diff --git a/notebooks/Aramis/extrapolation_demo.ipynb b/notebooks/Aramis/extrapolation_demo.ipynb index 0ab370f..7cb106d 100644 --- a/notebooks/Aramis/extrapolation_demo.ipynb +++ b/notebooks/Aramis/extrapolation_demo.ipynb @@ -81,7 +81,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "task list: 100%|██████████████████████████████████| 7/7 [00:13<00:00, 1.86s/it]" + "task list: 100%|██████████████████████████████████| 7/7 [00:11<00:00, 1.70s/it]" ] }, { @@ -90,17 +90,17 @@ "text": [ "\n", "\n", - "total time: 13.05 seconds\n", + "total time: 11.94 seconds\n", "--------------------------------\n", "Breakdown\n", "--------------------------------\n", - "Preprocessing 2.17s\n", - "Cleaning 0.11s\n", - "Filtering/Summarizing 10.77s\n", - " Data quality 0.08s\n", - " Clear day detect 0.14s\n", - " Clipping detect 2.96s\n", - " Capacity change detect 7.59s\n", + "Preprocessing 2.02s\n", + "Cleaning 0.10s\n", + "Filtering/Summarizing 9.82s\n", + " Data quality 0.07s\n", + " Clear day detect 0.13s\n", + " Clipping detect 3.61s\n", + " Capacity change detect 6.01s\n", "\n" ] }, @@ -144,6 +144,27 @@ "# Transform data" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this first example, we use the new default parameters for tail points transformation using the 'solar' keyword." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This will assume a y-axis asymptote at the 99.999% percentile of a normal distribution for the upper tail and a x-axis asymptote at -0.1 for the lower tail." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "These two values were chosen arbitrarily because they yield sound results for most of the sites we work with. The user can adjust them if needed, especially the lower tail asymptote." + ] + }, { "cell_type": "code", "execution_count": 6, @@ -153,7 +174,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|███████████████████████████████████████████| 11/11 [09:41<00:00, 52.86s/it]\n" + "100%|███████████████████████████████████████████| 11/11 [09:00<00:00, 49.13s/it]\n" ] } ], @@ -176,6 +197,13 @@ "spq.fit(sig)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The following step is removing the zero values at night-time. It is necessary to avoid a huge mass point at zero in the distribution. We also remove any non finite value that could mess with the next steps (there shouldn't be any)." + ] + }, { "cell_type": "code", "execution_count": 7, @@ -208,8 +236,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Maximum absolute error: 2.401e-12\n", - "Maximum relative error: 1.666e-10%\n" + "Maximum absolute error: 1.195e-12\n", + "Maximum relative error: 8.158e-11%\n" ] } ], @@ -221,6 +249,13 @@ "print(f'Maximum relative error: {maxerr_rel * 100:.3e}%')" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The following test could serve as a simple sanity check for the asymptote values chosen by the user." + ] + }, { "cell_type": "code", "execution_count": 9, @@ -230,17 +265,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "Signal less than 0 and in lower tail : 148\n", - "Signal less than 0 and not in lower tail: 647\n", - "Transformed is -inf : 148 and +inf: 0\n", - "Transformed minimum : -8.662 and maximum : 4.235\n" + "Transformed is -inf : 0 and +inf: 0\n", + "Transformed minimum : -3.619 and maximum : 4.261\n" ] } ], "source": [ "# Min and max values, should be around +/- 4\n", - "print(\"Signal less than 0 and in lower tail : \", np.sum(sig_day[lower_tail]<=0))\n", - "print(\"Signal less than 0 and not in lower tail: \", np.sum(sig_day[~lower_tail]<=0))\n", "print(\"Transformed is -inf : \", np.sum(transf_day==-np.inf), \"and +inf: \", np.sum(transf_day==+np.inf))\n", "print(\"Transformed minimum : \", np.round(np.nanmin(transf_day_finite), 3), \"and maximum : \", np.round(np.nanmax(transf_day_finite), 3))" ] @@ -252,7 +283,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -268,27 +299,34 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Normal distribution: expect 12.958 positive and 12.958 negative outliers.\n", - "Asymptote extrapolation: 36 positive and 27 negative outliers.\n" + "Normal distribution: expect 129.584 positive and 129.584 negative outliers.\n", + "Asymptote extrapolation: 254 positive and 27 negative outliers.\n" ] } ], "source": [ "# Number of outliers\n", - "qo = 0.0001\n", + "qo = 0.001\n", "x = dist.ppf(qo)\n", "nexp = np.round(len(sig) * qo, 3)\n", "print(\"Normal distribution: expect\", nexp, \"positive and\", nexp, \"negative outliers.\")\n", "print(\"Asymptote extrapolation:\", np.sum(transf_day_finite>-x), \"positive and\", np.sum(transf_day_finite" ] @@ -354,19 +399,19 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "signal : 9.33449884976161e-05\n" + "signal : 0.43900521805776377\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -389,9 +434,16 @@ "# Linear option" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We run the same tests with the previous default parameters for the extrapolation ('linear' keyword)." + ] + }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -402,7 +454,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -414,7 +466,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -422,7 +474,7 @@ "output_type": "stream", "text": [ "Transformed is -inf : 0 and +inf: 0\n", - "Transformed minimum : -3.671 and maximum : 13.947\n" + "Transformed minimum : -3.192 and maximum : 16.307\n" ] } ], @@ -434,12 +486,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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0fbok6acGHbQvpLolZXzaqo8UmLWOz+TJltQAAAAAAFYg1AFQODNnSidOSJI+bn1dkZ7alRE1xwODpTvuMDc+/1xKSSnSWgAAAACgtCLUAVA4U6eaXxs10sqIZgU+zB7YFOlUqKFDza+nT0ufflp05wUAAACAUoxQB4Dr1q2TVq6UJE2o0Umy2ayt58orpRYtzPbUqZJhWFsPAAAAAJQAQh0ArrOP0vH319fNepToS+c6wsdmuzBaZ9066Y8/SrQmAAAAALACoQ4A15w+LX3yidm+7TadCKxwyUOKZcrVxe66SwoKMtv20AkAAAAAPBihDgDXfPutdPKk2b7//gIfVuy3Ew8OlgYMMNtffWXenQsAAAAAPBihDgDXfPyx+TU6Wurc2dpaLjZokPn11CmNvGOcpaUAAAAAQHEj1AFQcMnJ0q+/mu2777Z+geSLdeokRUZKkm7e+LvFxQAAAABA8SLUAVBwn30mZWaa7YEDLS0l1+lcXl5m2CSp864E6e+/S7gqAAAAACg5hDoACs6+QHK7dlL9+tbWkpessMnHyJQ+/9ziYgAAAACg+BDqACiYDRukxESzbfEonXw1bCi1bWu27SEUAAAAAHggQh0ABfPpp+ZXHx+pf39ra7mUrClYWrNGdY7us7YWAAAAACgmhDoALs0wpK+/Ntu9ekmhodbWcym3365MmYs499my1OJiAAAAAKB4EOoAuLR166Tt2832bbdZW0suouLmOC+cHBamPyKaSpKu27IkR18AAAAA8ASEOgAuzT5Kx8dH6tvX2loKICpujuY06iRJanJol6L+2W9xRQAAAABQ9Ah1AOTPMKSvvjLbPXtKlStbW08B/dygg2MK1rVMwQIAAADggQh1AORvwwZp61azfeut1tbigsPlK2tVrSaSCHUAAAAAeCZCHQD5s4/S8faWbrrJ0lJcNTdrClazv3eo9rFki6sBAAAAgKJFqAMgf/b1dHr0kKpUsbaWi1xq0eOfG8Q62ozWAQAAAOBpCHUA5KnekSRp82ZzI5epV6X9TlJ/VwjVqprmFCxubQ4AAADA0xDqAMjT1dtXmg2bTbrxRmuLKaSfG3aQJLU4uE3VTx6xuBoAAAAAKDqEOgDy1GP7H2YjNlaqVs3aYgopvl47R7vHjlUWVgIAAAAARYtQB0Cuqpw+rtb7/zI3brghx/OlfeqVXVKlcG2rEiFJ6rltpcXVAAAAAEDRIdQBkKvuO1fLS4a5kUuo405+zRqt03HPOgWmnrO4GgAAAAAoGoQ6AHKIiptzYepVnTpSkybWFnSZ7FOw/DPS1Hl3gsXVAAAAAEDRINQBkIN/eqq67Fprbtxwg7lQshtLrNFAR4JCJEk9tzMFCwAAAIBnINQBkEP7pPUql5Y1TcnNp15JUqaXt+bXaStJumrHKikjQ5L7rAsEAAAAALkh1AGQg33qVYp/OalLF4urKRq/1r9SkhR65oT0xx8WVwMAAAAAl49QB4Azw3CEOgujW0u+vhYX5Jq8Rt8sjmql895Z7+X770uwIgAAAAAoHoQ6AJytW6eaJw9Lkn6td6XFxbgmv+lUZ/wCtbz2FebGzz+XUEUAAAAAUHwIdQBIyhaI/PSTJCnD5qUFddpYWFHRW1intdlITJSSky2tBQAAAAAuF6EOACcrp3wmSUoMb6ATgRUsrqZoLYyOubDxyy8FPo4FlQEAAACURoQ6AC5ISVHr/ZslSYuiW1tcTNHbWbmm9oZUlyT98NIHFlcDAAAAAJeHUAfABfPnyzfTvN23J4Y6stm0oI45Wqfz7gR5Zb1XAAAAAHBHhDoALsiaknQ8oLzWhde3uJjiYZ+CVfHcKbVI3mZxNQAAAABQeIQ6AEyG4bgr1JKoVsr08ra4oOKxvHZzx23au+5aY3E1AAAAAFB4hDoAJElRxw5Iu3ZJkhZGt7K4muJz2j9I6tRJktRtJ6EOAAAAAPdFqANAktRl11pH2yPX08nummskSVckb5OOHLG4GAAAAAAoHEIdAJKkrlmhzl+hkfq7QqjF1RSzPn0kSV4ypPh4i4sBAAAAgMIh1AEgnT+v2KQ/JZWBUTqS1KyZDpavbLaz1hECAAAAAHdDqANAWrpUQWnnJUkLs2757cminpyrxVFZ4dWvv5qLRAMAAACAmyHUAXBhtEpgoFbXamJtLSVkSVQLs3HggPTXX9YWAwAAAACFQKgDQJo3T5I0P7yJzvv4WVxMyVgW2eLCxm+/WVcIAAAAABQSoQ5Q1h0+LK1bJ0laEuW5tzK/2OHylbUltLa58euv1hYDAAAAAIVAqAOUccPvf83RXpp99EoZ4Bits2CBlJ5uaS0AAAAA4CpCHaCM67gnUZJ0NDBYW6pGWltMCVsS1dJsnDghrVljaS0AAAAA4CpCHaCMi91j3sp8eWQLGbZL/0iIiptT3CWVmJURzSVvb3ODdXUAAAAAuBlCHaAs27tXdY4dkCQti7zC4mJK3in/IOnKK80N1tUBAAAA4GYIdYCy7PffHc1ltcteqCNJ6tnT/Lp0qXTmjLW1AAAAAIALCHWAsiwr1Nlfoap2V6qRb1dPmnblpEcP82tqqhnsAAAAAICbINQByirDcKwjszzyCslmu+QhHhnstG8vBQWZbaZgAQAAAHAjhDpAWbVtm7R/v6RL38rcI8McO39/qXNns81iyQAAAADcCKEOUFZlCzCWl9X1dOzs6+qsXSsdPWptLQAAAABQQIQ6QFmVtZ7Ojso1dTA41KVDPW3kznUb/cyGYUiLFllbDAAAAAAUEKEOUBZlZkrz50uSll1i6lVZsLlqlFSxormxcKGVpQAAAABAgRHqAGXRn386phmV2VuZZ5Pp5X1hXZ0FCyytBQAAAAAKilAHKIuyr6cTSagjSerWzfz655/SP/9YWgoAAAAAFAShDlAWZU29UosWOh4YbG0tpYU91DEMafFiS0sBAAAAgIIg1AHKmoyMC6FF9+7W1lKatGghhYSYbaZgAQAAAHADhDpAWbNunZSSYra7drW2ltLEO/d1dTztTl8AAAAAPAehDlDWZL+7kz3EgMk+BWvdOunYMUtLAQAAAIBLKVSoM3nyZEVHRysgIEAxMTFanM/6E0uWLFHHjh1VpUoVBQYGqlGjRnr99dcLXTCAy7Rokfm1WTOpShVraylt7COXWFcHAAAAgBtwOdSZOXOmRo0apaeffloJCQnq3Lmz+vTpo6SkpFz7lytXTg899JAWLVqkzZs365lnntEzzzyjadOmXXbxAC7NafpQZuaFUIepVzm1bCkFZy0czbo6AAAAAEo5l0Od1157Tffee6/uu+8+NW7cWJMmTVJERISmTJmSa/9WrVppwIABatq0qaKionT33Xerd+/e+Y7uAVBMNm68cLtuQp2cfHwuTEnLPk0NAAAAAEohl0Kd1NRUrVmzRr169XLa36tXLy1btqxA50hISNCyZcvU1cU/KJOTk7V27VrHIzEx0aXjAejCKB2J9XTyYv/ZlJAgHT9erC/FIswAAAAALoePK52PHDmijIwMVa9e3Wl/9erVdfDgwXyPrVWrlg4fPqz09HSNGzdO9913n0uFTp06Vc8//7xLxwC4iH30ScOGUliYtbWUVvbFkh3r6rCePAAAAIDSyaVQx85mszltG4aRY9/FFi9erFOnTmnFihWKi4tTvXr1NGDAgAK/5tChQ9W3b1/H9qlTp1we7QOUaYZxIdThs5O3Vq2kChWkkyfN75dPd6srAgAAAIBcuRTqhIaGytvbO8eonEOHDuUYvXOx6OhoSVLz5s31999/a9y4cS6FOuHh4QoPD3dsp6SkuFA5AG3dKh06ZLa7dLG2ltLMx0fq1En66SdzseSehDoAAAAASieX5hX4+fkpJiZG8fHxTvvj4+PVoUOHAp/HMAydP3/elZcGcLmyL/zLSJ1c2de4efFsVkidkKAK509bWBEAAAAA5M3l6VejR4/WwIED1aZNG8XGxmratGlKSkrSsGHDJElPPvmk9u/fr48++kiS9L///U+1a9dWo0aNJElLlizRf//7X40YMaII3waAS7IvklynjlSrlrW1lHIrI5qbjcxMtdm3SfPrtrW2IAAAAADIhcuhTv/+/XX06FGNHz9eycnJatasmebOnavIyEhJ5l2qkpKSHP0zMzP15JNPateuXfLx8VHdunU1ceJEDR06tOjeBYD8ZV9Ph6lXl7Shel2pfHnp1Cm1S1pPqAMAAACgVCrUQsnDhw/X8OHDc31uxowZTtsjRoxgVA5gtV27pH37zDZTry4p3dtHio2V4uN15b6NVpcDAAAAALniXr1AWWCfeiUxUicP9vV0HDp3liQ1O7hDAWnnLKgIAAAAAPJHqAOUBfapV7VqSVl3oiuoHGGHh3O8306dJEl+melqmbzVwooAAAAAIHeEOkBZYA91unaVbDbH7rIW2LikXTvJ11eS1HYvU7AAAAAAlD6EOoCHC085bK6pIzmmXhHmFEBQkBQTI0lqu2+TxcUAAAAAQE6EOoCHa5t9oV8WSc4h34Ara12d1gf+ktLTS6giAAAAACgYQh3AwzlGmVSrJjVoYG0x7iZrXZ3yqWeldessLgYAAAAAnBHqAB6ujT3U6diR9XRc1bHjhfbixdbVAQAAAAC5INQBPNgVo2aq4eE95kbWqBO4oEoVbQmtbbYJdQAAAACUMoQ6gIeKipuj1vv/kpcMc0f2UScosFW1mpqNJUskw7C2GAAAAADIhlAH8GBt9mdNvQoMlFq1srYYN7WqVhOzceiQtG2btcUAAAAAQDaEOoAHcyyS3K6d5OdnbTFualVE0wsbTMECAAAAUIoQ6gAeKCpujnwz0tQieau5g6lXhXYguJr2BVc1Nwh1AAAAAJQihDqAh2p2cIcC0lPNDRZJvixO6+oAAAAAQClBqAN4qJis9XQyZZNiYy2uxr2ttq+rs2OHlJxsbTEAAAAAkIVQB/BQ9vV0tlSNlEJCLK7Gvf1R68K6Og8Oe8PCSgAAAADgAkIdwBMZhmL2b5aUbepQlqi4OVZU5Hayf5+2h0ZIlStLktru22hVSQAAAADghFAH8EDRxw4o9MwJSdmmDsFl9mDHsHk51iVy3FEMAAAAACxGqAN4oDbZRpOsrtXYwko8xwspVSRJjQ/tkk6csLgaAAAAACDUATxSm33m1Kv9FarqQHA1i6vxDPZpbF4ypGXLLK4GAAAAAAh1AI/UJuvOV2sYpVNkNoTVlQIDJUn/Gz/d4moAAAAAgFAH8DyHDqnuP/slSatYT6fIpHn7Su3bS5LaZC1CDQAAAABWItQBPE22qUEXL5LMna8uU9ZiyS2St0rnz1tcDAAAAICyjlAH8DRLlkiSUvyCtCU00uJiPExWqBOQniqtXWtxMQAAAADKOkIdwNNkhToJNRsp08vb4mI8TPv2yrBl/djM+j4DAAAAgFUIdQBPcuaMYwQJ6+kUg+Bgba4WbbYJdQAAAABYjFAH8CSrVklpaZKkNTUJdYqDIyxbulTKzLS2GAAAAABlGqEO4EmWLpUkpXl5KzG8gcXFeJ6ouDlaUzPrNvFHj0pbtlhbEAAAAIAyjVAH8CRZU4I2Vq+rs34BFhfjmVZnHwHFFCwAAAAAFiLUATxFZqbjduar7aNJUOQOBodqb0h1c4NQBwAAAICFCHUAT7Fxo3TihCRpVa2mFhfj2Rzr6hDqAAAAALAQoQ7gKbIFDGtqMVKnOK22hzo7d0oHDlhbDAAAAIAyi1AH8BRZiySrXj0dKVfJ2lo83Krs6+rYv+8AAAAAUMIIdQBPYR+p06lTrk9Hxc0pwWI82/bQCKlSVnDGFCwAAAAAFiHUATzBvn3Snj1mu2NHa2spAwyb14XvM6EOAAAAAIsQ6gCeINsUoB4r0y0spAyxj4hKTJROnrS0FAAAAABlE6EO4AmyRov8ExisHZVrWVxMGWEPdTIzpRUrrK0FAAAAQJlEqAN4gqxQZ03NxpLNluNp1tMpBm3aSP7+ZpspWAAAAAAsQKgDuLuUFOnPPyVJq2o1uURnFBl/f6ltW7NNqAMAAADAAoQ6gLtbscKcAiRpdU1CnRJln4K1YoWUlmZtLQAAAADKHEIdwN3ZF0n299eGsHrW1lLW2EOdM2fMBZMBAAAAoAQR6gDuzj7158orlerja20tZU2HDhfaTMECAAAAUMIIdQB3lpZ24c5LHTtaW0tZVKmS1KyZ2SbUAQAAAFDCCHUAd7ZunTn1R7owFQgly/59X7JEMgxrawEAAABQphDqAO4s++iQ7FOBUHLsoc6hQ9L27dbWAgAAAKBMIdQB3Jk91Gna1JwKhJKXfYQUU7AAAAAAlCBCHcBdGcaFO1+xno51atfWgQqhZptQBwAAAEAJItQB3NWuXdLBg2ab9XSsY7Npda0mZptQBwAAAEAJItQB3FX2AKFjR0XFzbGuljIsKm6OVtlDna1bzbV1AAAAAKAEEOoA7so+9So8XIqOtraWMs4xUke6cF0AAAAAoJgR6gDuyj5Sp2NHyWaztpYybktopBQcbG4wBQsAAABACSHUAdzRP/9ImzaZbdbTsVyml/eFW8oT6gAAAAAoIYQ6gDtavvxCmztflQ72cG3tWun0aWtrAQAAAFAmEOoA7sg+GiQoSGrRgkWSSwN7qJOeLv3xxyW7c80AAAAAXC5CHcAd2Rfjbd9e8vW1thaY2ra9cC2YggUAAACgBBDqAO7m/PkLI0GYelV6BAVJMTFmm1AHAAAAQAkg1AHczdq1ZrAjsUiyhXKdPmW/HsuWmdOwAAAAAKAYEeoA7sY+9crLS2rfnrVZShN7qHPqlLR+vbW1AAAAAPB4hDqAu7FP7WneXAoOtraWMi5HoGa/rbnEFCwAAAAAxY5QB3AnhnFhpA5Tr0qfqlWlRo3MNqEOAAAAgGJGqAO4k61bpSNHzDaLJJdO9rBtyRIzhAMAAACAYkKoA7gT+ygdiVCntLKHOgcOSLt3W1oKAAAAAM9GqAO4E3uoExEh1a5tbS3IXfZpcUzBAgAAAFCMCHUAd2IPCRilU+o4Fk2uU0cKCzPbhDoAAAAAihGhDuAuDh8219SRWCS5NLPZnNfVuQi3oAcAAABQVAh1gFLikn/ss56O+7CHOps2SUePWlsLAAAAAI9FqAO4C3uoU6GC1Ly5tbUgf9lHUi1bZl0dAAAAADwaoQ7gLuyhTmys5O1tbS3IX4sWUrlyZpt1dQAAAAAUE0IdwB2cPSutXm22s6ZesTZL6eO4Jj4+ZvgmEeoAAAAAKDaEOoA7WL1aSksz2yyS7B7s12nVKjOUAwAAAIAiRqgDlGKOkR/20R7e3lK7dtYVhIKzhzppaRdGWWVhlBUAAACAokCoA7gD+3o6LVteWKsFpZIjsGnXTum2rB+xTMECAAAAUAwIdYDSLjNTx39baLaZeuUWouLmSOXLa2P1uuaOJUsYnQMAAACgyBHqAKXd5s2qeO6U2c5aJBnuYXWtJmZj6VLZjExriwEAAADgcQh1gFIk19Ec9qlXUo5Qh9Efpdsqe6hz4oQaHEmythgAAAAAHodQByjt7OuxREdLNWpYWwtcsqZmE0e77b5NFlYCAAAAwBMR6gClkNMIHPtInWyjdBih4x4Ol68k1asnSWqzb6PF1QAAAADwNIUKdSZPnqzo6GgFBAQoJiZGixcvzrPvrFmzdPXVV6tq1aoKDg5WbGysfvnll0IXDJQlVU/9I+3caW5khToEOm4ma3HrNozUAQAAAFDEXA51Zs6cqVGjRunpp59WQkKCOnfurD59+igpKff1IhYtWqSrr75ac+fO1Zo1a9S9e3fdcMMNSkhIuOziAU935d5sozs6d7auEBTaEweDJUm1Ug5LefycBAAAAIDCcDnUee2113TvvffqvvvuU+PGjTVp0iRFRERoypQpufafNGmSnnjiCbVt21b169fXCy+8oPr16+uHH3647OIBT9c2a8rOP4HBUuPGFleDwnDcAUtyXvQaAAAAAC6TjyudU1NTtWbNGsXFxTnt79Wrl5YtW1agc2RmZurkyZOqXLmyKy+t5ORkJScnO7ZPnTrl0vGAO2q3d4MkMxjo5cUSWO5oZ+WaUmiodOSIueh1hWutLgkAAACAh3Dpr8QjR44oIyND1atXd9pfvXp1HTx4sEDnePXVV3X69Gndfvvtrry0pk6dqpiYGMeja9euLh0PuJ1jx9Tw8B5J0h/ZR3vAvdhsjnV1Nn81N8fTrJEEAAAAoLBcGqljZ7PZnLYNw8ixLzeff/65xo0bp++++07VqlVz6TWHDh2qvn37OrZPnTpFsAPPtnSpvGRIkv6IaGZxMbgc/z5RWc9Ianh4j4LPnVJKQHmrSwIAAADgAVwKdUJDQ+Xt7Z1jVM6hQ4dyjN652MyZM3Xvvffqq6++Us+ePV0uNDw8XOHh4Y7tlJQUl88BuJWsu8qd9g3Qxup1JTGqw12trtVUkuQlQ633/6UFddtYXBEAAAAAT+DS9Cs/Pz/FxMQoPj7eaX98fLw6dOiQ53Gff/65hgwZos8++0zXXXdd4SoFypqsUGdNzcbK8PK2uBhcjo3V6+isj78kqc1+bm0OAAAAoGi4vPLq6NGj9d577+mDDz7Q5s2b9cgjjygpKUnDhg2TJD355JMaNGiQo//nn3+uQYMG6dVXX1X79u118OBBHTx4UCdOnCi6dwF4mIC0c9KqVZKkVVnr6TBKx32lefsqsUYDSVLbfYQ6AAAAAIqGy6FO//79NWnSJI0fP14tW7bUokWLNHfuXEVGRkoy71KVlJTk6D916lSlp6frwQcfdEyhCg8P18MPP1x07wLwMK0ObJXS0yWxno6nWFXTDOdaJG+VX3qaxdUAAAAA8ASFWih5+PDhGj58eK7PzZgxw2l7wYIFhXkJoExru2+jJCnVy0eJ4Q0srgZFYXXWiKuA9FQ1+3u71tZsbHFFAAAAANydyyN1ABS/K/dukCT9GV5f5339La4GhXHxdLm1NRsrw2b+yG1z0RQsptYBAAAAKAxCHaC0SUtT6wN/SZL+iGhqcTEoKqf8g/RX1ShJrKsDAAAAoGgQ6gClzdq1Cko7L0n6oxahjiexL3ods3+zbEamxdUAAAAAcHeEOkAp85+4aZKkTNm0JisEgGewr6tT+WyK6hzdb3E1AAAAANwdoQ5QylyZtUjy5mrROulfzuJqUJRW17wQ0tkXwwYAAACAwiLUAUoRm5Hp+GOf9XQ8z8HgUO0NqS5JarufdXUAAAAAXB5CHaAUqX8kSRXPnZLEejqeyr6uzsV3wAIAAAAAVxHqAKXIlXsvTMlZxUgdj2RfVyfy+EFVO3nU4moAAAAAuDNCHaAUsa+ns6NyTR0pV8nialAcVmVbV6fN/s0WVgIAAADA3RHqAKWFYaht1kidVUy98ljbQyN0PKC8JBZLBgAAAHB5CHWAUiLixN8KP2VOx2GRZM9l2Ly0umZjSayrAwAAAODyEOoApUT7pD8d7T8imllYCYrb6qyRWE0O7VK582csrgYAAACAuyLUAUqJ9knrJUl7Q6prX9Ztr+GZ7HfA8jYy1erAFklSVNwcK0sCAAAA4IYIdYDSwDDUPmmDJGlFRHOLi0FxWx9WX+e9fSWxrg4AAACAwiPUAUqDXbtU8+RhSdKK2oQ6ni7Vx1eJ4Q0kSe33brC4GgAAAADuilAHKA3mz3c0V9ZmPZ2yYEXtKyRJLQ/8Jf+08xZXAwAAAMAdEeoApcGCBZJYT6csWR5pjsjyz0hXzP7NFlcDAAAAwB0R6gBWMwxHqLOcqVdlRkKNRo51dWKzFslmsWQAAAAAriDUAay2c6e0b58k1tMpS877+GlNzcaSpNhst7MHAAAAgIIi1AGsln09He58VabYR2a1SN6qoNSzFlcDAAAAwN0Q6gBWy5p6lRRSXftDqllbC0rU8khzsWTfzAzW1QEAAADgMkIdwErZ1tNh6lXZ82dYA5318Zd0YQoW6+oAAAAAKChCHcBKO3ZI+/dLItQpi1J9fLXavq7OnvUWVwMAAADA3RDqAFbKGqUjEeqUVfYpWM0PblO582csrgYAAACAOyHUAaxkXyS5Th0dCGY9nbLIHub5GJlqu2+jxdUAAAAAcCeEOoBVsq2no27drKwEFvozrL5O+wZIkmKTzClYrKsDAAAAoCAIdQCrbN8uHThgtgl1yqx0bx+tqtVU0oXFkgEAAACgIAh1AKvYp15JUteu1tUByy2PNKdgNf17p4LPnbK4GgAAAADuglAHsMpvv5lf69ZV1GTufFSWLa9tLpbsbWTqyr2sqwMAAACgYAh1ACtkZkq//262e/a0thZYbmP1ukrxC5IktWcKFgAAAIACItQBrPDnn9KRI2abUKfMy/Dy1h8R9nV1GLUFAAAAoGAIdQAr/Pqr+dVmk7p3t7YWlAr2KViND+1SyNmTFlcDAAAAwB0Q6gBWsK+n06qVVKWKtbWgVFgRaYY6XjIcd8Hi1uYAAAAA8kOoA5S01FRp0SKz3aOHtbWg1NhULVr/BAZLkjrtTrS2GAAAAABugVAHKGkrVkhnzpht1tNBFsPmpWWRLSQR6gAAAAAoGEIdoKTZ19Px85M6dbK2FpQqi6NaSpKijidLu3ZZWwwAAACAUo9QByhp9vV0OnSQgoKsrQWlypKoVhc24uOtKwQAAACAWyDUAUpSSoq0cqXZZuoVLrI/pJp2VQo3N+wjugAAAAAgD4Q6QElauFDKyDDbLJKMXDhG6/z2m7wyM6wtBgAAAECpRqgDlCT71KvgYKlNG2trQam0JGtdHf3zj5r+vdPSWgAAAACUboQ6QEmyT6np1k3y8bG0FJROy2tfoQyb+aO5055Ea4sBAAAAUKoR6gAl5eBBaeNGs816OshDSkB5/RlWX5LUaXeCxdUAAAAAKM0IdYCSkn3hW9bTQT7stzZvs2+TdOaMtcUAAAAAKLUIdYCS8ssv5teaNaXGja2tBaXa0qxQxz8jXQPvedXaYgAAAACUWoQ6QEnIzLwQ6lxzjWSzWVsPSrW1NRvptG+AJKnT7kRriwEAAABQahHqACUhMVE6fNhsX3ONpaWg9Evz9tXKiGaSpM6sqwMAAAAgD4Q6QEn4+Wfzq5cX6+mgQOxTsJoc2iX9/be1xQAAAAAolQh1gJJgD3Xat5cqVVJU3Bxr60Gptyiq1YUN+9Q9AAAAAMiGUAcobidOSMuXm+3eva2tBW5jW2ht7a9Q1dz46SdriwEAAABQKhHqAMXt99+l9HSzzXo6KCibTQvrxJjtefOkjAxr6wEAAABQ6hDqAMXNPnWmShUpJsbaWuBWFthDnX/+kVatsrYYAAAAAKUOoQ5QnAzjwno6V18teXvn6ML6OsjL0sgWSvXyMTeYggUAAADgIoQ6QHHaulXas8dsM/UKLjrtH6TVtZqYG4Q6AAAAAC5CqAMUJ/soHUnq1SvH04zSwaU4pmCtXi0dPmxtMQAAAABKFUIdoDjZ19Np0UIKD7e2FrglR6hjGNzaHAAAAIATQh2guJw9Ky1YYLa5lTkKaWtopFSrlrnBFCwAAAAA2RDqAMVl0SIz2JEIdVB4NpvUp4/Z/uUXbm0OAAAAwIFQByguP/xgfg0Oljp1srYWuDd7qHP0qLm2DgAAAACIUAcoHoYh/fij2e7dW/Lzs7YeuLcePSQfbm0OAAAAwBmhDlAcNm68cCvzG26wtha4v+yjvQh1AAAAAGQh1AGKg33qVfb1ULJwG3O4KipuzoV/R6tWSX//bW1BAAAAAEoFQh2gONinXsXGSqGh1tYCj9Bja7DZMAxpDsEgAAAAAEIdoOgdOSItX26285l6xYgduGJHlVpSvXrmxvffW1sMAAAAgFKBUAcoanPnmqMpJOn6652eIshBodlsUt++ZnvePOnsWWvrAQAAAGA5Qh2gqNmnXkVGSk2bWlsLPIs91Dl7VvrtN2trAQAAAGA5Qh2gKKWmSj//bLZvuMEcXZGFUTq4bB07SpUqmW2mYAEAAABlHqEOUJQWL5ZOnjTbF029Ai6bj4903XVm+4cfpMxMa+sBAAAAYClCHaAo2adelSsnde1qbS3wTPYpWAcPSqtXW1sLAAAAAEsR6gBFxTCk2bPNdq9eUkCApeXAMzVbJqV6+ZgbTMECAAAAyjRCHaCoJCZKu3eb7ZtvlmSuo8NaOihKp/yDtKJ2c3ODUAcAAAAo0wh1gKLy7beSpDQvb9bTQbGKr9/ObKxfL+3aZW0xAAAAACxDqAMUlVmzJEnLa19x4Q5FQDH4rd6VFzYYrQMAAACUWYQ6QFHYskXauFGS9EuDWIuLgaeyT+U7EFxNG6rXNXd+842FFQEAAACwEqEOUBSypl7JZtO8+u2trQVlwtyGHc3GkiXmnbAAAAAAlDmEOkBRsIc6HTrocPnKLI6MYveTPdQxjAv//gAAAACUKYQ6wOXau1f64w+znXXXK6C47apcU2rWzNz4+mtriwEAAABgiUKFOpMnT1Z0dLQCAgIUExOjxYsX59k3OTlZd955pxo2bCgvLy+NGjWqsLUCpdPs2Rfa2UKd7KN1GLmDYnHrrebXBQukw4ctLQUAAABAyXM51Jk5c6ZGjRqlp59+WgkJCercubP69OmjpKSkXPufP39eVatW1dNPP60WLVpcdsFAqWOf+tKypVSnjqWloIyxhzqZmdJ331lbCwAAAIAS53Ko89prr+nee+/Vfffdp8aNG2vSpEmKiIjQlClTcu0fFRWlN954Q4MGDVJISMhlFwwUhSIbOXPkiLRwodm+5ZaiOSdQUE2aSA0bmm2mYAEAAABljkuhTmpqqtasWaNevXo57e/Vq5eWLVtWpIUBbmHWLHOUhMR6OihxUU/OvTBa57ffpGPHrC0IAAAAQInycaXzkSNHlJGRoerVqzvtr169ug4W8y11k5OTlZyc7Ng+depUsb4eUCBffGF+bdr0wqK1QAm6dn91zZWk9HTp+++lwYOtLgkAAABACXEp1LGz2WxO24Zh5NhX1KZOnarnn3++WF8DcElysrlArST1729pKSi7NlWLlurWlXbsMKdgEeoAAAAAZYZL069CQ0Pl7e2dY1TOoUOHcozeKWpDhw7VmjVrHI+F9nVMAKt8/bVkGGabUAdWsdmkfv3M9rx50vHjlpYDAAAAoOS4FOr4+fkpJiZG8fHxTvvj4+PVoUOHIi3sYuHh4WrdurXj0bJly2J9PeCS7FOvWreWGjSwthaUbfZQMTXVXOcJAAAAQJng8t2vRo8erffee08ffPCBNm/erEceeURJSUkaNmyYJOnJJ5/UoEGDnI5JTExUYmKiTp06pcOHDysxMVGbNm0qmncAWCEpSbIvDn7HHdbWArRqdeEuWJ9+am0tAAAAAEqMy2vq9O/fX0ePHtX48eOVnJysZs2aae7cuYqMjJRkLmiclJTkdEyrVq0c7TVr1uizzz5TZGSkdu/efXnVA1b58ssL7dtvt64OQJJsNr1WtY1Gb9kizZ8vHTgg1ahhdVUAAAAAipnLI3Ukafjw4dq9e7fOnz+vNWvWqEuXLo7nZsyYoQX2xWOzGIaR40GgA3f256tTJUlrajSSsgLNqLg5VpaEMu77xlk/hw1DmjnT2mIAAAAAlIhChTpAmbZ9u644uF2S9EPjLpfoDJSM3ZVrSm3bmhuffWZtMQAAAABKBKEOkKXAI20++USSlGHz0pxGnYqxIsBFd91lfl29Wtq61dpaAAAAABQ7Qh3gEpzCHsOQPvpIkrQ0soUOl69sUVVALm6/XfLK+rH++efW1gIAAACg2BHqAPmwBzqOYGfJEmnXLknSN82ucjzHejooFcLDpavMf5f67DMzhAQAAADgsQh1UOZcVgCTNUrnlF+gfmkQW7TnBorCnXeaX7dulf74w9paAAAAABQrQh2goM6eVcpH5gK0cxt21DnfAIsLApxFxc2R+vWTAgPNHdOnW1sQAAAAgGJFqIMyzaWRNd99p+DUM5KkWVlTr4DSwOnfcXCwdOutZvuLL6SzZ60pCgAAAECxI9RBmZVjvZxLyZp6pchIrYxoVkxVAUXgnnvMrydOSN9+a20tAAAAAIoNoQ5QAFVP/SP98ou5MXCgDBsfHZRe0T+fkqKjzQ2mYAEAAAAei79MgVxcPHrn5o3zpcxMSVK3vyOsKAkoMMPmJQ0ZYm789pu0Z4+l9QAAAAAoHoQ6wKUYhgas+1mStKpmE+2uXNPigoACGDxYstnM25p/+KHV1QAAAAAoBoQ6gJxH5lw8Sic2ab2ijyVLkj5reU2J1gUUVtSUDdJVWQt6z5jhGGkGAAAAwHMQ6gB5sIc79lE6qlhRcxt2tLAiwEX2BZN37ZLmz7e2FgAAAABFjlAHyEflMyfUe+sySdL0up113tff4ooAF9xyi1Spktl+5x1rawEAAABQ5Ah1gHzcsuE3+WekS5I+b9Hb4mqAS3OaPhgYeGG0zuzZ0oEDltQEAAAAoHgQ6gB5MQwNWGfexnx1zcbaWjXK2nqAwhg2zPyani699561tQAAAAAoUoQ6QB7a712vuv/slyR93oIFkuGm6tfX4siWZnvaNDPcAQAAAOARCHWAPNy9dq4kKcW/nOY0YoFkuK9PWl1rNvbvl3780dpiAAAAABQZQh0gF+Eph3VN1gLJXzbvqXO+ARZXBBTer/XbSTVqmBtTplhbDAAAAIAiQ6iDMsVpEdl8DFo7Rz5GpjJl04cxNxRzVUDxsP97z/Dy1uvR3cyd8+ZJ27dbVhMAAACAokOoA2QTFTdHAWnndEfWAsm/1btSeyuGWVwVcPk+b9Fb8vY2N95809piAAAAABQJQh3gIjdtXKBK505Kkj5o09fiaoDLYx+tc6hCFen2282dH3wgHTtmYVUAAAAAigKhDpCdYeieNd9Lkv4KjdTy2ldYXBBQhB591Px6+rR5JywAAAAAbo1QB8imw551angkSZI0vU1fyWazuCKgCMXESF27mu0335RSU62tBwAAAMBlIdQBsrlv1WxJ0j+BwZrdpJultQDFYvRo8+uBA9KXX1pbCwAAAIDLQqiDMuNSd75qdGiXrtq5WpL0Scs+Ou/rXxJlASXr+uul+vXN9quvSoZhbT0AAAAACo1QB8jyfyu+liSd9fHXDBZIhqfy8pIeecRsJyZK8+dbWg4AAACAwiPUASRFHD+o6/9aLEn6okUv/RMUYnFFQDEaPFiqUsVsv/CCtbUAAAAAKDRCHUDS0JXfyNvIVJqXt9698marywGKV1DQhdE6v/0mLV3qeOpS0xQBAAAAlB6EOigT8vtDteqpY7pt/a+SpO+adNOB4GolVRZgnYcekipWNNsTJlhaCgAAAIDCIdRBmTd05dfyz0iTJL3Trp/F1QDFJypuzoWAMyREevhhs/3LL9Iff1hXGAAAAIBCIdSBR3P6IzYX1U4e1d2JP0mSfmzYSdtDa5dUaYClouLmSA8/rJN+geYORusAAAAAbodQB2Xa8BVfKSA9VZmyaVKnO60uByhZlSrpo9bXm+0ff5QSEiSxrg4AAADgLgh1UGbVSDmkAet+liR936QLo3RQJr3X9iapXDlz49lnLa0FAAAAgGsIdVBmPbTsS/lnpCvD5qU3OjJKB2XTsaAQaeRIc2POHLXdu8HaggAAAAAUGKEOyqSof/brtvXxkqRvm3bXrso1La4IKDn26VWOaVZPPCFVqiRJilswQzIMiyoDAAAA4ApCHZRJYxZ+KN/MDKV6+eiNjgOsLgewVsWK0tNPS5JiDvylXttWWFsPAAAAgAIh1IHHymux17Z7N6jP1mWSpA9jrtfeimElWRZQOj34oBQRIUl6fNFHUnq6xQUBAAAAuBRCHZQpNiNTT89/X5J0PKC83upwh8UVAdaLipsjBQRI48dLkuof3Su9957FVQEAAAC4FEIdlCk3bF6slsnbJElvdhiglIDyFlcElCIDB2pz1Siz/cwz0j//WFoOAAAAgPwR6sAj5Tb1Kij1rMYsmCFJ2l0xXB+3vraEqwJKt6inf9a4nkPNjaNHpbFjrS0IAAAAQL4IdVBmjFz2hWqePCxJeqH7v5Tm7WtxRUDps7J2c/3QqLO5MXmytH69tQUBAAAAyBOhDjxObqN06h/eo3tXzZYk/Va3rebVb1/CVQGlW/bPzQvd/yUFBkqZmdKIEdziHAAAACilCHXg+QxDE+KnyDczQ+d8/MzpJTab1VUBpVZycFXpqafMjYULpQ8/tLYgAAAAALki1IFHyW2Uzi0bf1f7vRskSW/H3s4tzIGCePxxba9cy2yPHi39/be19QAAAADIgVAHHq3ayaN67rd3JUk7K9XQtCv7WVwR4Cb8/RXXZ4TZPnZMGjnS2noAAAAA5ECoA89lGHrhl7dV8dwpZcqmJ659WKk+LI4MFNTqWk2l//s/c+PLL6Xvv7e2IAAAAABOCHXgsW7Z+Lt67lglSZrepq/5ByqAAnFMZZw4UapZ02w/8IB0+LB1RQEAAABwQqgDjxSWckRjf50myZx29UqXgRZXBLip4GDpXXMKo/7+W7rvPu6GBQAAAJQShDrwON6ZGXrjh1cUcv60Y9rVOd8Aq8sC3FefPtKDD5rt77+/EPIAAAAAsBShDjzOyKVfqN2+jZKk/8XezrQr4DJFxc2RXn5ZatzY3PHII9Jff1lbFAAAAABCHXiW2D1/asSyLyRJq2o20aROd1pcEeAhgoKkTz+VfH2lM2ekW2+VTp2yuioAAACgTCPUgUeIipsjHTigN354RV4ydDygvB7u+5gyvLytLg3wHK1aSa+8YrY3bmR9HQAAAMBihDrwCP7pqUps013VTh+TJD1+7SgdCK5mcVWA+3PcBctu5EjpjjvM9syZ0ptvlnxRAAAAACQR6sDNRcXNkQxDL/z8llomb5UkvdHhDsXXb29xZYBniYqbY37ebDZzoeSmWWtVPfaY9Ouv1hYHAAAAlFGEOnB///2v+m2cL0n6pX571tEBilv58tKsWVJIiJSeLvXrJ23YYHVVAAAAQJlDqAO3dtPG+dITT0iStoTW1ujrRsuw8c8aKE5RcXOkBg2kb76RfHyklBTpuuuk5GSrSwMAAADKFP76hdsadPt4vTJ3kiTp7/KVde+tY3XaP8jaogAP57TGTo8e0rRpZjspyQx2jh+3pC4AAACgLCLUgXtavlxTZr8o38wMpfgFafBtz2tfSHWrqwLKDEe4c8890jPPmO2EBKlPH+nkSesKAwAAAMoQQh24n6VLpV69VC7tnM57++r+fs/qr2rRVlcFlF3jx0v/939me8UK6frrpTNnrK0JAAAAKAMIdeBeliyRrrlGOnVKqV4+Gn5TnFbWbm51VUCZFvXkXOntt81RO5K0aJH5OT1xwtrCAAAAAA9HqAP38dNPjkDnvLePht7ytH6r187qqoAyzTENy8vLvNX5gAHm9uLF0lVXSYcPW1ccAAAA4OEIdeAePvhAuuEG6fRpyc9PQ29+WvPrtrW6KgDZeXtLH38s3Xefub12rdS5s7Rzp7V1AQAAAB6KUAelW2am9Nxz0r33ShkZUsWKUny8FhDoAKWTt7d5R6zHHze3t2yRrrxSWrjQ2roAAAAAD0Sog9Lr+HHpxhulCRPM7YgIc02dLl0sLQvAJdhs0ssvS6++araPHpV69jTDHsOwujoAAADAYxDqoHRKTJTatJF+/NHcvvJKaflyRX2828qqAGTjWE8nl3ZU3Bxp9Gjphx+kChWk9HRp6FDprruklBQrygUAAAA8DqEOSpeMDGniRDPE2bHD3Hf//ebddGrWtLY2APlyhDnZtnXdddLy5VK9eubOzz+XWreWVq2yqEoAAADAcxDqoPTYvl3q2lV68kkpLU0KCjLvpjNtmuTvb3V1AAohKm6O1LSpml7/gmY17W7u3LFDio2V4uKks2etLRAAAABwY4Q6sN7Zs9LYsVKzZtLSpea+K6+UEhIcd9HJ/n//Abif0/5BGn39o9KHH0rlypmj8l56SWreXPrtN6vLAwAAANwSoQ6sYxjSrFlS06bS+PHS+fOSr6/0/PNmuNOggVN3gh3APTlNydpURZ3ufkPq3dvcsWOHuYjyTTeZd8q6xPEAAAAALiDUQckzDOmXX6S2baV+/aRdu8z9PXtK69ebtzD38bG2RgDFZl/FMOmnnzTyhsd0JCjE3Pndd0pv3ET6v/+T9u61tkAAAADATRDqoOSkp0tffy116CBdc420Zo25v3ZtaeZMad48qWFDR3f+7zzgwWw2fd+km666f6r0xBM67+0rHyNTeucdpUVFS//6l/kcAAAAgDwxHALF78gR6eOPpTfflHbvvrC/enXpmWfMu1tdtBByXrdKzm0bgPtKCSivKHVRzfsb6dHFH+uWzQvlm5khTZ+uXzVD2vutegW1kdJ7M4IPAAAAuIjNMAzD6iIKIyUlRSEhITpx4oSCg4OtLgcXS02VfvpJmjFDmjPHvJuVXWSkNHKkNHSouWBqLghugLJp930N9dmtD6nfht/kn5F+4YkaNTS5dgcNn/K01KKFZLNZVyQAAABQzAqaeTD9CkXnxAnpiy+kAQOkqlXNhU9nz74Q6LRvL335pXnr8tGjCXQA5FSvnp66ZoS6DH1PkzoO0MHylc39Bw5o+IqvpVatpEaNzFF+y5eb0zpVuJ8b/KwBAACAu2OkDgrvzBlp2TJp4ULzsWKF84gcSQoLk+6+Wxo82Lxl+SXwRxaA7LwzM3TVjlW6Y90v6rJrrTk1K7uKFaWePRV3MkxrajZW/LvDJK/c/39FVNwc7Z54XZ7bAAAAQGlR0MyDBQpQMOfOmXemWrtWSki48Lg4xJGkGjWkvn3NkTo9ehRoHQzCHAC5yfDyVnz99oqv314hZ0+q17blumHzYrVPWi+/zHTp+HHp6681Mat/yqdPKLhrRyk2Vg/8ma4tVSO1cPK/JG9vK98GAAAAUCwKNVJn8uTJeuWVV5ScnKymTZtq0qRJ6ty5c579Fy5cqNGjR2vjxo2qUaOGnnjiCQ0bNuyyCmekTjE4eVLav19KSpK2bTMfW7eaX3ftkjIycj/O31+KjZW6dpWuv16KiXFpvQsCHQCuKnf+jNrvXa+uO9eqy661ijqenHfnwECpaVN9c7aC+vXrLEVHS9HR6jBzp5a9NSjXwMf+c+nikTz5je5h5A8AAACKSkEzD5dDnZkzZ2rgwIGaPHmyOnbsqKlTp+q9997Tpk2bVLt27Rz9d+3apWbNmun+++/X0KFDtXTpUg0fPlyff/65+vXr5/o7y0Kok4/MTHNkzZkz5v/FPnZM+ucf56/HjkmHDpkhzv790oEDZqhTEBER5roWbdqYQc6VV0oBAYUqlUAHQFGofvKIWu//S60ObFHrA3+p+cHt8s/IZSThxXx8lBwQovAGkeYd+bIeE1Yd1bHACjrpX07vjughhYSo89S1OukfpFN+Qdr+yo2SnMOf/KZ3XSrwIRACAABAdsUW6rRr106tW7fWlClTHPsaN26sm266SS+++GKO/mPGjNH333+vzZs3O/YNGzZM69at0/Lly115aSduH+ocPCh9+KG5yGdamvPX3PZd/Fxamhna5PY4e7ZoagwPlxo0kOrXN7+2bGmGOaGhlzy0IH/AAEBx8c7MUOSxZDU4skcND+9Rw8O7FX3sgCJO/K3yqUXwMzIgQMflo/M+fjrn46fz3n465+unK+pW1+J9p9W5eS3N2XZM17WuLfn46MvEZN3ePlry8dH0P/bpni71zKmpPj56Y+EuZXh5a3SfJlL16oraFpZrOJRfgAQAAADPUiyhTmpqqoKCgvTVV1/p5ptvdux/+OGHlZiYqIULF+Y4pkuXLmrVqpXeeOMNx75vv/1Wt99+u86cOSNfX98CvXZycrKSky8Mrz958qS6deumvXv3umeok5hojnKxQmCgubholSrmQsY1apgPezs8XIqOVrP/LtOG53s7Hdps7C+SlOd++3PZtwGg1DAMVTyXoponDqvWiUOqcfKQQk8fV5UzJ8zH6ROqcvaEKp1NseT2kFsrR+iWQa+6/HM0e//8ji3IeQtyfG59Lt5XkL7Zv9pdfI7cXHzMxcfmd/7sx+f2PcvrNS9+3bxqKIiiPvZyzldYJfGaVryv0ojvg4nvA/g3gILylH8rKSkpioiI0PHjxxUSEpJ3R8MF+/fvNyQZS5cuddr/n//8x2jQoEGux9SvX9/4z3/+47Rv6dKlhiTjwIEDBX7tsWPHGpJ48ODBgwcPHjx48ODBgwcPHjzKxGPv3r35ZiWFuvuV7aJFcA3DyLHvUv1z25+foUOHqm/fvo7tjRs3atCgQVqwYIFatWpV4PPAvSQmJqpr165auHChWrZsaXU5KAZc47KB6+z5uMZlA9fZ83GNPR/XuGzgOrs/wzB08uRJ1ahRI99+LoU6oaGh8vb21sGDB532Hzp0SNWrV8/1mLCwsFz7+/j4qEqVKgV+7fDwcIWHh+fYX6FCBfecfoUCKV++vOMr19kzcY3LBq6z5+Malw1cZ8/HNfZ8XOOygevsGfKddpXFpSUD/Pz8FBMTo/j4eKf98fHx6tChQ67HxMbG5ug/b948tWnTpsDr6QAAAAAAAMCZy+tAjh49Wu+9954++OADbd68WY888oiSkpI0bNgwSdKTTz6pQYMGOfoPGzZMe/bs0ejRo7V582Z98MEHev/99/XYY48V3bsAAAAAAAAoY1xeU6d///46evSoxo8fr+TkZDVr1kxz585VZGSkJPMuVUlJSY7+0dHRmjt3rh555BH973//U40aNfTmm2+qX79+l1V4eHi4xo4dm+uULHgOrrPn4xqXDVxnz8c1Lhu4zp6Pa+z5uMZlA9e57HDpluYAAAAAAAAoHVyefgUAAAAAAADrEeoAAAAAAAC4IUIdAAAAAAAAN0SoAwAAAAAA4IYIdQAAAAAAANwQoQ4AAAAAAIAbItQBAAAAAABwQ4Q6AAAAAAAAbohQBwAAAAAAwA25VagTFRUlm83m9IiLi8v3GMMwNG7cONWoUUOBgYHq1q2bNm7cWEIVw1W7d+/Wvffeq+joaAUGBqpu3boaO3asUlNT8z1uyJAhOf5ttG/fvoSqxqVMnjxZ0dHRCggIUExMjBYvXpxv/4ULFyomJkYBAQGqU6eO3nnnnRKqFIXx4osvqm3btqpQoYKqVaumm266SVu2bMn3mAULFuT4zNpsNv31118lVDVcMW7cuBzXKiwsLN9j+By7n9x+z7LZbHrwwQdz7c/nuPRbtGiRbrjhBtWoUUM2m02zZ892er6wvyd/8803atKkifz9/dWkSRN9++23xfQOUBD5Xee0tDSNGTNGzZs3V7ly5VSjRg0NGjRIBw4cyPecM2bMyPXzfe7cuWJ+N8jNpT7Lhf1biM+yZ3CrUEeSxo8fr+TkZMfjmWeeybf/yy+/rNdee01vv/22Vq1apbCwMF199dU6efJkCVUMV/z111/KzMzU1KlTtXHjRr3++ut655139NRTT13y2Guuucbp38bcuXNLoGJcysyZMzVq1Cg9/fTTSkhIUOfOndWnTx8lJSXl2n/Xrl269tpr1blzZyUkJOipp57SyJEj9c0335Rw5SiohQsX6sEHH9SKFSsUHx+v9PR09erVS6dPn77ksVu2bHH63NavX78EKkZhNG3a1OlarV+/Ps++fI7d06pVq5yucXx8vCTptttuy/c4Psel1+nTp9WiRQu9/fbbuT5fmN+Tly9frv79+2vgwIFat26dBg4cqNtvv10rV64srreBS8jvOp85c0Zr167Vs88+q7Vr12rWrFnaunWr+vbte8nzBgcHO322k5OTFRAQUBxvAZdwqc+y5PrfQnyWPYjhRiIjI43XX3+9wP0zMzONsLAwY+LEiY59586dM0JCQox33nmnGCpEcXj55ZeN6OjofPsMHjzYuPHGG0umILjkyiuvNIYNG+a0r1GjRkZcXFyu/Z944gmjUaNGTvuGDh1qtG/fvthqRNE6dOiQIclYuHBhnn3mz59vSDKOHTtWcoWh0MaOHWu0aNGiwP35HHuGhx9+2Khbt66RmZmZ6/N8jt2LJOPbb791bBf29+Tbb7/duOaaa5z29e7d27jjjjuKvGa47uLrnJs//vjDkGTs2bMnzz7Tp083QkJCirY4FIncrnFh/hbis+w53G6kzksvvaQqVaqoZcuW+s9//pPvtJxdu3bp4MGD6tWrl2Ofv7+/unbtqmXLlpVEuSgCJ06cUOXKlS/Zb8GCBapWrZoaNGig+++/X4cOHSqB6pCf1NRUrVmzxukzKEm9evXK8zO4fPnyHP179+6t1atXKy0trdhqRdE5ceKEJBXoc9uqVSuFh4erR48emj9/fnGXhsuwbds21ahRQ9HR0brjjju0c+fOPPvyOXZ/qamp+uSTT/Svf/1LNpst3758jt1TYX9Pzuvzze/W7uPEiROy2WyqWLFivv1OnTqlyMhI1apVS9dff70SEhJKpkAUiqt/C/FZ9hxuFeo8/PDD+uKLLzR//nw99NBDmjRpkoYPH55n/4MHD0qSqlev7rS/evXqjudQuu3YsUNvvfWWhg0blm+/Pn366NNPP9Xvv/+uV199VatWrdJVV12l8+fPl1ClyM2RI0eUkZHh0mfw4MGDufZPT0/XkSNHiq1WFA3DMDR69Gh16tRJzZo1y7NfeHi4pk2bpm+++UazZs1Sw4YN1aNHDy1atKgEq0VBtWvXTh999JF++eUXvfvuuzp48KA6dOigo0eP5tqfz7H7mz17to4fP64hQ4bk2YfPsXsr7O/JeX2++d3aPZw7d05xcXG68847FRwcnGe/Ro0aacaMGfr+++/1+eefKyAgQB07dtS2bdtKsFoUVGH+FuKz7Dl8rC5g3Lhxev755/Pts2rVKrVp00aPPPKIY98VV1yhSpUq6dZbb3WM3snLxf+HyTCMS/5fJxQtV66z3YEDB3TNNdfotttu03333Zfvsf3793e0mzVrpjZt2igyMlJz5szRLbfccnnF47K5+hnMrX9u+1H6PPTQQ/rzzz+1ZMmSfPs1bNhQDRs2dGzHxsZq7969+u9//6suXboUd5lwUZ8+fRzt5s2bKzY2VnXr1tWHH36o0aNH53oMn2P39v7776tPnz6qUaNGnn34HHuGwvyezO/W7iktLU133HGHMjMzNXny5Hz7tm/f3mmh3Y4dO6p169Z666239OabbxZ3qXBRYf8W4rPsGSwPdR566CHdcccd+faJiorKdb/9B8327dtzDXXsd+Y4ePCgwsPDHfsPHTqUI5VE8XL1Oh84cEDdu3dXbGyspk2b5vLrhYeHKzIykv+bYLHQ0FB5e3vnSPzz+wyGhYXl2t/Hxyff8BbWGzFihL7//nstWrRItWrVcvn49u3b65NPPimGylDUypUrp+bNm+f5M5bPsXvbs2ePfv31V82aNcvlY/kcu4/C/p6c1+eb361Lt7S0NN1+++3atWuXfv/993xH6eTGy8tLbdu25XdrN1GQv4X4LHsOy6dfhYaGqlGjRvk+8lpl3T6vM/t/iLKLjo5WWFiY4+4NkjlHfOHCherQoUPRvxnkyZXrvH//fnXr1k2tW7fW9OnT5eXl+j/To0ePau/evXn+20DJ8PPzU0xMjNNnUJLi4+Pz/AzGxsbm6D9v3jy1adNGvr6+xVYrCs8wDD300EOaNWuWfv/9d0VHRxfqPAkJCXxm3cT58+e1efPmPK8Xn2P3Nn36dFWrVk3XXXedy8fyOXYfhf09Oa/PN79bl172QGfbtm369ddfCxWuG4ahxMREPt9uoiB/C/FZ9iBWrdDsqmXLlhmvvfaakZCQYOzcudOYOXOmUaNGDaNv375O/Ro2bGjMmjXLsT1x4kQjJCTEmDVrlrF+/XpjwIABRnh4uJGSklLSbwEFsH//fqNevXrGVVddZezbt89ITk52PLLLfp1PnjxpPProo8ayZcuMXbt2GfPnzzdiY2ONmjVrcp1LgS+++MLw9fU13n//fWPTpk3GqFGjjHLlyhm7d+82DMMw4uLijIEDBzr679y50wgKCjIeeeQRY9OmTcb7779v+Pr6Gl9//bVVbwGX8H//939GSEiIsWDBAqfP7JkzZxx9Lr7Or7/+uvHtt98aW7duNTZs2GDExcUZkoxvvvnGireAS3j00UeNBQsWGDt37jRWrFhhXH/99UaFChX4HHugjIwMo3bt2saYMWNyPMfn2P2cPHnSSEhIMBISEgxJjt+l7Xc9KsjvyQMHDnS6Y+XSpUsNb29vY+LEicbmzZuNiRMnGj4+PsaKFStK/P3BlN91TktLM/r27WvUqlXLSExMdPrv9Pnz5x3nuPg6jxs3zvj555+NHTt2GAkJCcY999xj+Pj4GCtXrrTiLZZ5+V3jgv4txGfZc7lNqLNmzRqjXbt2RkhIiBEQEGA0bNjQGDt2rHH69GmnfpKM6dOnO7YzMzONsWPHGmFhYYa/v7/RpUsXY/369SVcPQpq+vTphqRcH9llv85nzpwxevXqZVStWtXw9fU1ateubQwePNhISkqy4B0gN//73/+MyMhIw8/Pz2jdurXTra4HDx5sdO3a1an/ggULjFatWhl+fn5GVFSUMWXKlBKuGK7I6zOb/Wfxxdf5pZdeMurWrWsEBAQYlSpVMjp16mTMmTOn5ItHgfTv398IDw83fH19jRo1ahi33HKLsXHjRsfzfI49xy+//GJIMrZs2ZLjOT7H7sd+2/mLH4MHDzYMo2C/J3ft2tXR3+6rr74yGjZsaPj6+hqNGjUiyLNYftd5165def53ev78+Y5zXHydR40aZdSuXdvw8/MzqlatavTq1ctYtmxZyb85GIaR/zUu6N9CfJY9l80wslYuBAAAAAAAgNuwfE0dAAAAAAAAuI5QBwAAAAAAwA0R6gAAAAAAALghQh0AAAAAAAA3RKgDAAAAAADghgh1AAAAAAAA3BChDgAAAAAAgBsi1AEAoIyz2WyXfMyYMcPqMrVr1y716NFDFSpUkM1mU2JiotUlFcrXX38tm82m3bt359tv06ZNuu2221SrVi0FBASoVq1auv766/XTTz85+syYMUM2m01Hjhwp5qrztmDBAtlsNq1evdqyGgAAKKt8rC4AAABYa/ny5U7bsbGxGjFihO68807Hvrp165Z0WTk89dRT2rlzp77++muFhISoQYMGVpdUbLZv36527drpiiuu0Kuvvqpq1app9+7dmjt3rhYsWKA+ffpIkq677jotX75cFStWtLZgAABgCUIdAADKuPbt2+fYV7t27Vz32507d04BAQHFWVYOmzdvVufOndW7d+/LPtfZs2cVGBhYBFUVj+nTp0uS4uPjFRQU5Nh/zz33KDMz07FdtWpVVa1atcTrAwAApQPTrwAAQL7GjRun8uXL648//lBsbKwCAgL01ltvSZLi4uLUvHlzlS9fXjVr1tSAAQOUnJzsdHy3bt10/fXX66uvvlLDhg1Vvnx5XXXVVdqxY4dTv4kTJ6pevXoKCAhQtWrV1LNnT+3atUu7d++WzWbTunXr9PHHH8tmsykqKspx3LRp09S4cWP5+/urdu3aeuaZZ5Senu543j5Fafny5br66qtVrlw5PfbYY45pQz///LP69eun8uXLKyIiQp988okk6c0331Tt2rVVqVIl3XfffTp//rxTvfv27dPdd9+t0NBQBQYGqkuXLlqzZo1Tn7S0NI0aNUqVK1dWSEiI7r33Xp0+ffqS3/Pjx48rODjYKdCx8/K68OtbbtOv9u3bp+uvv16BgYGqWbOmXnnlFT300ENO3zP7cWvXrlWfPn1Urlw51a9fXx999JHTa82ZM0dXX321qlWrpuDgYLVr104///zzJesHAAAlg1AHAABcUmpqqu666y4NHDhQP//8s3r16iVJOnTokJ566inNmTNHb7zxhnbv3q2uXbs6hSqSlJiYqP/+97+aOHGiZsyYoa1bt+ruu+92PP/RRx/p2Wef1b333quff/5Z7777rlq2bKmUlBSFh4dr+fLlqlOnjq699lotX75c3377rSTprbfe0tChQ3XVVVfp+++/17Bhw/Tyyy9r6NChOd7DXXfdpR49eujHH3/UwIEDHfuHDx+uVq1a6dtvv1VsbKwGDx6sMWPG6JdfftE777yjCRMm6KOPPtKrr77qOObYsWPq1KmTEhMT9dZbb+mbb75RuXLldNVVV+nQoUOOfk8++aQmT56sxx9/XF9++aXS09P19NNPX/L7HRMTowMHDmjYsGFKTEx0Gp2TH8MwdOONNyoxMVHTpk3TlClT9N133+m7777Ltf/dd9+tXr16afbs2WrRooWGDBmiTZs2OZ7ftWuXbrjhBn388cf65ptv1LFjR1177bVasGBBgeoBAADFzAAAAMhGkvHKK684tseOHWtIMr788st8j0tPTzf27dtnSDJ++eUXx/6uXbsa5cqVMw4dOuTY9+677xqSjL179xqGYRgPPvig0bp163zP37RpU2Pw4MFOrxcaGmrcdtttTv1eeOEFw2azGTt27DAMwzCmT59uSDJefvllp37z5883JBljxoxx7Dt+/Ljh7e1tREREGOfPn3fs79evn9GyZUvH9nPPPWeEhIQYf//9t2PfuXPnjFq1ahmPP/64YRiGcfToUSMwMNB49tlnnV63Q4cOhiRj165deb7X9PR046677jIkGZKMChUqGDfeeKPx3XffOfWzv7fDhw8bhmEYc+bMMSQZixYtcvQ5ceKEUaFCBSMyMjLHcf/73/8c+1JSUoyAgABjwoQJudaUkZFhpKWlGb169TIGDBiQ4/u4atWqPN8PAAAoHozUAQAABXLttdfm2PfTTz+pQ4cOCgkJkY+Pj2rVqiVJ2rp1q1O/li1bOq390qRJE0nmVCFJat26tRISEjR69GgtWbJEaWlpl6znr7/+0pEjR9S/f3+n/QMGDJBhGFq6dOkl65eknj17OtohISGqVq2aunTpIj8/P8f+Bg0aaO/evY7tefPmqXv37qpcubLS09OVnp4ub29vde7cWatWrZIkrV+/XmfPntXNN9/s9Hr9+vW75Hvz9vbWJ598og0bNujFF19U586dNW/ePN1444167rnn8jxu1apVqlixojp37uzYFxwcrO7du+fa3z7iSpIqVKigiIgIxzWRzOszePBg1axZUz4+PvL19dW8efNyXF8AAGANQh0AAHBJQUFBKleunNO+VatWqW/fvqpRo4Y+/vhjLV++XCtWrJBkLqSc3cV3Z7IHJvZ+Q4YM0euvv65ffvlFnTt3VtWqVfXwww/r7NmzedZ07NgxSVJYWJjTfvv2P//847S/WrVquZ4nt9py25f9PR05ckSzZ8+Wr6+v0+Pzzz93hD/2tYUuft3q1avn+Z4u1rRpU8XFxWnOnDnas2ePWrVqpRdffDHHe7NLTk7OdeFkV967/X1mZmaqb9++WrJkicaPH6/58+dr1apV6tOnT47rCwAArMHdrwAAwCXZbLYc+7799luFhIToyy+/dCzeu2fPnkKd38vLSw8//LAefvhh7d+/X1988YXi4uIUGhqqZ599NtdjKleuLEn6+++/nfYfPHjQ6fn83kNhVa5cWddcc40mTJiQ4zl/f39JUnh4uCRz3aGaNWs6nr+43oKqWrWq7rnnHo0cOVLbtm1Tu3btcvQJDw/X4cOHc+zPvs5PQW3fvl0JCQmaPXu2brzxRsf+/II2AABQshipAwAACuXs2bPy9fV1Cks+/fTTyz5vzZo19eijj+qKK67Q5s2b8+zXsGFDVa1aVV9++aXT/pkzZ8pms6lTp06XXUteevbsqU2bNqlx48Zq06aN06N58+aSpObNmyswMNCxqLPdN998c8nz5xX82Kc9XTw6ya5t27Y6fvy4Fi1a5NiXkpKi+fPnF+h9ZWcPb7JPQ9uzZ0+OaW0AAMA6jNQBAACFcvXVV2vSpEkaMWKEbr75Zi1fvlwff/xxoc41dOhQVapUSe3bt1elSpW0dOlSrVu3TsOHD8/zGG9vbz333HMaMWKEqlatqhtuuEFr167V2LFjdc899yg6Orqwb+2SRo8erU8//VRdu3bVww8/rNq1a+vw4cNauXKlatSooUceeUSVK1fWsGHDNHHiRAUGBqp169b67LPPCjSaacKECUpMTNSAAQPUtGlTnTt3TvHx8Zo8ebJuuukmRUZG5npcnz591Lp1a91555168cUXVbFiRb300ksKCQlxuhV6QTRq1Ei1atVSXFycMjIydPr0aY0dO9Zp1BEAALAWoQ4AACiUa6+9Vi+99JLeeustTZ8+XR07dtSPP/6oBg0auHyuDh066N1339W7776rM2fOqE6dOnr99dd177335nvcQw89JF9fX73++uuaOnWqqlevrscff1zjxo0r5LsqmCpVqmjFihV65plnNGbMGB09elTVqlVT+/btnRZGnjhxotLT0/Xyyy8rMzNTN998s/7973/rnnvuyff8d999t86dO6e33npL+/fvl7e3t6KiovTKK6/kG3TZbDZ99913Gjp0qB544AFVqlRJI0eO1MaNG7VhwwaX3qO/v79mzZqlBx98ULfddpsiIiL0zDPP6Pfff9fq1atdOhcAACgeNsMwDKuLAAAAQPFITU1Vo0aN1LVrV02fPt3qcgAAQBFipA4AAIAHmTZtmjIzM9WwYUMdO3ZMU6ZMUVJSkh588EGrSwMAAEWMUAcAAMCDBAYGauLEidq1a5ckqUWLFpozZ47atGljcWUAAKCoMf0KAAAAAADADXFLcwAAAAAAADdEqAMAAAAAAOCGCHUAAAAAAADcEKEOAAAAAACAGyLUAQAAAAAAcEOEOgAAAAAAAG6IUAcAAAAAAMANEeoAAAAAAAC4IUIdAAAAAAAAN/T/P6haZcoROY4AAAAASUVORK5CYII=", "text/plain": [ "
" ] @@ -455,21 +507,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Normal distribution: expect 12.958 positive and 12.958 negative outliers.\n", - "Asymptote extrapolation: 174 positive and 0 negative outliers.\n" + "Normal distribution: expect 129.584 positive and 129.584 negative outliers.\n", + "Asymptote extrapolation: 416 positive and 2 negative outliers.\n" ] } ], "source": [ "# Number of outliers\n", - "qo = 0.0001\n", + "qo = 0.001\n", "x = dist.ppf(qo)\n", "nexp = np.round(len(sig) * qo, 3)\n", "print(\"Normal distribution: expect\", nexp, \"positive and\", nexp, \"negative outliers.\")\n", @@ -478,14 +530,14 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "KS statistic: 0.006, p-value: 1.101e-03, statistic location: -2.326\n" + "KS statistic: 0.007, p-value: 1.016e-05, statistic location: -0.358\n" ] } ], @@ -497,19 +549,19 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "signal : 2.9837531839868863\n" + "signal : 2.8803669703673616\n" ] }, { "data": { - "image/png": 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" ] @@ -527,19 +579,19 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "signal : 0.04305711180323175\n" + "signal : 0.11049649895597775\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -562,9 +614,16 @@ "# Both asymptotes in output space" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The user can also chose any other combination. Here, we will run the transform with horizontal asymptotes for both tails." + ] + }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -575,7 +634,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "metadata": {}, "outputs": [], "source": [ @@ -587,7 +646,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -595,7 +654,7 @@ "output_type": "stream", "text": [ "Transformed is -inf : 0 and +inf: 0\n", - "Transformed minimum : -3.201 and maximum : 4.255\n" + "Transformed minimum : -2.943 and maximum : 4.261\n" ] } ], @@ -607,12 +666,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -628,21 +687,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Normal distribution: expect 12.958 positive and 12.958 negative outliers.\n", - "Asymptote extrapolation: 33 positive and 0 negative outliers.\n" + "Normal distribution: expect 129.584 positive and 129.584 negative outliers.\n", + "Asymptote extrapolation: 254 positive and 0 negative outliers.\n" ] } ], "source": [ "# Number of outliers\n", - "qo = 0.0001\n", + "qo = 0.001\n", "x = dist.ppf(qo)\n", "nexp = np.round(len(sig) * qo, 3)\n", "print(\"Normal distribution: expect\", nexp, \"positive and\", nexp, \"negative outliers.\")\n", @@ -651,14 +710,14 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "KS statistic: 0.006, p-value: 2.521e-04, statistic location: -2.360\n" + "KS statistic: 0.007, p-value: 1.016e-05, statistic location: -0.358\n" ] } ], @@ -670,19 +729,19 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "signal : 2.9837531839868863\n" + "signal : 2.8803669703673616\n" ] }, { "data": { - "image/png": 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gSKVS4fnz52JbWlqa4ODgINjY2Ihtmeee2/fQ/PnzBUEQhISEBMHQ0FDw9PSU2y89PV1wdnYW6tWrly2e2bNn5+u8/v7772zfzTkp6D2Q2/UiovKNS66IqFQzMDBAixYtsrU/ePAAPj4+MDU1hbKyMlRVVdGsWTMAyDbFXCKRwNPTU66tVq1aePTokfi6Xr16ePfuHXr37o1///0330sEkpOTERAQgK5du0JTUxNpaWniT/v27ZGcnIxLly7JHdO9e/d89V1UTE1NUa9ePbm2rOd/+PBh2NnZoVWrVkUy5sWLF5GUlJRtWYKFhQVatGiRbcp7ft6jwmjRogUMDAzE1wkJCbh8+TK8vLzkiicrKyujX79+ePLkSbalLB07dpR77ejoCADiTIxP2z8X78mTJwEAffr0kWvv2bNnrnWUPqcg90JODhw4AIlEgr59+8p9fk1NTeHs7CwuQbl48SKSk5Ozxe7u7g5LS8vPjpO5LKlnz57YuXMnnj59+tljEhIScPXqVXTp0gVqampiu7a2drbPS6bmzZtDR0dHfG1iYgJjY2O59yYtLQ0LFixA9erVoaamBhUVFaipqeH+/fv5umb5FRYWhmfPnqFfv37i7MLM+Lt3745Lly4hMTHxs/106tRJ7nWtWrUAQDyngt5vQO7fQ82bN5ebiZL5eW/Xrp3cMpnM9k+v68uXLzF8+HBYWFhARUUFqqqq4mejoNc1ISEBgYGB6NatGzQ0NMR2HR2dXN/7T9WrVw8hISEYMWIEjhw5gri4uAKND2RcZzs7u3zv7+PjI3eNLC0t4e7uLt73xeVrfd/KZDK574j09PQiiT9Ty5YtxdmAQMb3sre3N8LDw/HkyRO5fXP7Hsq81hcuXMCbN28wYMAAuZhlMhnatm2LwMDAbLNwiuLfzUV5DxARAayhQ0SlXE5LjOLj49GkSRNcvnwZ8+fPx6lTpxAYGIjdu3cDyChc+SlNTU25PwiAjOKrycnJ4ut+/fph48aNePToEbp37w5jY2PUr18fx44dyzO+mJgYpKWlYfXq1VBVVZX7ad++PQBkSw597adaGBkZZWtTV1eXu06vXr0Sl4gUhZiYGAA5n6u5ubm4PVN+3qPCyDr+27dvIQhCrnF9GnsmQ0NDudeZiYWc2j8Xb2bfpqamcu0qKio5vk+fU9B7IScvXryAIAgwMTHJ9hm+dOmS+PnNLfbc2rJq2rQp9u7di7S0NPTv3x+VK1eGk5MTtm3blusxme/Xp3/kZcqpDcjf533ChAmYNWsWunTpgv379+Py5csIDAyEs7Nzvq5Zfn3uPpDJZHj79u1n+8l6TpnLPTNjLcz9lttTmgryeQcgfuZlMhm++eYb7N69G1OmTEFAQACuXLkiJrQLel3fvn0LmUxW6M/b9OnTsWzZMly6dAnt2rWDkZERWrZsiatXr+Y7hoJ+V+cWa9brX9S+1vftvHnz5L4fivppdHm911nP4XPXOnNZnpeXV7bvtcWLF0MQBLx580bu+C/9d3NR3wNERABr6BBRKZe1cCIAnDhxAs+ePcOpU6fEmQgAxNoIhTVw4EAMHDgQCQkJOHPmDObMmYOOHTvi3r17uc5AMDAwEGd3jBw5Msd9qlatKvc6p3MqiMz/EM9awPJLCo9WrFgx2/8B/RKZf4BGR0dn2/bs2TNUqFChyMbKS9ZrbWBgACUlpVzjAlCssWVel+fPn6NSpUpie1paWqH+6CuKe6FChQqQSCQ4e/asmCj4VGbbp7Fn9fz583w9vrdz587o3LkzPnz4gEuXLmHhwoXw8fGBlZUVGjZsmG1/AwMDSCSSHGum5BRHfmXW1liwYIFc++vXrwv0+OrP+dx9oKSkJDeDrLjGyfqZ/tLvoJzcunULISEh8Pf3x4ABA8T2nIq+50fme5/b5+1zVFRUMGHCBEyYMAHv3r3D8ePH8f3336NNmzZ4/Phxvp5gVNDrlFusnybkNDQ0EBsbm22/L/n+/lrft99++63cjMWcvi8+paGhkWOh5dzONa/3OmtSM7d9bWxsAPzve3z16tW5Pjkva1L4S++Lor4HiIgAztAhojIo8z+6sv7H5IYNG4qkfy0tLbRr1w4zZsxASkoKbt++neu+mpqaaN68Oa5fv45atWrBzc0t209hZl7kJfMP5xs3bsi179u3r9B9tmvXDvfu3cuzQG3WWQF5adiwIaRSKf766y+59idPnuDEiRNF9tj3gtLS0kL9+vWxe/duufOQyWT466+/ULly5QItsSiozKfbbNmyRa59586dcoVp86sg90Ju71/Hjh0hCAKePn2a4+e3Zs2aAIAGDRpAQ0MjW+wXLlwo8NI4dXV1NGvWDIsXLwaAbE8CyqSlpQU3Nzfs3bsXKSkpYnt8fHy2J1cVhEQiyXbNDh48mK9lYDnJ7dra29ujUqVK2Lp1KwRBENsTEhKwa9cu8clXX6ok3G9F/b2spaWFevXqYffu3XIzR96/f4/9+/cXqC99fX14eXlh5MiRePPmjfhkoYJ8p+XHtm3b5N7nR48e4cKFC3JPtbKyssK9e/fkEh0xMTG4cOGCXF8l8fvW3Nw8x++G3FhZWeHly5dyCdmUlBQcOXIkx/0DAgLk9k1PT8eOHTtQrVq1bDNIc/seyrzWjRo1gr6+Pu7cuZPj95qbm5vcMs6CyO29Ke7/NiGi8okzdIiozHF3d4eBgQGGDx+OOXPmQFVVFVu2bEFISEih+xw6dCikUikaNWoEMzMzPH/+HAsXLoSenp5Y+yM3q1atQuPGjdGkSRN89913sLKywvv37xEeHo79+/d/9ik+BVW3bl3Y29tj0qRJSEtLg4GBAfbs2YNz584Vus9x48Zhx44d6Ny5M6ZNm4Z69eohKSkJp0+fRseOHcW6JJaWlvj333/RsmVLGBoaokKFCjnOzNDX18esWbPw/fffo3///ujduzdiYmIwd+5caGhoZHvy19e0cOFCtG7dGs2bN8ekSZOgpqaGtWvX4tatW9i2bVuxzF7I5OjoiL59+2LlypVQVVVFq1atcOvWLSxbtizXJTB5Kci9kPnH1+LFi9GuXTsoKyujVq1aaNSoEb799lsMHDgQV69eRdOmTaGlpYXo6GicO3cONWvWxHfffQcDAwNMmjQJ8+fPx5AhQ9CjRw88fvwYfn5++VoCM3v2bDx58gQtW7ZE5cqV8e7dO6xatUqu5k9O5s2bhw4dOqBNmzYYO3Ys0tPTsXTpUmhra2dbMpFfHTt2hL+/PxwcHFCrVi0EBQVh6dKlhV52WK1aNUilUmzZsgWOjo7Q1taGubk5zM3NsWTJEvTp0wcdO3bEsGHD8OHDByxduhTv3r3DokWLCjVeViXhfnNwcEC1atUwbdo0CIIAQ0ND7N+//7PLVvPyww8/oG3btmjdujUmTpyI9PR0LF68GFpaWp997z09PeHk5AQ3NzdUrFgRjx49wsqVK2FpaSk+8Snznli1ahUGDBgAVVVV2Nvby9VgKoiXL1+ia9euGDp0KGJjYzFnzhxoaGhg+vTp4j79+vXDhg0b0LdvXwwdOhQxMTFYsmRJtvu/LHzfent7Y/bs2ejVqxcmT56M5ORk/N///V+utXcqVKiAFi1aYNasWeJTru7evZvt0eUAcPXqVbnvoRkzZqBSpUoYMWIEgIw6VatXr8aAAQPw5s0beHl5wdjYGK9evUJISAhevXqFdevWFeq8nJycAAC//PILdHR0oKGhgapVqxbLPUBExBk6RFTmGBkZ4eDBg9DU1ETfvn0xaNAgaGtrY8eOHYXus0mTJrh16xbGjh2L1q1bY/z48bCzs8PZs2fzfFQskPGY22vXrsHJyQkzZ87EN998g8GDB+Off/4plv8zrqysjP3798PBwQHDhw9H//79oa6ujjVr1hS6Tx0dHZw7dw6DBw/GL7/8gg4dOmDo0KEICwsTa8sAwO+//w5NTU106tQJdevWhZ+fX659Tp8+Hb/99htCQkLQpUsXjBo1CjVq1MCFCxfkHqH7tTVr1gwnTpyAlpYWfH190atXL8TGxmLfvn3ZHlleHH7//XdMmDAB/v7+6NSpE3bu3Ildu3YVaulNQe4FHx8fDBkyBGvXrkXDhg1Rt25dcZnZhg0bsGbNGpw5cwa9evVChw4dMHv2bCQkJMgV1J43bx4WLlyIo0ePolOnTli9ejXWr1+fr8d8169fH8+fP8fUqVPxzTff4Ntvv4VUKsWJEydQo0aNXI9r27Ytdu3ahZiYGHh7e2PChAno2rUrOnfuXOjlUatWrULfvn2xcOFCeHp6Yt++fdi9e3eha4Joampi48aNiImJwTfffIO6devil19+AZBx3ffu3SvGP3DgQOjq6uLkyZP5emR5fin6flNVVcX+/fthZ2eHYcOGoXfv3nj58iWOHz9e6D5bt26NvXv3Ii4uTnzvu3fvjkGDBn322ObNm+PMmTMYPnw4WrdujZkzZ6Jly5Y4ffq0+OhoDw8PTJ8+Hfv370fjxo1Rt25dBAUFFTreBQsWwNLSEgMHDsSgQYNgZmaGkydPyn2uGjVqhM2bN+P27dvo3Lkz5s+fj+nTp8vN4slU2r9vq1atin///Rfv3r2Dl5cXJk+ejB49eqB///457t+pUyeMGjUKM2fORPfu3REZGYktW7bk+L38+++/IyUlBb169cKYMWPg5uaGU6dOydV66tu3L06ePIn4+HgMGzYMrVq1wtixY3Ht2rUv+ndz1apVsXLlSoSEhMDDwwN169bF/v37i+UeICKSCJ/O/SQiIiIq5VJTU+Hi4oJKlSrh6NGjig6HiL6QRCLByJEjP/s/Jvz9/TFw4EAEBgbCzc3tK0VHRKQ4XHJFREREpdrgwYPRunVrcTnk+vXrERoailWrVik6NCIiIqJiw4QOERERlWrv37/HpEmT8OrVK6iqqsLV1RWHDh1Cq1atFB0aERERUbHhkisiIiIiIiIiolKGRZGJiIiIiIiIiEoZJnSIiIiIiIiIiEqZUldDRyaT4dmzZ9DR0YFEIlF0OERERERERERERUIQBLx//x7m5uZQUsp7Dk6pS+g8e/YMFhYWig6DiIiIiIiIiKhYPH78GJUrV85zn1KX0NHR0QGQcXK6uroKjoaIiIiIiIiIqGjExcXBwsJCzH3kpdQldDKXWenq6jKhQ0REREREROVKcmgonowdBwCovGolNBwdFRsQFYv8lJgpdQkdIiIiIiIiovJKSElBalSU+DuVX3zKFRERERERERFRKcOEDhERERERERFRKVMml1wJgoDU1FSkp6crOhSiUk9ZWRmqqqr5WsNJREREREREX0eZm6GTlpaG169fI4VrCYmKREpKCl6/fo20tDRFh0JEREREREQflakZOoIg4O3bt6hQoQJnExAVIS0tLbx+/Zr3FhERERERUQlRpmbopKamQiqV8g9OoiImkUgglUqRmpqq6FCIiIiIiIgIZSyhk56eDmVlZUWHQVQmKSsrsy4VERERERFRCVGmllwRERERERERlWXqDg6oduwoAEDF2FjB0ZAiMaFDREREREREVEooqatDzcJC0WFQCVCmllwREREREREREZUHTOjQZ506dQoSiQTv3r0DAPj7+0NfX1+hMSmKRCLB3r17FR0GERERERERlXNM6JAcDw8PjBs3Tq7N3d0d0dHR0NPTU0xQBWRlZYWVK1cWS9/R0dFo165dvvcvz8kvIiIiIiIqekk3biDUqSZCnWoi6cYNRYdDClTohM6ZM2fg6ekJc3Pzz85aGDZsGCQSSbH9kV3UkkJCEOrgiFAHRySFhCg6HIVTU1ODqakpHwcPwNTUFOrq6ooOg4iIiIiIyitBANLSMn4EQdHRkAIVOqGTkJAAZ2dnrFmzJs/99u7di8uXL8Pc3LywQ5V5CQkJ6N+/P7S1tWFmZobly5dnmymTU9JMX18f/v7+4uupU6fCzs4OmpqasLa2xqxZs5Camipu9/Pzg4uLC/78809YWVlBT08PvXr1wvv37wEAvr6+OH36NFatWgWJRAKJRILIyMhsS65ysn//ftSpUwcaGhqwtrbG3LlzkZaWJjd2lSpVoK6uDnNzc4wZMybXvkJCQtC8eXPo6OhAV1cXderUwdWrV8XtFy5cQNOmTSGVSmFhYYExY8YgISEBQMYMo0ePHmH8+PHiOQD/mymzd+9e2NnZQUNDA61bt8bjx4/lxl63bh2qVasGNTU12Nvb488//5Tb/un7EBkZCYlEgt27d6N58+bQ1NSEs7MzLl68CCBjqdrAgQMRGxsrxuLn5wcAWLt2LWxtbaGhoQETExN4eXnlej2IiIiIiIiIsip0Qqddu3aYP38+unXrlus+T58+xahRo7BlyxaoqqoWdqivJikk5OPPjU/abojtxWXy5Mk4efIk9uzZg6NHj+LUqVMICgoqcD86Ojrw9/fHnTt3sGrVKvz6669YsWKF3D4RERHYu3cvDhw4gAMHDuD06dNYtGgRAGDVqlVo2LAhhg4diujoaERHR8MiH9XTjxw5gr59+2LMmDG4c+cONmzYAH9/f/z4448AgH/++QcrVqzAhg0bcP/+fezduxc1a9bMtb8+ffqgcuXKCAwMRFBQEKZNmyZ+fm7evIk2bdqgW7duuHHjBnbs2IFz585h1KhRAIDdu3ejcuXKmDdvnngOmRITE/Hjjz9i8+bNOH/+POLi4tCrVy9x+549ezB27FhMnDgRt27dwrBhwzBw4ECcPHkyz/OfMWMGJk2ahODgYNjZ2aF3795IS0uDu7s7Vq5cCV1dXTGWSZMm4erVqxgzZgzmzZuHsLAw/Pfff2jatOlnrzMRERERERFRpmJ7bLlMJkO/fv0wefJk1KhRo9D9ZP2jPD4+vijCy1Gkd69sbS8WLBB/d7wbWuRjxsfH4/fff8cff/yB1q1bAwA2b96MypUrF7ivmTNnir9bWVlh4sSJ2LFjB6ZMmSK2y2Qy+Pv7Q0dHBwDQr18/BAQE4Mcff4Senh7U1NSgqakJU1PTfI/7448/Ytq0aRgwYAAAwNraGj/88AOmTJmCOXPmICoqCqampmjVqhVUVVVRpUoV1KtXL9f+oqKiMHnyZDg4OAAAbG1txW1Lly6Fj4+POHvJ1tYW//d//4dmzZph3bp1MDQ0hLKyMnR0dLKdQ2pqKtasWYP69esDyLjOjo6OuHLlCurVq4dly5bB19cXI0aMAABMmDABly5dwrJly9C8efNc4500aRI6dOgAAJg7dy5q1KiB8PBwODg4QE9PDxKJRC6WqKgoaGlpoWPHjtDR0YGlpSVq166d38tNRERERETlWJpMQIqSMtRk6YoOhRSs2IoiL168GCoqKnkurcmPDRs2oE6dOuJPs2bNiijCkiEiIgIpKSlo2LCh2GZoaAh7e/sC9/XPP/+gcePGMDU1hba2NmbNmoWoqCi5faysrMRkDgCYmZnh5cuXhT8BAEFBQZg3bx60tbXFn8xZPomJiejRoweSkpJgbW2NoUOHYs+ePXLLsbKaMGEChgwZglatWmHRokWIiIiQG8vf319urDZt2kAmk+Hhw4d5xqmiogI3NzfxtYODA/T19REampGoCw0NRaNGjeSOadSokbg9N7Vq1RJ/NzMzA4A8r2nr1q1haWkJa2tr9OvXD1u2bEFiYmKeYxAREREREQHAsSdJ6N9mFn6v3gGJaTJFh0MKVCwJnaCgIKxatQr+/v5fXEh32LBhCAoKEn9Onz5dRFFmZ7VjO6x2bIfJ99+LbSbffy+2Fwchn0WsJBJJtn0/rY9z6dIl9OrVC+3atcOBAwdw/fp1zJgxAykpKXLHZF36JpFIIJN92ZeATCbD3LlzERwcLP7cvHkT9+/fh4aGBiwsLBAWFoaff/4ZUqkUI0aMQNOmTeXi/5Sfnx9u376NDh064MSJE6hevTr27NkjjjVs2DC5sUJCQnD//n1Uq1bts7Hm9Hn8tC3rdkEQPvsZ/vSaZu6b1zXV0dHBtWvXsG3bNpiZmWH27NlwdnbOs0YRERERERERAOy4n4BYdW2cqewMdSU+uKY8K5YlV2fPnsXLly9RpUoVsS09PR0TJ07EypUrERkZme++zMzMxFkPABAXF1eUocqROjvn0FYrx/aiYmNjA1VVVVy6dEm8Xm/fvsW9e/fkZiNVrFhRbunZ/fv35WZ1nD9/HpaWlpgxY4bY9ujRowLHo6amhvT0gk3dc3V1RVhYGGxsbHLdRyqVolOnTujUqRNGjhwJBwcH3Lx5E66urjnub2dnBzs7O4wfPx69e/fGpk2b0LVrV7i6uuL27dt5jpXbOaSlpeHq1avicq+wsDC8e/dOXNrl6OiIc+fOoX///uIxFy5cgKOjY76uQ0FiUVFRQatWrdCqVSvMmTMH+vr6OHHiRJ41qYiIiIiIqHx78Coel19+AAC0jbwMZaVanzmCyrJiSej069cPrVq1kmtr06YN+vXrh4EDBxbHkKWWtrY2Bg8ejMmTJ8PIyAgmJiaYMWMGlJTkJ0+1aNECa9asQYMGDSCTyTB16lS5mSE2NjaIiorC9u3bUbduXRw8eFCc1VIQVlZWuHz5MiIjI6GtrQ1DQ8PPHjN79mx07NgRFhYW6NGjB5SUlHDjxg3cvHkT8+fPh7+/P9LT01G/fn1oamrizz//hFQqhaWlZba+kpKSMHnyZHh5eaFq1ap48uQJAgMD0b17dwAZT/Jq0KABRo4ciaFDh0JLSwuhoaE4duwYVq9eLZ7DmTNn0KtXL6irq6NChQoAMmbSjB49Gv/3f/8HVVVVjBo1Cg0aNBATPJMnT0bPnj3h6uqKli1bYv/+/di9ezeOHz9e4Ov46fWMj49HQEAAnJ2doampiRMnTuDBgwdo2rQpDAwMcOjQIchkskItsyMiIiIiovJj25WMkhrKsnS0eXQFwFDFBkQKVeiETnx8PMLDw8XXDx8+RHBwMAwNDVGlShUYGRnJ7a+qqgpTU9NS8Uer1Nm5WAog52bp0qWIj49Hp06doKOjg4kTJyI2NlZun+XLl2PgwIFo2rQpzM3NsWrVKrknYXXu3Bnjx4/HqFGj8OHDB3To0AGzZs0SH5OdX5MmTcKAAQNQvXp1JCUlfbYuDZCRrDtw4ADmzZuHJUuWQFVVFQ4ODhgyZAiAjMerL1q0CBMmTEB6ejpq1qyJ/fv3Z/uMAICysjJiYmLQv39/vHjxAhUqVEC3bt0wd+5cABn1ak6fPo0ZM2agSZMmEAQB1apVg7e3t9jHvHnzMGzYMFSrVg0fPnwQl6ppampi6tSp8PHxwZMnT9C4cWNs3LhRPK5Lly5YtWoVli5dijFjxqBq1arYtGkTPDw8CnQNP+Xu7o7hw4fD29sbMTExmDNnDlq1aoXdu3fDz88PycnJsLW1xbZt276oeDgREREREZVtyanp+CfoCQCgdU1zuC+4ACgrKzgqUiSJkN8iLlmcOnUqxyf/DBgwAP7+/tnaraysMG7cOPHpRIUVFxcHPT09xMbGQldXV25bUlISgIzlPaWdh4cHXFxcsHLlSkWHUib4+/tj3LhxrFPzBcrS/UVEREREVNrsvf4U43YEAwD+HFwPTWwrKjYgKhZ55TyyKvQMHQ8Pj3wX9AVQoLo5RERERERERPQ/Wy9nLLeqYqiJRtUqKDgaKgmKpYYOERERERERERWN+y/e40rkGwBA7zrmSH/9CukAVPT1IVFTU2xwpDBM6JRQp06dUnQIZYqvry98fX0VHQYREREREVGBbf1YDFlVWQJP7QSEN+0CALDasb1Yn8pMJZvS53chIiIiIiIiIkVITk3Hro/FkNvUMIWRBgshUwYmdIiIiIiIiIhKqAM3ohGXnAYA8KlfRcHRUEnChA4RERERERFRCbX18iMAgHUFLTS0NlJwNFSSMKFDREREREREVAKFRsfhWtQ7ABmzcyQSiWIDohKFCR0iIiIiIiKiEijzUeVqKkro7lpZwdFQScOEDhEREREREVEJk5iShr3XnwIA2juZwkCLjycneUzolHORkZGQSCQIDg4u9rF8fX3RpUuXYh+HiIiIiIiotNsf8gzvP2QWQ7ZUcDRUEqkoOgAiIiIiIiIikpe53MrWWBt1rQz+t0FFBSrGxuLvVH7x3S/HUlJSFB0CERERERERZXHraSxCnsQCyF4MWVqjBmzPnFZUaFSCcMlVDq4+uwqvnV5osrEJvHZ64eqzq8U6noeHB8aMGYMpU6bA0NAQpqam8PPzk9snNjYW3377LYyNjaGrq4sWLVogJCRE3B4REYHOnTvDxMQE2traqFu3Lo4fPy7Xh5WVFebPnw9fX1/o6elh6NCh4ra7d+/C3d0dGhoaqFGjBk6dOgUAEAQBNjY2WLZsmVxft27dgpKSEiIiInI8p/T0dEyYMAH6+vowMjLClClTIAiC3D7//fcfGjduLO7TsWNHuf5atGiBUaNGyR0TExMDdXV1nDhxAgCwdu1a2NraQkNDAyYmJvDy8srjShMREREREZV8Wz7OzlFXUUK32iyGTDljQieLq8+uovvO7tgVugvnHp/DrtBd6L6ze7EndTZv3gwtLS1cvnwZS5Yswbx583Ds2DEAGUmVDh064Pnz5zh06BCCgoLg6uqKli1b4s2bNwCA+Ph4tG/fHsePH8f169fRpk0beHp6IioqSm6cpUuXwsnJCUFBQZg1a5bYPnnyZEycOBHXr1+Hu7s7OnXqhJiYGEgkEgwaNAibNm2S62fjxo1o0qQJqlWrluP5LF++HBs3bsTvv/+Oc+fO4c2bN9izZ4/cPgkJCZgwYQICAwMREBAAJSUldO3aFTKZDAAwZMgQbN26FR8+fBCP2bJlC8zNzdG8eXNcvXoVY8aMwbx58xAWFob//vsPTZs2LeQ7QEREREREpHjxH9KwLzijGHLHWubQ01RVcERUUkmErNMmSri4uDjo6ekhNjYWurq6ctuSkpIAAFKptND9e+30wq7QXdnbHb3wd8+/C91vXjw8PJCeno6zZ8+KbfXq1UOLFi2waNEinDhxAl27dsXLly+hrq4u7mNjY4MpU6bg22+/zbHfGjVq4LvvvhNnuVhZWaF27dpyiZXIyEhUrVoVixYtwtSpUwEAaWlpqFq1KkaPHo0pU6YgOjoaFhYWuHDhAurVq4fU1FRUqlQJS5cuxYABA3Ic29zcHGPHjs3WZ506dbB3794cj3n16hWMjY1x8+ZNODk54cOHDzA3N8e6devQs2dPAEDt2rXRpUsXzJkzB7t378bAgQPx5MkT6Ojo5PNqU2EVxf1FRERERER523L5EWbsuQUA2D3CHa5VDOS2yxIS8CE8HACgbmMDJS2trx4jFZ+8ch5ZcYZOFi/iX+TcnpBze1GpVauW3GszMzO8fPkSABAUFIT4+HgYGRlBW1tb/Hn48KG4RCkhIQFTpkxB9erVoa+vD21tbdy9ezfbDB03N7ccx2/YsKH4u4qKCtzc3BAaGirG0qFDB2zcuBEAcODAASQnJ6NHjx459hUbG4vo6Ogc+/xUREQEfHx8YG1tDV1dXVStWhUAxJjV1dXRt29fcdzg4GCEhITA19cXANC6dWtYWlrC2toa/fr1w5YtW5CYmJhjTERERERERCWdIAjYcinj7yEHUx3UttDPts+H8HBEevdCpHcvMbFD5ROLImdhom2Sc7tWzu1FRVVVfhqdRCIRlx7JZDKYmZmJdW0+pa+vDyBjydSRI0ewbNky2NjYQCqVwsvLK1vhY60CZG8/Lbw1ZMgQ9OvXDytWrMCmTZvg7e0NTU3NfPeVE09PT1hYWODXX3+Fubk5ZDIZnJyc5GIeMmQIXFxc8OTJE2zcuBEtW7aEpWXGI/t0dHRw7do1nDp1CkePHsXs2bPh5+eHwMBA8boQERERERGVFiFPYnEnOg4A0CdLMWSirDhDJ4tpjaehil4VubYqelUwtfFUBUUEuLq64vnz51BRUYGNjY3cT4UKFQAAZ8+eha+vL7p27YqaNWvC1NQUkZGR+R7j0qVL4u9paWkICgqCg4OD2Na+fXtoaWlh3bp1OHz4MAYNGpRrX3p6ejAzM8uxz0wxMTEIDQ3FzJkz0bJlSzg6OuLt27fZ+qpZsybc3Nzw66+/YuvWrdnGVVFRQatWrbBkyRLcuHEDkZGRYsFkIiIiIiKi0mTr5UcAAKmqMjrXrqTgaKik4wydLNzM3bCr5y4sPr8YL+JfwETLBFMbT4Wbec5Llb6GVq1aoWHDhujSpQsWL14Me3t7PHv2DIcOHUKXLl3g5uYGGxsb7N69G56enpBIJJg1a5Y4wyc/fv75Z9ja2sLR0RErVqzA27dv5ZInysrK8PX1xfTp02FjYyO3nConY8eOxaJFi8Q+f/rpJ7x7907cbmBgACMjI/zyyy8wMzNDVFQUpk2blmNfQ4YMwahRo6CpqYmuXbuK7QcOHMCDBw/QtGlTGBgY4NChQ5DJZLC3t8/3eRMREREREZUEsUmp2B8SDQDo7GIOXQ0WQ6a8cYZODtzM3fB3j79xZuAZ/N3zb4Umc4CMpU+HDh1C06ZNMWjQINjZ2aFXr16IjIyEiUnGUrAVK1bAwMAA7u7u8PT0RJs2beDq6prvMRYtWoTFixfD2dkZZ8+exb///ivO/sk0ePBgpKSk5Dk7J9PEiRPRv39/+Pr6omHDhtDR0ZFLxigpKWH79u0ICgqCk5MTxo8fj6VLl+bYV+/evaGiogIfHx9oaGiI7fr6+ti9ezdatGgBR0dHrF+/Htu2bUONGjXyfd5EREREREQlwd7rT5GUmg4A8Klf5TN7E/EpV1QA58+fh4eHB548eSImkr6Gx48fw8rKCoGBgQVKUlHR4v1FRERERFQ8BEFA25VnEfbiPZwq6eLA6Ca57psUEoJI714AAKsd2yF1dv5aYdJXUJCnXHHJFX3Whw8f8PjxY8yaNQs9e/b8asmc1NRUREdHY9q0aWjQoAGTOUREREREVCZdi3qLsBfvAQA+9SwVHA2VFlxyRZ+1bds22NvbIzY2FkuWLPlq454/fx6WlpYICgrC+vXrv9q4REREREREX9OWyxmPKtdWV0EnF3MFR0OlBWfo0Gf5+vrC19f3q4/r4eGBUrYikIiIiIiIqEDeJabgwI3/FUPWVs/7z3QlTU1xmZWSpmaxx0clFxM6RERERERERAqy69pTpKRlPKE4P8WQ1W1tYbVje3GHRaUAl1wRERERERERKYAgCNh6+REAwNlCHzXM9RQcEZUmTOgQERERERERKcCVh28Q8SoBANCHjyqnAuKSKyIiIiIiIiIFyCyGrKOhAs9a+SuGnPb2LRIvXwYAaNavDxUDg2KLj0o2JnSIiIiIiIiIvrI3CSn479ZzAEC32pUgVVPO13GpUVF4Om48AMBqx3YmdMoxLrkiIiIiIiIi+sr+CXqMlPTMYsiWCo6GSiMmdMq5yMhISCQSBAcHF2m/vr6+6NKlS5H2SUREREREVBbIZAK2XXkMAHCzNIC9qY6CI6LSiAkdIiIiIiIioq/o4oMYPHydUQw5P48qJ8oJEzrlWEpKiqJDKHJl8ZyIiIiIiKhs2fqxGLKeVBXta5opOBoqrZjQyUnMVeCsF3C0ScY/Y64W63AeHh4YM2YMpkyZAkNDQ5iamsLPz09un9jYWHz77bcwNjaGrq4uWrRogZCQEHF7REQEOnfuDBMTE2hra6Nu3bo4fvy4XB9WVlaYP38+fH19oaenh6FDh4rb7t69C3d3d2hoaKBGjRo4deoUAEAQBNjY2GDZsmVyfd26dQtKSkqIiIjI89yWLVsGMzMzGBkZYeTIkUhNTRW3vX37Fv3794eBgQE0NTXRrl073L9/X9zu5+cHFxcXuf5WrlwJKysr8XXm0q6FCxfC3NwcdnZ2AIC1a9fC1tYWGhoaMDExgZeXV55xEhERERERfQ2v3n/AkdsZxZC7u1aGhmr+iiETZcWETlYxV4Gz3YHHu4DX5zL+ebZ7sSd1Nm/eDC0tLVy+fBlLlizBvHnzcOzYMQAZSZUOHTrg+fPnOHToEIKCguDq6oqWLVvizZs3AID4+Hi0b98ex48fx/Xr19GmTRt4enoiKipKbpylS5fCyckJQUFBmDVrltg+efJkTJw4EdevX4e7uzs6deqEmJgYSCQSDBo0CJs2bZLrZ+PGjWjSpAmqVauW6zmdPHkSEREROHnyJDZv3gx/f3/4+/uL2319fXH16lXs27cPFy9ehCAIaN++vVzSJz8CAgIQGhqKY8eO4cCBA7h69SrGjBmDefPmISwsDP/99x+aNm1aoD6JiIiIiIiKw99Bj5EmEwBwuRV9GSZ0srqzCEiUT4IgMQq4s7hYh61VqxbmzJkDW1tb9O/fH25ubggICACQkRi5efMm/v77b7i5ucHW1hbLli2Dvr4+/vnnHwCAs7Mzhg0bhpo1a8LW1hbz58+HtbU19u3bJzdOixYtMGnSJNjY2MDGxkZsHzVqFLp37w5HR0esW7cOenp6+P333wEAAwcORFhYGK5cuQIASE1NxV9//YVBgwbleU4GBgZYs2YNHBwc0LFjR3To0EE8p/v372Pfvn347bff0KRJEzg7O2PLli14+vQp9u7dW6Brp6Wlhd9++w01atSAk5MToqKioKWlhY4dO8LS0hK1a9fGmDFjCtQnERERERFRUcsohpzx92b9qoawMdZWcERUmjGhk1XSi5zbk3NpLyK1atWSe21mZoaXL18CAIKCghAfHw8jIyNoa2uLPw8fPhSXPCUkJGDKlCmoXr069PX1oa2tjbt372aboePm5pbj+A0bNhR/V1FRgZubG0JDQ8VYOnTogI0bNwIADhw4gOTkZPTo0SPPc6pRowaUlf83ffDTcwoNDYWKigrq168vbjcyMoK9vb04bn7VrFkTampq4uvWrVvD0tIS1tbW6NevH7Zs2YLExMQC9UlERERERFTUzoa/xuM3SQAKPztHWU8POu3aQqddWyjr6RVleFTKqCg6gBJHapJzu0Yu7UVEVVVV7rVEIoFMJgMAyGQymJmZiXVtPqWvrw8gY8nUkSNHsGzZMtjY2EAqlcLLyytbkWAtLa18xySRSMTfhwwZgn79+mHFihXYtGkTvL29oampWehzEgQhx2MEQRDHVVJSyrZfTsuxsp6Tjo4Orl27hlOnTuHo0aOYPXs2/Pz8EBgYKF4vIiIiIiKir23r5UcAAEMtNbR1Mi1UH2pWVqi8YkVRhkWlFGfoZFV9GqCZJVOqWQWoPlUx8QBwdXXF8+fPoaKiIi6VyvypUKECAODs2bPw9fVF165dUbNmTZiamiIyMjLfY1y6dEn8PS0tDUFBQXBwcBDb2rdvDy0tLaxbtw6HDx/+7HKrz6levTrS0tJw+fJlsS0mJgb37t2Do6MjAKBixYp4/vy5XFInODg4X/2rqKigVatWWLJkCW7cuIHIyEicOHHii2ImIiIiIiIqrBdxyTgemrFioUedylBXYTFk+jKcoZOVkRvQZFdGzZzkFxkzc6pPzWhXkFatWqFhw4bo0qULFi9eDHt7ezx79gyHDh1Cly5d4ObmBhsbG+zevRuenp6QSCSYNWuWOBsmP37++WfY2trC0dERK1aswNu3b+WSNsrKyvD19cX06dNhY2Mjt0SrMGxtbdG5c2cMHToUGzZsgI6ODqZNm4ZKlSqhc+fOADKe/vXq1SssWbIEXl5e+O+//3D48GHo6urm2feBAwfw4MEDNG3aFAYGBjh06BBkMhns7e2/KGYiIiIiIqLC2hH4GOkfiyH3rsdiyPTlOEMnJ0ZuQJO/gdZnMv6pwGQOkLFU6dChQ2jatCkGDRoEOzs79OrVC5GRkTAxyVgKtmLFChgYGMDd3R2enp5o06YNXF1d8z3GokWLsHjxYjg7O+Ps2bP4999/xdk/mQYPHoyUlJQvnp2TadOmTahTpw46duyIhg0bQhAEHDp0SFyq5ejoiLVr1+Lnn3+Gs7Mzrly5gkmTJn22X319fezevRstWrSAo6Mj1q9fj23btqFGjRpFEjcREREREVFBpMsEbP9YDLmRjRGsKuS/FEZWqS9fIub3jYj5fSNSP9YopfJJIuRWzKSEiouLg56eHmJjY7PN1EhKyiguJZVKFRFamXf+/Hl4eHjgyZMnYiKJyg/eX0REREREhXPi7gsM8r8KAPjZxxUdapkVuq+kkBBEevcCAFjt2A6ps3ORxEglQ145j6wKPUPnzJkz8PT0hLm5OSQSidyjplNTUzF16lTUrFkTWlpaMDc3R//+/fHs2bPCDkcK9OHDB4SHh2PWrFno2bMnkzlEREREREQFsPVyxuycCtrqaF2df09R0Sh0QichIQHOzs5Ys2ZNtm2JiYm4du0aZs2ahWvXrmH37t24d+8eOnXq9EXBkmJs27YN9vb2iI2NxZIlSxQdDhERERERUanx7F0STtzNWBrV060y1FRY+YSKRqGLIrdr1w7t2rXLcZuenh6OHTsm17Z69WrUq1cPUVFRqFKFBaBKE19fX/j6+io6DCIiIiIiolJne+BjyARAImExZCpaX+0pV7GxsZBIJNDX1y/QcdHR0YiOjhZfx8fHF3FkREREREREREUvLV2GHYEZy62a2FaEhaGmgiOisuSrJHSSk5Mxbdo0+Pj4fLaoT1YbNmzA3LlziykyIiIiIiIiouJx4u5LvIj7AADoU5+zc6hoFXtCJzU1Fb169YJMJsPatWsLfPywYcPkau/Ex8ejWbNmRRkiERERERERUZHb+vFR5Sa66mjpYKzgaKisKdaETmpqKnr27ImHDx/ixIkTBZ6dAwBmZmYwM/vfI93i4uKKMkQiIiIiIiKiIvf4TSJO33sFAPB2s4CKMoshU9EqtoROZjLn/v37OHnyJIyMjIprKCIiIiIiIqISZXtgFAQBUJIA3kVYDFmlYkUYDhok/k7lV6ETOvHx8QgPDxdfP3z4EMHBwTA0NIS5uTm8vLxw7do1HDhwAOnp6Xj+/DkAwNDQEGpqal8eOREREREREVEJlJouw86rTwAAHvbGqKQvLbK+Vc3NYTJlcpH1R6VXoed8Xb16FbVr10bt2rUBABMmTEDt2rUxe/ZsPHnyBPv27cOTJ0/g4uIiLpsyMzPDhQsXiix4+h8rKyusXLlS0WGUWufPn0fNmjWhqqqKLl26KDocIiIiIiIqxY7feYFX71kMmYpXoWfoeHh4QBCEXLfntY1KJ39/f4wbNw7v3r374r4kEgn27NlTYpInEyZMgIuLCw4fPgxtbW1Fh0NERERERKXYlssZxZDN9TTgYc9iyFQ8vspjy4kKIzU1Faqqql9lrIiICAwfPhyVK1cudB8pKSlcTkhEREREVM5Fvk7AufDXAADvulWgrCQp0v5TnjzFG39/AIChry/UKlcq0v6p9Cg3ZbaTQkI++/MpWUrKZ/dPvnNH7pj0+IRs/XzOhg0bUKlSJchkMrn2Tp06YcCAAQAykg2dO3eGiYkJtLW1UbduXRw/fjzXPiMjIyGRSBAcHCy2vXv3DhKJBKdOnRLb7ty5g/bt20NbWxsmJibo168fXr9+nWOfp06dwsCBAxEbGwuJRAKJRAI/Pz8AwNu3b9G/f38YGBhAU1MT7dq1w/3793ONz8rKCgDQtWtXSCQS8bWfnx9cXFywceNGWFtbQ11dHYIg4L///kPjxo2hr68PIyMjdOzYEREREdnOd/fu3WjevDk0NTXh7OyMixcvivs8evQInp6eMDAwgJaWFmrUqIFDhw6Jx8bExGDQoEGQSCTw//jlePr0adSrVw/q6uowMzPDtGnTkJaWJvbp4eGBUaNGYcKECahQoQJat26NU6dOQSKR4MiRI6hduzakUilatGiBly9f4vDhw3B0dISuri569+6NxMTEXK8RERERERGVTtsCM2bnKCtJ4F3Xosj7T495jbd//YW3f/2F9Jic/36j8qHczNCJ9O6V9w4SCRxD/5egSX/9+rPHqJqbw+ZEgPj6Q9hdPOrTF453Q/MdV48ePTBmzBicPHkSLVu2BJCRIDly5Aj2798PIKMAdfv27TF//nxoaGhg8+bN8PT0RFhYGKpUKdx6zOjoaDRr1gxDhw7FTz/9hKSkJEydOhU9e/bEiRMnsu3v7u6OlStXYvbs2QgLCwMAcWmSr68v7t+/j3379kFXVxdTp05F+/btcefOnRxn2AQGBsLY2BibNm1C27ZtoaysLG4LDw/Hzp07sWvXLrE9ISEBEyZMQM2aNZGQkIDZs2eja9euCA4OhpLS/3KSM2bMwLJly2Bra4sZM2agd+/eCA8Ph4qKCkaOHImUlBScOXMGWlpauHPnDrS1tWFhYYHo6GjY29tj3rx58Pb2hp6eHp4+fYr27dvD19cXf/zxB+7evYuhQ4dCQ0NDTGQBwObNm/Hdd9/h/PnzEARBLP7t5+eHNWvWQFNTEz179kTPnj2hrq6OrVu3Ij4+Hl27dsXq1asxderUQr1/RERERERU8nxIS8c/H4sht3QwhqmehoIjorKs3CR0SipDQ0O0bdsWW7duFRM6f//9NwwNDcXXzs7OcHZ2Fo+ZP38+9uzZg3379mHUqFGFGnfdunVwdXXFggULxLaNGzfCwsIC9+7dg52dndz+ampq0NPTg0Qigampqdiemcg5f/483N3dAQBbtmyBhYUF9u7dix49emQbu+LHR+vp6+vL9QVkLFv6888/xX0AoHv37nL7/P777zA2NsadO3fg5OQktk+aNAkdOnQAAMydOxc1atRAeHg4HBwcEBUVhe7du6NmzZoAAGtra/E4U1NTSCQS6OnpifGsXbsWFhYWWLNmDSQSCRwcHPDs2TNMnToVs2fPFhNJNjY2WLJkidhXZkJn/vz5aNSoEQBg8ODBmD59OiIiIsRxvby8cPLkSSZ0iIiIiIjKkCO3XyAmIQUA4MNiyFTMyk1Cx2rH9gLtr1yhwmePkWSZfaJu71DgcQCgT58++Pbbb7F27Vqoq6tjy5Yt6NWrl9wMlblz5+LAgQN49uwZ0tLSkJSUhKioqAKPlSkoKAgnT57MsQBwREREtoRObkJDQ6GiooL69euLbUZGRrC3t0doaP5nKmWytLSUS+ZkxjNr1ixcunQJr1+/FpenRUVFySV0atWqJf5uZmYGAHj58iUcHBwwZswYfPfddzh69ChatWqF7t27y+2f03k1bNgQEsn/1rs2atQI8fHxePLkiTgzys3NLcfjP+3bxMQEmpqackkkExMTXLly5bPXg4iIiIiISo+tlx8BACobSNHUtuJn9ib6MuUmoSP9ZIZLfiipqRX4GGVtrQIfAwCenp6QyWQ4ePAg6tati7Nnz+Knn34St0+ePBlHjhzBsmXLYGNjA6lUCi8vL6SkpOQc+8fZI58+aSw1NVVuH5lMBk9PTyxevDjb8ZnJkPzI7WlmgiDIJUPyS0tLK1ubp6cnLCws8Ouvv8Lc3BwymQxOTk7Zzv/T5V2ZY2cmf4YMGYI2bdrg4MGDOHr0KBYuXIjly5dj9OjR+Y4/81w/bc8p3pxiybr0TCKRZKubREREREREpVfEq3hcevAGANC7XhUoFXExZKKsyk1R5JJMKpWiW7du2LJlC7Zt2wY7OzvUqVNH3H727Fn4+vqia9euqFmzJkxNTREZGZlrf5kzXKKjo8W2TwskA4Crqytu374NKysr2NjYyP3klqRQU1NDenq6XFv16tWRlpaGy5cvi20xMTG4d+8eHB0dc41RVVU1W185iYmJQWhoKGbOnImWLVvC0dERb9++/exxObGwsMDw4cOxe/duTJw4Eb/++muu+1avXh0XLlyQS1hduHABOjo6qFSJVeSJiIiIiEjeto+PKldRkqCHW+GfnkuUX0zolBB9+vTBwYMHsXHjRvTt21dum42NDXbv3o3g4GCEhITAx8cnz9kdUqkUDRo0wKJFi3Dnzh2cOXMGM2fOlNtn5MiRePPmDXr37o0rV67gwYMHOHr0KAYNGpRrosXKygrx8fEICAjA69evkZiYCFtbW3Tu3BlDhw7FuXPnEBISgr59+6JSpUro3LlzrjFaWVkhICAAz58/zzNBY2BgACMjI/zyyy8IDw/HiRMnMGHChFz3z824ceNw5MgRPHz4ENeuXcOJEyfyTDiNGDECjx8/xujRo3H37l38+++/mDNnDiZMmCBXiJmIiIiIiCg5NR3/XMsohvxNDRMY67AYMhU//mVaQrRo0QKGhoYICwuDj4+P3LYVK1bAwMAA7u7u8PT0RJs2beDq6ppnfxs3bkRqairc3NwwduxYzJ8/X267ubk5zp8/j/T0dLRp0wZOTk4YO3Ys9PT0ck1YuLu7Y/jw4fD29kbFihXFYsCbNm1CnTp10LFjRzRs2BCCIODQoUM5PuEq0/Lly3Hs2DFYWFigdu3aue6npKSE7du3IygoCE5OThg/fjyWLl2a57nnJD09HSNHjoSjoyPatm0Le3t7rF27Ntf9K1WqhEOHDuHKlStwdnbG8OHDMXjw4GyJMSIiIiIiosO3ovEuMaPMhU89SwVHQ+WFRMitCEoJFRcXBz09PcTGxkJXV1duW1JSEoCMGSpEVLR4fxERERER5azH+gsIjHwLSyNNnJzoUaz1c9JevULckaMAAN0230ClIosvlyV55TyyKjdFkYmIiIiIiIiK2r0X7xEYmVFGwucrFENWqVgRhn37FOsYVDpwyRURERERERFRIW39WAxZTVkJXnVYDJm+HiZ0iIiIiIiIiAohKSUduz4WQ27jZAojbXUFR0TlCRM6RERERERERIVw4MYzvE9OA5Cx3Opr+PDwIR6PHIXHI0fhw8OHX2VMKpmY0CEiIiIiIiIqhK1XMpZbWVfUQgNrw68ypiwuDvEBAYgPCIAsLu6rjEklExM6RERERERERAV051kcrke9A5AxO0ciKd5iyERZMaFDREREREREVEBbrzwCAKipsBgyKQYTOkREREREREQFkPAhDXuvPwMAdKhpBn1NNQVHROUREzpEREREREREBbA/5BniP2QUQ+5T/+sUQybKigmdEsDDwwPjxo0TX1tZWWHlypUKi6e0OX/+PGrWrAlVVVV06dJF0eEQEREREVEZt+VyRjFkOxNt1LE0UHA0VF6pKDoAyi4wMBBaWlqKDiNXEokEe/bsKTHJkwkTJsDFxQWHDx+Gtra2osMhIiIiIqIy7OaTWNx8GguAxZBJsThDpwSqWLEiNDU1FR0GUlNTFXJsQUVERKBFixaoXLky9PX1C9VHSkpK0QZFRERERERlUmYxZA1VJXR1ZTFkUpwyn9BJ+JCG61Fvv/pPwsf1lIWRdcmVRCLBb7/9hq5du0JTUxO2trbYt2+f3DF37txB+/btoa2tDRMTE/Tr1w+vX78Wt//3339o3Lgx9PX1YWRkhI4dOyIiIkLcHhkZCYlEgp07d8LDwwMaGhr466+/cowNALp27QqJRCK+9vPzg4uLCzZu3Ahra2uoq6tDEIR8j7t79240b94cmpqacHZ2xsWLF8V9Hj16BE9PTxgYGEBLSws1atTAoUOHxGNjYmIwaNAgSCQS+Pv7AwBOnz6NevXqQV1dHWZmZpg2bRrS0v73nnh4eGDUqFGYMGECKlSogNatW+PUqVOQSCQ4cuQIateuDalUihYtWuDly5c4fPgwHB0doauri969eyMxMbHA7ysREREREZVu75NT8W9wRjFkz1rm0JOqfvUY1KysUHntz6i89meoffx7jMqnMr/k6t6L9+i69sJXH3fPCHfUrlJ0aynnzp2LJUuWYOnSpVi9ejX69OmDR48ewdDQENHR0WjWrBmGDh2Kn376CUlJSZg6dSp69uyJEydOAAASEhIwYcIE1KxZEwkJCZg9eza6du2K4OBgKCn9L683depULF++HJs2bYK6unq2OAIDA2FsbIxNmzahbdu2UFZWFreFh4dj586d2LVrl9ie33FnzJiBZcuWwdbWFjNmzEDv3r0RHh4OFRUVjBw5EikpKThz5gy0tLRw584daGtrw8LCAtHR0bC3t8e8efPg7e0NPT09PH36FO3bt4evry/++OMP3L17F0OHDoWGhgb8/PzEMTdv3ozvvvsO58+fhyAIeP78OYCM5NSaNWugqamJnj17omfPnlBXV8fWrVsRHx+Prl27YvXq1Zg6dWqRvb9ERERERFTy7Q1+hsSUdACAj4KKISvr6UGnRQuFjE0lS5lP6JQVvr6+6N27NwBgwYIFWL16Na5cuYK2bdti3bp1cHV1xYIFC8T9N27cCAsLC9y7dw92dnbo3r27XH+///47jI2NcefOHTg5OYnt48aNQ7du3XKNo2LFigAAfX19mJqaym1LSUnBn3/+Ke4DIN/jTpo0CR06dACQkbyqUaMGwsPD4eDggKioKHTv3h01a9YEAFhbW4vHmZqaQiKRQE9PT4xn7dq1sLCwwJo1ayCRSODg4IBnz55h6tSpmD17tphIsrGxwZIlS8S+MhM68+fPR6NGjQAAgwcPxvTp0xERESGO6+XlhZMnTzKhQ0RERERUjgiCgK0fiyE7munCxUJfsQFRuVfmEzp2JjrYM8JdIeMWpVq1aom/a2lpQUdHBy9fvgQABAUF4eTJkzkWBI6IiICdnR0iIiIwa9YsXLp0Ca9fv4ZMJgMAREVFySVW3NzcCh2jpaWlXDInc/z8jPvp+ZmZmQEAXr58CQcHB4wZMwbfffcdjh49ilatWqF79+5y+2cVGhqKhg0byhUna9SoEeLj4/HkyRNUqVIlz3P9tG8TExNoamrKJZFMTExw5cqVz14PIiIiIiIqO4Ifv0NodByAjNk5LIZMilbmEzpa6ipFuvRJUVRV5ddmSiQSMTkik8ng6emJxYsXZzsuMzni6ekJCwsL/PrrrzA3N4dMJoOTk1O2YsBf8nStnI7N77ifnl/mF2Pm+Q0ZMgRt2rTBwYMHcfToUSxcuBDLly/H6NGjc4xDEIRsX66CIMj1nVu8OcWS17UnIiIiIqLyIXN2jqaaMrq4mCssjuSwe3g2fRoAwHzhImjY2yksFlKsMp/QKQ9cXV2xa9cuWFlZQUUl+1saExOD0NBQbNiwAU2aNAEAnDt3rtDjqaqqIj09/bP7FeW4FhYWGD58OIYPH47p06fj119/zTWhU716dezatUsusXPhwgXo6OigUqVKhRqfiIiIiIjKr9ikVOy/kVEMubOLOXQ0vn4x5ExCchI+3AkVf6fyq8w/5ao8GDlyJN68eYPevXvjypUrePDgAY4ePYpBgwYhPT0dBgYGMDIywi+//ILw8HCcOHECEyZMKPR4VlZWCAgIwPPnz/H27dtc9yuqcceNG4cjR47g4cOHuHbtGk6cOAFHR8dc9x8xYgQeP36M0aNH4+7du/j3338xZ84cTJgwQa4QMxERERERUX7sufYEyakZs/R96lkqOBqiDPzrtgwwNzfH+fPnkZ6ejjZt2sDJyQljx46Fnp4elJSUoKSkhO3btyMoKAhOTk4YP348li5dWujxli9fjmPHjsHCwgK1a9fOdb+iGjc9PR0jR46Eo6Mj2rZtC3t7e6xduzbX/StVqoRDhw7hypUrcHZ2xvDhwzF48GDMnDmzwGMTEREREVH5JggCtl7JWG5Vs5IealbWU3BERBkkQmZxkVIiLi4Oenp6iI2Nha6urty2pKSM6WZSqVQRoRGVaby/iIiIiKg8uhr5Bl7rLwIAFnWriV71FPO48kxJISGI9O4FALDasR1SZ2eFxkNFK6+cR1acoUNERERERESUiy0fiyFrq6vA01lxxZCJsmJCh4iIiIiIiCgHbxNScPBmNACgS21zaKnzuUJUcjChQ0RERERERJSDXdeeICWNxZCpZGJCh4iIiIiIiCiLT4sh166ij+rmedczIfraOF+MiIiIiIiIKItLD97gwasEAICPggshf0rd1hZV9+wGAKhZctZQecaEDhEREREREVEWmbNzdDRU0LFWySmGrKSpCQ1HR0WHQSUAl1wRERERERERfSIm/gP+u5VRDLm7a2VI1ZQVHBFRdkzoEBEREREREX3in6AnSE0XAAA+9UvOciuiTzGhQ0RERERERPSRTPa/Ysh1rQxgZ6Kj4IjkJd26jXsNGuJeg4ZIunVb0eGQAjGhQ8VGIpFg7969Jaaf0kQQBHz77bcwNDSERCJBcHCwokMiIiIiIioXLkTE4FFMIoASOjsnPQ3p794h/d07ID1N0dGQAhU6oXPmzBl4enrC3Nw8xz+4BUGAn58fzM3NIZVK4eHhgdu3mT0sDqdOnYJEIsG7d+8UHcoX8fPzg4uLS7b26OhotGvXTiFjK8p///0Hf39/HDhwANHR0XByclJ0SERERERE5cLWK48AAPqaqmjnZKbgaIhyV+iETkJCApydnbFmzZocty9ZsgQ//fQT1qxZg8DAQJiamqJ169Z4//59oYOlL5OSkqLoEArF1NQU6urqig4DAJCamvpVxomIiICZmRnc3d1hamoKFZWCP5BOEASkpTFjT0RERESUXy/fJ+Po7RcAAC/XytBQZTFkKrkKndBp164d5s+fj27dumXbJggCVq5ciRkzZqBbt25wcnLC5s2bkZiYiK1btxZonOjoaFy7dk38KezSk8uXL3/251MfPnz47P7Xr1+XO+b9+/fZ+skPQRCwZMkSWFtbQyqVwtnZGf/884+4rVWrVmjbti0EIaMo17t371ClShXMmDEDkZGRaN68OQDAwMAAEokEvr6+AAAPDw+MGjUKEyZMQIUKFdC6dWsAwE8//YSaNWtCS0sLFhYWGDFiBOLj48V4/P39oa+vj71798LOzg4aGhpo3bo1Hj9+LBf3unXrUK1aNaipqcHe3h5//vlnnuc5depU2NnZQVNTE9bW1pg1a5aYIPH398fcuXMREhICiUQCiUQCf39/ANmXXN28eRMtWrSAVCqFkZERvv32W7n4fX190aVLFyxbtgxmZmYwMjLCyJEjc03GfG7s9evXo3PnztDS0sL8+fORnp6OwYMHo2rVqpBKpbC3t8eqVavk+sxPDGvXroWtrS00NDRgYmICLy8v8djRo0cjKioKEokEVlZWADI+k2PGjIGxsTE0NDTQuHFjBAYGiv1lztQ6cuQI3NzcoK6ujrNnz8LDwwOjR4/GuHHjYGBgABMTE/zyyy9ISEjAwIEDoaOjg2rVquHw4cN5vn9ERERERGXd31efIE2W8XdX75K43IroU0IRACDs2bNHfB0RESEAEK5duya3X6dOnYT+/fsXqO85c+YIALL9xMbGZts3MTFRSExMzDXGvH4kEonc/o8ePfrsMZaWlnLHnD17VijMJf3+++8FBwcH4b///hMiIiKETZs2Cerq6sKpU6cEQRCEJ0+eCAYGBsLKlSsFQRAEb29vwc3NTUhJSRHS0tKEXbt2CQCEsLAwITo6Wnj37p0gCILQrFkzQVtbW5g8ebJw9+5dITQ0VBAEQVixYoVw4sQJ4cGDB0JAQIBgb28vfPfdd2I8mzZtElRVVQU3NzfhwoULwtWrV4V69eoJ7u7u4j67d+8WVFVVhZ9//lkICwsTli9fLigrKwsnTpyQu+affi5++OEH4fz588LDhw+Fffv2CSYmJsLixYsFQch47yZOnCjUqFFDiI6OFqKjo8X38tN+EhISBHNzc6Fbt27CzZs3hYCAAKFq1arCgAEDxHEGDBgg6OrqCsOHDxdCQ0OF/fv3C5qamsIvv/yS4/X/3NjGxsbC77//LkRERAiRkZFCSkqKMHv2bOHKlSvCgwcPhL/++kvQ1NQUduzYke8YAgMDBWVlZWHr1q1CZGSkcO3aNWHVqlWCIAjCu3fvhHnz5gmVK1cWoqOjhZcvXwqCIAhjxowRzM3NhUOHDgm3b98WBgwYIBgYGAgxMTGCIAjCyZMnBQBCrVq1hKNHjwrh4eHC69evhWbNmgk6OjrCDz/8INy7d0/44YcfBCUlJaFdu3bCL7/8Ity7d0/47rvvBCMjIyEhISHXz2le9xcRERERUWmXni4TGi0KECynHhC8N1xQdDi5SgwOFu7YOwh37B2ExOBgRYdDRSw2NjbXnEdWxZLQOX/+vABAePr0qdx+Q4cOFb755psC9f3s2TMhKChI/Dl9+nSZSujEx8cLGhoawoUL8l8YgwcPFnr37i2+3rlzp6Curi5Mnz5d0NTUFMLCwsRtmX/Iv337Vq6PZs2aCS4uLp+NYefOnYKRkZH4etOmTQIA4dKlS2JbaGioAEC4fPmyIAiC4O7uLgwdOlSunx49egjt27cXX2f9XGS1ZMkSoU6dOuLrOXPmCM7Oztn2+7SfX375RTAwMBDi4+PF7QcPHhSUlJSE58+fC4KQkUyxtLQU0tLS5GLz9vbONZa8xh43blyux2UaMWKE0L17d/H152LYtWuXoKurK8TFxeXY34oVK+Q+X/Hx8YKqqqqwZcsWsS0lJUUwNzcXlixZIgjC/z4He/fuleurWbNmQuPGjcXXaWlpgpaWltCvXz+xLTo6WgAgXLx4MddzZEKHiIiIiMqyk3dfCJZTDwiWUw8I/wY//fwBCsKETtlWkIROwQtzFIBEIpF7LQhCtrbPMTMzg5nZ/wpRxcXFFSqWS5cuFWh/ExOTzx6jpqYm99rZ2bnA49y5cwfJycnicqhMKSkpqF27tvi6R48e2LNnDxYuXIh169bBzs4uX/27ubllazt58iQWLFiAO3fuIC4uDmlpaUhOTkZCQgK0tLQAACoqKnLHOjg4QF9fH6GhoahXrx5CQ0Px7bffyvXbqFGjbEuPPvXPP/9g5cqVCA8PR3x8PNLS0qCrq5uv88gUGhoKZ2dnMc7McWUyGcLCwmBiYgIAqFGjBpSV/7fe1czMDDdv3izQWJlyuobr16/Hb7/9hkePHiEpKQkpKSnZiirnFUPr1q1haWkJa2trtG3bFm3btkXXrl2hqamZYwwRERFITU1Fo0aNxDZVVVXxvfhcvLVq1RJ/V1ZWhpGREWrWrCm2ZV63ly9f5nYZiIiIiIjKtK2XMx5VbqSlhjY1TBQcDdHnFUtCx9TUFADw/PlzuWTMy5cvxT8cv7b69esXaH91dfUCH6Ojo1PgY2QyGQDg4MGDqFSpUrYYMiUmJiIoKAjKysq4f/9+vvv/NPEBAI8ePUL79u0xfPhw/PDDDzA0NMS5c+cwePDgbDVmckq+fdpWkITdpUuX0KtXL8ydOxdt2rSBnp4etm/fjuXLl+f7XD43xqftqqqq2bZlXuuCynoNd+7cifHjx2P58uVo2LAhdHR0sHTp0mz1k/KKQUdHB9euXcOpU6dw9OhRzJ49G35+fggMDIS+vn62GISP9ZPyc82zxptbLJ+2ZfZR2GtERERERFSaPY9NRsDdjP+56eVWGeoqLIZMJV+hiyLnpWrVqjA1NcWxY8fEtpSUFJw+fRru7u7FMWSpVb16dairqyMqKgo2NjZyPxYWFuJ+EydOhJKSEg4fPoz/+7//w4kTJ8RtmTOF0tPTPzve1atXkZaWhuXLl6NBgwaws7PDs2fPsu2XlpaGq1eviq/DwsLw7t07ODg4AAAcHR1x7tw5uWMuXLgAR0fHHMc9f/48LC0tMWPGDLi5ucHW1haPHj2S20dNTe2z51C9enUEBwcjISFBrm8lJaV8z1rKSX7GznT27Fm4u7tjxIgRqF27NmxsbBAREVHgMVVUVNCqVSssWbIEN27cQGRkpNz7+ikbGxuoqanJXfPU1FRcvXo112tORERERET5syPwMdIziyHXLdnFkDVq1IDdpYuwu3QRGjVqKDocUqBCz9CJj49HeHi4+Prhw4cIDg6GoaEhqlSpgnHjxmHBggWwtbWFra0tFixYAE1NTfj4+BRJ4GWFjo4OJk2ahPHjx0Mmk6Fx48aIi4vDhQsXoK2tjQEDBuDgwYPYuHEjLl68CFdXV0ybNg0DBgzAjRs3YGBgAEtLS0gkEhw4cADt27eHVCqFtrZ2juNVq1YNaWlpWL16NTw9PXH+/HmsX78+236qqqoYPXo0/u///g+qqqoYNWoUGjRogHr16gEAJk+ejJ49e8LV1RUtW7bE/v37sXv3bhw/fjzHcW1sbBAVFYXt27ejbt26OHjwIPbs2SO3j5WVlfg5qly5MnR0dLI9rrxPnz6YM2cOBgwYAD8/P7x69QqjR49Gv379vmj2V37G/vRc/vjjDxw5cgRVq1bFn3/+icDAQFStWjXf4x04cAAPHjxA06ZNYWBggEOHDkEmk8He3j7H/bW0tPDdd99h8uTJ4j22ZMkSJCYmYvDgwYU6ZyIiIiIiAtJlAnYEZiy3amxTAVYVss94L0kkKipQzmFWP5U/hZ6hc/XqVdSuXVus8zJhwgTUrl0bs2fPBgBMmTIF48aNw4gRI+Dm5oanT5/i6NGj0NHRKZrIy5AffvgBs2fPxsKFC+Ho6Ig2bdpg//79qFq1Kl69eoXBgwfDz88Prq6uAIA5c+bA3Nwcw4cPBwBUqlQJc+fOxbRp02BiYoJRo0blOpaLiwt++uknLF68GE5OTtiyZQsWLlyYbT9NTU1MnToVPj4+aNiwIaRSKbZv3y5u79KlC1atWoWlS5eiRo0a2LBhAzZt2gQPD48cx+3cuTPGjx+PUaNGwcXFBRcuXMCsWbPk9unevTvatm2L5s2bo2LFiti2bVuOcR05cgRv3rxB3bp14eXlhZYtW2LNmjWfvc55yc/YmYYPH45u3brB29sb9evXR0xMDEaMGFGg8fT19bF79260aNECjo6OWL9+PbZt24YaeWTYFy1ahO7du6Nfv35wdXVFeHg4jhw5AgMDgwKNTURERERE/3Mq7CWexSYDAPrwUeVUikiEzOIcpURcXBz09PQQGxubraBuUlISAEAqlSoitDLD398f48aNw7t37xQdCpUgvL+IiIiIqCwa5B+IE3dfoqKOOi5MawFV5WKpTFJkhPR0CB8+AAAk6uqQKLPeT1mSV84jq5L9SSUiIiIiIiIqJk/fJeFUWEYx5J5ulUt8MgcAkm/dQphrHYS51kHyrVuKDocUqOR/WomIiIiIiIiKwY4rUZAJgEQC9CrhxZCJsmJCh7Lx9fXlcisiIiIiIirT0tJl2HH1MQCgmV1FWBhqKjgiooJhQoeIiIiIiIjKnYC7L/EiLqMWjU89zs6h0ocJHSIiIiIiIip3tlzOeFS5qa4GWjgYKzgaooJjQoeIiIiIiIjKlcdvEnH2/isAQM+6FlApBcWQibLip5aIiIiIiIjKlW1XoiAIgJIE6FXXQtHhEBUKEzpERERERERUbqSkybDz6hMAQAsHY5jrSxUcEVHhMKFD2Tx//hytW7eGlpYW9PX1FR1OvkkkEuzdu7dYx7CyssLKlSuLdQwiIiIiIio+x+68wOv4j8WQ65fCYshKSpBoakKiqQko8U/68kxF0QGUJO/fv4eOjk6htxeWh4cHXFxcSkyiYMWKFYiOjkZwcDD09PQUHQ4REREREVGR2XrlEQCgkr4UzexKXzFkac2acLgWpOgwqARgOu+jgIAAVK1aFQEBAYXaXtwEQUBaWtpXGSsiIgJ16tSBra0tjI0L9wWXmppaxFERERERERF9mcjXCTgfHgMA8K5rAWUliYIjIio8JnSQMfPG29sbMTEx8PT0zJa0CQgIgKenJ2JiYuDt7Y33798X2di+vr44ffo0Vq1aBYlEAolEgsjISJw6dQoSiQRHjhyBm5sb1NXVcfbsWURERKBz584wMTGBtrY26tati+PHj8v1aWVlhQULFmDQoEHQ0dFBlSpV8Msvv4jbU1JSMGrUKJiZmUFDQwNWVlZYuHCheOyuXbvwxx9/QCKRwNfXFwAQFRWFzp07Q1tbG7q6uujZsydevHgh9unn5wcXFxds3LgR1tbWUFdXhyAIkEgk2LBhAzp27AhNTU04Ojri4sWLCA8Ph4eHB7S0tNCwYUNERETIncP+/ftRp04daGhowNraGnPnzpVLaN2/fx9NmzaFhoYGqlevjmPHjuV5nTds2IBKlSpBJpPJtXfq1AkDBgwAgHxd209FRkZCIpEgODhYbHv37h0kEglOnToltt25cwft27eHtrY2TExM0K9fP7x+/TrPeImIiIiIqOhtu5LxqHJlJQm8WQyZSjkmdADo6Ohgx44dkEqlSEpKkkvqZCZzkpKSIJVKsWPHjiJddrVq1So0bNgQQ4cORXR0NKKjo2Fh8b8vlilTpmDhwoUIDQ1FrVq1EB8fj/bt2+P48eO4fv062rRpA09PT0RFRcn1u3z5cri5ueH69esYMWIEvvvuO9y9excA8H//93/Yt28fdu7cibCwMPz111+wsrICAAQGBqJt27bo2bMnoqOjsWrVKgiCgC5duuDNmzc4ffo0jh07hoiICHh7e8uNGR4ejp07d2LXrl1ySY4ffvgB/fv3R3BwMBwcHODj44Nhw4Zh+vTpuHr1KgBg1KhR4v5HjhxB3759MWbMGNy5cwcbNmyAv78/fvzxRwCATCZDt27doKysjEuXLmH9+vWYOnVqnte5R48eeP36NU6ePCm2vX37FkeOHEGfPn0AIN/XtiCio6PRrFkzuLi44OrVq/jvv//w4sUL9OzZs9B9EhERERFRwX1IS8ffQRnFkFs5GsNEV0PBERWOLDkZHyIi8CEiArLkZEWHQ4oklDKxsbECACE2NjbbtsTERCExMbHQfR8/flyQSqUCAEEqlQrff/+93Ovjx49/Sei5atasmTB27Fi5tpMnTwoAhL179372+OrVqwurV68WX1taWgp9+/YVX8tkMsHY2FhYt26dIAiCMHr0aKFFixaCTCbLsb/OnTsLAwYMEF8fPXpUUFZWFqKiosS227dvCwCEK1euCIIgCHPmzBFUVVWFly9fyvUFQJg5c6b4+uLFiwIA4ffffxfbtm3bJmhoaIivmzRpIixYsECunz///FMwMzMTBEEQjhw5IigrKwuPHz8Wtx8+fFgAIOzZsyfniyQIQqdOnYRBgwaJrzds2CCYmpoKaWlpuR6T07VdsWKFIAiC8PDhQwGAcP36dXH727dvBQDCyZMnBUEQhFmzZgnffPONXJ+PHz8WAAhhYWG5jlsSfen9RURERESkSHuvPxEspx4QLKceEE6Fvfz8ASVUYnCwcMfeQbhj7yAkBgcrOhwqYnnlPLLiDJ1PtGzZEvv37xdn6ixYsECcmbN//360bNnyq8fk5uYm9zohIQFTpkxB9erVoa+vD21tbdy9ezfbLJJatWqJv0skEpiamuLly5cAMpZ5BQcHw97eHmPGjMHRo0fzjCE0NBQWFhZyM4cyxw8NDRXbLC0tUbFixWzHfxqLiYkJAKBmzZpybcnJyYiLiwMABAUFYd68edDW1hZ/MmcwJSYmIjQ0FFWqVEHlypXFPho2bJjnOQBAnz59sGvXLnz4kFHRfsuWLejVqxeUlZUB5P/aFkRQUBBOnjwpdy4ODg4AkG2ZGRERERERFZ+tlzP+u97CUIomNhUUHA3Rl+NTrrJo2bIlxo8fjwULFoht48ePV0gyBwC0tLTkXk+ePBlHjhzBsmXLYGNjA6lUCi8vL6SkpMjtp6qqKvdaIpGI9WNcXV3x8OFDHD58GMePH0fPnj3RqlUr/PPPPznGIHyshfO59qyx5hRL5v45tWXGJ5PJMHfuXHTr1i1bXxoaGhAEIVt7TvFl5enpCZlMhoMHD6Ju3bo4e/YsfvrpJ3F7fq9tJqWPjwj8NJ6sxaBlMhk8PT2xePHibMebmZl9NmYiIiIiIvpy4S/jcfnhGwBA73pVoMRiyFQGMKGTRUBAAFasWCHXtmLFCrRo0aLYkjpqampIT0/P175nz56Fr68vunbtCiCj7ktkZGSBx9TV1YW3tze8vb3h5eWFtm3b4s2bNzA0NMy2b/Xq1REVFYXHjx+Ls3Tu3LmD2NhYODo6Fnjsz3F1dUVYWBhsbGxy3J4Zz7Nnz2Bubg4AuHjx4mf7lUql6NatG7Zs2YLw8HDY2dmhTp064vaCXtvM2UjR0dGoXbs2AMjVDso8l127dsHKygoqKrzdiIiIiIgUIXN2joqSBD3qsBgylQ1ccvWJrAWQv//++xwLJRc1KysrXL58GZGRkXj9+nW2JzF9ysbGBrt370ZwcDBCQkLg4+OT5/45WbFiBbZv3467d+/i3r17+Pvvv2Fqagp9ff0c92/VqhVq1aqFPn364Nq1a7hy5Qr69++PZs2aZVsSVhRmz56NP/74A35+frh9+zZCQ0OxY8cOzJw5U4zH3t4e/fv3R0hICM6ePYsZM2bkq+8+ffrg4MGD2LhxI/r27Su3raDXViqVokGDBli0aBHu3LmDM2fOiDFmGjlyJN68eYPevXvjypUrePDgAY4ePYpBgwblO4lHRERERESFl5yajl3XMooht6lhioo66gqOiKhoMKHzUdZkzv79+/Hjjz/K1dQprqTOpEmToKysjOrVq6NixYp51mxZsWIFDAwM4O7uDk9PT7Rp0waurq4FGk9bWxuLFy+Gm5sb6tati8jISBw6dEhcQpSVRCLB3r17YWBggKZNm6JVq1awtrbGjh07CjRufrVp0wYHDhzAsWPHULduXTRo0AA//fQTLC0tAWQsddqzZw8+fPiAevXqYciQIeITsD6nRYsWMDQ0RFhYGHx8fOS2Febabty4EampqXBzc8PYsWMxf/58ue3m5uY4f/480tPT0aZNGzg5OWHs2LHQ09PL9XoTEREREVHROXQzGrFJGaURfOpXUXA0REVHIuRUkKQEi4uLg56eHmJjY6Grqyu3LSkpCUDGzImCeP/+PapWrYqYmJgcCyB/muwxMjLCw4cPi/TR5USlQWHvLyIiIiIiRfJadwFXH71F1QpaCJjQrNTXz0kKCUGkdy8AgNWO7ZA6Oys4IipKeeU8suIUAQA6OjrYsWMHjIyMcnyaVebTr4yMjLBjxw4mc4iIiIiIiEqBsOfvcfXRWwBA73oWpT6ZQ/QpVmn9qGXLlnnOvPncdiIiIiIiIipZtl5+BABQU1aCVxkphizR0ICaTTXxdyq/mND5xOeSNUzmEBERERERlQ5JKenYff0pAKCtkykMtdQUHFHR0LC3R7UDBxQdBpUAXHJFREREREREZc7+G8/wPjkNANCHxZCpDCpTCR1lZWU+CpqomKSnp0NZWVnRYRARERER5cuWyxlPD7Yx1ka9qoYKjoao6JWphI6qqiqSkpJQyh7cRVTiCYKApKQkqKqqKjoUIiIiIqLPuv0sFiGP3wEAeterAomk7BRDTo+LQ/zZc4g/ew7pcXGKDocUqEzV0JFIJDAwMMDr168hlUo5m4CoCKSnpyMpKQkGBgZl6l+ERERERFR2bf04O0dNRQndXSspOJqilfLwIR4PHQqAjy0v78pUQgcAVFRUUKFCBaSmpnL5FVERUFNTg5aWFpM5RERERFQqxH9Iw96PxZA71jKDvmbZKIZMlFWZS+gAGTN11NR40xIREREREZU3+4KfISEl43/usxgylWVlqoYOERERERERlW9brzwCANib6MC1ioGCoyEqPkzoEBERERERUZlw48k73HqaUSjYp37ZKoZMlBUTOkRERERERFQmZBZDlqoqo2sZK4ZMlBUTOkRERERERFTqxSWn4t/gZwAAT2cz6GqoKjgiouLFhA4RERERERGVev9ef4qk1IxiyD71LRUcDVHxK5NPuSIiIiIiIqLyQxAEbPm43Kq6mS6cK+spOKLio6SjA60mTcTfqfxiQoeIiIiIiIhKteuP3+Hu8/cAgD4NynYxZHVra1T59RdFh0ElAJdcERERERERUam25VLG7BwtNWV0dmExZCofmNAhIiIiIiKiUis2MRUHbmQUQ+7kUgna6lyIQuUDP+lERERERERUau2+/gQf0mQAgD71qyg4muKXFhOD9wEBAACdli2hYmSk4IhIUZjQISIiIiIiolJJEARs/VgM2bmyHpwqld1iyJlSnzzB89lzAAAa9vZM6JRjxbrkKi0tDTNnzkTVqlUhlUphbW2NefPmQSaTFeewREREREREVA4ERr7F/ZfxAACfcjA7h+hTxTpDZ/HixVi/fj02b96MGjVq4OrVqxg4cCD09PQwduzY4hyaiIiIiIiIyritlx8BAHTUVeDpbK7gaIi+rmJN6Fy8eBGdO3dGhw4dAABWVlbYtm0brl69WpzDEhERERERURn3NiEFh249BwB0qV0JmmqsKELlS7F+4hs3boz169fj3r17sLOzQ0hICM6dO4eVK1fmu4/o6GhER0eLr+Pj44shUiIiIiIiIipNdl17gpSPxZC53IrKo2JN6EydOhWxsbFwcHCAsrIy0tPT8eOPP6J379757mPDhg2YO3duMUZJREREREREpcmnxZBdq+jD0UxXwRERfX3FmtDZsWMH/vrrL2zduhU1atRAcHAwxo0bB3NzcwwYMCBffQwbNgydOnUSX8fHx6NZs2bFFTIRERERERGVcBcfxODB6wQAgE99SwVHQ6QYxZrQmTx5MqZNm4ZevXoBAGrWrIlHjx5h4cKF+U7omJmZwczMTHwdFxdXLLESERERERFR6ZA5O0dXQwUda5l9Zm+isqlYEzqJiYlQUpJ/MrqysjIfW05ERERERESF8jr+A47cziiG3L1OZWioKis4oq9L2cgI+j17ir9T+VWsCR1PT0/8+OOPqFKlCmrUqIHr16/jp59+wqBBg4pzWCIiIiIiIiqj/r76BKnpAgCgTzkshqxWuTLM5rHOLBVzQmf16tWYNWsWRowYgZcvX8Lc3BzDhg3D7Nmzi3NYIiIiIiIiKoNkMgHbrmQst6pnZQgbYx0FR0SkOMWa0NHR0cHKlSsL9JhyIiIiIiIiopycj3iNqDeJAPiocqJiTegQERERERERFZXMYsgGmqpo62Sq4GgUIzU6Gm937AAAGHh7Q9WMRaHLKyZ0iIiIiIiIqMR7GZeMo3deAAC8ymEx5ExpL18iZv0GAIBO8+ZM6JRjSp/fhYiIiIiIiEixdl59jHRZRjHk3vW43IqICR0iIiIiIiIq0dJlArZdeQwAaGhtBOuK2gqOiEjxmNAhIiIiIiKiEu3M/Vd4+i4JANCnAWfnEAFM6BAREREREVEJt+VSRjHkCtpq+KZ6+SyGTJQVEzpERERERERUYkXHJuHE3cxiyBZQU+GfsUQAEzpERERERERUgu0IfIyPtZDRu56FYoMhKkGY0CEiIiIiIqISKS1dhh2BGcWQm9hWgKWRloIjIio5VBQdABEREREREVFOToa9QnRsMgCgT30WQwYAFVNTVBw3Vvydyi8mdIiIiIiIiKhE2nr5EQCgoo46WjqaKDiakkHVxAQVhg9XdBhUAnDJFREREREREZU4T94m4tS9VwAAbzcLqCrzz1eiT/GOICIiIiIiohJnR+BjCAIgkQC9WAyZKBsuuSIiIiIiIqISJfWTYsgedhVR2UBTwRGVHClRUXj9888AgAojR0KtCmsLlVecoUNEREREREQlSkDoC7x8/wEA4FPfUsHRlCzpb98i9t99iP13H9LfvlV0OKRATOgQERERERFRibLlchQAwFRXA83tKyo4GqKSiQkdIiIiIiIiKjGiYhJx9v5rABm1c1RYDJkoR7wziIiIiIiIqMTYFpgxO0dJAnjXZTFkotwwoUNEREREREQlQkqaDH9fzSiG3MLBBGZ6UgVHRFRyMaFDREREREREJcLRO8/xOj4FANCnPp/eRJQXJnSIiIiIiIioRNj6sRhyJX0pmtqxGDJRXpjQISIiIiIiIoV78CoeFyJiAAC961lAWUmi4IiISjYVRQdAREREREREtO1KxuwcFSUJerqxGHJuVKtUgfmSxeLvVH4xoUNEREREREQKlZyajn+CngAAWjmawFhXQ8ERlVwqBgbQ69RJ0WFQCcAlV0RERERERKRQR24/x9vEVACAD4shE+ULEzpERERERESkUFs+FkOuYqiJxjYVFBwNUenAhA4REREREREpzP0X73Hl4RsAQO96VaDEYsh5+hAejkf9+uNRv/74EB6u6HBIgVhDh4iIiIiIiBRm68diyKrKEvRwq6zgaEo+WUICEgMDxd+p/OIMHSIiIiIiIlKI5NR07PpYDPmbGqaooK2u4IiISg8mdIiIiIiIiEghDt6IRlxyGgCgD4shExUIEzpERERERESkEFsuPwIAWFfQQkNrIwVHQ1S6MKFDREREREREX93d53G4FvUOQEYxZImExZCJCoIJHSIiIiIiIvrqtn58VLmashK612ExZKKCYkKHiIiIiIiIvqrElDTsufYUANC+pikMtdQUHBFR6cOEDhEREREREX1V+0Oe4f2HjGLIPvUtFRwNUemkougAiIiIiIiIqHzJXG5lY6yNulYGCo6mdFGrVg2Wf/4h/k7lFxM6RERERERE9NXcehqLkCexAAAfFkMuMGVtbWjWravoMKgE4JIrIiIiIiIi+mq2XsmYnaOuooTuriyGTFRYTOgQERERERHRVxH/IQ3/Xs8ohtyxljn0NFUVHBFR6cWEDhEREREREX0V/wY/RUJKOgDAp34VBUdTOiWHhiK8VWuEt2qN5NBQRYdDCsQaOkRERERERFTsBEEQiyE7mOrAtYq+YgMqpYSUFKQ+eSL+TuVXsc/Qefr0Kfr27QsjIyNoamrCxcUFQUFBxT0sERERERERlSA3nsTi9rM4AECf+iyGTPSlinWGztu3b9GoUSM0b94chw8fhrGxMSIiIqCvr1+cwxIREREREVEJs+XyIwCAVFUZnWtXUnA0RKVfsSZ0Fi9eDAsLC2zatElss7KyKlAf0dHRiI6OFl/Hx8cXVXhERERERET0FcQlp2J/SMbfdZ2czaGrwWLIRF+qWJdc7du3D25ubujRoweMjY1Ru3Zt/PrrrwXqY8OGDahTp47406xZs2KKloiIiIiIiIrD3utPkZTKYshERalYEzoPHjzAunXrYGtriyNHjmD48OEYM2YM/vjjj3z3MWzYMAQFBYk/p0+fLsaIiYiIiIiIqCh9WgzZqZIualXWU3BERGVDsS65kslkcHNzw4IFCwAAtWvXxu3bt7Fu3Tr0798/X32YmZnBzMxMfB0XF1cssRIREREREVHRuxb1FnefvwcA+NSzZDFkoiJSrDN0zMzMUL16dbk2R0dHREVFFeewREREREREVEJs+Tg7R0tNGZ1czBUcDVHZUawzdBo1aoSwsDC5tnv37sHS0rI4hyUiIiIiIqISIDYxFQdvZBRD7ly7ErTVi/VP0HJB3dER1Y4fBwCoGFdUcDSkSMV6N40fPx7u7u5YsGABevbsiStXruCXX37BL7/8UpzDEhERERERUQmw69oTfEiTAQB86rEYclFQUlODWmU+9p2KeclV3bp1sWfPHmzbtg1OTk744YcfsHLlSvTp06c4hyUiIiIiIiIFEwQBWy4/AgA4W+jDqRKLIRMVpWKf79axY0d07NixuIchIiIiIiKiEuTKwzeIeJUAAOjD2TlERa5YZ+gQERERERFR+bT1SkYxZB11FXR0NvvM3pRfSSEhCK3hhNAaTkgKCVF0OKRArEhFRERERERERepNQgoO33wOAOjmWgmaavzTs0ilpys6AioBOEOHiIiIiIiIitQ/QY+Rkv6xGHJ9PuWYqDgwoUNERERERERFRhAEbLvyGABQx9IA9qY6Co6IqGxiQoeIiIiIiIiKzMWIGDx8nVEMmY8qJyo+TOgQERERERFRkdnysRiynlQVHWqxGDJRcWFCh4iIiIiIiIrEq/cfcORWRjHk7q6VoaGqrOCIiMouJnSIiIiIiIioSPwd9BhpMgEA4FPfQsHREJVtTOgQERERERHRF5PJBGz/WAy5XlVD2BizGDJRcVJRdABERERERERU+p0Lf42oN4kAgD71WQy5uGjUqgWHO7czXkgkig2GFIoJHSIiIiIiIvpiWy4/AgAYaqmhrZOpgqMpuyQSCRM5BIBLroiIiIiIiOgLvYhLxvHQlwAArzqVoa7CYshExY0zdIiIiIiIiOiL7Ax8jPSPxZB71+Nyq+IkpKQg7e1bAICKgQEkamoKjogUhTN0iIiIiIiIqNDSZQK2B2YUQ25kY4SqFbQUHFHZlhwaivBmHghv5oHk0FBFh0MKxIQOERERERERFdrpey/x9F0SAMCnnqWCoyEqP5jQISIiIiIiokLbejkKAFBBWw2tq5soOBqi8oMJHSIiIiIiIiqUZ++ScOJuRjHkHm4WUFPhn5hEXwvvNiIiIiIiIiqUHYGPIRMynqLduy6LIRN9TUzoEBERERERUYGlpcuwPTBjuVUT24qoYqSp4IiIyhcmdIiIiIiIiKjATtx9iRdxHwAAPnxUOdFXx4QOERERERERFdjWKxmzc4x11NHS0VjB0RCVPyqKDoCIiIiIiIhKl8dvEnH63isAQK+6FlBV5lyBr0WiqgoVExPxdyq/mNAhIiIiIiKiAtkeGAVBAJQkgDeXW31VGtWrw/b0KUWHQSUA06hERERERESUb6npMuy8+gQA4GFvjEr6UgVHRFQ+MaFDRERERERE+Xb8zgu8es9iyESKxiVXRERERERElG+ZxZDN9TTQ3IHFkL+29PgEfLh/DwCgbmsHZW0tBUdEisIZOkRERERERJQvj2IScPb+awCAd90qUFaSKDii8iclIhyPevvgUW8fpESEKzocUiAmdIiIiIiIiChfMmfnKCtJ4F3XQsHREJVvTOgQERERERHRZ6WkyfDPx2LILRyMYaqnoeCIiMo3JnSIiIiIiIjos47cfo6YhBQAQJ/6LIZMpGhM6BAREREREdFnbb2csdyqsoEUTW0rKjgaImJCh4iIiIiIiPIU8SoeFx/EAAB616sCJRZD/urev3//Rdup7GFCh4iIiIiIiPK07ePsHBUlCXq4VVZwNOVPQEAAqlatioCAgEJtp7KJCR0iIiIiIiLKVXJqOv65llEMuXV1ExjrsBjy1/T+/Xt4e3sjJiYGnp6eCAy8Krc9ICAAnp6eiImJgbe3N2fqlCNM6BAREREREVGu/rv1HO8SUwEAfepbKjia8kdHRwc7duyAVCpFUlISRkycgBRra0hr18aVGzfh6emJpKQkSKVS7NixAzo6OooOmb4SFUUHQERERERERCXXlsuPAACWRppwr2ak4GjKl+TkZKSkpMDFxQV//PEH+vXrh9txcah/IgC+vr7wHzoEHz58gFQqxf79+9GyZUuEhoYiKSkJMpkMMpkMgiCIv2e+dnNzg6ampjjO8ePHkZqaKrefTCaTi8XT0xMqKhkphJSUFOzbtw8AIAhCjv9UU1ND165dxePfvn2Lw4cP53mMgYEBOnbsKB7z+PFjnDhxQtye0zFVqlRBq1atCn+RSzGJ8OmVKQXi4uKgp6eH2NhY6OrqKjocIiIiIiKiMuvei/f4ZsUZAMD/t3fn8VHV9/7H3zNZh2zsIQHCqqwSkaBQoqgoggugrK1aWpfivWht7W2T4u2v6rWStNjFa0Vsq128CNIgS+uCyiIoSoIQQAIYBBNICBAl62SZmfP7I8mQMZOQQCaz5PV8PPLImTPnzPnM48HxyJvv9/NNnT5cD00e4uWKOlZtba3KyspkMpnUrVs35/4DBw5o9+7dKisrU1lZmaqqqpr8zJgxQ7Nnz3ae89RTTykjI8MZ0thsNtlsNtXW1jp///GPf9T3vvc95zm33HKLNm3a1GKNoaGhevPNNzVlyhRJ0siRI5WTk9PiOQcPHtSIESOcryMjI1VRUdHiOeXl5YqIiJBUF8507969xeO7d++u4uJi5+u9e/dq7NixLZ5z5ZVXas+ePc7XGzZs0MyZM1s8Z+bMmVq3bl2Lx/iTtmQejNABAAAAALjVsFR5SJBJc8a1oRlycZZ0ME2yFkmWWGlkqtQjyUNVto5hGCorK1NFRYXi4uKc+3ft2qVXXnlFxcXFTX6sVqskaeHChfrrX//qPGfdunX6xS9+0eL1+vXr5xLoFBYWat++fS2eU11d7fK6YURMS+68805nmCNJZvOFO6t8c/RNa86B7yHQAQAAAAA0Ya2xa219M+Rpo+PUMzKsdScWZ0nbZ0uVeY32ZUrXZng81KmoqNDevXt19OhRHT16VF988YVOnDihkydPqqCgQBUVFZo8ebK2bt3qPOfYsWN68cUXW/zcbzYajoyMdG6Hh4erS5cuCgsLU3h4uPMnNjbW5ZxJkyapurpaYWFhCgsLU3BwsEJCQlx+jx8/3uWcRx99VHPnzlVwcLCCg4OVk5Oj59LTNdhslklSTlWV1q9fr/fff98Z6vztb3+T1WqV2WyWyWSS2Wx2/jS8HjLEdaTV7t27JanJsSbT+eXpLRaLczsmJkYnT550vm44rvHvxudK0ujRo3XmzJkm5zTeDgoKcjln+vTpOnfuXLPHm0ymJud0Jky5AgAAAAA0sSYrXz/9Z92IktcenKCJre2fs32OlJ/RdH//OdK1ay65LsMwlJeXp/3796ugoEA/+MEPnO9lZWU1CUW+6bLLLtORI0fOl7t9ux544AH16NHD5ad79+7q1q2boqKiNHjwYE2aNMl5TkVFhWpraxUZGdmqUTTtoWE1q8sMQ6sGDJQkLTxVqMySEpceOvBvPjnlaunSpVqyZIkeffRR/f73v++oywIAAAAALsLKXXUjbAb3itCEwS33S3FhLXK/v6qZ/Rdw6tQpffLJJ/r444/18ccfO3vXSHVTkr73ve8pNDS0rtbBg53nRUREaMiQIUpISFDfvn0VHx+vvn37asAA15W6rr32Wh0+fLhNNTX0kukoDWGO1WpVWEyMc/+yZc9q2g8fkdVq1R133EGo08l0SKCTmZmpl156SWPGjOmIywEAAAAALkFOYan25J2TJH3n6oQm02daZIl1vz+8mf3NqK2t1ciRI5Wbm9vicceOHdOwYcMk1TXi3blzpwYPHqxevXq1rW4fVVZWpvnz5zuXJl+27Flp2TJJ0vjxSdq4caMz7Jk/f76OHTvG0uWdhMc7H5WXl+vuu+/Wn/70J5eu4AAAAAAA39TQDDk02KzZV7WhGbJU1wC5S4Lrvi4J0sgUt4c7HA59/PHHSklJ0f79+537Q0JC1Lt3b+friIgIXX/99UpJSdHKlSu1f/9+VVRUOMOcBhMmTFDv3r0DIsyRpKioKK1evVo9evTQxo0bNX68ax+iKVOmaOPGjerRo4dWr15NmNOJeHyEzuLFi3Xbbbfppptu0tNPP93m8wsLC1VYWOh8XV5e3p7lAQAAAAAaqai26Y09dQ1vb7siTt0iQtv2AT2S6hogH0yvm2YVHlsX5jRqiOxwOLR9+3b985//1BtvvOFssNu1a1ddccUVzuN+8pOfaOHChZowYYJGjRrVaRvgTpkyxTnyxpqd3eL76Dw8GuisWrVKn376qTIzMy/6M1asWKEnn3yyHasCAAAAAC/wwaW83dmYXaDyapsk6TvXJFzg6Gb0SHLbAPnLL7/U3/72N/31r3/VsWPHXN4LCwtr8g/4d91118VdPwBdKKwhzOl8PBbo5Ofn69FHH9WmTZsUHh5+0Z+zaNEizZgxw/m6vLxckydPbo8SAQAAAKBjeHEp77ZqaIZ8We9IJQ1ov7YZ69at01133aXGCy1HRkbqtttu01133aXp06cTSgBt4LFAZ/fu3Tp9+rTGjRvn3Ge32/XBBx/o+eefV3V1dauGy8XFxSkuLs75urS01CP1AgAAAIDHHExzDXOkutcH09tlKe/2sv9EifadKJEk3X1NG5shf4PD4ZDZfL5t65QpUxQVFaWysjJNmTJF3//+93XnnXfKYrFcct1AZ+SxQGfKlCkuDa0k6fvf/76GDx+ulJSUTjv3EQAAAEAn1M5LeXvKyl1fSpLCQ8y6s63NkOvZ7Xa99tpreuqpp5SRkeHsidPQ3HfEiBFNlg5H6wV17aroW291bqPz8ligExUVpdGjR7vsi4iIUI8ePZrsBwAAAICA1k5LeXtSWVWt1u8tkCTdPiZeMZaQNn/Gv//9b/30pz9VTk6OJOmXv/yl1q5d63x/2rRp7VNsJxY6YID6/vZZb5cBH+DxZcsBAAAAoNNr41Le3rB+b4Eqa+yS2t4MOTc3V7fffrtuv/12Z5hz2WWXae7cue1eJ4A6Hl+2vLGtW7d25OUAAAAAwDe0YilvbzIMQ//3SV2PnxFx0Rrbv2urzqutrdXSpUv1q1/9SjU1NZKk+Ph4Pf3007r33nsVHNyhf+UEOhXuLgAAAADoCM0s5e0L9uafU05h3QI032llM2TDMHTrrbfqvffekySFhIToscce0+OPP85qVR5UW3Rapf/aKEmKvv0OhcT29nJF8BYCHQAAAADo5FbWj87pEhqkWVfGt+ock8mkhQsX6r333lNycrL+/Oc/a9iwYZ4s0z8VZ9WtcmYtquulNDL1kkZm2U4V6vRvlkmSuiQlEeh0YgQ6AAAAANCJlVhrtXFfXTPkGYnxigpvvhlybW2tQkLOv3/33XcrMjJSM2bMcFmi3BdlFWQpbUeaisqLFBsZq9TkVCXFe3jKW3GWtH2265L1xZl10+98ZLod/Jdv33EAAAAAAI9at+ekqmodkqS7r2l+OfEDBw5o9OjReuutt5z7TCaTZs2a5RdhzuzXZysjJ0M78ncoIydDs1+frayCLM9e+GCaa5gj1b0+mO7Z66JT8O27DgAAAADgMXXNkL+UJF3RN0ZX9Itxe9ymTZv0rW99S0eOHNE999yjs2fPdmSZlyxtR5rySlyDlbySPKXv8HCwYi1yv7+qmf1AGxDoAAAAAEAntfvLr3WkqFxS80uVv/zyy7rttttUVlam4OBgpaWlqWfPnh1Z5iUrKncfoBRVeDhYscS63x/ezH6gDQh0AAAAAKCTamiGHBkWrBmJTZshp6en6/7775fNZlNMTIzeeecdPfjggx1d5iWLjXQfoMRGeDhYGZkqdflGUNYloW7JeuASEegAAAAAQCd0rrJG/9pfKEmaNTZeEWGua+Y8/fTTSk1NlST1799fH374oW688cYOr7M9pCanKiHGNVhJiElQSrKHg5UeSXUNkPvPkXpdW/ebhshoJ6xyBQAAAACd0D93n1CNra4Z8neudm2G/MQTT+jJJ5+UJA0ZMkSbN29WQoL7KVn+ICk+SRnzMpT+YXrdKlcRsUpJTvH8KldSfaizxvPXQadDoAMAAAAAnYxhGFq5q2661ZX9u2pkfLTLezU1NZKkyy+/XJs3b1bfvn29Umd7SopP0pq5/h+sBPfqpR4P3O/cRudFoAMAAAAAncwnx77SF2cqJDVthmwymfTMM89o6NChmj59uuLi4rxRIpoREh+v3v/1X94uAz6AQAcAAAAAOpmGZshR4cG6Y0xdM2TDMGQymZzH3HfffV6pDUDr0BQZAAAAADqR4vJqvXWgrhny7Kv6yRIapIMHD2rSpEk6evSol6sD0FqM0AEAAACATuSfu0+o1m5Iqptu9fXXX2vmzJnKzc3VpEmTlJubq8jISC9XiebUnDipr15+WZLU/b77FNrP//sb4eIQ6AAAAABAJ+FwGHqtvhly0oBuGtKzi26//Xbl5uZKkp588knCHB9nLz6rr1eulCTFzJwhEeh0Wky5AgAAAIBOYucXxTpeXClJuntCgp5++mm9/fbbkqRFixZp0aJF3iwPQBsQ6AAAAABAJ/F/n3wpSeraJURR53L11FNPSZImTpyo5557zpulAWgjplwBAAAAQCdwuqxKmz4rkiTdenmU7ls4Xw6HQzExMXrttdcUGhrq5QoBtAUjdAAAAACgE1iTdUI2hyHDMLRn5a+Vn58vSfrTn/6kAQMGeLk6AG1FoAMAAAAAAa5xM+SrEyIVanJIku6//37NnTvXm6UBuEhMuQIAAACAAPfB52d04murJOne5Mt1x3+u09q1a3XLLbd4uTIAF4tABwAAAAAC3MpP6kbndI8I1S2jYmUymTR79mwvVwXgUhDoAAAAAEAAKyqt0vuHTqvmbJ7uSEpSWHCQt0vCJQjp21exv/hv5zY6LwIdAAAAAAhgqzPzZaut1Zk3ntELG2o02nievjl+LLhnT3W/+25vlwEfQKADAAAAAAHK7jC0aleeyj79l2xfndBZSRUVFd4uC0A7YJUrAAAAAAhQWw+fVn7BKZ3bsVKSdPXVV+u73/2ul6sC0B4IdAAAAAAgQK38JE/nPvi7jJpKSdJzzz0ns5m/Bvqz6i+OKf8//lP5//Gfqv7imLfLgRdxJwMAAABAADp5zqp3PsxS+b53JUnf/e53dc0113i5KlwqR1mpyrdsUfmWLXKUlXq7HHgRgQ4AAAAABKDVu/L09QevSjIUFhamX/3qV94uCUA7ItABAAAAgABjszv08vr3VXnkI0nS4sWL1a9fPy9XBaA9scoVAAAAAASY9w+dVmHuZ5I5SJbwcKWmpnq7JADtjEAHAAAAAALMyk/yFDX2VvW7YoJ+MbGLevXq5e2SALQzAh0AAAAACCD5X1Xqg8/PSJIW3nKN5tx8uZcrAuAJ9NABAAAAgADy2q48GYZkNkkLxvf3djkAPIRABwAAAAACRK3doV//94/19ZaXdU1vk+K7WrxdEgAPYcoVAAAAAASIv761U8WfbpIMh2qH95R0q7dLQjsLHThQ/Za/4NxG50WgAwAAAAAB4te/WSYZDpmCgrXsqce9XQ48ICgmRlE33ODtMuADmHIFAAAAAAFgz5E8Hf3oTUnS+JtmaOCABC9XBMCTCHQAAAAAIAAsSXtOhq1GkrT0FylergaApxHoAAAAAIAfs2Zn69MRo/T+P/8mSeozbKxunHS1l6uCp1QdPqIvZt2pL2bdqarDR7xdDryIHjoAAAAA4OdeCumu2rKDkqSH/mOxl6uBJxlVVlUfOuTcRufl0RE6S5cu1fjx4xUVFaXevXtr1qxZOnz4sCcvCQAAAACdgjU7u/5nnzKKT0uSQqO669FvjZE1O9vL1QHwNI+O0Nm2bZsWL16s8ePHy2az6fHHH9fUqVN18OBBRUREePLSAAAAABDQjs9fIEn6MqKnavqPkfmrQn0rbqgK7/2uJGnEoRxvlgfAwzwa6Lz99tsur1955RX17t1bu3fv1nXXXdeqzygsLFRhYaHzdXl5ebvWCAAAAAD+7J1BE9Vt6GR1nzhPS95Nk2zerghAR+jQHjolJSWSpO7du7f6nBUrVujJJ5/0VEkAAAAA4JcGrl6lKpuhzWvzJbuUfPZzjfvZj2RJHOPt0gB0gA4LdAzD0GOPPabk5GSNHj261ectWrRIM2bMcL4uLy/X5MmTPVEiAAAAAPgNS2Ki3vr0hErsJyVJ04/tlCXxNlkSE71cGYCO0GGBzsMPP6x9+/Zpx44dbTovLi5OcXFxztelpaXtXRoAAAAA+KWVn+RJkuLLzyjx7FEvVwOgI3l0lasGjzzyiDZs2KAtW7aoX79+HXFJAAAAAAhoR4rKlPXl15KkhXOv1ahDBxmdA3QiHh2hYxiGHnnkEb3xxhvaunWrBg0a5MnLAQAAAIDXZBVkKW1HmorKixQbGavU5FQlxSd57HoNo3NCg8yaM45/OO8swi6/XIPWr5MkhSYkeLcYeJVHA53Fixdr5cqVWr9+vaKionTq1ClJUkxMjCwWiycvDQAAAAAdJqsgS7Nfn628kjznvsyCTGXMy/BIqGOtsSvj0xOSpGmj+6hHZFi7XwO+yWyxKHzYMG+XAR/g0SlXy5cvV0lJia6//npnL5y4uDitXr3ak5cFAAAAgA6VtiPNJcyRpLySPKXvSPfI9TbuK1BZVd365N+5hlEaQGfk8SlXAAAAABDoisqL3O+vcL//Uv1f/XSrIb0idM2g7h65BgDf1iFNkQEAAAAgkMVGxrrfH+F+/6U4cLJE2fnnJEl3XzNAJpOp3a8B32Xdf0CHr5mgw9dMkHX/AW+XAy8i0AEAAACAS5SanKqEGNepTwkxCUpJTmn3a63cVTc6JyzYrNlX0Qy503HY5SgpkaOkRHLYvV0NvMijU64AAAAAoDNIik9SxrwMpX+YXrfKVUSsUpJT2r0hcnm1Tev3nJQk3T4mXjFdQtr18wH4DwIdAAAAALgE31yu/Le3/NZjy5Wv33tSFTV1ozJohgx0bgQ6AAAAAHCROnK5csMw9OrHddcZ3idKVyV0bdfPB+Bf6KEDAAAAABepI5cr35t/TjmFpZKkuyfQDBno7Ah0AAAAAOAideRy5SvrlyrvEhqkWVfGt/vnA/AvBDoAAAAAcJE6Yrlya3a2Mq8Yqw2ffCFJmnllvKLCaYYMdHYEOgAAAADQgqyCLM15fY6ufflazXl9jrIKspzvddRy5e/3H6fq4FBJ0neuHtCunw3AP5kMwzC8XURblJaWKiYmRiUlJYqOjvZ2OQAAAAACmLumxwkxCS5Nj7MKsjyyXLk1O1uSVLp3n+Z+UqO86D4aGW5Txp0DJUmWxMRLvgb8j2GzyVFZKUkyd+kiUzBrHQWStmQeBDoAAAAA0Iw5r89RRk5G0/0j5mjNvDUevXbO8BHa32OwXhhzp47HxEmSfrTndd3y5S5J0ohDOR69PoCO15bMgygPAAAAAJrRkU2PGztdWqXfjPu2Nvcf59w3+uxR3ZD/qUevC8B/EOgAAAAAQDM6oulxYza7Q3/b+aV+9+4RldeHOTFBDn03K0O3fLlL8Ut+LkviGI9cG/7BsNtlVFVJkkzh4TIFBXm5IngLgQ4AAAAANCM1OVWZBZlNeui0d9NjSdp17Cv9v/UHdOhUmSTJZJIWjE/QI/1qVZLxiSTJkjiG3jmdXNWBAzo+f4EkaeDqVfx56MQIdAAAAACgGUnxScqYl+GRpscNTpdVKe3NQ1q756Rz35h+MXpq5mhd2b+rrNnZKmm3qwEIFAQ6AAAAAAJaVkGW0nak1QUykbFKTU5tUyCTFJ+kNXPbvwGyze7QPz7+Ur/ddERl1TZJUowlRD+bNkwLxicoyGySVLeaFQ2QAXwTgQ4AAACAgOVu2fHMgkyXZce9IfP4V/rFuvPTqyRpwfj++tm04eoeEeq1ugD4DwIdAAAAAAErbUeaS5gjSXkleUrfke7xZcfdOVNWrbS3Dinj0xPOfVf0jdFTM0dpbEK3Dq8HgP8i0AEAAAAQsLy17Lg1O9ulcW3I6Cv06sdf6tl3j6is6vz0qp/eMkzfvvr89CoAaC0CHQAAAAABq6OXHXfn0zPVevr5D5VTWOrcNz+pv342bZh6RIZ1WB0AAguBDgAAAICA1ZHLjkt1I3Pqfu/TV2FR+uvIW/Xue2ec74+Kj9ZTM0dr3ACmVwG4NAQ6AAAAAHzapaxS1bDseOp7qdp7aq8kaUi3IR6r9fC379HHcaO0uf84Zd3y33KYgyRJkTWVWpjzth575s9Mr8KlMQfJHBHh3EbnRaADAAAAwGe11ypVn3/1uYqtxZKkLce3aPbrs9ttpSuHw9DHXxTrjT0n9a/pT8gaEu7y/s1f7tJ9n72prjXlhDm4ZJYrRmvY7ixvlwEfQKADAAAAwGe1xypVnlrp6vCpMq3dc0Ib9haosKSqbmd9mNMnxK7JB7bqxvzdGv/DB2RJ/fNFXwcA3CHQAQAAAOCzmlul6p2j72jO63NaNf2qPVe6Kiqt0oa9BVq756RLk2NJigoP1m1XxGnW2L66ojRfeWvekiRZEsfIkpjY5msBQEsIdAAAAAD4rOZWqSqrKVNGTkarpl9d6kpXFdU2vX3glNbtPakPc8/KYZx/L9hs0vXDeuuuq/rqxuG9FR5S19PEmn2iVZ8NtJXDalXtibo/XyH9+slssXi5IniLyTAM48KH+Y7S0lLFxMSopKRE0dHR3i4HAAAAgAe566HzTfFR8Vq/YH2zoY67z0iISVDGvAyNOhOi4/MXSJIGrl7lHEljszu0I/es3thzUps+K5K11u7ymVcldNWdY/vqtjHx6h4ReqlfE2g1a3a22z+zCAxtyTwYoQMAAADA5zRe2WpItyG6rPtl2nVyl8pqypocW1BW0GKT44aVrtI/TK9bKSsiVinJKUqKT5L1TLbzOMMwtP9Eid7Yc1Ibsgt0trza5XMG9OiiO8f21Z1j+2pAj4j2/9IA0AYEOgAAAAB8SnMjasbHj9fm45vdnnOhJsdJ8UlaM/f8e9bsbFnPZMuavU+nLV21uf9V+mBtno7VnHQ5r1uXEN2RGK9ZY/tqbP+uMplYpQqAbyDQAQAAAOBTmluVami3oUqISWh2+lVbmhwfn79AZywx+sfwW/T+1CVymMxSTd17IfZaTb0yQXeO7avrLu+l0GDzRX8XAPAUAh0AAAAAPqW5ValqHbXKmJehWatm6WTZySbvt7bJ8bnKGv151O3aMHiSaoNCnPvHnMnVjSc+VfLJfUr6zZ6LKx4AOgiBDgAAAACf0tKqVEnxSVq3YJ3bKVkpySktfq61xq5XPjqm5VuPquyy6yVJZhm6+fguffvIexrzo/+QJfGxdvseAOBJBDoAAAAAfEpqcqoyCzKbDWxaanLsjs3u0OtZJ/SH94+oqPR8o+NbRsXqkQFS0A/qeutYEsewYhAAv0GgAwAAAMCntCaw+WaTY6npcs7hY8bo7QOn9JtNh/XFmQrncVcP6q6UacM1bkC3unM65FsBQPsi0AEAAADgc9wFNm2xq6hKv33hI2Xnn3PuG94nSinThuv6Yb2cq1VZEhM14lDOpZYLdBhTeLjCLhvq3EbnRaADAAAAwK9Zs7Prf+9TTrcErRx2s7I2n3W+37erRT+ZerlmXtlXQebmlx3PKshS2o60ulFBkbFKTU5tdhoX4C3hw4Zp8MaN3i4DPoBABwAAAIBfy13wHe2IH6N1Q67V4ck/dO6Prq7QgiPv6SfrlyssOKjFz8gqyGrSaDmzIFMZ8zIIdQD4JAIdAAAAAH7pXGWNXtuVr7/cvERnu3R17rfUVmnmFzs05/OtirBVXTDMkaS0HWkuYY4k5ZXkadqr03T9wOsZrQPA5xDoAAAAAO2hOEs6mCZZiyRLrDQyVepBAOAJuafL9cqHx5Tx6QlV1Tqk+jCnb4hdt+/eqJvzMjX4Zz+RJfF7rf7MovIit/uLrcXKyMlgtA58hr20VNa9eyVJliuvVFB0tHcLgtcQ6AAAAACXqjhL2j5bqmw0wqM4U7o2g1CnnRiGoe2fn9XLHx7T1sNnXN67ZlB33Zc8SJNqTil/zQ5JbV+CPDYytsX380rylL4jXWvmXXyjZqA91Bw7pvwfLJJUt5pbW/6cI7CYO+IiL7zwggYNGqTw8HCNGzdO27dv74jLAgAAAB3jYJprmCPVvT6Y7p16/Jg1O1s5w0coZ/gIWbOzVVVr12u78jT1dx/ouy/vcoY5IUEm3XVVX/3rkWStXjRRt4zq02LD4wtJTU5VQkxCi8cUVbgfxQMA3uDxETqrV6/Wj370I73wwguaNGmSVqxYoenTp+vgwYNKSGj5P5gAAACAX7A28xf9KgKAi1UcHq112SV6ff37+rqy1rm/R0So7p4wQPdMSFDvKNclm1tagvxCK1glxScpY16G0j9M15ZjW1RsLW7yGbERLY/iAYCO5PFA57e//a3uv/9+PfDAA5Kk3//+93rnnXe0fPlyLV261NOXBwAAADzP0sxf9MMJAFqrYenx3MwDem7sPG3uP072g2XO94f3idJ9kwZpxpXxCg+5cJPjxlq7glVSfJLWzF3j9viEmASlJKdc7NcDgHbn0UCnpqZGu3fvVmpqqsv+qVOn6qOPPmrVZxQWFqqwsND5ury8vF1rBAAAAC7ZyNS6njmNp111SZBGEgC0Vub3FmnV5TfpnQFXyz7gakmSyXDo6lM5mnV0uxZs3yCT6eKmVDW3glVzPXEaj9YpKi9SbESsUpJTaIgMwKd4NNA5e/as7Ha7YmNd/2UiNjZWp06datVnrFixQk8++aQnygMAAADaR4+kugbIB9PrplmFx9aFOTREvqDTpVV6YetRvXrTz2ULqvvrSZDDrpvzMjXn863qW3FWki46zJGaX8GqpZ44DaN1AMBXdcgqV9/8j69hGK3+D/KiRYs0Y8YM5+vy8nJNnjy5XesDAAAALlmPJOlaAoDWKi6v1ooPvtDfdx6vW3o8KFhmk3RbdLXuXPOs4iq/UuySJbIkjrnkazW3ghU9cQD4M48GOj179lRQUFCT0TinT59uMmqnOXFxcYqLi3O+Li0tbdcaAQAAAFy8lpoNW7OzdXz+Aknnl1c+V1mjP23/Qq98eFyVNXZJkskk3TEmXo/edJniC47q+N++ktT2pcebk5qcqsyCTHriAAgoHg10QkNDNW7cOL377ru68847nfvfffddzZw505OXBgAAAOBhrW02LEklNQ6teO+I/rL9mMqqbc7900b10Y9vvlzD+kRJkqwF7V8nPXEQSMxR0YqYfJ1zG52XyTAMw5MXWL16te699169+OKLmjhxol566SX96U9/0meffaYBAwa0+fNKS0sVExOjkpISRUfzhxcAAADwljmvz1FGTkaT/bPib9LKq5fJmr1PR5b9Xm8MuU7/GjFFFY7zbRemDO+tH998uUb3jenIkgHAp7Ul8/B4D5358+eruLhYTz31lAoLCzV69Gi9+eabFxXmAAAAAOgYLU2latBcs+H8vR/q0+cf1Nqhk/XvqY+rKjhMctS9N67okP77yfs0NqGbp78CAAQ0j4/QaW+M0AEAAAA8y91UqoSYhCZTqdyN0Akyemj0VwtUGXaTaoJCnPuvKfxM3z78noady9eIQzme/xIA4Id8aoQOAAAAAP+StiPNJcyRpLySPKXvSNeaeedX8mrcbDjI0UsxtrmKtN+sc13OBzmTTu7Tt4+8p28t/p4sj/2mw74DEKhsZ8+q7L33JUlRN01RcM+eXq4I3kKgAwAAAMBFc1Opiipc9yfFJ+mxpGf07HsHZKqeIFP9Xy9MJun2MfF6IN6u0EV/l9R+K1YBnV3tyZM69cQTkqTwEcMJdDoxAh0AAAAALmIjY93u72ELc27nni7XU29+om2HomRWsiTJkF0Kz9Qf5t6mmaPG1i1b3hEFA0AnRKADAAAAwEXjqVQN4iqC9V+XfV+HT5Xpfzd/rn/vL5RhSCYFyZBN5UHvqzR4jWymU3r1s0OaOWqNLImJHu+X05rmzQAQiAh0AAAAALhIik/SyiuX6tnPX1FhcZ6iPy/U7cdH6S8xFm1++4PzB5psKjO/o5Lgf8puPuPc/c2pWS25lEDGXfPmzILMJs2bASAQEegAAAAAaKL7Q/+jX0n6KixG/xgxT79LulqOMrMkKdReq7uvu0y7S9K18eg/mpwbG+F+ytY3XWog09rmzQAQiMzeLgAAAACA77EGheofw6fqvpt/rrcHTpDDZFaovVazP9+qv276lX55xyjNveJmBZmCXM4LMgVpxrAZrbpGc4HMtFenac7rc5RVkNXi+a1t3gwAgYgROgAAAACcbHaHVmfl63dz03S2yiFJMhkO3ZS3W4/dNFQD77lH0j2SpPWH18tu2F3Otxt2bTi8Qfcm3uuy393UquYCmWJrsTJyMi44Wqe55s2tHSEEAP6MQAcAAACADMPQ5kOntfStQ8o9Xe7cP6lPmL6z8hkNLi3UwNRVLkuPt3aETHNTq4Z2G9piTReaPuWueXNCTIJSklNa/FwACAQEOgAAAEAnt+/EOT3zZo4+/uIr577hfaK05NYRGm8t0PEXC92e19oRMs1NrRrabagSYhKavNdYS9OnkuKTlDEvQ+kfpteN/ImIVUpyCg2REdCCevRQ1wXzndvovAh0AAAAgE7Amp2t4/MXSJIGrq4baZP/VaWWbTqs9XsLnMf1iQ7XT6Zerruu6qcgs0lSr2aXHm/tCJnmRvLUOmqdgcyWY1tUbC1ucsyFpk8lxSdpzVwaIKPzCO3XT3FPPOHtMuADCHQAAACATqakxqGU17do454yGUZdU2NLiEkP33i57ps0SJbQoAt8Qp3WjpBpaSRPQyDjbloW06cAoHkEOgAAAEAAs2Zn1//epxpzkP4ycrz+tfZzOYwISUEyZFd50Fuqjn5f1wxb2eowp0FrRsi0ZiQP06cAoG1MhmEY3i6iLUpLSxUTE6OSkhJFR0d7uxwAAADAp+UMH6Evo2L1zoCr9c6AcaoMiXS+V2neqa9D/iqb+aQk6caBN+r9he97pI6sgizCGqAd1BYW6utVqyVJ3RbMV0hcnJcrQntqS+bBCB0AAAAgAFVU2/SvfQV65bqHdaj7QJf3qk2H9XXIy6oO+sxlf3ZRtsfqodcN0D5sp0+reMUKSVLUjTcQ6HRiBDoAAABAgDAMQ3vzz2l1Zr42ZheoosYu1Yc5wTJkrt2p/Ii3VWX+VDJ5t1YAwKUh0AEAAAD83FcVNXpjz0m9npmvw0VlLu9d1jtS88f31/TQc/r+S8/p8+jyZj8nMTbR06UCANoJgQ4AAADghxwOQx8dLdaqzDxt+qxINXaH8z1LSJDuSIzT/PEJuiqhq0wmk6zZ2XrwYA8d6FGlwghbk8+LjYhV+s3pHfkVAACXgEAHAAAA8COFJVatyTqh17PydeJrq8t7V/bvqvnj++v2MXGKCg9xec+SmKi5O49rUH1z4tziXJ2pPKNeXXppaPehNCkGAD9DoAMAAAD4uFq7Q+/nnNbqzDxtO3JGjkbr1HbtEqI7x/bV/PH9NbzPhVeBpTkxAAQGAh0AAADARx09U67XM/OV8ekJnS2vcXkveWhPzRvfX1NHxio8JMhLFQIAvIVABwAAAPAh1hq73txfqNWZ+dp1/CuX92KjwzQvqb/mjuuvhB5dvFQhAMAXEOgAAAAAHciana3j8xdIkgauXiVLYqIMw9CBk6ValZmnDXsLVFZ9vmlxsNmkG4f31oKr++u6y3opOMjsrdIB+IDgPnHq9eMfO7fReRHoAAAAAF5SUuPQmp3HtWpXvg4Wlrq8N6hnhOaP76+7ruqr3lHhXqoQgK8Jie2tnot+4O0y4AMIdAAAAIBLYHcYstbaVVltU2WNXRU1Nllr7Kqssauyxlb/266S4/my2gyVFhapeMxdOhceqay1J1VtFDg/KyzYrNuuiNP88f119aDuMplMXvxmAABfRqADAACAgGcYhqptDlkbBS4V9YFLw7a1UfjiDGKq7apsFNY03rbW2lVRbVO1zdHGaizS4G/VF1b3a+i5E1r4vWmakRivGEtI86cCAFCPQAcAAAA+w+4wXEKWxiNcrDU2VdQHLA3b1tr6Y6rtzY6OaQhxGi/17Q1mh10We43CbTUKt1XLYq/R8K++1C1f7tLQkpMa8eIi7xYIwC/UfPmlzjz/R0lSr4cXK3TAAC9XBG8h0AEAAEDrFWfJ+CxN1RXFqgyNV8WgH8oaMbJ+NEvzo1jcBSzng5fz77V9tEv7s4QEqUtokCyhQYoIDZYltO51l9Dg+t+NtsOC1CWk/nVY/XkhwYpo2A4NVkT9Z9kP7JfJZJI1e5+Knvm1JCl2yRJZEud7+RsD8Cf2c+dUunGjJKn7PXdLBDqdFoEOAABAgLLZHfWjWc6HKg0Bi7seL81v14+IqaqStapClfbvyqGg+quclfRBh3+3YLPJTbBSF75EhNWFKo33R4QFtRjMOMObkCCZzR7qW3PllU12WRLHyJKY6JnrAQACGoEOAACAFzX0djk/isW1r0tLPV4q6ke7uE5Lqhv9UlljV41HRrtY2nZ0SND5MCWkmVEsjQKXxiNiWhodExrM0t0AgM6NQAcAAKAVbHaH2wClSY+Xb2w3jI6p6/Xiul1ZbVNlrV2Gl3u7BMumLkFVigiqlSWyp7pYItyPYjm5WhHVuepirlIXs1VdzNWymKsU0X2oLBOeaxLCeHS0ix+zJCZqxKEcb5cBAPBzBDoAACBgGIahqlqHS3+W5paQbghTWur7YnXut6vG7v3eLg0BS+ORLBfq8dJwTOP9ltAgRez9T3U5tVYWc7VCzbbzF+k/R7p2jfsCtj8h5Wc03R/fTxrQzSPfGQAAuEegAwAA2iSrIEtpO9JUVF6k2MhYpSanKik+qU2fUWt3NG2SWx+wfHNES0PI0uyy0o1GxPjCaJeQIFPTviyhQYpoHKbUN8tt0mC3Ybt+KlLjKUrhwe092uWYFFzRdHdVUfOnjEyVijOlyrzz+7okSCNT2rEuAADQGgQ6AADALcMwGoUqdlXW2vTpyQP6+XtP6ExFqUxGuMwqV+bnf9S3Ry1U17A+LtOMWurx4u3RLiZTw0pGjYMU19cNqxM5t8OCzp9Tv7JRRFjT0TEhQX7S28US635/eDP7JalHknRthnQwvS74CY+tC3N6tC3QAwAAl45ABwAAP1djc9RPDbKporrlHi/utpsuIX1+2pG70S4mParejXfUSqs+rpB0tN2/W2iQudGIlvoApX5J6S5hwfXLRZ/fbjimuSlHDdvhIWaZTJ28t8vFjrbpkdT8lCwAANBhCHQAAOgADsf50S6NVyFqLkxptu/LN6YoWWvtqrV7d46RIYfMplr1iIh2jmJpCFUsjUexhNQHLy30e2nc48WvRrv4I0bbAIBfCklIUPxvfu3cRudlMgxvzzRvm9LSUsXExKikpETR0dHeLgcAEGBqbI4WR7F8M4SpqLbLWlsfwjTabpiidP4Yu7e/mkKDzfV9WZoGK63p8RIRGqSntv+3Nh9/Ww5ZZZiqZKhahqo1Z+QcrZnHqA0AAIBL0ZbMgxE6AAC/0zDa5UKjWCqr61/X2pzb1sbTkhrtb/gsm8O7/85hMqmFVYsu0OPFzbSkxqNjgtthtMvTXR7Q7NffUl7Jaee+hJgEpSTTFBcAAKAjEegAADzCMAzV2B31o1nOr07UZBSLS+PcC/d4qaixqarW+8tHhwab3YxoaXkakdt+LvXhS8MUpbBg3+7tkhSfpIx5GUr/ML1ulauIWKUkp7R5lSsAAABcGqZcAUAn53AYqqytD0++MYrlmyNaGo+IcdtEt9G0pMoau+xeHu1iNsntiJaG0S/O5aRbarQb6toTpuF1e4x2AQAAaKvq3FwVPvGEJCnuiScUNnSodwtCu2LKFQAEGMMwVO1cyciuymp3qxY1N7Kl0eiYRtsNx/nCaJewht4uLYxoqQte6kfEhNRtW0Lrw5cw9+f6+mgXAACAtnJUVMiatdu5jc7LY4HO8ePH9T//8z/avHmzTp06pfj4eN1zzz1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" ] @@ -700,19 +759,19 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "signal : 0.04305711180323175\n" + "signal : 0.11049649895597775\n" ] }, { "data": { - "image/png": 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", + "image/png": 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" ] diff --git a/src/spcqe/extrapolate_asymptotic.py b/src/spcqe/extrapolate_asymptotic.py index bf8cf70..acb0065 100644 --- a/src/spcqe/extrapolate_asymptotic.py +++ b/src/spcqe/extrapolate_asymptotic.py @@ -16,7 +16,7 @@ from scipy.interpolate import interp1d dist = sps.norm() -XSOLAR = 0 +XSOLAR = -0.1 YSOLAR = dist.ppf(0.99999) def get_asymptote_parameters_out(x0, _y0, x1, _y1, yasympt): @@ -182,14 +182,13 @@ def plot_tails(ax, sig, quantiles, fit_quantiles, transf, method, key, index, ex elif method == 'linear': extrap_ys = linear_interp(extrap_values) sig_values = np.linspace(sig_m, sig_M, 1000) - ax.scatter(fit_quantiles[index], dist.ppf(quantiles), color='C3', marker='+', s=40, label='quantiles setpoints') if h_per_day is not None: idxs_days = np.arange(-n_days, n_days+1, 1) * h_per_day + index idxs_days = np.array([i for i in idxs_days if i != index]) idxs_hours = np.arange(-n_hours, n_hours+1, 1) + index idxs_hours = np.array([i for i in idxs_hours if i != index]) - ax.scatter(sig[idxs_days], transf[idxs_days], color='green', s=20, label='nearby days') - ax.scatter(sig[idxs_hours], transf[idxs_hours], color='orange', s=20, label='nearby hours') + ax.scatter(sig[idxs_days], transf[idxs_days], color='green', s=30, label='nearby days') + ax.scatter(sig[idxs_hours], transf[idxs_hours], color='orange', s=30, label='nearby hours') ax.axvline(sig[index], color='C3', linestyle='--', label='value to transform') ax.plot(sig_values, linear_interp(sig_values), label='linear transform') ax.plot( @@ -199,6 +198,7 @@ def plot_tails(ax, sig, quantiles, fit_quantiles, transf, method, key, index, ex color='black', label='extrapolation transform' ) + ax.scatter(fit_quantiles[index], dist.ppf(quantiles), color='C3', marker='+', s=150, label='quantiles setpoints') ax.scatter(sig[index], transf[index], color='black', marker='x', label='transformed value') ax.set_title(f'Transfer function from dilated signal to normal distribution - {key} tail') ax.legend() diff --git a/src/spcqe/quantiles.py b/src/spcqe/quantiles.py index d550596..c1580bd 100644 --- a/src/spcqe/quantiles.py +++ b/src/spcqe/quantiles.py @@ -352,40 +352,6 @@ def inverse_fit_extrapolate(self, X, Z, new_quantiles): return Z -# TODO: not used anymore. Should be removed ? -# def x_expand(self, xi, tix): -# """ -# -# """ -# xin = np.atleast_1d(xi) -# h1 = np.ones_like(xin) -# h2 = xin -# h3up = [np.clip(xin - kn, 0, np.inf) for kn in self.fit_quantiles[tix][1:-1]] -# basis = np.r_[[h1, h2] + h3up].T -# return basis - -# TODO: not used anymore. Should be removed ? -# def score(self, X, y=None): -# data = np.asarray(X) -# if len(data) != self.length and y is None: -# raise ValueError( -# "If not transforming the original fit data set, a time index must be passed as y" -# ) -# # get correct basis matrix and quantile estimates for time period of prediction -# if y is not None: -# new_quantiles = self.predict(y) -# else: -# new_quantiles = self.fit_quantiles -# data = data[:, np.newaxis] -# q = self.quantiles[np.newaxis, :] -# score = np.sum( -# np.trapz( -# 0.5 * np.abs(data - new_quantiles) + (q - 0.5) * (data - new_quantiles), -# x=self.quantiles, -# ) -# ) -# return score - def extend_basis(self, t): """ Extend the basis matrix to a new time index. @@ -398,11 +364,12 @@ def extend_basis(self, t): self.num_harmonics, t, self.periods, + standing_wave=self.standing_wave, + trend=self.trend, max_cross_k=self.max_cross_k, custom_basis=self.custom_basis, ) return new_basis - # TODO: check if this is the correct way to extend the basis else: raise NotImplementedError( "Extending the basis to time before the training data not currently supported"