZnjWggzG8jBfGtWzclO+eEHD6S7lnplpUueTnpkpuTLtlZ6GDDA3NhATGdAaoKIE2a6Pw4A2UWsLDyLl5QtiC2ILYgLsQg/uSTT6R27dqyePFiqVq1qvEwP3LkSHnvvfeMOiEaGEcK4qs/Xpcun1yVt7pdkX6TvpFZy76STTvzZd/BHElJyZTc7HQ5lp8m+blpkpMdHMyFEcTeErMur9aJPqDMyISJvlioMCyILYgtiAsxiKtXry4TJ040S3jffvtts8Hi2bNnpUXz5ka36QaIj526IW92vy3/VU3kgfoiDzcWeablbanx/lXpNuY7GTvvrCxed1y27MyXQ4ezjbR88miqHM3zDebCDmJvKJNeDq6zxJr3gd8LYBoplC2ILYgtiAsxiDt37izt2rUT7GAbN25sGvz06dOlVs2aZvWYLxADA8CASRYHUpuvEKlEfOWayJzVV6XjqItSv98VKdfhpjzSSOR/6ojcV89zPNZEpPJ716XV0EvSf+p5mbLkK/li0zEjNefnpAlgVok5IyM8HTE7RGPlwEG5OEHp/Mx33INVBOoFtmjiM2fnfUAVHbFTNcH3SL+AVn/v/I1+Vihz5l4Wj7CiD2k5HCgDYuwo3Qqk180969zKt8ZL+btpNWO3SpKCjVP1ncT6HJWvCUBSq1Yteeqpp+S///u/jZ740UcflTlz5/pt6AyjUV8Q8YQJE/w6rWHyb/fu3QbUADuUZb0Afvnyz+WzOZMlaf8eSTqcL6s2HZdpS7+SAdMuSOuPLsvr792Qx5qK3F/fA2UA/WhjkXIdb0jdflek48jvZfisc7Jo9UnZvS9XsjPTJDP9kGRlpBhVBnpmf5OAAJUNT2fNnCWzZs0yE2yAWcGoZ+4DrPPnz5epU6canfrKlSvNlto4fed7pz7YG8R8j4540aJF5jfbtm0T4tHfaDzOMzCm7Dl0Xz4m+yizYGZxdJYcWG/w3rZs2RLreviz5x04cEDo1MkbICKdbgTi/fjjj+Xdd9+VHTt2BEwC5TNp0iTZtXt3wPvC/dKC2PojDlpngMKIESOka9euZuIOkHivDNOHcH3ZsmUyZ84cAw6A4M/KIlwQI+298847UqlSJSOd9+7dS/bu2S7Hj2YYCZcJu6TD2bJld74sXX9cxs07K11Hfy/V378qT7e8LY80Fnmggcj/1hF5uKFIqTa35PWu16R+/x/kg3HnZcaSU7JlV76kpmZKZkaGZGWmG31zbnaamQTMz8uVzZs3G/1469atTVpwzHPo0KGfSMaUF5D58MMPzT3c26JFC2nZsqW0atXKjDBw+K5g9ZaIuc4zhw0bVvAbyn79+vU/iccJYe/PTijzPDpUp/8Lb5dESM90Gnh9q1ChglSuXFnmzp2rrzXm5yVLlpi4mAB+4403TGflr57EPHLHAy9evGjS8a//+q9yzz33GGHjiy++cNzxj4/U6YoVK0qF8uXl9cqVZenSpf/4MspPFsQWxAGr0ODBg2XmzJkB73F+iVQ7atQooaHt3LnTbDnk/B5IjR492kjKY8aMMVYYSCQMyxiaYhWAb17nwTX0V0iHzz33nJHQ27RpY+CG5H3kSLKRPpOPHJbUlEOSkYZ0mySpKYflwMFk2bk3VVZvTpcpC4/KB2PPydsfXJbSba/LUy1uGSAD5gcbiDzZAjjflCrdr0mnEd/JmDmnZfm6XNm5J00OJqUJz58wboQ0bfy2dOncVjq0bystW7aQTz/91EivmJ+pGdyCBQtMZ9GxY0cjadGAa1SvLqh6AHLPnj1N+SD1Al3AnZSUVPB7GjmqIBzFd+rUyQC9X79+RgInDuIK9eD5PJszv01hJ5LMzALzOFQSWZmZUr9ePXnppZeEuYDy5cubM4DnnTrfRzSfkbqpA+xC8vLLL0udOnUM+Bl1sW9gLOMKlE7qFPCbMX2G/Nu//pvce++98oc//EH++Z//WUqUKGFGcZoWygdTQvxEUy6kmQ7rrbfeMiMhRhuB4gr2HWmh7p8/f97MwQS7Px7f0wYZlXKOx/ODPZN4sZ8nDb4YEOz3sfied8ARi2c5n0F+EDIYSZ06dcqJw4LP9xR88vOhV69eBiQUUCiBhoYbxyWLF8u6tWulT9++poHpbwEC0iF65969e8uGDRtM5nkJ6Da1MLzPSC5IaOxeUa9+ffN7pGMkUoUMZ+dx6FCSHDl8UFKOHJSU5IPm86GkJDl4IEm27EiRucvzZPDUs9JyyEWp0uNHeaX9TXmiqUdi/r96Ig83Enm8mUjZDtfknUHfS/+JJ6R9ryXSoMWH0rZjf+nQoZO0eaeBfDZ7smSkA8aDBbCbN2+eNG/e3ICXIW/l11+XmjVqGGkaEGN1gsN34EOaGfICY4UlVir8Hgh36dLFSNJIxagwFKzOvIb6md87D34HbFEPYJZYrVo1adSokRl18Bk1B52g9/uI9H+exTMBL5J3gwYNjLrrjSpvmHQplCJ9fji/Iy7q6i9/+Uv53e9+J3/84x/NZ1RvjCBUbw0k0L/XrFnTSO/16tUzFkR0JJQloA4nXl/3UvcBMe3M1/fxvka8CENuxk/+AzEg3mVA3CoQxjou+IWallGprxAUxLNnz5bf/va3BoDNmjUzEOXMsJmHewdUE85JH6RpJFlfgUqMvhV4UwE4BwrY0jZs1EheLVNGSAPSJWoSHeJ7D8+d/2NbzJGVlSHZWRmSk51h1A55uagfUuXL/amyfH2+TJh/Vrp98q00/vCyVO56XZ5pIXJfXZG/1PXonI2FRrMrUvadfKn8znap1nKuTJ1/RHbtY4FJppw8liqnjmfKoaQvpV/f3tKsWVNBNQF4MAMEyqQdB/BM5nH4Uk1QNgMGDJAmTZqY3zACAO7cH0hP7MxzqJ95Jhunjhs3zsCYjhKpeOjQoQYKSIaxDEiQVMoXXnjBwPjVV1+VgQMHmrhiGU8oz8KHdMmSJY1a4t/+7d/kX/7lXwSTTV+qN3TnCAKoU9g55aOPPvLZBkKJ1/seVU34itf73nj8j2qKTtKt+IkXEJIGtwLc4j3EK0Q1WQfoaCRAoW/fvtKnTx/54IMPzAQS4rd3IDMMy5FwCTS4VatWed9m/o/EaiIrO1vGjh1rGsuaNWtiBKZ0SUk5LFmZycb++ER+qiQnZ8nG7fkyZ8UpGTbra+k08nup/cFVeb6VyIMNRR5sJPJQY5FHm4uUbitSo+dVaT3sogyYel5mff6VbN19Qrbv2C0zp4+TaVPGyedLF8qns6bLuHFjZeHCBZKammI6EGDpDWKuMXynk5o8ebIB5PLlywvAHSpgQ70PsJMGpHI6Xsr3s88+M9I66UA6ZEjFxB+SAo0lHIsMXy8fKROdNHMPqLF0sYqve+N9jU6Ijo7OkvrqFCSccdNIqdtM7C1cuNAMoZ3fR/NZQRxsUjWaOAL9FhDyXt2Kn3gtiAO9oTvfIaExwYSVQyAJiRfKZAd64OHDhwt6YIWydzSRgFifgUlXKJJwKDACQqrb1fuxnMjLTZMTR1PleH6apKVmyc4vc2Xl5mMydelp6TvpW2k84IqUbnPLWGSgY0bX/H91sWkWqdD5utQbcF3eG3tZxn12RjbuOiOp6fmSmcFzsyUvN0tystWuOU2Skn5uvgYEOUgfk56xloQ1rzwXGKm1BdcpW5XWuY4umzPXSAujEyZPGcoxxI+2AQMiIO9WYDTmr556pykeUqMFsQWxdz37yf+oDBgeP/DAA0Zv+PTTT0vp0qVl7969P7nP+Q+NkskNAMLv/YVIQYw0xpASMChMojn7ArHzeVhQGDDnpBWs2EtPy5SDh7Jl+95cWbT2hAyf+bW0HnpZynW+Ic+2um3M59AzczzRXOSFNrfktfduSKuhV2T4zPOyaM0J2bUvRw4nZ0laWoYkH94vWemHJD/XE5cu0waSwM+Znlh/VhCjryYuDn/Qp6wodw4+cx/QBs68cyRbgIpUST0IFVqqG/ZXV+J9nXRG25lEk0YLYgvigPUHPSFLm5mhZziJBMQEHnpEhhLRhEhBTINxa/NQIOjRNacbm+O8nDSja+ZaWnqmHDqcJau3HDO65i6jv5caH/woZTvekGffEXmwvshf6oj8taFnEhDzufr9fpQ+E76RCfPyZcWGbNm9L0+SU7IkPyfdSOO66ETBHGsIe/LjkYgBsT8A+4sXGDsPvY/nAGe8yQFnOmSGvgAH6dNbtcF3vuYcoqlf4fyWUR5pcCtYEFsQB6x7zJxjjuYM+UePmpl1pKJowt0KYoWNnpGYFc5Izvi34EC1kZGeIZt25Bu9cf/JF6TFkEtSredVebHNrQIw/199j/kcKo2aPa9K59Hfy8g552TeqpOycftROXwkW47ledQkgJk4iFPjj/YMNFFNRAJiX3E7wez9GVULkjNqDVQBSM9Iw3TwHG4FC2KrIy7Uk3XdunUzNp+YlmhgQoOJDX+mGHpfsHNRAbEvGBk4m0UhWGikm+XU6Jux2Ni1N1cWrz0hYz47Kz3GfSuNBvwgr7a/4bFprivyv3eOJ5p5lmk3H3xZeiI1LzgjKzcclwNJ2ZKfm258Z6jHOV0JGAmgYw1iX+Wh1xTMqt7gjCqE66SDOoUEDZQZgSGlBpqTCFbHQv3egtiCuFCDmEmxGjVqyLPPPmvgi+nO448/bryxeQ8vQ630el9RBrGCx/uM5Aw8cUCEqRtg/vJAtixbmykzPz8mw2adl7bDLkmlLteNnhkLDfxnsEwb/xll2t+U6h/8KK2HXZKPZpyXhatOyp79OWYVoJHGHRJ5VoguQRMJYu/y4H8gjOoLO2omBTm4BqBRb2C1gRSNmoM9/5CkUWNg5+tLzaH1K5yzBbEFcaEGMZWZhoB6Ar/ESMgrVqwIp477vbc4gtgbRCyjzslKk7SUfZKdcUhysjLl0BEsNHLki81HZcKCs9Jt9PdSrcdVea71Lfl7M48aAwsNHB093/q2lO10Xer0uWJ0zTOXnpZNu/A6l2WWamdnZhhpXHXNxOedBrdBTHqwWtHFJZo+b+lZAc33QBo1B6BmsQVzBk5pWkENYHXSEMHBn/DAPTREt4LVEVsdccC6x4QchutqC7x69WqzwohGEm2wIPboeSlLzAOBUXZWZsEkoEcfnCFpaZlyJDlLtu7Ok9nLTkv/Sd9I/f5XpHzn61Ly3VvyaCPPJCAuQXF2hNXGm92vSZeR38sn887K8o3HjHUHfjgAM+Z4SORI5oC5sIJYgex9VkBzdqo4+F/vJU8cABurDkZ2WNo4Ya36aQCMTTzwRsJ2gjvaOh7q7y2ILYgD1pVRo0dJ02ZNjdTBjejsWNyBZIwOL5pgQfxzEAMPhQlnX5OA6JxRQ+zdn2s8yH0887y0GX5RavXGQuOmPN70jkvQuh4nR39rIlKh0w1jXjd4+nmZueyUrNlyTL48kGNUI6eOpUlu1hHJSDtsOgJn/In67EsijiZuJ6yDfSYevVGvuZkAACAASURBVMcJbNQgLGJBX43VB6AG2Ewu0g6Ap7fEHWl7sCC2IA5Yd+rWr2tWdzlvQrLAfI3KG02IFMTYfKIzRBqKprHqb8mH94IO/S4RZ+JXidgbxL7iB84cwBiPc+xGgoR78HCOrNp8QiYvPiN9Jl+QlkMvSZVu1+TJ5h49s04C4nmubIdb0rD/Fek69luPhcaKY7JlR5ZRjSAx/0OV4YkrnElAlUZ9pd3fNW8QR/IMf88Odp24sBohDdyrUHZK23xGNcL3qhZBZafgRn+NtA28mWxkchtdNiNKJO9AEEddAoi515/qJJp2FspvaVN0LowG3AjES/5Jg1uhUOuIsSPGRwLw1YCqAg9USAvRhEhBTJxU/Fg11rsNxL7Agvc0VusdO5opp09kyMljGUadsXlnvixcc1LGfnZWuo39Tur1vSEl3/XsavLQHZUG9s0vtL4lb3a/Kk0GX5beE7+R6Uu/ko078iU1LVNyczwrANUsjw7AWGn4MKFTVQDqAA7eka/0el9zgtj5DD573xvr/0kjkAXG6J017f7iVlBz9gVrnsXBd9zD8zVPqtdWiKPbpm3xP/dSr2lXKokDJ6dEzigUqZyJSgWHqlOigTi/5XmhLsCJpt37+q0Fsa9ScVyjN8cV45NPPmlcJD7//PPG8UksHIdHAmIkYdzJ4aMA72U0mmgbJg3gbpKIvfOrDR2/ICwpxz8FEjZgRrLFd8axPBacZMvEKYukev2eUq3ZFOk4NE+aDbompdvdNKv/8DbHJCC65hKtRMp2viVv9rgizQackVGzT8uqzcflwOFsA2ckZPYG5PmcsdDIyck28eLcBPekzCsAoFBgTPnjVY73uX37duNfAzPJXbt2xeQde5eZ83/SBzQBMT6fWZ6vZRir+kUdcx5OgGv9w2qEcsD3Bv4s8PsB0EmDvmM+cyjQdbKSCUsn3NXKBCkdm21vSV3hTvsG7hxcQ+0CkFG5KOCBs/MA2r4OBzbC/sjzUP8Qt1tBO7Z4xR+V0x8SRe/LkmYcvuMYnT3SYhHCBbG6IsSEDg9muIjcuHGjaezOhhXuZ20IVPpwfxuL+4k/HNWEd5yUC/6LURfhvAb3oH379TPPVKkuJztLlixeIDWqvSFvVi4nb1apJE0aN5VNm3fKgcNHZeHqY/LR9DPSeuglqdT1mjzT/Io82uiWPICDo4YiT7QQeaaVyKsdb0jLwZdl6IzzMn/1Sdm8O0/2J+VIZka2pKcclGFD+sg7LRrKu++2lPbt25l0AQ3vNHv/D4BYUEL9Yv4BB/ocOJgCzKE8w/uZof6vkMPREWWHhzxcleL/GThqGYb6vHDvI35VjdD5ULdJA+8TayWgzT1OkOtnJ9C9P+s9evZOF8/UA//Uxk/1HdWLAl/PakaIKgYpHtDr5KfCHi6glkGad6pmnOoZlehVz67wgzH8FhUOnYB2BHQG2iEgNXP46xSiZZLGGe1z/P0+YhBTSBSiBl40pmv0sLEI4YIYSQHH5fjLVYfrSMYFlcnHUNm78vn6n4p6t0rEQIJGjARFwwViuAcFyHg3owHpPTRwOjFWS1Z96015vdJrMnnSeMnLZUeSFElLPSK5uVly4GCqtO8+TWq2WiKV2+yTV1rlyfPNL8iTTW/I/fXuSM0NPP6aX3j3ljTod0UGTL0kvUbuk/qtRkqr9oOly3sfSLt3m8rI4f0kM/2wea6vstdrlD/vgXwAQ3wvcwBEXIYCYt6z3h/LM7AhfjZBID7KkE4e96XAGUkzlvF5P4t8kXdGeD169DDxkgZGotTztWvXmsly799F+r+C2XlOTUuTw0eOGAnceT3Wn32lWfPPiAjGUGcV/N5SPvBHfYM3QO0AkPa9OwE6AiR8DhiGtK26emCvowA6BD30PvTUemhHgQ5fJ2cjVd9EBOLcvFyzAwE7OBOQPNXhD1vbMGSMNoQLYoa6ZcqUMTtX0FCQGpAYijuIkeQZTgPi7t27G4gAFDouAAZouAcJk51CDIirVjVb/lA5ADXfp6QkS04OToiSZdDAftKuTXPp2b29dO7cTRq0GCgfTz0iQ2d9I+1GfC+1e/1olmmjxmASEJ/NSM9PNLslpVuekUqtD8sbLb+Q9n1WyepN2ZKSkiPHUZHke8zm0DObScc7nScgpBHiqJ20K4hxVg+IaZjxBDHSON4C6QQoQzoz6hedWaJAzH55+HGhAwDIbdu2NRsgbNq0yeTfF8RidS0NYSQ52byDWD0z1OfwXql/uGGlHvC7UDsA71FAuP9rGjUN/J42owf1TtU+2ikA9UhC2CCmt6ASID1hZM/kAE686aXpheilqbD0LNGEcEHMkIe4X3nlFeMRjvQgRQCSUF+c93360qkAVAZ9MYk8k6ZoVBNUGnSbHTp0MLt68G4wMWS1GmVDJQPG+NDlnbIzRrmyZc07RuXE75Gq1dcE9+LKFAmaZ7Vs0UxGjRgimekH5PRxj58Llmkv23BcJi3+SvpO+kaaDvxByrTzuAT9a2MRjgcbizzVQqTSe9elQf8fpMvob+WTz87Kig0n5ODhbGPHjNUHk4Bsa5WackT27Nkl773XxXQqdCyoJnC9Shrj9U4oHw46egBMvOSbiWqkNMowXnHzXIUAceH8nw6Tzoh04KRe74lnGtwGMQBEDaR1MJ559fds4ubge29O8L9CHg5FEsIGMQ0RFQAQJrD33H333WdMdfifCoMlBRUomhAuiImLIQj6UKQ9CofhBAXD8ASVCcMW9FfosejBaMAKI21wetYXwnMAMTDy9QL8XdPfR3vm+dGAmPyQR/Sr7J+H83KkC96jpo3v+R+f0oMGDZJPxo4tABy/d4JYy4chMTussG0TUNfnMTHHYhCkWyYCmbjbfzBHNt2x0Og7Ll8a9zkrr3W6bvYBZAdt3IEyEfh4E5GX2t2Uyt2vSfPBl2TotAuyYNVJ2bIzXfYfOCQ52dmyZ9d2WbRgtixe9Jns37dH8nLjB2HKh/zSyOiImYRmkowyBAzx7AD03Wj5095IAxsesEM49Zx6qeWu98fjbEGcYdoA7YD34auMaadcd/rdCYd/YYOYXgHrCN3ojiEbu/qiLyFQQdlKh8YdTYgExBofs6zOoLO4TkW+KvdR9qOIR8eD7kdXUaEzQofEJIFT9wTImZRgSMLQhMbIQYNwQp2XwsvRntL77A1wXy9XnxENiHkGlYc0clboesfHdfJDOvV+/a0TxHpN1QHkOxAMDJiz0+Vorsf+OD0tVQ4dzpD9SdmydttRmbjwrHQb873xOgeEn2l5Wx5y7Kb9VEuRUm1vSq0Prkjv8d/K7BVfy4adx2R/Up6kpedKTlaG8T6nts2oNLzzFs3/lAUApAw0z/7KMJp4/P2W+ImbdsU9+h6Dlbu/50Vy3YK4EIIYMLFDLfpXKgW72jJM08AOxPXr1zfKb70WyTkaEEcSn7/fAHEADbCdgeuAHYjTCTGzi9oGHREARxJHQkdd4y2JK8BpTDQ0GodKXTR6b2jTCJF+9N5IGhO/4ffBngFkODQO7vcGsfO7YM/Te/XMvoC6JyCmbcbuOItOK0O27fnHMu3GAy/LG92vmV1O8JuBr+b763smAYFz1R7XpfPI72X03LPG+T4SN874eebJo6lmEQtqjWjBTP54Jzos5v9w86x5j+RMXApi6gXPSHQaLIgLIYiBEcNRpGJ246hSpYqRGFEDoEN78MEHzRDXCa1IPhd2EEeSJye4mY31BjcqFAW3qk+ANeoehv9I0U5QO6XqSBp5KL9RECiIQvlNOPeYSTk2bs30QFm9zwFUlmkvXXNChs/6SjqMOG90yRU63jCe5gAznudQa+B5rmJnj+lc38kXjG56xcbj8uWBXMnLjs6JPvl3gjicvMXiXi1/OmMFcSyeG84zLIgLKYiBEBM5TB6ouRrSHxuJbtiwIRJG/ew3RRHEP8uknwtI20jgqEsANmXMSARpGx0UwEY1BKxRkSDBOqHs/BxOg/N1r4IgXiD2FSfXADQSrVkUkpUkaSkH5EBSjqzdcsz4wxg847y0HX5J3ux23fjPwIG+ugRl8QkuQd/u/aO0+/h7Y9c874tTsmNvnmRn3nnmnYnAgpWALA33YeJoQcxiH3etJuiA6IgSXQeddZNRCQf1wXldP9Pm+JwwHbEfdsR8HTwgxgyOoT/SNlBSXW8iz0ixqB1IRyLi9VW+WKCoDp7vSQc6bqdaBN02oEYlArjRawNprThOODtVH87rvj5TuaiAqEb47OueeF9jNHDoUJJkZ6FnTjWTgGxDhTvPbbvzZOn6YzJ+/lfSY+w3UvP9H+XZd27JI409qwDN9lMNREq2vm0sNOr2/UF6jvtWpi3+yuzEnZziaVjG5Wg2KwHv7HJiXIJ6GhcSsVv51/IHRKTDjXdAfSH/nOP9rr2fT36dIHYj/6RJQRwsftpfJJwIe7LOFyjicY3t4rGRBELoXDkDGzcOAIcawY24iRMHMaSBz2pgzpkOQg/02HzWNFJeTDjyO37PiAVdNdYiqDuoXDrkppEBO2bmOVCFqDrEeZ3PbhxMVgIiZ9xHjmDSdkgy0g5JVjoS8yE5ePCI7NqbImu3pMuMJUel74Rz0rD/ZXmlww0p0eq2YKGhy7TZtLVkm5tSudtVaT/sOxk567QsWp0jW3emyt59yXLk8BHJvPPs1OSDcvgQrkjdyT/vBEsX5ztxlkW8PxMv7yDe8QR6Pvl3Mw3aNgKlke8QgGib2g6DnbUd45oBtaSvcI+vi4m65pSIgUlxkYi9e1MkcvIPZL2/8/V/sPejv+G5lCkdDB0d6g4qERYhTCaqugNpRCuft7SSqP/pKGgI/qSRjAzslz3+k3OcUq2R4D0WGkvXnpARn34t7w67JFXfvyplOtyUJ5t5Fpuw4OSvjTz+msu0vyEtB10SXILOWXlS1m3Ll117M+TI4WQ5kZ9mFp7g6MjjRP+nPiLiUR7kGWlMdcTxiCPYM52qiWD3xvp78m8l4iCtGqsJb50IjZveC2ksmlCcdcTOcgOcCmLn9Xh9Jj4noJGkkaIBM++bhoYkrcNUGkq8DyeIQ42rYBIwyzMJiL6ZiUB0zjjSX7PlmExedEZ6jv9Wmg2+ZJzls5s2UGY1oNm0taEYq416fa5ItzEXZOy8s7JozUnZtjtf0tMy5eRRwJxm3I1iDeJLxxxqev3dpzp6BbG/++J53QnieMbj69nk3wliVbX5ujee11Q14S9+2gXxe/Mw1HYatmqChorEtO/LfVK7Tm3p17+f7Nu3z+hzgScevt58802jnww1Eb7usyD2lEqiQezrXaCfVtUQnQJ6MCYLAbQ2FAWzVshYNopIQOwvfmD500UnLNbIFFyCfvbFSfl49jnpMvo7M9GH+09M5pgENHCuJ/Jcq9tS7f2r0uqjS9J3ygWZseQrWb/1qKSkZhmTOXbnBvrBJgH9pc/7OuXrlIi9v0/E/xbEhdBqAjCwwqhG9Rryu9/9Th599FGzkq569erCgb8CYOycXPLVuINdsyAuPCDWSUHnO1PVBioT4IzkjGpD9c8AAigDEqe9dDjgQArnYLZcVRPh/D7UewEzk3+sBET9gLS768tcWbX5mMxYdlr6TT4vTQZckpfb3RR2NMHjnPrQeLqFSPlON6RW7yvSYcRFGTPnnKzYcFySDrF8HLO8DMlhtSESeXaGZGd7LEJCTZs/EHOdsuEc6rMivc+CuBCCmMbIxBAz8iNHjJSVK1caMyqGrUjKOmvobLSRfLYg9pRaYZCIUVXwzgMF0qmWHExAMETD5I56AUipGwA5VMmZe3UyEYkQPXWkIAn3d0izgPlYHge+LlLly/1psnNfrny+7riMnP212U27YpfrUqLVLWM+p57nsGl+/t1bZs9AfGwMmXpB5q86ZfYF3J/ERqipRmJm1xR8aWQHWXTiC8TasTFS4Hv+DzeP4dxvQVxIQexskPTKrKwbN26caXT4nkBKijZYEHtK8G4Bsa/3jfoCxzR4S0MHBoxZIg6cAQFQVjA7wcD327ZtMw7+cT+JvToz5tQ1532J+MzuJunpKZKedkTycz0O75Fy09M9O2qv3XpUJi88Y3Y4qdn7ipTrfENKvHNb2NkEC42/NhR5siU7at+S19qdk1YD8mTSolOyassx2bk31+ir83M8i05YBu69GtAbxECX0cH06dON3T5n/o8njC2ICzmIGXqysu7FF180q+zwhFW1alWzSwZD12iCBfHdDWLMdnAViYMoXKM+99xzZmcL1Bx01JjUYe/MohQgohOAwJZ6hKtHPIzhbQx3l/j+5b5EDMWdgCc+lcw1bqNycEwCAk+kWwDNRN6c5aflw6kXpNWwS1Lt/SvybLMr8nBjkYfwPNfE432OvQKr9bgqHUdclOGzvpY5K07J+m1HJelQtvHLwTJt4z8jJ0NSU1Pk4EF8TXh8l7DDSZMmTYyHPM743WbUEK+OyoK4kIMYd5g0GEyf6tevbyZ0aEQ0QPSF0QQL4rsbxEi6dNJ44gMWdNCcdSWm1g1WEAJtwIwdJd/jXQxXk127dTP1CxizF2I8YeOEr/OzLxA7v9fPaqUBlAHoCUCaly0bNh+R5h2mSq02S6RKm51StlWulGj2veA/QycBWXSC57lKXa5L00GX5f3x38i4eWdk+frjciApV7IykiUteZ+B/cEDX0rnzh2lU6eO0r1bN3nvvfdMe8NfMSMOTU8szxbEhRzENWvWNCoJbFHZMBTdYF5urjRs0MBM1Ghji+RsQXx3gxgVBHUCB1F00vg6xhcJqyT9BdQwgJmNBurWqSMtmjc3v1GpTyf/YgmZYM8KFcS+npObky3JRw7IgH7dpV3rhtKtaxdp3baXNG0zXKYuzJIRc85Lh48vyhtdr8vfm4k81NDjO+Mvb4tZfPJKu5tSreeP0mzwRek/8YzMW3lKNm5Nk14ffCAd2reV7t26SOdO7aRD+zayZ89Oyc+zIPb1HmJxDSGAQ0dF3s9Ua6GEma85G9HUqVONpMNmirjCxOdto4YNXXEM70xXLD8DB1/e12IZR6Bn3a06YlRT+O0FwJUqVZJatWoJqyXJT7CAxU3/fv2Mg3rqFSMslruz2ESH3750y96NIxb/RwNi4kffvXz5crOzRpt3W0m7tu/IvDlT5VhuiuRmZxod8e79ubIGXfOiM/L+J99JjZ4/mgm/vzeXn7gERffMvoBl3z0tr7XYKTVbzje7o8z8dJGkpWVKdlam5Od6JHIkc6xBYlEGViIu5BIx0guTKY888oj86U9/kr/+9a9GH0jvEG2wErGnBO9WEJN60o4UgSMorGzCCcAYx1KYSvJb1BdYZXDGVA4oOyf9VCKJBXicz4gWxPyezoNNTvFayLJ90so11BlYTaBfRp2BtUZaeqYcScmUHXtzZe6K0/Lh5AvSeMBlKd/5qrAHIFYZ2DY/0EDkkUa35fEm16Ryt+vSacQlGT33nCxdf0K278kzLkGzMjI8W1DlebagihTMFsSFHMTasBiGIu0wmRKrYEHsKcm7GcSxqguYz7GgxDsw6Ye5JPMR6EcBHBNrsYRytCAG6jyDtqEH/zthr599TQLm5mRIRlqybN1xWJasOSaj5nwt7Ud+L3X7/SgVu9wU7Jh1NSBwfrSJSLkON6XloMsyYMoFmfb5aVm56bjs2YeuOcP4ata9AZlc1LgDnS2I7wIQO03VWGGH+Vq0FhM0OAtiD3YsiMXMPQRbMk89xGcGE35I0MA4FuqLWIA4EOSCfZeVhdVGihxK2i/ZWal3bJtT5fCRLFmz+ZjxItdvynmz0q9q92sGzCw20QMzupfa3pJ6fa9I59HfyfBPz8n8L07Jtl35Zkm2mVS8YzaHxKyTjs50WRAXchBTSZmwwzsTCzueeOIJY6Y0ZcoUb+El7P8tiC2ItdIwCRwMxHovHRdqDe7HmkclZcCshxMywT67DWLiR73j7WvCLDq5Y52Bv4vklCzZuitfFq89IZ/MOyM9PvlO6vb50bj/xJYZdQbWGQ/UEynZ6rZU6X5N2AWl5/hvZOoilmkfk5SULGPHjH5ZD+LBbI5FOXRswcor1t+Tf+Il/9YfsdZyrzOmM5gZYXLEPnV9+vQxmxuywy/qimiCBbGn9KxEHJpE7KuuUXbYLWPVQx1Fp0zDDkdaLqwgdgIP/xkKZqDMwhD8Z3x5MEc27syXOStPyaCpF6Tphz/IS+1vCi5A8des/jOeai5m+XaVHtek3bCLMnrOOVm+4bjZV5DnIBGzoCU3O8U4TiIuJGdnGuL12YJYJKgbTJz7MAGBnu7+B+83Q0J0edh9UtmjCRbEFsRaf8KRiPU33megzGQf9RP1BZIyE2ZIW4FUGHcDiL0haCYB7+ymzSQgfi4y0jPkSEqWgfOyDSdk1Oxz0nbYRbNjdum2N4UFJizTRt+M3+anW96WMh1uSLOBl2XQ1K/l02VHZeOOXNmXlGMgn59zx/PcnUnGeIHZgjgEEA8YMEBq1Kgh9erVM8b7DAe7detmlrQihUQTLIg9pWcl4sgl4kD1DyhTX1WnDMx8TfTdjSD2BWbdE9CpcsAZETuUrNt6VKZgOjf+W2kw4Aep3O2aPN/qtlFjGHVGA4+/ZpZp1+vzo7w/7lsZP/+MsdBgJWFycpYcz7uziEXBHCP3qBbEIYCYyZFOnToZG1EkYIZ+/M+kXbTBgtiCWOtQLCRifZavM+oLPMihvmCizyklFwUQe4OZ/3VSjgk64Iz7TqwpUHMwkffZylMydObX0nHk91Kn9xV5qe1NebCBR8+sKo2nzTLta2bvwIHTz8uMz0+bPQUPHc42k4oeX8269VRk/potiP2AGAmNBQ4cSBWEa3f2c0PCwLaYwH3RBAtiT+lZiTg+ErG/uslEH6v/cFiEuRkCBpNE6unMF9TieQ0Q+Zqsi1ecmLTpTtonj6VKdmaG7PoyR5aszZPJi09J/ykXpMXgy1K+4w2jZ76/gUfXjOT8RDOR1zrfkHr9rkinUd8bXfPna0/I/oM5d9yA3pkEvOOng7iCqTQsiP2AGJ8ALF3FiUvJkiXlqaeekhIlSsjzzz8vz5UoYSwnWAmFhBFNsCC2INb6E2+JWONxnjHBBMrUY6RkYAj8ADNHvEDo/dxEg9g7fqPSYEPVzMNyLDfZgPngoWzZujtPlqw7LqPmnJOOH1+U19+7Lk+1uG3smLHQwPPc3xqLvNjmllTqek0af/iDDJxyQT5b4dlNOzUt0+itzSRjjmf3FD572zZbEPsBMcb1OPZhxdOQIUPk2WeflfHjx5sFHYsWLpRXX33V+AegEkcTLIg9pWcl4sRKxL7qLFBWO2VdZg2MnZN8AAPVHFI0n72BxnV2NNHVgN7f+/vfbRCTLqcdMWBGlcEkINYZgBM98/5D2bJ+e74xhXt/3HdSs9eP8nL7G/LsO7eNK9ACl6AtREq1vSm1ev0o73/yrUxZ9JWs3XZU9h7INsu9s7MyjFoDf83Ew7Jtytmar/mqmXeutWnTRoYPH/6TO9JS06Rly5aSnRN4lR22x6zG8xfuZhDj+CPaEYGWSyJBTOeJTwcmrZwhFMfwzvtj/dkNidiZB96l0xyTZdbYKOtWUcAK0LJXI76B1UxO4cr/qDZY6s38CRK2L1jr/c5zYQOxM218BsRIsp4dSP6xRVR6Robs/DLXOCrCdK75kMvy1vtXPbucNBb5nzoeB0ds2oo5HY6P2n980WxVNX/1SdmwI18OJGWbXU2O5yVLavKXkpF2RFjg4p2GRPzPiIjD33vTUZIrTn9QQTA55wzz5s8zNsWB3GCSWEzcJk6c6PzpTz5TqZG80TnTEJhQcSMAwlCd/tBA586dK+3bt5eOHTvK6tWro05yokBM2vFy9qtf/Uruu+8+GT16dEGZF2cQ4+8CS6DmzZsbT4PODlbrJlCePXu29O3bV7AkWrFixR1fEpnGTI5ndO/Rw0xq4zoWJ0DesPYHk8IOYme6CyYA2SIqK0NyslXfjASdbnTFy9afkLGfnZOun3wnjT68IhU73zA7nJiVgJjP1fPYOFfodEOaD7osfSZdkPHzT8v8FVmyfXemATOrAVViVj2ziTtGlhrOPOnnQg1ihgzYEuNrtmOnjmaV3dPPPG28bt2+5XuyjiHesmXLpFevXgZaTlIBPCo1W+zgChEfq0CAyROkNYaITBAm8qCxIZGRDn/xA0u+w6b6mWeeMd7GXn75ZalQoYKRhMhjpGkmfvIPKP3FH+mz+R2BvLEw55577vnJATAIlD1lEI/4Q0k7ppAAMJR7Y3UP+Ubixacyzu15l08//bTZaYTy0nfOfXiZw0sccycNGjSQdu3aGekXW2UkZBY+vfLKK+aesq++Ko0aNTKuAICsWmj4OyNpMVmIYAIM/N0Xz+spqammHkcTf3oaFhlsE5Uix/KSJT8nRQ4czJTVm/NkxtITMnj6WWk3/DthmTYLTNhF+//qeaw0Hmog8lKbm1Lzgyvy7vCLMmjaeZm97KRs2ZkrjMBzstFdp5jnE0dGOv5GPDuNx6pcGNFw+Hseo0i+wyFVOO2Ee6lLeLJkgthXCLqggx8xzGKz0O49uhtpACk2UMAXBfplvFDNmTPnJ7cyLH799deN5ICkvW7dOgMhJGhM5QBSog/iZYIyUPwsEiCN/fv3l1KlSpnGiNvH8uXLC8u9gVik6SZens0R6TMC/U5Xnf3mN78xEP7FL34h//RP/2Q+I70BQA7KINBz4vkdcSe6DlAuq1atEjpU3mXdunWNS09GcidPnjSr9cgzwkO7tm2lTJkyZiRYv359qVSxomlYgHz9+vUGwPhlxuYeweXNKlWMEMI+fGwBFexAPwqIOQe7N17fxzrupIMH5cjhA5KavF8y0/aZ8969h2T9llRZ+EWGjJmdL11HnpOaPX8wO2frpq1YZ+A/o8Q7t6RCp2tSu/dl6TLygoybc1yWr0uXPV8mmTI6lHRAkg8fkOQj+008/B9NAukRrAAAIABJREFU2ZD/UMqAd057CbU9cC/WZsyzYdPuK4QE4q/Pf210vQzD8UcMaMkwUoN3ANoM31jRNH/+fGHLFxKigRV6W7duNc9AymDfMio6mQJmqCd4bqIPGiWSvL/4kVpJEztLAGIaHT542UKKTgcpLZo0A2Ng7y/+aJ5N2ihbQOItEeNnmryRd8ogHvGHknYqKnUglHtjcQ/5pFyQgHiXSMNV33rLTEwzQU156TtFokGaQWpGekYyLv3ii7J27VpTdtR5JOVnSzxrhAyeBZARMhj2IkkFO0gHEEAyDnZvPL5HEmZOJzklJS7xI3GnpaZIRnqKZGcmS27WEbMryZHkNNl3MFM278iWGYvzZMCkc8KGrPhkfq7VbbOjNisBWRH496Yiz7W+IRU6X5V3h34nH886I4vX5Mv2PZlyICldUlJSJYdnZ3uezT6EOFPieihlRqfJ4e9eyojvsEUPp51wL20MgS1iiRjdV8kXSpohW+nSpQ2EMGNjEo+G4x0ANFLjwIEDzX5bOkTzvo//qXiFQUdMWkLVETMs6d69e8EWQWzvw7Aj2kBnBQzjGWjkf3/8cfnnf/on+fWvf20kQCRRAnCjDNwKgA8YJzrw7tgrT9VvqG+QeLwDnWTv3r0NYKtVq2b25qNxaUAqfuKpJ+TJJ5806jsanU7uqA7S3/lu0hH7y0Mk19H5mknAHM6pcjgJ1UyyZGRmyoFD2bJiw3EZM+ectP/4e6n+wY9SrtMN43kOdQZwZhLw8aYiL7e/Kc0GYjr3jcxadlrWbDsme/bnSlpalrDg5MTRNMnLZZIxsE0zoOUolJN1TO5gIUEvQEOlwaDLBBrBAIS3tkBe2u5Wqwl6OHpGXlgsAuWYCBCT1nNnz8qokSONzpN8aCiuINb8YxGBhU+gzhDJmPeOXthXYJNUVHFYTfAcRn+YwgEpfucPzMUVxApv8o/u9eCBAwbE2dkeQGPapgtPUu4s0562+Iz0nviNNB9ySd7q4Vmm/X91PXpmAP1AfZEXWt82y7S7jv1ORn92ThasOilbduUb/xlMAnpWA3p2N2GVoaajUIOYXXYDWT74qpB6jUpI5fMX7lYQ+8tPpNcTCWJ/aSzuIKZcggkW/sou0HU6OyR9dIPAHuB4A9mCOLAdMbBkmTZQZok2Em56WqZZpr1w9UkZNfesdB/7ndTv96OUbnPLLNNGYv5LXY/kXKLlbXmr+zVpMeSSfDDhgvG5sWbLMWPTjJ20Ok1KT0uWtNRkYz7nBLSCWt8bcxmRhGnTpkWumsAuEn0X+l7VoaB+oFI5h2aRJMyC2FNqFsTuL+gAmPFUzfCOeT5zAUjONG4atjZupDFUdYBaG34iz84FHYmMl7hUIlYdOf8HSwNgzrvjHQ4pNyM906gjAOys5adl0LQL0nLQD/JqhxtmJSCbtgJnFp082UykXMcbUqPXFWn78UUZNftrWbruhOz5kt1fUswCEyON3/HZjPoENYq+K1dAPGnSJPnf//1feeihh4yeGPMeDmaWqVTRBAtiC2KtP27piDX+eINY4+Gsk6dO/8lM1mE1YUGc7FdHGwjOBRJzXpqxP0aiTTqcLbv25cryjcdlzNxz0uHjS1K563XBwxw7aqPG0GXaz7W+Ja92vC4N+/0gH065IHNXnJJtu/Pk4OFso9LAi11+bqpxnPTtNy5IxDQQ9JdOEyt0Xwy3oh3KWRB7mqeViIu+ROwEsfMzHQCT3lheYLWAZOwGjO82iTgQlPlOl2mzaSsHi0LS72zaunF7vqBr7jnuO3m7zxUp3+W6cQn6V5wbYTrXQIy1Bjtq1/rgqvQY+51MXvSVrNx01Gz4euKUZ4Lb+R5D+Ry2aoKZdEx4qBBr1qwx0i8r7PRo3bq1jBo1ypg7hZIAf/dYEHtKxoK4+IJY2wZAxrSJQ+dWaH86HA4Gnmi/L2og9i4PVAtIzagZUDtwKKDZTRuXoAOnnpPWH30ntXr/KGXa3ZRHGjkmARt4LDRe73JNZqyIzLoobBDTQ2N8zBJNVr917dr1ZwcqC6wnogkWxBbEWn+Kk2pC8+w8M1lKu6NTBsqMQoGy7jASbyAXdRB7g5n/UV8AaKDMhF1e9mHJSj8iXx7MlRXrj8uEhV9J70nfGJeglTpfl4fRM9cRGT3/H9ZGzncY7HPYIA72wFh9b0HsKUkrEVuJGBCj/kN/rAFzOTWDQ3UBjPXwBZZorhVHEHuXF2ohJutyczKMnvnk0VQjNeMSFHXG3JUnZMzcM7I/JTJ797BBjDWEugLE/hFrCfRXajXBZ6RlazWhTSa6swWxBbEvEDtrFW2NeRkcbSElA5FYqi4siDOMfh4YO602VGLGzO1YXqrxQJcwqwlWj2ElgU+CBx98UFhRx2q6J554Qh5//HFz4KnKWk04m0rkny2ILYiDgVhrF3UFB020UVYAqulXtKoLC2LfIHZKzZQxYL5wIUFWE/gcwJsUPhVq1qxplnayrh6jdHoDemU+O4dRWlHCOVvVhKe0LIgtiEMFsbN90f7QJeOgiBEqEjKHEx6hfrYgDg3ElGfCJGJ92cAWvQZe0vTAUQ+gjkWwIPaUoj8QI/H4cxISi/J3PgMQxHNBgzMuX5/tZN3PdcS+ysnfNcpPl1QjuYWrtrAgLsQgdr50dMXTp0+Xfv36Gd/EOMfm5UcTLIg9pecNYmbNx44dKw0bNpTatWubzpDhaDyDBXF8V9YFe3eRSMS+nkndQZeMlIzaQif3gqkuLIjvAhAzBMK0BveVTZp6dnjAB4UFsa+mEP41BbFKpPjIxc/xG2+8YVxt8hl3ofEMFsRFA8RaR7C4oD4hJeOkiCG1QtmXusKCuJCCGDgcP3Fclq9YbnTEZcuWNZLwzJkzjUVFtBYTVBgrEXuajTeIhw0bZnzeNm7cWJo1a2b8CLNNTzyDBXHRArGzriBIISWzJx8+YlR14QSyBXEhBDG2i4MHD5annnpKHnvsMTNxh0N4tjdicgAdMdIwvW40wYLYU3reIMYBPw7ncTyPE/KSJUsah/zRlHWw31oQF10QO989bZutyrBLBsSqS7YgLoQgZpLuD3/4g9lOh2Exekp2MWCoDBjKlStnnKOjrogmWBB7Sk9BTCMhAEVWLuJUH4kYH7eqtoimvAP91oK4eIBY6wC6ZNqv6pKxnz18Z782p6SciM9qgheO97V4pIsy8LYjdsajevaEWU3Q6NlxYN68eWZrICbpnAfO3vFBES0cLIg9zcIbxNpYGEpaqwktjfieAVO09TmaFNIReq+si+Z5of6WUS2uCpCSAY06sFfoOEEUr88WxCIh7VkX6ksN9z4LYk+J+QNxuOUZzf1WIi6eINY6A5DRI+PwC3/JTouLeAFYn2tBbEFs6iEgRBqKxQSkVuxwzhbEdkGHWxKx1lPqIGngDJSZA0JFyUIRgKm6ZIVnLM8WxBbEFsR3WqKViK1EjDDivVoWlQ06UZWSVXVhQaxdWOjnsJ3+hP7o6O5ENcGGjbpU0y2JlFywYMK7EkaXu/B+jTWKmzpKGly8F40EKhEmKhkauxWoe27mn/JHRxytJVKk5YckTP79xc/37GTNriLYJTt1yEi00Rw4MeJ5OlnH/9E8L9Lf0skwWecvfjofnq07n4db1lGBmCEKTuLZQhxzKj169OhhTNnCTYzz/r179xqzLMzhqIScaZBuHEBAd6d2I35eLmlwI27ipOxpaG7FT0dEHXArft692+VPHXCrDtLOef/+4kdIANS8H9KJvxnApB4Z2eop0iM5Odn8lq2ikpKSRP+P9HmR/g6vkhzB4sfShPIIta5yL8fkyZONusfJQP0cdLJu1OhR8uRTT0r//v3NUlssJnjgF198EbUEB4i3b99unoMpDRlDMnDjoAJSWG7ETZzkHxi6FT9lTxm4FT8QAMZuxc+7dzP/Cjhg50YZoJoi/8HiZ+TAyJEzaabzRG2BDlklSqRKPod68Ft+g0QM2PVZof4+VvcpwP3Fr/nCwoT8h/qeuJcDdvqzggoKYmyIgXE8glVN/KNUgRAV261ApQJGbgUkMquacFc1wfv3p5oIVC9UrYFrTl/LqYOpClAFAD+3VROAlsOfagL1iWuqiTFjxkj/Af2jVkP4epHWfM1TKlRkt0FsJ+vc7Ygof6RLt+YpADAgjjZ+JD9UF0jJClinPtnXJB9wc4KY/33dF+9rCmJ/8Ws+EragA8mkZ8+eZlVX9erV5T9/9Z9S8oWS0qRJE3Ow4mvo0KFGp+QLsKFesyC2INa64rZE7PaIoKiAWN8nwgWqNkzgkJIBLYcvmFoQ+zFfowBxw9irVy8ZOHCgDB823Li/5H+OPn36yNy5c6MeSlsQWxBrw7UgLhoSsb5P5xlJW6VkpEo9FMoWxH5A7CzEXbt2Ga9NzmvoMufPn2+WRTqvh/s5EhAzdMpIT5eDBw/GTKdJ701lYVgVy8BzGZ7t27dPfgiw47VVTdgFHUVNIvbVjmhfTMrq7tROIFvVhI8SAwxYNEwYP0GeeuYpqVW7lkyYMEFGjxkt48aNE/arq1q1qnEY4uPnIV8KF8R0AEjqVapUMQ6IWrZsafythhyhnxvjAWIq3dSpU00633zzTWnRvLmc+eornymwILYgLg4g1sqv+mid3EMiRj+L+RqmY/50tCpBx+tc6HTEFBgF0qFDB/nb3/5mvK117NhR2rdvb44uXboYJ/FasJGewwUxrjhfeeUVs49erVq15OWXXzbOiCKNX38XDxDTkZV99VWpXq2a8V5HukePHq1R/uRsQWxBXJxA7Kz8CCxMVLNrPDa8mK/ppFi8gOvvuYUSxFpYO3bsMMNr/T+W53BBvHjJEqlYsWLBhCFuOdFZRxviAWI2W33ttdcK0oob0datW/tMqgWxBXFxBbE2CFSOqCwAMr6SA03u+QNptNcLHYhZXPDuu++aYXWNGjXMqjqgh0pA1QJYVURr9xkuiCmoChUqGEkYv8hlypSRTZs26buM+BwPEDNTrFI7ZYf0vmTJEp9ptCC2ILYg9uwiwoISDkzEgDJwTZSEXOhArJNx6IUnTpxoVtQ5/RHzmV0kmOCKJoQLYnRLgJcdpdu1ayfLli0z3qKiSQO/jQeIeS6TdF27dpW2bdvKokWL/BrLWxBbEFsQe/bFdDIFtYWawKE31sm9eIG50IHYG2z0UBhos74ct3gc6HMwOYomhAtijYuXg/F7rEK8QEz6KKNgabUgtiC2IP45iLV96+ReqBuhRqqiKNQgZtlhqVKl5IEHHpDf//738sQTT8i9995rFnsAxGhCpCCOJk5fv40niH3F533NgtiC2ILYP4id7QUpWf1b6Mo9fwtFwgVyoQYxE0zsm8bWSexfl5efbzYTxYwNSTmaYEHsKT0LYgtiC+LQQKy8oc0gCKpbzlhM7hVqELPEmVV09EQAWXdy7tatW9TWFBbEFsTasOzKuqK7sk7fcaAzVhMYCTh1xIHud37Hb9R5PfrjSCXkQg1irCOYHMP1G/D97LPPzNpxFlNkZ2c7yyPszxbEniKzErGViK1EHDmIFTz4C2Hlnu5MDZDDmdgr1CDGhKRmzZpm1+YNGzbIww8/LI899pjxT0zGowkWxBbEWn+sRGwl4kglYq1DemZyD8svVu7pnntqcRFIb1yoQUzm6K2xGaaxbNy4UQAy16INFsSeErQSsZWIrUQcvUTsi0c6uYdAqc6F/EnJhR7EWE5gt4vXNRK7fPnymPgntiC2INbGYyViKxHHSiLWOuU8IyUjTKK2QEr2NblXqEHMogSW6rI67KWXXjKOOVgxht8EeptoggWxp/SsRGwlYisRx0ci9sUn1BbYJOfn5/8EyIUaxC1atDC+iHHMUb9+fWMywt5OrVq1MksQfWU01GsWxBbEWlfclogRKqI1x9S8RHK2IE4ciPX9UOZwTTdChWuBvL+pSgPfypGEqHZxNnvWjRplZiPr1atnzEvSUlOlXt26RufiK0FIePQ2eFJiQ0J/wYLYUzJWInZfImboyuFWsCBOPIj1XWM6hyBw/PjxAisLf5N7WIqhQokkRAViHMCjlmCnDpzsLFiwQPAkhltMEu8dqMyrVq0yPipmzZplfPL6W+JrQewpPQtid0HMCq0VK1YIngYBYjSBmXoms/GJEo7kZEHsHoj1fTMiQnDkvSFIOif31NcF73bp0qVmY4pwVbNRgZhEjh8/Xp5++ml58MEHjX/iBg0aGN8TmgHnGZO2L774woj8ZIy97dhNw1dgGLBnzx6zYSFDhHAz5uuZkV4jrfSMbgXyH4kxe6zSy3tzc2iO3i5ab36RlMWWLVsEx/2VKlaU559/XmbOnBlxPcAfCytRy5UrJ6VLlzbOngKNCJ3ppfwRWNySyhEGeP9uxU+8SJpu1kHegTKI8tDdRPCkSGc9b94844+dOTLmy3A6Fk7AWRquPn2Fe3xd9HWNhoKfUBZ2hBKQDIAwS6GdDYxMsTM0Xt34DmfvVFYqIUsWkbLdOEijm/GTf9LgRt6Jk0rnZvx0RJRBovJPp4fkg7oNcNatW1cqVaokuFdl0oZGGWpaeBZ1eMSIEVKyZEnzLNzHvvrqq2YEGcqzKH/Sw3NCjTeW9xEv79/N+Mm/m3WQd8BBucI73iufqZfsHoLlGB0tLoLLli0rbKKM5MxoJtC74FkckyZNMpup+uKnTxBTcaiMWExgupaUlGT+T01NNcpsrmEYzX3+AiD+9NNPZdiwYWYlnt7Hb8kAk33vv/++8WFBI+Ql0CPyIvg/0QeFTfyJjlfjY4mmwlivJepMmWv+3Sp/3j9HovIMcJBgATGqN+ZCataoYaTibdu2mbodalrowLl30KBBBr516tQxi6DwQQ2ckbICPYsyp+5RB4prGygs+fdug7wbpHS8TWKswLtt2rSp2aCiWrVqho2AONj7pY7gVjgsiZgKQeXE4xrqiPvvv1/uu+8+85n/uQ5MSbR3AM4YT2v45JNPjEiv/6tinB4CnRybk/IbMkKGGBIk+mBYRHpIR6LjJj4dltGruhE/cVLZkADcil8lskTFT32kLjJcZLOB119/XV4sVcpYCNFoCOGmZfv27WYvR3aRQRpu2LBhQVsI9izKn/YEtIPdG4/vKQvagFvxEy8wdrMOEjfvwbt8qQt8xzwZ75XNMRj5wDauh1pXwtYR81IQuXXmcMiQIWaXDiRjvcYMI/d5B2CK2oGJOOj/0UcfGanX+z7+RzrevXt3gcQQSML29ftYXaPgKVAqgxuB+OmIaAhuBd6bVio30kAnhPSR6EC+mXx57733zNCR9xBpoENFsGD7rsGDB4fli4V0AGJfbSrS9ITzO9LO+3crfuJVEIeT7ljeC4R5D/4CwsKMGTOMzx0coYXbXsIGsXdCFi9ebCYevK/7+58ZxsmTJ5segyXRZNBXsFYTnlKxIHbXaoK3EKwR+qq//q7xPsMNFsSFH8T6Tum0IglRgxiPa+h0Yy2xWRB7XqcFsfsgRiLzJzBE0ujC/Y0F8d0D4nDfrd4fNYjZb61NmzYxN22xIPa8Igti90GMWizcoaY2sFicLYgtiH9Wj5B8ge+UKVOMTqRJkyby3HPPGXtiJjcww1i5cmXUErIFsQWxVj63dMQavwWx1RHHUj2l9cp5DlsiZtIAezlmko2xe6VKZmaZ2UIOZoV79OhhJpicEYX72YLYU2JWIrYSsZWIrUT8M34CBqRiNe5myEZvoUbLXOca90UTLIgtiLX+WInYWk0UdqsJrauRnsOWiCONKNzfWRB7SsxKxFYithKxlYjD5WfM7rcgtiDWymQlYisRW4lYW0OCzxbEFsRa5SyILYgtiLU1JPhsQWxBrFXOgtiC2IJYW0OCzxbEFsRa5SyILYgtiLU1JPhsQWxBrFXOgtiC2IJYW0OCzxbEFsRa5SyILYgtiLU1JPhsQWxBrFXOgtiC2IJYW0OCzxbEFsRa5SyILYgtiLU1JPhsQWxBrFXOgtiC2IJYW0OCzxbEFsRa5SyILYgtiLU1JPhsQWxBrFXOgtiC2IJYW0OCzxbEFsRa5SyILYgtiLU1JPhsQWxBrFXOgtiC2IJYW0OCz4B4z549ZsNCNm10a/NOso1bT7c2TiR+u3moO5uHapWn7hWGHToi3Q9N8xHpGQ+A5N+t+InXgjjStxfl7wDxjh07jK9jfQnAMNEHjRCJDJ/LfHYjfvKPn+dEx63x0QgpA/0/0We2sKczSnS8xKcQJv9uvH/SQPlfuHDB7CLsRhrYoYT8444z0e+A/KobUDfrID7YeQ/xKv+pU6eane19YfMeXxcTdW3v3r2ydetWUwHYFQQQAUMKI5EHL+DixYsFME5k3MRF/OSf7eTdyD9xAkLKwI34KQMgrJ1xosufPFP33Cx/4j9//ryrdZD8K4wS+Q4of20D1EO36iBxx4NB5IeOjp3tT5065ROvroIYiXjXrl0mkTREekUCw6REHgyLqHgUllvxk3+kATfiJ06t/G7Ez7tWECbyvWtc5Jm6BwzcyL/GT2eMNOZGGpCCyT9nLZdEnckv8WpH7Eb+ySttIB4MMi9UROwOHVoSfs68BECsjcDPbXG7TPyAWEEQt4gCPJgKSBm4FeiEkMjcCnbzULt5qBPE8aiHFsRBStWC2CMRWhC71xHRESIRIxm6EXRU6Fb83hKxG2VgQXzjhpEIVTWQ6JdgQWxBbCXiW2ZYTltwI1gQu1Hqd+K0dsSegrCqCbt5qNsSMTUR1ZwFsWeeKh5YtKqJIKVqJWIrERd3ifjYsWMybNgw6dWrl6xatSrhQLYScRBIxfNrKxF7StdKxFYidlMiPn36tDRp0kReeeUVKV++vLz88suycePGeDb9nz3bgvhnRZK4CxbEnrK2ILYgdhPEGzZskDJlykjt2rWlUaNGUrFiRenevXuBOWciiGBBnIhS9hOHBbEFsVYNa77mntUEtvwVKlSQmjVrSv369aVs2bIydOjQhJpzWhBrS3DhbEFsQazVzoLYPRCzmGbQoEFSqlQpIxk3b95cjh49qq8mIWcL4oQUs+9ILIg95WJVE1Y14aZqglrI8t4FCxaY4+TJk74bbByvWhDHsXCDPdqC2FNCFsQWxG6DOFhbjff3FsTxLuEAz7cg9hSOBbEFsdsgtivrPP5WeA/xCtaOOEjJAkLra8L6mnBzibcF8U+d/gRpsnH52i5xtkucrdMf6/TH+pr49ltXHU9ZEFsQWxBbEFsQWxDHRdIP+lCrI/YUkdURWx2xVU1Y1URQYMbrBgtiC2KtW9aO2D07Yt6Bnayzk3VmBQ+O0a0bTM8OEQqnRJ6RyNycrLIgtiB27tCRyLqvcVkdsdURWx2x1RFbHbHVEWufkNizVU14ytvqiK2O2OqIrY44LvRlmHH8+PGAfk0jBTGrcGKpxrB2xNYfcXH3R2x1xEVMRwzUtmzZIhMmTJDZs2fLjBkz5Ny5cz5hf+DAAdmzZ0+BjjiUzTu5v3PnztKsWTNZuHChmWTw+fAwL6IfBfBuBbt5qLubh1L33NSRq0QMEN0IKoy4FT/xWh1xDN88lRkIZ2Vlme3hR4wYIWvWrCmIge9xRH3mzBnZtGmT7Ny50+yVxUtAWc4L8XckJycbX6n4S61SpYpxYI0vVX/3h3odALODMo0h1N/E8j5dZ8+EVSyfG86zeC+UQTi/ieW9eACjM4rlM8N5FnXPzfxT/hcuXDAjvXDSHat76YjIPyODWD0znOcQLwxw8x0QN+8hnHSHc+/UqVPl1KlTBSx0frjH+U+sPgM0AoAZOHDgT7z979+/Xxo0aCAtW7aUHj16yNq1a8026ufPnzeTFTRG74Nt1i9evChz5swxbvrefvtt4WA3AZ6h33v/LtT/qQDsoMs51N/E+j7yT0OM9XNDfR755wj1/ljfR97dzr/b8X/99deu1UG32wDxB2JArOubr+fFqw0onxBQEUJ9hbiAmIiQMFQ1AUQ1kJAVK1bI6tWr5dNPPzVqDHoiCgGpiN/5OoA7Kg+cVuPAGhCzpcvMmTPN/Xzv63ehXKMXxA0gEmko98f6HuIn/5RTrJ8d6vMoe8og1PtjfR+VlcYY6+eG+jzy73b50xHQFkJNcyzvI17ev5vxk3836yBxB2JQNOUNnyZPnpxYiZiXOWvWLKMfdkJYYaznQ4cOGR0xkjM9VDAdMc8dOXKklC5d2kjDffv2NY1HnxfNmUImHW4F8g+Q3QoMDSkDtwLvFhi7Fah7buaf8qczZqjrRkBHTP7dip94tSN2I//ECSx5D/EKCfW+RkaIcPz48XL27FkDF3+Zi8RqAlgxyccRCPLhFKZOVATrCMJ5Zjj3Ej8gBkZuBSqhmx2BXdBhF3QAYjfrIB0R7SBeIaEgZhKuQ4cO0rZtW+nZs6d06tBBduzY4TNvkYDY54OivGhBbM3XEBbchAAAQCJ2a1SGREr+3YqfeC2IowSZ8+dAjUpN74KEh6TjT9K0IPaUnJWI7YIOC2ILYidHE/rZgtiCWCucVU1YidhKxNoaEny2ILYg1ipnQWxBbEGsrSHBZ0DMQcBshCG6W8Gf+iRR6SH//iY1E5EGdIRulgFDc2DsVqDuuZl/yj9Wk8+RlqGb+SfNmI+5mQb01LyHeIXp06cn1nwt1Izs2rVLvvjiC/nqq6+ELbw5Y2mR6IMJRvxisOol0XFrfCdOnDDG3vp/os/ETxkkOl6ND/ty6oD+n+gzcbuZf+o+8VMXE5134tP4eQ9uxK9t0K34yTNtgCNe+R8zZkzhBHFKSoqMGjXK2AZ36dLFnDHxcOPA2HrKlCmuxD1p0iTp2rWrfPjhh67ET3mTd8rAjbInzn79+kn37t2FZaBupMHt/H/88cfGh8q4ceNcyT/lzvt3q/wxd33vvfdk6NChruRf20C8GMBzOfzZysdtZV2oUjH3paamSuPGjY1tcDi/Kyr3MiRv1aqVqYBFJU/h5mPs2LHSqVOncH9WZO7H50rdunWNVFxkMhU3hZ3EAAANe0lEQVRGRpCIcXuwatWqMH5VdG4tFCDGmQ/+J/bt21d0SjaMnKAbpBIikRTXMHr0aGnfvn1xzb6xta9du7YcPXq0WJYBKonmzZsb9wfFsQAKBYjz8vLko48+kszMzOL4DswkFSoap5e64lYQy5Ytk4kTJ7o6YetmmaOmGzx4sNHVupkOt+LG4Q+eGnFzWxxDoQAxM6Vuz5i6/fLV2Ynb6XArflZ1YTlSXANtgJGRWyvbCkO50wbiucS4MOTRXxpcBbGvQseMqLhVRm+TGV/l4u8F3s3X1WTO22TJTTO+RJenL0dDxaENON+9r/ZeXNqA1jdXQExD27t3ryxZskTWrVtnpGEShIqCa/Pnz5fc3FxNY5E+49g+LS3N5BGJiP8/++wz2bZtW5HOd1JSknGTumjRIjNBo7PJzBPMmzdPUFUgIRXVwPJ/3LqSfzZIUBvq/Pz8gjaQk5NTVLNv6jz1nPa+YMECs9sOIyIOZxtwc21BIgvfFRDv3r1bmCXnzAQV/omBECYsvJjPP//c6IuK+lCVxSxM0q1fv96884WLFhk96ebNm2X48OHGmiSRlSGRcWGmxfvGIRSdMiDCegYzro0bN5p6MXfu3EQmKaFxMR9AGVAHMJ3CJSydEc7DFy9ebDoiyoJ2URQDk5LU++3bt5u63rt3b7OgaenSpaZe0AaGDRsmTOQXh+AKiDGeRzlPALxIBRQ4juK1B8Tm7vDhw0X2HWCug/0wExQsbEFCmjB+fMGEJRURp/dFMQAc8g5wWcSgASAtX77c/EsdGTBggKs+gjVdsT4jYFC/6YRYPIBDdJb3Hjx40LQBVVVh0wugi3KgA2ahA/WAeQI6ovT0dJPlrVu3Gp/mRTn/mjdXQKyRIxHhLpNVPQzTVAJCdcFwhWtFMaATZeNTGh6SEcNxNlgFRMeOHTNZBs5IREUxsHpp0KBBZusrdnFhdIROkNERqioCqxzJv3bYRakc6ISR9igDNtf95JNPDIyp72wHRtA6QodclANqSFRRBDgwfdo0QT1DwIKCkWFxCK6AWHt8pACWOGO2xN513iDGyL0ohpUrVxpTJSR+JABGBJjusRZdQazqm6KYf6DLu9cz7x+dMRIg9YCAXSmNUHXHRakcADG+uhkRIB2ziIGRIfMCdEwEBbE/X95FoTzIOysqs7OzTXZ459QBBTEqK6Tl4hBcATG7a+jwg0JHP4SuCImQxsmB/ozJu6IYmIxgmydsp1lR16tXL7OqEInwyJEjJst0UOgKi2JA+qcOaKDx0SkhHTESIrALOHa1qqrSe4vCGQABGDbSJSBwIBXTGVMHsKRgVEgbKMoTdki8tHnKg8CZUTKdMoF9LRFSikNwBcRUQCoiinl0ZQzT0ZGyzx3DVPSH6EeLgxkTFU1VMExeDB40yOgJaZj+tt6+2ysmO1HQABmWMwqgLqAfRE+Izpzr1IOiPCxH/4nqhc6HM7pgBBDaAOVBG6BsinIbQPqn7esImXrNKAGVDfNF1IGi2ga827ArICYRGRkZRh+InlQrG9uJozNFYiyKQ1Lvwud/9bjFZ4aju3buNFYkRVkSIq+8a0DLsNzZ2KgXTNhhTVAUpWGtA8CHUQFqKpUAtVxoA3TK7GNYlAN13PnuySs2xcyPYElV1NuA8926BmJnIuxnWwK2BGwJFOcSsCAuzm/f5t2WgC2BQlECFsSF4jXYRNgSsCVQnEvAgrg4v32bd1sCtgQKRQlYEBeK11D4EsGkSXpaumzcsNFMnjKBirnR944lt5ihYee6ft16c+AzAfM7LCC8A8b6TMxhJeI9CcNk7eFDh405l/dv+f/A/gOSnZVtJu+ws2YptDNgcYDZGyZ/TAIGCkySkWYWEZBeNZ0K9Bu+Y0ku9q7OGf5gv2GhDuli8g1LERtsCfgrAQtifyVTzK+z9LR169by1FNPSZMmTYzj/ooVK0rpl14yAKN4AB/f49C7Y4eO5v7nnntOKlSoYOyAtQhZrFDyhZLSqFEj6dChg7z00kvy7rvvmkUd3IN1QIP6DeSP//1H2bFzh/7MnDHz+stf/mLsrrmAWV/jRo3Nd3QWLAgoUaKEScNbb70lxL9m7VqfFhes0iOtpUqVMvbb5cqVkwqvvRaSPwNMygYOHOjzuT9JsIgxxWTrK9KCL5HKlSubOIu6IyfvcrD/h14CFsShl1WxuhPzwRo1aph9xPCHwGowpNFmzZpJ+fLljakd0i0QxFPe+QvnzTJtFmIAWvYfIwDSkiVLytRpU833rKhDauYZbdq0MeZKgLh+/fpyzz33yJAhQwrKGfM19jDjerfu3cx19vUD9AQk27/97W/GeRTpReru3LmzVK1atQDyBQ8TMau2nn32WWMyiDMdllrXrFlTOt7Zogk7XqdbSiR1/Z9433//ffNcTK4CScZ0UI899pjJJ+nifhbu1KtXz0Ba00S+KVdvMz28zpE25+iATof0kEY6FP4n6L2aTn22Pd9dJWBBfHe9r4SlFoCwhxo7hzgDBvgPPvigGWrjJU+h6LwHSRpJEMCwBVbTpk2dX5vPDNsffvhhAyvUA/zmjTfeMHAGqATA369vPwNyIMjzADX3EbC1feihh4zdqbkgYuCFKsCXygGpFgne6WgISLKIgICfBxYYaQCoLDAh4BuierXqwia3jBA++OADv7tpUEaaN30W5cnybQXmyi9WmjJihDBm9OiCjgN1CVJ7w4YNjR8WdfrDqjtWGhI/v6Fsdu3eZcqL/R7Z70/dqWqc9nz3lIAF8d3zrhKaUiRGQIxTJqRcvOOhYnj++efl7bffNhIZKyMfeeQRAytWygGx3n36SPkKFYw+Gen35ZdfNv40vBMPkJCUWV2FZAjcRo8aJdWrVzdLW7mf+Dp17mTgA2i8QQxs27VrJ08++aSw3xsrsgJttQO8kICfeeYZT3yjRxd4uyM+9sxzdhrAF7UCAcn8P/7zP0xeWQlJ2ikbXYxkbrrzB29qwBToIwXzWxYuaeD3L5R6QSZMnGCkesoZ37wsZnn66afNbtb4GmH0gRqFEQmrUVHRcA1dO51H6ZdKy9CPhprl4ah6KLui6CRJy60ony2Ii/LbjSJvQK5OnTpy//33m8YPLNARo+cFGAR8Yfz5z382Ui9D73vvvdfcf+CODwWkTfSw6sjGOzllypQxvgW++fZbo5pYsnixcYaD1MuSd7O1+vRpgloASHqDWJ+HE3kkRdKHJMr9vgDJ/ei+WUaMWoT4H3/88QJnUzzjnXfe0cca6KLmICCNVn7DA2X+ZzRQunRpI9Gz3xwdACvl6FQIqA5Q3XTs2NGMGuiwkMgJqE/oeDRQTpQp6aa8WGFJYGRAx8cyaOJ44IEHClaikR6eCZRZiYZLAPLC/zbcfSVgQXz3vbOEpFglYgALYDjQBatukkRgEYDEi8SGPhPLCuCmbg2BYbVq1aR///4/SzPS8hNPPGGWOV+6fNlIjvPnzTPxIEWyxLlFixZGwuvRo4dPEOMoyLnrMZ0HncN9991n9MbOSNHp4s0LaVUDFhY4XkKfy2+ZYCO/GkaOHGn0zfxPp4CjJtUNUx5Ak1EBagTKoVatWkY6xaoDf8oaUEsAf9QopLlFyxamw9Hv9UznQEengXfAM3GEg9oBKVwlXgCPiuj/b+8OctOMoSAAH4F9VE6AxIILsEBsEEhwgqhXSDeQbrhGukwvld6gOQXVZ/WhH6lkVUX6rbGUhARj7LE0Hs97eSBkNwG1m/nycEsbHwIh4vHt2afMuDzij2oiI+L1en3jxyppOZ1OrxaBCmLL5fIm5YziQ2yCekgc4SDfn6+vjeiQOcuB96lRqv9SxPxrJDhMDUOo8/n8am8UWAjUGKfT6UYtq/OA0ChZz5lHNcToINGodFf/UqvKl65Wq3Y4VWqbSoIOJMqWR24u1QTlZrNZsxievz+3G0A9xxfmT3sPmRZ1WAhqIl82BAJH9lIGNeTLklGh0E3BIUk5e5+08SEQIh7fnn3KjBGToJgSpfeaCll8UOq2GlJAXq7USBYBIlKpZSqKCWQdj8dG4DIqtN/v75f9fn/58fLSflerdzKZXJU1lcobNfb5fG4EriOVyB4o1cinZqfwsEs5tgH/fhMso8LZD/qq7rXb7ZqSNLa5ud4jWcTICmB3aNTww5eHlj5H8cu+uFe0XCDS+mWCWLPSlkicHVHK3AFmTDW4BTQpa6S63W7bTYA/7vVeJzNChshisbgGCFkZm82mKXhBRQG8x6+PXX/O33Ave3scIu5tR//Teni0COQjzxHhCGjpO2y/3t4u356emn/q7wJziAaZHg6HVn95GOH3TyICffVBAAKD7IhSf5S3YBayVKO2vFZjC8DJYODlIns2SCnK4ZzqMQVMbZsHkkO6pXJZKRS8cVzzKUwKX5OhoSyloKHnzeGeD62/f/5w4Ojryw1g+GGoDiGHhiCj96k5WDucHExypCuDxHhsFLeHatXXWvTttX53rbfnnyHinnc3awsCQWAUCISIR7FNmWQQCAI9IxAi7nl3s7YgEARGgUCIeBTblEkGgSDQMwIh4p53N2sLAkFgFAiEiEexTZlkEAgCPSMQIu55d7O2IBAERoFAiHgU25RJBoEg0DMCfwCQxNCOaX4sjQAAAABJRU5ErkJggg==)
Figure 4: Health Mindset Score vs. PROMIS Physical Stress
![](data:image/png;base64,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)
The project is still ongoing as we continue to collect more follow-up data for the 75 patients enrolled in the study. We plan to follow these patients through the entirety of their treatment and have expanded upon this study to evaluate our patients postoperatively as well.