diff --git a/your-code/.ipynb_checkpoints/Proyecto-checkpoint.ipynb b/your-code/.ipynb_checkpoints/Proyecto-checkpoint.ipynb new file mode 100644 index 0000000..95d4b59 --- /dev/null +++ b/your-code/.ipynb_checkpoints/Proyecto-checkpoint.ipynb @@ -0,0 +1,6885 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# DECILES" + ] + }, + { + "cell_type": "code", + "execution_count": 160, + "metadata": {}, + "outputs": [], + "source": [ + "#Cargar la base\n", + "import pandas as pd\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 161, + "metadata": {}, + "outputs": [], + "source": [ + "#Cargar la base\n", + "deciles = pd.read_csv(\"decil.csv\", encoding='latin-1') #Le agregas encoding porque está en español" + ] + }, + { + "cell_type": "code", + "execution_count": 162, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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AñoDecilIngreso corriente total per cápitaTotal ingreso corriente monetarioRemuneraciones por trabajo subordinadoIngreso por trabajo independienteIngreso por renta de la propiedadOtros ingresos provenientes del trabajoTransferenciasTotal ingreso corriente no monetarioPago en especieTransferencias en especie
02008.0I490.358463.701155.95199.5822.88933.634171.64426.6574.05922.599
12010.0I448.118425.259132.70277.1972.72336.950175.68722.8602.17520.684
22012.0I492.355463.872135.88598.9863.02147.212178.76728.4835.74222.742
32014.0I537.247506.846160.82099.0734.82343.474198.65630.4016.40024.001
42016.0I640.852603.494241.848120.6877.01135.801198.14737.3592.68334.676
52018.0I671.904632.499259.062137.9226.45735.145193.91439.4053.94635.459
62008.0II1061.1131005.054531.583168.4006.19369.050229.82956.06014.21741.842
72010.0II1004.346956.486518.780141.79110.25164.889220.77547.86010.63437.226
82012.0II1053.4241002.383521.198159.75311.00575.399235.02951.04118.50432.537
92014.0II1080.6501016.788519.367154.9288.93277.871255.69063.86223.28440.578
102016.0II1206.1481135.619650.183174.56417.50762.317231.04770.5299.80760.722
112018.0II1260.9231189.134678.608198.11115.71561.322235.37971.78911.31860.471
122008.0III1509.8471428.328909.795199.26912.46176.529230.27581.51921.83259.687
132010.0III1421.2601355.634821.691194.26115.86872.651251.16365.62620.66044.966
142012.0III1481.1591399.582835.317196.22016.57092.715258.76081.57735.01646.561
152014.0III1482.4751398.179849.797172.82918.44888.966268.13884.29735.32448.972
162016.0III1624.0741530.287987.965190.26526.63778.075247.34493.78817.07576.713
172018.0III1695.6721597.7001055.698202.49725.18965.760248.55697.97218.19479.779
182008.0IV1933.5271822.0241242.645228.37317.88087.412245.715111.50335.45976.044
192010.0IV1836.3601749.0371182.002211.32122.13887.367246.20987.32226.09761.225
202012.0IV1902.8261799.5451173.720228.32419.65099.723278.129103.28151.63451.647
212014.0IV1883.0861775.6931183.320196.04818.23298.028280.065107.39248.33059.062
222016.0IV2031.0541909.9551269.884222.30831.71091.184294.869121.09925.93595.164
232018.0IV2104.2051981.6231345.864242.65232.98084.593275.534122.58232.58889.994
242008.0V2419.4792282.1901575.805312.34724.75999.060270.218137.28844.10993.180
252010.0V2287.0412163.5471480.269262.08636.776101.103283.313123.49443.19680.298
262012.0V2363.2342215.8301467.646278.22138.159122.078309.726147.40474.34673.058
272014.0V2322.0342175.4171521.525227.60027.54889.969308.774146.61877.05569.563
282016.0V2462.5062315.1321605.623255.50649.36986.398318.235147.37436.286111.088
292018.0V2547.6202395.8071673.544285.72448.41388.976299.150151.81342.984108.829
.......................................
312010.0VI2841.5522673.7951881.125303.85444.038115.123329.655167.75765.100102.658
322012.0VI2899.5402715.9391878.721343.19541.907127.070325.046183.601109.31574.286
332014.0VI2840.7722653.3371912.197265.32432.72399.105343.988187.435105.87081.565
342016.0VI2970.9262788.1601956.636302.01963.139105.941360.425182.76649.642133.124
352018.0VI3061.2502886.6032081.934285.43958.811112.864347.556174.64753.315121.331
362008.0VII3696.8513472.6542516.900416.90760.965140.171337.710224.19785.401138.797
372010.0VII3470.2683265.8062357.291374.61160.952128.772344.181204.46289.884114.578
382012.0VII3591.7473349.5712362.891352.36060.196150.751423.373242.176141.555100.620
392014.0VII3518.8783250.4752367.812323.21849.873112.167397.406268.403161.634106.769
402016.0VII3638.7363414.7582443.038330.33788.608128.866423.909223.97873.980149.998
412018.0VII3713.6063497.1812499.412350.40795.209126.723425.430216.42575.457140.968
422008.0VIII4749.7004462.8523244.313512.878125.995145.686433.979286.848120.177166.670
432010.0VIII4454.6804181.8702983.005487.39092.963152.504466.007272.811128.332144.478
442012.0VIII4615.3004280.6843026.294454.026115.772150.699533.893334.615210.090124.526
452014.0VIII4529.7084185.2903061.217372.46287.774147.818516.018344.419218.672125.747
462016.0VIII4621.7814334.2703054.146410.782152.111144.649572.582287.51197.487190.024
472018.0VIII4673.6004389.2563121.422445.687168.389145.960507.798284.344106.326178.018
482008.0IX6642.7846221.4834432.479682.634284.182172.600649.589421.300188.112233.189
492010.0IX6345.3075942.9424300.819586.275202.279173.072680.498402.365223.849178.516
502012.0IX6477.9205983.8824283.862570.333200.773178.668750.246494.038333.273160.766
512014.0IX6435.6255922.7824286.471542.228161.127176.223756.732512.844351.796161.048
522016.0IX6429.9326061.6244311.762522.180270.098154.911802.673368.308128.036240.272
532018.0IX6418.4286070.2464245.215549.233298.476175.157802.165348.182146.726201.456
542008.0X16561.62115404.7359046.4681566.1592979.701303.1381509.2701156.885461.866695.019
552010.0X15947.10514760.2759883.4451196.3611512.252285.7161882.5011186.829525.679661.150
562012.0X15661.69514528.5549530.9661674.7181114.486283.1381925.2461133.142626.184506.958
572014.0X16167.60615104.81310090.900958.2281788.379382.3771884.9291062.792626.244436.549
582016.0X17158.64816393.2919281.9531006.8453597.423299.4572207.613765.356275.231490.125
592018.0X15355.83914599.5639098.4371015.0602095.004282.1672108.895756.276298.767457.509
60NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
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61 rows × 12 columns

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" + ], + "text/plain": [ + " Año Decil Ingreso corriente total per cápita \\\n", + "0 2008.0 I 490.358 \n", + "1 2010.0 I 448.118 \n", + "2 2012.0 I 492.355 \n", + "3 2014.0 I 537.247 \n", + "4 2016.0 I 640.852 \n", + "5 2018.0 I 671.904 \n", + "6 2008.0 II 1061.113 \n", + "7 2010.0 II 1004.346 \n", + "8 2012.0 II 1053.424 \n", + "9 2014.0 II 1080.650 \n", + "10 2016.0 II 1206.148 \n", + "11 2018.0 II 1260.923 \n", + "12 2008.0 III 1509.847 \n", + "13 2010.0 III 1421.260 \n", + "14 2012.0 III 1481.159 \n", + "15 2014.0 III 1482.475 \n", + "16 2016.0 III 1624.074 \n", + "17 2018.0 III 1695.672 \n", + "18 2008.0 IV 1933.527 \n", + "19 2010.0 IV 1836.360 \n", + "20 2012.0 IV 1902.826 \n", + "21 2014.0 IV 1883.086 \n", + "22 2016.0 IV 2031.054 \n", + "23 2018.0 IV 2104.205 \n", + "24 2008.0 V 2419.479 \n", + "25 2010.0 V 2287.041 \n", + "26 2012.0 V 2363.234 \n", + "27 2014.0 V 2322.034 \n", + "28 2016.0 V 2462.506 \n", + "29 2018.0 V 2547.620 \n", + ".. ... ... ... \n", + "31 2010.0 VI 2841.552 \n", + "32 2012.0 VI 2899.540 \n", + "33 2014.0 VI 2840.772 \n", + "34 2016.0 VI 2970.926 \n", + "35 2018.0 VI 3061.250 \n", + "36 2008.0 VII 3696.851 \n", + "37 2010.0 VII 3470.268 \n", + "38 2012.0 VII 3591.747 \n", + "39 2014.0 VII 3518.878 \n", + "40 2016.0 VII 3638.736 \n", + "41 2018.0 VII 3713.606 \n", + "42 2008.0 VIII 4749.700 \n", + "43 2010.0 VIII 4454.680 \n", + "44 2012.0 VIII 4615.300 \n", + "45 2014.0 VIII 4529.708 \n", + "46 2016.0 VIII 4621.781 \n", + "47 2018.0 VIII 4673.600 \n", + "48 2008.0 IX 6642.784 \n", + "49 2010.0 IX 6345.307 \n", + "50 2012.0 IX 6477.920 \n", + "51 2014.0 IX 6435.625 \n", + "52 2016.0 IX 6429.932 \n", + "53 2018.0 IX 6418.428 \n", + "54 2008.0 X 16561.621 \n", + "55 2010.0 X 15947.105 \n", + "56 2012.0 X 15661.695 \n", + "57 2014.0 X 16167.606 \n", + "58 2016.0 X 17158.648 \n", + "59 2018.0 X 15355.839 \n", + "60 NaN NaN NaN \n", + "\n", + " Total ingreso corriente monetario Remuneraciones por trabajo subordinado \\\n", + "0 463.701 155.951 \n", + "1 425.259 132.702 \n", + "2 463.872 135.885 \n", + "3 506.846 160.820 \n", + "4 603.494 241.848 \n", + "5 632.499 259.062 \n", + "6 1005.054 531.583 \n", + "7 956.486 518.780 \n", + "8 1002.383 521.198 \n", + "9 1016.788 519.367 \n", + "10 1135.619 650.183 \n", + "11 1189.134 678.608 \n", + "12 1428.328 909.795 \n", + "13 1355.634 821.691 \n", + "14 1399.582 835.317 \n", + "15 1398.179 849.797 \n", + "16 1530.287 987.965 \n", + "17 1597.700 1055.698 \n", + "18 1822.024 1242.645 \n", + "19 1749.037 1182.002 \n", + "20 1799.545 1173.720 \n", + "21 1775.693 1183.320 \n", + "22 1909.955 1269.884 \n", + "23 1981.623 1345.864 \n", + "24 2282.190 1575.805 \n", + "25 2163.547 1480.269 \n", + "26 2215.830 1467.646 \n", + "27 2175.417 1521.525 \n", + "28 2315.132 1605.623 \n", + "29 2395.807 1673.544 \n", + ".. ... ... \n", + "31 2673.795 1881.125 \n", + "32 2715.939 1878.721 \n", + "33 2653.337 1912.197 \n", + "34 2788.160 1956.636 \n", + "35 2886.603 2081.934 \n", + "36 3472.654 2516.900 \n", + "37 3265.806 2357.291 \n", + "38 3349.571 2362.891 \n", + "39 3250.475 2367.812 \n", + "40 3414.758 2443.038 \n", + "41 3497.181 2499.412 \n", + "42 4462.852 3244.313 \n", + "43 4181.870 2983.005 \n", + "44 4280.684 3026.294 \n", + "45 4185.290 3061.217 \n", + "46 4334.270 3054.146 \n", + "47 4389.256 3121.422 \n", + "48 6221.483 4432.479 \n", + "49 5942.942 4300.819 \n", + "50 5983.882 4283.862 \n", + "51 5922.782 4286.471 \n", + "52 6061.624 4311.762 \n", + "53 6070.246 4245.215 \n", + "54 15404.735 9046.468 \n", + "55 14760.275 9883.445 \n", + "56 14528.554 9530.966 \n", + "57 15104.813 10090.900 \n", + "58 16393.291 9281.953 \n", + "59 14599.563 9098.437 \n", + "60 NaN NaN \n", + "\n", + " Ingreso por trabajo independiente Ingreso por renta de la propiedad \\\n", + "0 99.582 2.889 \n", + "1 77.197 2.723 \n", + "2 98.986 3.021 \n", + "3 99.073 4.823 \n", + "4 120.687 7.011 \n", + "5 137.922 6.457 \n", + "6 168.400 6.193 \n", + "7 141.791 10.251 \n", + "8 159.753 11.005 \n", + "9 154.928 8.932 \n", + "10 174.564 17.507 \n", + "11 198.111 15.715 \n", + "12 199.269 12.461 \n", + "13 194.261 15.868 \n", + "14 196.220 16.570 \n", + "15 172.829 18.448 \n", + "16 190.265 26.637 \n", + "17 202.497 25.189 \n", + "18 228.373 17.880 \n", + "19 211.321 22.138 \n", + "20 228.324 19.650 \n", + "21 196.048 18.232 \n", + "22 222.308 31.710 \n", + "23 242.652 32.980 \n", + "24 312.347 24.759 \n", + "25 262.086 36.776 \n", + "26 278.221 38.159 \n", + "27 227.600 27.548 \n", + "28 255.506 49.369 \n", + "29 285.724 48.413 \n", + ".. ... ... \n", + "31 303.854 44.038 \n", + "32 343.195 41.907 \n", + "33 265.324 32.723 \n", + "34 302.019 63.139 \n", + "35 285.439 58.811 \n", + "36 416.907 60.965 \n", + "37 374.611 60.952 \n", + "38 352.360 60.196 \n", + "39 323.218 49.873 \n", + "40 330.337 88.608 \n", + "41 350.407 95.209 \n", + "42 512.878 125.995 \n", + "43 487.390 92.963 \n", + "44 454.026 115.772 \n", + "45 372.462 87.774 \n", + "46 410.782 152.111 \n", + "47 445.687 168.389 \n", + "48 682.634 284.182 \n", + "49 586.275 202.279 \n", + "50 570.333 200.773 \n", + "51 542.228 161.127 \n", + "52 522.180 270.098 \n", + "53 549.233 298.476 \n", + "54 1566.159 2979.701 \n", + "55 1196.361 1512.252 \n", + "56 1674.718 1114.486 \n", + "57 958.228 1788.379 \n", + "58 1006.845 3597.423 \n", + "59 1015.060 2095.004 \n", + "60 NaN NaN \n", + "\n", + " Otros ingresos provenientes del trabajo Transferencias \\\n", + "0 33.634 171.644 \n", + "1 36.950 175.687 \n", + "2 47.212 178.767 \n", + "3 43.474 198.656 \n", + "4 35.801 198.147 \n", + "5 35.145 193.914 \n", + "6 69.050 229.829 \n", + "7 64.889 220.775 \n", + "8 75.399 235.029 \n", + "9 77.871 255.690 \n", + "10 62.317 231.047 \n", + "11 61.322 235.379 \n", + "12 76.529 230.275 \n", + "13 72.651 251.163 \n", + "14 92.715 258.760 \n", + "15 88.966 268.138 \n", + "16 78.075 247.344 \n", + "17 65.760 248.556 \n", + "18 87.412 245.715 \n", + "19 87.367 246.209 \n", + "20 99.723 278.129 \n", + "21 98.028 280.065 \n", + "22 91.184 294.869 \n", + "23 84.593 275.534 \n", + "24 99.060 270.218 \n", + "25 101.103 283.313 \n", + "26 122.078 309.726 \n", + "27 89.969 308.774 \n", + "28 86.398 318.235 \n", + "29 88.976 299.150 \n", + ".. ... ... \n", + "31 115.123 329.655 \n", + "32 127.070 325.046 \n", + "33 99.105 343.988 \n", + "34 105.941 360.425 \n", + "35 112.864 347.556 \n", + "36 140.171 337.710 \n", + "37 128.772 344.181 \n", + "38 150.751 423.373 \n", + "39 112.167 397.406 \n", + "40 128.866 423.909 \n", + "41 126.723 425.430 \n", + "42 145.686 433.979 \n", + "43 152.504 466.007 \n", + "44 150.699 533.893 \n", + "45 147.818 516.018 \n", + "46 144.649 572.582 \n", + "47 145.960 507.798 \n", + "48 172.600 649.589 \n", + "49 173.072 680.498 \n", + "50 178.668 750.246 \n", + "51 176.223 756.732 \n", + "52 154.911 802.673 \n", + "53 175.157 802.165 \n", + "54 303.138 1509.270 \n", + "55 285.716 1882.501 \n", + "56 283.138 1925.246 \n", + "57 382.377 1884.929 \n", + "58 299.457 2207.613 \n", + "59 282.167 2108.895 \n", + "60 NaN NaN \n", + "\n", + " Total ingreso corriente no monetario Pago en especie \\\n", + "0 26.657 4.059 \n", + "1 22.860 2.175 \n", + "2 28.483 5.742 \n", + "3 30.401 6.400 \n", + "4 37.359 2.683 \n", + "5 39.405 3.946 \n", + "6 56.060 14.217 \n", + "7 47.860 10.634 \n", + "8 51.041 18.504 \n", + "9 63.862 23.284 \n", + "10 70.529 9.807 \n", + "11 71.789 11.318 \n", + "12 81.519 21.832 \n", + "13 65.626 20.660 \n", + "14 81.577 35.016 \n", + "15 84.297 35.324 \n", + "16 93.788 17.075 \n", + "17 97.972 18.194 \n", + "18 111.503 35.459 \n", + "19 87.322 26.097 \n", + "20 103.281 51.634 \n", + "21 107.392 48.330 \n", + "22 121.099 25.935 \n", + "23 122.582 32.588 \n", + "24 137.288 44.109 \n", + "25 123.494 43.196 \n", + "26 147.404 74.346 \n", + "27 146.618 77.055 \n", + "28 147.374 36.286 \n", + "29 151.813 42.984 \n", + ".. ... ... \n", + "31 167.757 65.100 \n", + "32 183.601 109.315 \n", + "33 187.435 105.870 \n", + "34 182.766 49.642 \n", + "35 174.647 53.315 \n", + "36 224.197 85.401 \n", + "37 204.462 89.884 \n", + "38 242.176 141.555 \n", + "39 268.403 161.634 \n", + "40 223.978 73.980 \n", + "41 216.425 75.457 \n", + "42 286.848 120.177 \n", + "43 272.811 128.332 \n", + "44 334.615 210.090 \n", + "45 344.419 218.672 \n", + "46 287.511 97.487 \n", + "47 284.344 106.326 \n", + "48 421.300 188.112 \n", + "49 402.365 223.849 \n", + "50 494.038 333.273 \n", + "51 512.844 351.796 \n", + "52 368.308 128.036 \n", + "53 348.182 146.726 \n", + "54 1156.885 461.866 \n", + "55 1186.829 525.679 \n", + "56 1133.142 626.184 \n", + "57 1062.792 626.244 \n", + "58 765.356 275.231 \n", + "59 756.276 298.767 \n", + "60 NaN NaN \n", + "\n", + " Transferencias en especie \n", + "0 22.599 \n", + "1 20.684 \n", + "2 22.742 \n", + "3 24.001 \n", + "4 34.676 \n", + "5 35.459 \n", + "6 41.842 \n", + "7 37.226 \n", + "8 32.537 \n", + "9 40.578 \n", + "10 60.722 \n", + "11 60.471 \n", + "12 59.687 \n", + "13 44.966 \n", + "14 46.561 \n", + "15 48.972 \n", + "16 76.713 \n", + "17 79.779 \n", + "18 76.044 \n", + "19 61.225 \n", + "20 51.647 \n", + "21 59.062 \n", + "22 95.164 \n", + "23 89.994 \n", + "24 93.180 \n", + "25 80.298 \n", + "26 73.058 \n", + "27 69.563 \n", + "28 111.088 \n", + "29 108.829 \n", + ".. ... \n", + "31 102.658 \n", + "32 74.286 \n", + "33 81.565 \n", + "34 133.124 \n", + "35 121.331 \n", + "36 138.797 \n", + "37 114.578 \n", + "38 100.620 \n", + "39 106.769 \n", + "40 149.998 \n", + "41 140.968 \n", + "42 166.670 \n", + "43 144.478 \n", + "44 124.526 \n", + "45 125.747 \n", + "46 190.024 \n", + "47 178.018 \n", + "48 233.189 \n", + "49 178.516 \n", + "50 160.766 \n", + "51 161.048 \n", + "52 240.272 \n", + "53 201.456 \n", + "54 695.019 \n", + "55 661.150 \n", + "56 506.958 \n", + "57 436.549 \n", + "58 490.125 \n", + "59 457.509 \n", + "60 NaN \n", + "\n", + "[61 rows x 12 columns]" + ] + }, + "execution_count": 162, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "deciles" + ] + }, + { + "cell_type": "code", + "execution_count": 163, + "metadata": {}, + "outputs": [], + "source": [ + "#Transponemos por decil \n", + "decil_limp = deciles.pivot(index=\"Año\", columns=\"Decil\", values = \"Ingreso corriente total per cápita\").reset_index(drop=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 164, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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DecilnanIIIIIIIVIXVVIVIIVIIIX
0NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
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3NaN492.3551053.4241481.1591902.8266477.9202363.2342899.5403591.7474615.30015661.695
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5NaN640.8521206.1481624.0742031.0546429.9322462.5062970.9263638.7364621.78117158.648
6NaN671.9041260.9231695.6722104.2056418.4282547.6203061.2503713.6064673.60015355.839
\n", + "
" + ], + "text/plain": [ + "Decil NaN I II III IV IX V \\\n", + "0 NaN NaN NaN NaN NaN NaN NaN \n", + "1 NaN 490.358 1061.113 1509.847 1933.527 6642.784 2419.479 \n", + "2 NaN 448.118 1004.346 1421.260 1836.360 6345.307 2287.041 \n", + "3 NaN 492.355 1053.424 1481.159 1902.826 6477.920 2363.234 \n", + "4 NaN 537.247 1080.650 1482.475 1883.086 6435.625 2322.034 \n", + "5 NaN 640.852 1206.148 1624.074 2031.054 6429.932 2462.506 \n", + "6 NaN 671.904 1260.923 1695.672 2104.205 6418.428 2547.620 \n", + "\n", + "Decil VI VII VIII X \n", + "0 NaN NaN NaN NaN \n", + "1 2978.245 3696.851 4749.700 16561.621 \n", + "2 2841.552 3470.268 4454.680 15947.105 \n", + "3 2899.540 3591.747 4615.300 15661.695 \n", + "4 2840.772 3518.878 4529.708 16167.606 \n", + "5 2970.926 3638.736 4621.781 17158.648 \n", + "6 3061.250 3713.606 4673.600 15355.839 " + ] + }, + "execution_count": 164, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "decil_limp" + ] + }, + { + "cell_type": "code", + "execution_count": 165, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index([nan, 'I', 'II', 'III', 'IV', 'IX', 'V', 'VI', 'VII', 'VIII', 'X'], dtype='object', name='Decil')" + ] + }, + "execution_count": 165, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "decil_limp.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 166, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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DecilnanIIIIIIIVIXVVIVIIVIIIX
1NaN490.3581061.1131509.8471933.5276642.7842419.4792978.2453696.8514749.70016561.621
2NaN448.1181004.3461421.2601836.3606345.3072287.0412841.5523470.2684454.68015947.105
3NaN492.3551053.4241481.1591902.8266477.9202363.2342899.5403591.7474615.30015661.695
4NaN537.2471080.6501482.4751883.0866435.6252322.0342840.7723518.8784529.70816167.606
5NaN640.8521206.1481624.0742031.0546429.9322462.5062970.9263638.7364621.78117158.648
6NaN671.9041260.9231695.6722104.2056418.4282547.6203061.2503713.6064673.60015355.839
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" + ], + "text/plain": [ + "Decil NaN I II III IV IX V \\\n", + "1 NaN 490.358 1061.113 1509.847 1933.527 6642.784 2419.479 \n", + "2 NaN 448.118 1004.346 1421.260 1836.360 6345.307 2287.041 \n", + "3 NaN 492.355 1053.424 1481.159 1902.826 6477.920 2363.234 \n", + "4 NaN 537.247 1080.650 1482.475 1883.086 6435.625 2322.034 \n", + "5 NaN 640.852 1206.148 1624.074 2031.054 6429.932 2462.506 \n", + "6 NaN 671.904 1260.923 1695.672 2104.205 6418.428 2547.620 \n", + "\n", + "Decil VI VII VIII X \n", + "1 2978.245 3696.851 4749.700 16561.621 \n", + "2 2841.552 3470.268 4454.680 15947.105 \n", + "3 2899.540 3591.747 4615.300 15661.695 \n", + "4 2840.772 3518.878 4529.708 16167.606 \n", + "5 2970.926 3638.736 4621.781 17158.648 \n", + "6 3061.250 3713.606 4673.600 15355.839 " + ] + }, + "execution_count": 166, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Botamos la row de NaN\n", + "decil_limp = decil_limp.drop([0], axis=0)\n", + "decil_limp" + ] + }, + { + "cell_type": "code", + "execution_count": 167, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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DecilnanAñoIIIIIIIVIXVVIVIIVIIIX
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5NaN2016640.8521206.1481624.0742031.0546429.9322462.5062970.9263638.7364621.78117158.648
6NaN2018671.9041260.9231695.6722104.2056418.4282547.6203061.2503713.6064673.60015355.839
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" + ], + "text/plain": [ + "Decil NaN Año I II III IV IX V \\\n", + "1 NaN 2008 490.358 1061.113 1509.847 1933.527 6642.784 2419.479 \n", + "2 NaN 2010 448.118 1004.346 1421.260 1836.360 6345.307 2287.041 \n", + "3 NaN 2012 492.355 1053.424 1481.159 1902.826 6477.920 2363.234 \n", + "4 NaN 2014 537.247 1080.650 1482.475 1883.086 6435.625 2322.034 \n", + "5 NaN 2016 640.852 1206.148 1624.074 2031.054 6429.932 2462.506 \n", + "6 NaN 2018 671.904 1260.923 1695.672 2104.205 6418.428 2547.620 \n", + "\n", + "Decil VI VII VIII X \n", + "1 2978.245 3696.851 4749.700 16561.621 \n", + "2 2841.552 3470.268 4454.680 15947.105 \n", + "3 2899.540 3591.747 4615.300 15661.695 \n", + "4 2840.772 3518.878 4529.708 16167.606 \n", + "5 2970.926 3638.736 4621.781 17158.648 \n", + "6 3061.250 3713.606 4673.600 15355.839 " + ] + }, + "execution_count": 167, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Incluimos columna de años que se perdió en el Pivot Table. #PREGUNTAAAARRR A GUS\n", + "#decil_limp[\"Año\"] = [\"2008\", \"2010\", \"2012\", \"2014\", \"2016\", \"2018\"]\n", + "decil_limp.insert(1, \"Año\", [2008, 2010, 2012, 2014, 2016, 2018], True)\n", + "decil_limp\n", + "#año = [2008, 2010, 2012, 2014, 2016, 2018]\n", + "#decil_limp.size" + ] + }, + { + "cell_type": "code", + "execution_count": 168, + "metadata": {}, + "outputs": [], + "source": [ + "#Botamos la columna dos\n", + "decil_limp = decil_limp.drop([decil_limp.columns[0]], axis=\"columns\")" + ] + }, + { + "cell_type": "code", + "execution_count": 169, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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DecilAñoIIIIIIIVVVIVIIVIIIIXX
12008490.3581061.1131509.8471933.5272419.4792978.2453696.8514749.7006642.78416561.621
22010448.1181004.3461421.2601836.3602287.0412841.5523470.2684454.6806345.30715947.105
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42014537.2471080.6501482.4751883.0862322.0342840.7723518.8784529.7086435.62516167.606
52016640.8521206.1481624.0742031.0542462.5062970.9263638.7364621.7816429.93217158.648
62018671.9041260.9231695.6722104.2052547.6203061.2503713.6064673.6006418.42815355.839
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" + ], + "text/plain": [ + "Decil Año I II III IV V VI \\\n", + "1 2008 490.358 1061.113 1509.847 1933.527 2419.479 2978.245 \n", + "2 2010 448.118 1004.346 1421.260 1836.360 2287.041 2841.552 \n", + "3 2012 492.355 1053.424 1481.159 1902.826 2363.234 2899.540 \n", + "4 2014 537.247 1080.650 1482.475 1883.086 2322.034 2840.772 \n", + "5 2016 640.852 1206.148 1624.074 2031.054 2462.506 2970.926 \n", + "6 2018 671.904 1260.923 1695.672 2104.205 2547.620 3061.250 \n", + "\n", + "Decil VII VIII IX X \n", + "1 3696.851 4749.700 6642.784 16561.621 \n", + "2 3470.268 4454.680 6345.307 15947.105 \n", + "3 3591.747 4615.300 6477.920 15661.695 \n", + "4 3518.878 4529.708 6435.625 16167.606 \n", + "5 3638.736 4621.781 6429.932 17158.648 \n", + "6 3713.606 4673.600 6418.428 15355.839 " + ] + }, + "execution_count": 169, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Cambiamos ordenes de columnas\n", + "decil_limp = decil_limp[[\"Año\", 'I', 'II', 'III', 'IV', 'V', 'VI', 'VII', 'VIII', 'IX', 'X']]\n", + "decil_limp" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Hacemos la gráfica de deciles" + ] + }, + { + "cell_type": "code", + "execution_count": 283, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import seaborn as sns\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 762, + "metadata": {}, + "outputs": [], + "source": [ + "#Ajustamos el paquete\n", + "sns.set(rc={'figure.figsize':(15,8)}, style =\"darkgrid\") # style = \"whitegrind\"" + ] + }, + { + "cell_type": "code", + "execution_count": 175, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 175, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Gráfica\n", + "sns.lineplot(decil_limp.Año, decil_limp.IV)" + ] + }, + { + "cell_type": "code", + "execution_count": 179, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 179, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "decil_limp.plot(x=\"Año\", y=['I', 'II', 'III', 'IV', 'V', 'VI', 'VII', 'VIII', 'IX', 'X'])" + ] + }, + { + "cell_type": "code", + "execution_count": 188, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 188, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "decil_limp_mean = decil_limp[['I', 'II', 'III', 'IV', 'V', 'VI', 'VII', 'VIII', 'IX', 'X']].agg(\"mean\")\n", + "decil_limp_mean.plot.bar()" + ] + }, + { + "cell_type": "code", + "execution_count": 189, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 189, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "decil_limp_mean.plot.box()" + ] + }, + { + "cell_type": "code", + "execution_count": 677, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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DecilMedia_ingresotamañoTamaño
0I546.8056671.91.9
1II1111.1006673.23.2
2III1535.7478334.24.2
3IV1948.5096675.25.2
4V2400.3190006.36.3
5VI2932.0475007.57.5
6VII3605.0143339.19.1
7VIII4607.46150011.411.4
8IX6458.33266715.715.7
9X16142.08566735.435.4
\n", + "
" + ], + "text/plain": [ + " Decil Media_ingreso tamaño Tamaño\n", + "0 I 546.805667 1.9 1.9\n", + "1 II 1111.100667 3.2 3.2\n", + "2 III 1535.747833 4.2 4.2\n", + "3 IV 1948.509667 5.2 5.2\n", + "4 V 2400.319000 6.3 6.3\n", + "5 VI 2932.047500 7.5 7.5\n", + "6 VII 3605.014333 9.1 9.1\n", + "7 VIII 4607.461500 11.4 11.4\n", + "8 IX 6458.332667 15.7 15.7\n", + "9 X 16142.085667 35.4 35.4" + ] + }, + "execution_count": 235, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "decil_media_size" + ] + }, + { + "cell_type": "code", + "execution_count": 772, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(x=decil_media_size.Decil, y=decil_media_size.Media_ingreso, c=\"green\", s=decil_media_size.Tamaño*400, alpha=0.4, edgecolors=\"grey\", linewidth=2)\n", + "#decil_limp.boxplot(column=['I', 'II', 'III', 'IV', 'V', 'VI', 'VII', 'VIII', 'IX', 'X']) #PREGUNTAR A GUS\n", + "plt.xlabel(\"Decil\")\n", + "plt.ylabel(\"Ingreso promedio\")\n", + "plt.title(\"Ingreso promedio por decil\") #loc=\"left\")\n", + "\n", + "#Para salvar\n", + "plt.savefig('Ingreso promedio por decil.png', dpi=96)" + ] + }, + { + "cell_type": "code", + "execution_count": 255, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['I', 'II', 'III', 'IV', 'V', 'VI', 'VII', 'VIII', 'IX', 'X'], dtype='object', name='Decil')" + ] + }, + "execution_count": 255, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Preguntar a Gus\n", + "\n", + "#decil_limp1 = decil_limp.drop([\"Año\"], axis=1)\n", + "#decil_limp1.columns" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Pobreza en México millones" + ] + }, + { + "cell_type": "code", + "execution_count": 462, + "metadata": {}, + "outputs": [], + "source": [ + "#Cargamos la base de datos\n", + "pobreza = pd.read_csv(\"pobreza.csv\", encoding='latin-1')" + ] + }, + { + "cell_type": "code", + "execution_count": 463, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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6 rows × 49 columns

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" + ], + "text/plain": [ + " Año Porc_Población_en_situación_de_pobreza \\\n", + "0 2008 44.36 \n", + "1 2010 46.11 \n", + "2 2012 45.48 \n", + "3 2014 46.17 \n", + "4 2016 43.56 \n", + "5 2018 41.91 \n", + "\n", + " Porc_Población_en_situación_de_pobreza_moderada \\\n", + "0 33.31 \n", + "1 34.79 \n", + "2 35.65 \n", + "3 36.62 \n", + "4 35.91 \n", + "5 34.47 \n", + "\n", + " Porc_Población_en_situación_de_pobreza_extrema \\\n", + "0 11.05 \n", + "1 11.32 \n", + "2 9.83 \n", + "3 9.55 \n", + "4 7.65 \n", + "5 7.44 \n", + "\n", + " Porc_Población_vulnerable_por_carencias_sociales \\\n", + "0 32.27 \n", + "1 28.06 \n", + "2 28.57 \n", + "3 26.26 \n", + "4 26.80 \n", + "5 29.32 \n", + "\n", + " Porc_Población_vulnerable_por_ingresos \\\n", + "0 4.66 \n", + "1 5.89 \n", + "2 6.16 \n", + "3 7.07 \n", + "4 7.02 \n", + "5 6.90 \n", + "\n", + " Porc_Población_no_pobre_y_no_vulnerable \\\n", + "0 18.71 \n", + "1 19.94 \n", + "2 19.79 \n", + "3 20.50 \n", + "4 22.63 \n", + "5 21.87 \n", + "\n", + " Porc_Población_con_al_menos_una_carencia_social \\\n", + "0 76.63 \n", + "1 74.17 \n", + "2 74.05 \n", + "3 72.43 \n", + "4 70.35 \n", + "5 71.23 \n", + "\n", + " Porc_Población_con_al_menos_tres_carencias_sociales Porc_Rezago_educativo \\\n", + "0 31.72 21.95 \n", + "1 28.24 20.67 \n", + "2 23.94 19.24 \n", + "3 22.12 18.66 \n", + "4 18.72 17.39 \n", + "5 18.78 16.89 \n", + "\n", + " ... CarenciasProm_Población_con_al_menos_una_carencia_social \\\n", + "0 ... 2.45 \n", + "1 ... 2.34 \n", + "2 ... 2.16 \n", + "3 ... 2.10 \n", + "4 ... 1.99 \n", + "5 ... 1.99 \n", + "\n", + " CarenciasProm_Población_con_al_menos_tres_carencias_sociales \\\n", + "0 3.70 \n", + "1 3.63 \n", + "2 3.54 \n", + "3 3.51 \n", + "4 3.44 \n", + "5 3.45 \n", + "\n", + " CarenciasProm_Rezago_educativo \\\n", + "0 3.20 \n", + "1 3.07 \n", + "2 2.89 \n", + "3 2.81 \n", + "4 2.64 \n", + "5 2.68 \n", + "\n", + " CarenciasProm_Carencia_por_acceso_a_los_servicios_de_salud \\\n", + "0 3.04 \n", + "1 2.98 \n", + "2 2.84 \n", + "3 2.81 \n", + "4 2.68 \n", + "5 2.66 \n", + "\n", + " CarenciasProm_Carencia_por_acceso_a_la_seguridad_social \\\n", + "0 2.64 \n", + "1 2.54 \n", + "2 2.32 \n", + "3 2.27 \n", + "4 2.16 \n", + "5 2.14 \n", + "\n", + " CarenciasProm_Carencia_por_calidad_y_espacios_de_la_vivienda \\\n", + "0 3.73 \n", + "1 3.60 \n", + "2 3.38 \n", + "3 3.31 \n", + "4 3.09 \n", + "5 3.16 \n", + "\n", + " CarenciasProm_Carencia_por_acceso_a_los_servicios_básicos_en_la_vivienda \\\n", + "0 3.55 \n", + "1 3.35 \n", + "2 3.17 \n", + "3 3.10 \n", + "4 2.91 \n", + "5 2.92 \n", + "\n", + " CarenciasProm_Carencia_por_acceso_a_la_alimentación_ \\\n", + "0 3.31 \n", + "1 3.03 \n", + "2 2.86 \n", + "3 2.78 \n", + "4 2.60 \n", + "5 2.63 \n", + "\n", + " CarenciasProm_Población_con_ingreso_inferior_a_la_línea_de_pobreza_extrema_por_ingresos_ \\\n", + "0 3.11 \n", + "1 2.85 \n", + "2 2.54 \n", + "3 2.46 \n", + "4 2.37 \n", + "5 2.37 \n", + "\n", + " CarenciasProm_Población_con_ingreso_inferior_a_la_línea_de_pobreza_por_ingresos_ \n", + "0 2.50 \n", + "1 2.30 \n", + "2 2.09 \n", + "3 1.98 \n", + "4 1.87 \n", + "5 1.87 \n", + "\n", + "[6 rows x 49 columns]" + ] + }, + "execution_count": 463, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pobreza" + ] + }, + { + "cell_type": "code", + "execution_count": 708, + "metadata": {}, + "outputs": [ + { + "data": { + 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q70NzUCcuoQvzob06Oon6PZkG1hY8P6IVnYKaGDusG6hUKpo4NqSJY0O6t2kKVM1mTriuoB9NygHAxtqCB5o1JvDqsjWfpo2wtDCvgm5sWkUh/eLl6q5nZzIKqNRULe9q2awxI3v6VS3v8mhkFlc/VKqqy+darcKWvWlYqKsur0sRF+ZMCng9dym/hK9+OsXpjALatXRl4uAgGptJ4xVnhwaEtfIgrFXVWuD8y2VV99CvToqL3JkMVC1v868u6I74eTpgZWlhzNBNUk7BteVdVZfGr00qbOZmx8MdmhHi40SAlyMNrM3z14ZKpeKJAQFotAo/x6ZioVYxooefscMS4r6Z50+iqDVFUdh55BxrtieiVsNTQ4J5qJWHWY9IHO1teDDYnQeD3YGq+7TXZrgnpOWzYddZFMDSQo2fp0P1pDj/Zo2xsap/Bb24tJL4tLzqy+IX80oAaGxvTWs/F0J9nQjxccbRvu403lGrVEwYFIhWq/Dj7hTUahXDu/kaOywh7osU8Hoor6iM5ZviOHE2l2BvJ6Y8EoxL4wbGDkvnHGyt6RTUpPp2wOWSCs5k/DVC/yk2hY17wEKtwrepQ/UI3b9ZY53OuDcVlRotyecKq/qKp+Ry9lwRWkXBxsqCwBaO9OnQnFAfJzxddbu8y9SoVSomDQ5Co1VYf7XZy5AwH2OHJcQ9q3u/pcRtKYrCn6cusmrraSo1Wp7oH0CfDs3qzZIs+4ZWtH/AjfYPuAFVI9DEzKqCfjo9ny170/g5NhW1SoW3hz2BXk4EtHAkoHljbGswmc/UKIrC+Zzi6hF2fHo+ZeUaVCrw8XDgkbCqvuL+zRrXuzkCarWKp4YEoygKkTuTsVCrGdSlhbHDEuKeSAGvJwqLy1m5JYGDp7Pwb+bA1CEhuDsbb8awKbBtYEkbf1fa+LsCVe1ikzILqyfF/XYwnS370lABXu72N2zQYuzlUbdTcKWcuKsj7FMpeeQVVS3vauLYkLBQD0J9nAjydqrR6oK6Tq1W8dTQYDRahR92JKJWqxjQ+dadBIUwRVLA64HDp7P4eks8xWWVjO7tz6AHW5jFzGFDa2BtSaivM6G+zkDV0qmkc4UkpFVtshFzJJNfD6QDVRO7qu6hV03sMtbEv7IKDWfS86/OFs8j42qbUrsG1y/vcsbNUfrN34qFWs3Tw0LQKgqrt53BQq2ib8fmxg5LiBqRAl6HFZdW8N1vZ9hz4gItmtjz97Htad7k1usJxc2srSwI9nYi2LuqfWxFpZaz5wuvtn/N44/j59l+KBO4bse1q0VdXzuuabUKqReLqmeKn8nIp1KjYGlRtbxrVC8/Qnyc8XY3j+VdpsDSQs2zw0P5ZP0JVv16GrVaRZ/2zYwdlhB3JQW8jjp5NpevNsVRcLmcYQ/5MKybT727z6lrVpbq6g5wPORTvePatfave+Ou23HNseHV7VNrv+Nadn7J1b7iecSl5HKltBKA5m72PNyhOaG+zgQ0d8TGuv7NpNcVSws108Jb8XH0cVb+koCFWkXPtp7GDkuIO5ICXseUlWv4ISaRHYeqtv184cmO+Hk6GDusOsnSomp9uX+zxgzu6o1Wq5B2qahqlntaPodPZ/HHsaqtdF0cGlTPcg9o4UgTx4aoVCpiT164YS/riF7+tPV3IS41j5MpeZw6m8ul/KrlXY721rRr6UqIrzMh3k40rkPLu0yBlaWaF0a24sOo43y9OR61SlXdNEgIUyStVOtQ68DEjAK++PkUl/JK6N/Ji1G9/LA2wPrmupRDXbq249q1Efrp9Pzqva+dGtng3MiGlAtFaK57P6tUcO0n0sbagiAvx6qC7eOMp2yzeke6eh+WV2j4MPIYp1LymDo0pLpRUH0gP8u1J61UxT2pqNSwftdZtuxLw8WhAa8/3p4g75u3/RSGdf2Oa/2u7biWU8zpqxu07I+/xP/++awo0NDGgldGt8XP00FuexiBtZUFL45qw/trj/LFz6dQqaFrSP0p4sJ8SAE3c6kXivjip1NkZl+hZ1tPHntYt9t+Ct1RqVQ0c7WjmasdfTo0Z1/c9ls+rqRMU3WfXRiNjVXVH1HL1h7li41xWKjVdDax/QGEkN/0Zkqjrdr2c+PuFOxtrfjbmDbV65mFeXBxsCHn6jac/3tcGJ+NtQV/G9OGpT8c5dMNJ1GroGOgFHFhOuT6nBk6l32Ff648yPpdZ+kU1IR3nuoixdsMRfTyx9ryxh9Ba0s1Eb38jRSR+F8NrC2ZPqYtvk0b8d8NJzl8JsvYIQlRTQq4GdEqClv3pfH2iv1k5Zfy3IhWPDs81GS7gok7Cwv1YOLgIFwcbFBRNfKeODiIsFC532pKGtpYMv3RdrRwt+c/0Sc4mpht7JCEAGQWutnMuszKL+HLn+M4nZ5fte3noECTWUZkLjk0ZZLD2tN3DotLK3j3+yNkZl/m5VFtaOXnorfnMhZ5H9aeIWehywjcxFVt+5nJnK/2kXaxiMmPBPHSqNYmU7yFqC9sG1jx6th2eLrY8UHkcU6m5Bo7JFHPSQE3YXlFZby39hhfb0nA16MR8596kB5tPGUtsBBGYt+wqoh7ODfkw3XHiEvNM3ZIoh6TAm6CFEXhz5MXmPPlXhLS8hjX7wH+/nj7WrXjFELoRiNba/4+tj2ujg15f91REtKkiAvjkAJuYoqKy/lk/Qk+23gKD2db5k15kH6dvOrNnt1CmAMHO2tee7w9Lg4NeG/tMc5k5Bs7JFEPSQE3IUfOZDP7y30cPpPNqF5+zBjfAY96vme3EKaq8dUi7tjIhmU/HCUps8DYIYl6Rgq4CSgureTLn0/xQeQxGttZM2dSZ4aE+WChlv8eIUyZo70Nrz/eHgdba5b+cISz5wuNHZKoRwxSIRYtWsSMGTMA+Oijj+jTpw/h4eGEh4ezatUqQ4Rgsk6l5DLnq73sOXGBoQ95M3tiJ7xkz24hzIZTIxteH9ceuwZW/Hv1EVIvyDIsYRh6b6UaGxtLdHQ0vXv3BuDEiRMsXbqU9u3b6/upTVpZhYZ1O5LYdigDd2dbZj7ZEX/PxsYOSwhxH5yvbiK06LtDLFl9mNceb08L90bGDkvUcXodgefn57Ns2TKmTZtWfezEiRN8+umnDBs2jPnz51NWdnMv6LouMbOAeV/tY9uhDPp1as68yZ2leAth5lwdG/LauA5YW1mwZPURMi5dNnZIoo7TawGfM2cO06dPx8HBAYArV64QHBzMa6+9RnR0NIWFhfznP//RZwgmpaJSy7qYJP717UEqNQqvPd6ecf0CsDHAnt1CCP1r4tiQ18e1x9JCxburD5OZfcXYIYk6TG+tVNeuXUtiYiJvvvkmUVFR7Nu3j4ULF97wmFOnTjFz5kzWr1+vjxBMSnJmAcu+P0TK+UL6P9iCqeGtsG0gPcyFqIsysy7z5sd/oAD/fK4bXnI5XeiB3gr45MmTycrKwsLCgoKCAoqLi+nbty8dO3Zk9OjRAJw8eZK5c+eybt26Gp/X3Hqha7RaNv2Zxo9/nMW+oRUTBwfRrmXd2jlM+ifXnuSw9kwth+eyr7D4u0Oo1CpmjOuAuxksCTW1HJojQ/ZC19sktuXLl1d/fG0E/tprrzF48GC6dOlC8+bNWbVqFf3799dXCEZ3PucKX/wUx9nzhTwY3ITxAwJl5zAh6glPVztee7w9i747zOLvD/PGuPY0cTL9Ii7Mh0EXGjs7OzN//nyee+45Bg0ahKIoTJ482ZAhGIRWUfh1fzrzlu/nUl4x08JDmRbeSoq3EPVMMzd7Xnu8PeUVGhZ/f5is/BJjhyTqkBpdQtdqtXz11VecOXOG2bNns2rVKqZOnYqFheEnX5n6JfTs/BK+2hRHfFo+bfxdmDQ4CMc6vnOYXHarPclh7ZlyDlMvFLFk9WEa2ljy+jjT3dfAlHNoLkxuO9HFixdz+vRpjh07BsCuXbv417/+pbMA6wJFUfj96DnmfLWPlAtFTB4cxCuj29T54i2EuDtvj0a8OrYdV0oreff7w+QWlho7JFEH1KiAx8bGsnDhQmxsbLC3t+err75i9+7d+o7NbORfLuP9dcdYsTkeH49GzJ/yID3ayrafQoi/+Hg48Opj7bhcUsHi7w+TV1T/emAI3apRAbe0tER9XV9ua2trLC313sTNLOw9dZHZX+wlLjWPx69t++lompfHhBDG5efpwPRH21FwpZzF3x8m/7IUcXH/alTAAwICWLVqFRqNhuTkZObMmUNQUJC+YzNpl0sq+GT9CT798SRNnGyZN7kz/WXbTyHEXbRs1pjpY9qSX1TGu98fpuBKubFDEmaqRgX8rbfe4uTJk+Tk5PD4449z5coVZs6cqe/YTNaRxGxmf7GXQ6eziOjpx8wnO9DUxc7YYQkhzESAlyN/G9OGnIJSlqw+TGGxFHFx7/TWyEVfjDkLvaSsku+3neGPY+dp7mbH1KEhsmEBMnNVFySHtWeOOYxLyeW9dcdwd7Ll9XHtjb7U1BxzaGpMppHLggULeOutt27YjOR6tra2hIeH06tXr9pHaeLiUvP46udT5BaVMSTMm+HdfLGylP26hRD3L9jHmZdHteH9dceqdzGzkxbLoobuWMDDwsIAGDhw4C2/XlRUxKxZs9i1a5fuIzMRZRUaImOS+O1gBu5ODXlzfEdaNpOdw4QQuhHq68yLEa35KOoY/159hL+PbSf7JIgauWMBf/jhhwEYOXLkDccVRSE1NRUfHx+ys7P1F52RJWUW8MXPcVzMLaZvx+aM7u0vO4cJIXSujb8Lz49szcdRx/n3mqO8+lg7bBvISh9xZzW6Brx69Wo6dOhAcHAwwcHBhISE8MQTTwDwf//3f3oN0BgqNVoidybxz28PUlGp4e9j2/FEf9n2UwihP+1auvLciFakXSxi2dojlJRVGjskYeJqVMA/++wzli9fTq9evYiOjubll1+mX79++o7NKNIvXWb+igP8HJtKt1ZNmT+lCyE+zsYOSwhRD3QIcOPZ4aGcPVfEe2uPUlouRVzcXo0KuKOjI23btiU4OJicnByee+459u/fr+/YDEqj1fJzbArzV+ynsLicl0a1ZsqQYLmMJYQwqE5BTXhmeAiJmQV8sO4YZRUaY4ckTFSNqpOlpSUFBQV4e3tz7NgxunXrhkZj3m+q2JMXiNqZRG5hGY3trbG2VHMpv5ROQU14ckAAjWytjR2iEKKeejDYHa1W4fOfTvHBumO8MroN1nILT/yPGo3AH330UZ599ll69+7NmjVriIiIwM/PT9+x6U3syQt8vTmenMIyFCD/cjmX8kvp08GT58JDpXgLIYyua6gHUx4JJj41jw+jjlNRad6DJqF7NRqBjxo1ikceeQRbW1vWrFnD8ePHadOmjb5j05uonUmUV2pvOn4sMQfVAGmFKoQwDd1aN0WrVVi+OZ6Pok7wYkRr6T8hqtXonRAREYGtrS0A7u7u9OvXjylTpug1MH3KKbz1BgK3Oy6EEMbSo60nEwYFcjw5h0/Wn6BSc/PgQ9RPdxyBT5w4kePHj1NaWkqHDh2qj2u1Wlq3bq334PTFxcHmlsXaxUH27hZCmJ7e7Zqh1Sp8u/U0n6w/wXMjWmFpISPx+u6OBfzjjz8mPz+fmTNn8q9//euvb7K0xM3NTe/B6UtEL3++3hx/w2V0a0s1Eb38jRiVEELc3sMdmqPRKnz/2xk++/Ekz4aHYqGWIl6f3bGA29vbY29vzzfffEN5eTklJSVc2/uksLAQR0dHgwSpa2GhHgDVs9CdHWyI6OVffVwIIUxR/05eKFqF1dsTUW88xdPDQqSI12M1msS2evVq/vnPf1JRUVFdwFUqFXFxcXoNTp/CQj0IC/WQ3XeEEGZlwIMt0GgV1sYkoVarmDokBLVaJt/WRzUq4F988QXff/89oaGh+o5HCCHEXQzu6o1GqxD1ezIWKhWThwSjVkkRr29qVMBdXV2leAshhAkZ+pAPWq3C+j/OolarmDg4SIp4PVOjAt69e3e+++47+vbti43NXzO1zfUeuBBC1AXDu/tSqVX4aU8KFmoVTw4MRCVFvN6oUQH/7LPPKC8vZ/78+dXHanoPfNGiReTl5bFw4cLqYzExMcyfP5/t27ffR8hCCCGuGdnDF61WYdOfqajVKp7oHxm6sZgAACAASURBVCBFvJ6oUQE/duzYfZ08NjaW6OhoevfuXX0sOzubRYsW3df5hBBC3EilUjGqlx8arZZf9qWjVqt4vO8DUsTrgRqtP9BqtXz55ZfMmDGDy5cv8+mnn951M5P8/HyWLVvGtGnTbjg+a9YsXnzxxfuPWAghxA1UKhWP9mlJv07N+e1ABj/sSKxeMSTqrhqNwBcvXkxubi7Hjx9HURR27dpFVlYWs2bNuu33zJkzh+nTp3P+/PnqY9988w0hISG0bdu29pELIYSoplJVjby1WqV6JD66l7+MxOuwGhXwa5fCIyIiaNSoEV999RXh4eG3ffzatWtp2rQpYWFhREVFAXD69Gm2bt3KihUruHDhwn0H7OJif9/feztubo10fs76RnJYe5LD2pMcwt/GdcTaxorNsSk42Ddg/ODge/p+yWHtGSqHNd4PXH1dtx9ra2ssLW//rZs2bSIrK4vw8HAKCgooLi7GwcGBrKwsRo0aRUVFBZcuXWLcuHF899139xRwTs5ltFrdXRqSRi61JzmsPclh7UkO/zK6py9XrpSx5rfTlJVWMLy7b42+T3JYe7rOoVqtuu3AtUYFPCAggFWrVqHRaEhOTmbFihUEBQXd9vHLly+v/jgqKop9+/Yxc+ZMZs6cCUBGRgYTJky45+IthBDi7tSqqnXhWqVqnbhKrWLYQz7GDkvoWI0msb311lucPHmSnJwcxo0bR3FxcXUxFkIIYXrUKhWTBwcTFupO9O/JbP4z1dghCR1TKTWcqpieno6XlxeXL18mLS2NkJAQfcd2S3IJ3fRIDmtPclh7ksNb02i1fL7xFPviLvHYwy0Z+GCL2z5Wclh7hryEXqMR+MqVK3n++ecByMvL46WXXmLt2rU6C1AIIYR+WKjVPD0shE6BbqzZnsivB9KNHZLQkRoV8DVr1vD9998D4OXlxfr16/nmm2/0GpgQQgjdsFCreWZ4KB0C3Pj+tzNsP5Rh7JCEDtSogGs0Guzt/xrCN2rUSNYWCiGEGbG0UDMtPJR2LV35dutpYo5kGjskUUs1KuB+fn4sWbKE9PR00tPTef/99/Hx8dFzaEIIIXTJ0kLNcyNa0cbfhW+2JLDr6DljhyRqoUYF/O233yY1NZURI0YwevRoUlJSmDdvnp5DE0IIoWtWlmpeGNmKUF9nVmyOZ/fx83f/JmGSarQO/JdffuHDDz/UdyxCCCEMwMrSgpciWvP+umN89XMcyecKOJaUQ25hGc4ONkT08ics1MPYYYq7qNEI/NoENiGEEHWDtZUFL49ug4dzQ3YcPkdOYRkKkFNYxteb44k9ef8tr4Vh1GgE7uvry6xZs+jUqRO2trbVxwcMGKC3wIQQQuiXjZUFZRXam46XV2qJ2pkko3ATV6MCnp+fT35+Pqmpf3XyUalUUsCFEMLM5RaV3fJ4TuGtjwvTUaMCvnLlSgAqKytRFAUrKyu9BiWEEMIwXBxsblmsGzWU3/Omrkb3wHNycpg6dSrt2rWjTZs2TJgwgYsXL+o7NiGEEHoW0csfa8sbS4EKKCqp4D/Rxym4LCNxU1WjAj5//nzatWvHnj172LNnD506dZJlZEIIUQeEhXowcXAQLg42qKgakU8ZEkxETz+OJObw1ud72XX0HDXcNkMYUI0uoaekpPD+++9Xf/7yyy8zZMgQvQUlhBDCcMJCPQgL9bhpI46OgW58vTme5Zvj+fPURSYOCqSJk+0dziQMqUYj8MrKSsrK/rqMUlJSIq1UhRCijmvqYsfrT3RgwsBAUi4UMufLfWzem4pGe/PMdWF4NRqBDxkyhEmTJhEREYFKpSIyMpKBAwfqOzYhhBBGplap6N2+GW1burLylwTW7khiX9wlJg8OooV7I2OHV6/dtYCfPn2ali1bArB79260Wi0RERGMHj1a78EJIYQwDU6NbHhpVGsOJGSxamsC81ccYFCXFgzv5oO1lYWxw6uX7ljAIyMjWbRoEd7e3qSlpbFkyRJ69OhhqNiEEEKYEJVKReegJgR7O7Fm+xk2/ZnKwYRLTBocRGALJ2OHV+/c8R74ypUr2bhxI2vXruW///0vn3/+uaHiEkIIYaLsG1rx1JAQXh3bDo1WYdF3h/l6SzzFpZXGDq1eueskNnd3dwDat29PXl6e3gMSQghhHkJ9nHnnqS4M6OzF70fPMeuLPzl8OsvYYdUbdyzg/zvT3MJC7nMIIYT4i421BWP7PsCsCZ2wb2jNh1HHpQGMgdRoGdk1snRMCCHErfg2dWDOpE6M7OnHkcRsZn2xl13HpAGMPt1xEltCQgIdOnSo/ry0tJQOHTqgKAoqlYpDhw7pPUAhhBDmwdJCzbCHfOgU6MaKzfEs3xTPnycvMnFwEE0cGxo7vDrnjgX8119/1cmTLFq0iLy8PBYuXMivv/7KBx98gFarpXXr1syfPx9ra2udPI8QQgjja+pixxtPdGDn4UzWxiQx54u9jOjhR//OzbFQ39OFX3EHdyzgzZo1q/UTxMbGEh0dTe/evSkuLmb+/PlER0fj6urK9OnTiY6O5rHHHqv18wghhDAdapWKPh2a07alK99uPc0POxLZF3eRSdIARmf0+qdQfn4+y5YtY9q0aQDY2tqyfft2XF1dKSkpIScnBwcHB32GIIQQwoicHRrw0qjWTAsPJaewlHe+PkDkziQqKjXGDs3s6bWAz5kzh+nTp99QpK2srNi5cye9e/cmLy+P7t276zMEIYQQRqZSqXgw2J0FT3ela4g7P8emMuer/SSkydLk2lApepoiuHbtWhITE3nzzTeJiopi3759LFy48IbHLF26lMzMTP7973/rIwQhhBAm6FDCJT5ed5RLucUMDvNh4pAQ7BpaGTsss6O3Aj558mSysrKwsLCgoKCA4uJi+vbty5AhQ6pH3WfOnGH69On89NNPNT5vTs5ltFrdhfy/2+eJeyc5rD3JYe1JDmvPkDksK9cQvSuZXw+k42hvw/gBAbR/wM0gz61Pus6hWq3CxcX+ll+r0W5k92P58uXVH18bgb/++us88sgjREZG4unpyZYtW25YpiaEEKJ+uNYA5sFgd5ZvjuPDyON0DmrCuP4BNLaTlUk1obcCfitOTk688847PPvss6hUKlq2bMnbb79tyBCEEEKYED9PB+ZO6szmP1PZuCeFUym5PPbwA3Rr7SHNw+5Cb5fQ9UUuoZseyWHtSQ5rT3JYe8bO4bnsK6zYEk9iRgEhPk5MGGR+DWAMeQldVtQLIYQwCZ6udsx4ogPjBwSQdK6QOV/u5Zd9aTodtNUlUsCFEEKYDLVKxcMdmrNgaheCWzixZnsiC1YeIP3SZWOHZnKkgAshhDA5zg4NeHl0G6aFh5JdUMr8FfuJ+l0awFzPoJPYhBBCiJq61gAmxMeZ1dvO8NOeVA7EZzFpcBABXo7GDs/oZAQuhBDCpNk3tGLq0BD+77G2VGq0LFx1iJW/JFBSVmns0IxKCrgQQgiz0MrXhflPPUj/Tl7EHM5k1hd7OXIm29hhGY0UcCGEEGajgbUlj/d7gJkTOmLbwJIPIo/x3w0nKLxSbuzQDE4KuBBCCLPj79mYuZM6M6KHL4dOZ/HW53+y+/h5zKy1Sa1IARdCCGGWLC3UDO/my7zJD9LU1Y4vf45j6Q9HycovMXZoBiEFXAghhFm71gDmif4BJGYWMPvLvWytBw1gpIALIYQwe2qVir4dqxrABLVwYnU9aAAjBVwIIUSd4ezQgFdGt+GZ4SFk5V9rAJNcJxvASCMXIYQQdYpKpaJriAehPs6s3pbIT3tSOJhwiYmD6lYDGBmBCyGEqJMa2Vrz9LAQpj/alvKKqw1gttadBjBSwIUQQtRprf1ceGfqg/Tr1JyYQ1cbwCSafwMYKeBCCCHqvAbWlozrF8DMJztia2PJB+vMvwGMFHAhhBD1hn+zxsyd3JkR3X05mGDeDWCkgAshhKhXLC3UDO/uy7wpD+LhYlvdACbbzBrASAEXQghRLzVztePN8R2rG8DM+nIvW/enm00DGCngQggh6q1rDWD+8VQXAr2cWL3tDAtWHiTDDBrASAEXQghR77k0bsDfxlxrAFPC2yv2E/17MhWVWmOHdlvSyEUIIYTgfxvAnGHjnhQOJFxi0uAgHmhueg1gZAQuhBBCXKeqAUzo1QYwGhZ+e4hvTbABjEEK+KJFi5gxYwYAv/32G+Hh4QwfPpznn3+egoICQ4QghBBC3JOqBjBd6NuxOTuuNoA5akINYPRewGNjY4mOjgbg8uXLzJs3j88++4wff/yRwMBAPvzwQ32HIIQQQtyXBtaWjOv/VwOY99cd49MfT1JYbPwGMHot4Pn5+Sxbtoxp06YBUFFRwdy5c3F3dwcgMDCQ8+fP6zMEIYQQotauNYAJ7+7LgfhLzPp8L3tOGLcBjF4L+Jw5c5g+fToODg4AODk50b9/fwBKS0v57LPP6Nevnz5DEEIIIXTC0kJN+NUGMO7ODfnipziW/XCU7ALjNIDR2yz0tWvX0rRpU8LCwoiKirrha0VFRbzwwgsEBQUxcuTIezqvi4u9LsMEwM2tkc7PWd9IDmtPclh7ksPakxzenZtbI/4d6M6m3Wf5ZtMp5ny5j7BWTTmRnEN2fgmuTg2ZMDiY3h299BqHStHT+H/y5MlkZWVhYWFBQUEBxcXFjBgxgqlTp/LUU0/RtWtXZs6ciUqluqfz5uRc1mmXHDe3RmRlFensfPWR5LD2JIe1JzmsPcnhvcspKOX9dUfJyLpyw3FrSzUTBwcRFupRq/Or1arbDlz1NgJfvnx59cdRUVHs27ePN954gzFjxjB48GCef/55fT21EEIIYRAujRvccnlZeaWWqJ1JtS7gd2LQRi7bt2/n1KlTaDQafvnlFwBatWrFggULDBmGEEIIoTM5hWX3dFxXDFLAIyIiiIiIACA+Pt4QTymEEEIYhIuDzS2LtYuDjV6fVzqxCSGEELUQ0csfa8sby6m1pZqIXv56fV7phS6EEELUwrX73FE7k8gtLMPZwYaIXv56vf8NUsCFEEKIWgsL9SAs1MOgM/nNroCr1fe27MxY56xvJIe1JzmsPclh7UkOa0+XObzTufS2DlwIIYQQ+iOT2IQQQggzJAVcCCGEMENSwIUQQggzJAVcCCGEMENSwIUQQggzJAVcCCGEMENSwIUQQggzJAVcCCGEMENSwIUQQggzVCcL+EcffcSQIUMYMmQIixcvBmDPnj0MGzaMAQMGsGzZsurHxsXFERERwcCBA3nrrbeorKzamD0jI4MnnniC8PBwnnzySTIzM43yWozlXnJ4zeuvv05UVFT15+fOneOJJ55g0KBBPPfcc1y5csVg8ZsCXeTw4MGDjB49mvDwcCZOnCjvQ+49h9ecOnWKVq1a6T1mU6OLHF66dIlnnnmGESNGMHbsWDIyMgwWvynQRQ71UlOUOmb37t3KY489ppSVlSnl5eXKhAkTlI0bNyq9evVS0tLSlIqKCmXKlClKTEyMoiiKMmTIEOXw4cOKoijKm2++qaxatUpRFEX5+9//Xv3xN998o7z66qvGeUFGcK85vHDhgvLss88qbdq0USIjI6vP88wzzyg//fSToiiK8tFHHymLFy82yusxBl3lsE+fPkpcXJyiKIqydu1aZdq0aUZ5PcagqxwqiqIUFxcrY8eOVQICAozxUoxGVzmcOHGi8t133ymKoijfffed8sorrxjl9RiDrnKoj5pS50bgbm5uzJgxA2tra6ysrPD39yclJQVvb2+8vLywtLRk2LBhbNmyhczMTEpLS2nXrh0AERERbNmyBQCtVsvly5cBKCkpoUGDBkZ7TYZ2LzkE2LhxI3379mXw4MHV56ioqGD//v0MHDgQuDG39YEuclheXs4rr7xCUFAQAIGBgZw/f94or8cYdJHDaxYuXMjEiRMN/RKMThc5zM3NJT4+nrFjxwIwatQo/va3vxnl9RiDrt6H+qgpZrcb2d088MAD1R+npKSwefNmxo8fj5ubW/XxJk2acPHiRS5dunTDcTc3Ny5evAjAK6+8wtixY1m5ciUVFRWsWbPGcC/CyO4lhwBTp04Fqi73XpOXl4e9vT2WllVvsetzWx/oIofW1taEh4cDVT/8H330Ef369TNE+CZBFzkE2LZtG6WlpQwaNMgAUZsWXeQwPT0dT09PFi5cyIEDB3Bzc2P27NkGegXGp6v3oT5qSp0bgV9z5swZpkyZwuuvv46Xlxcq1V9bsimKgkqlQqvV3vI4wBtvvMH8+fPZtWsXb7/9Ni+++CJKPdu4rSY5vJ1bff1Oj6+rapPDa8rLy/n73/9OZWUlzz77rD7DNUm1yWFWVhaffPJJvSo4t1KbHFZWVnLq1Cm6du1KZGQkffv2ZcaMGYYI26TU9mdZHzWlThbwgwcPMmnSJF599VVGjhyJh4cHWVlZ1V/PysqiSZMmNx3Pzs6mSZMm5ObmkpycXD3aGThwIFlZWeTl5Rn8tRhLTXN4O87OzhQVFaHRaGr0+LqotjkEuHLlClOnTqWyspJPPvkEKysrfYdtUmqbw5iYGPLz86snDwGEh4dXX8qsD2qbQzc3N+zs7OjTpw8AQ4cO5dixY3qP25TUNof6qil1roCfP3+eF154gSVLljBkyBAA2rZty9mzZ0lNTUWj0fDTTz/Rs2dPmjVrho2NTfWljg0bNtCzZ0+cnJywsbHhwIEDQNV/np2dHc7OzkZ7XYZ0Lzm8HSsrKzp16sSmTZsAWL9+/R0fX9foIocAr732Gt7e3rz33ntYW1sbInSToYscjhkzht9++40NGzawYcMGoOrn3N7e3iCvwdh0kcMWLVrg4eHBzp07AdixYwehoaEGid8U6CKH+qopde4e+JdffklZWRkLFy6sPjZ27FgWLlzISy+9RFlZGb169aq+H7ZkyRJmzZrF5cuXCQ0NZcKECahUKj766CPeeecdSktLsbOz48MPPzTWSzK4e83h7cydO5cZM2bwySef0LRpU5YuXarv0E2GLnJ46tQptm3bRsuWLRk5ciRQda/t888/13v8pkBX78P6TFc5/PDDD5k7dy7vvvsu9vb2N5yvrtNFDvVVU1RKfbuxK4QQQtQBde4SuhBCCFEfSAEXQgghzJAUcCGEEMIMSQEXQgghzJAUcCGEEMIMSQEXQgghzJAUcCGEEMIMSQEXQgghzJAUcCGEEMIMSQEXQgghzJAUcCGEEMIMSQEXQgghzJDZ7UaWl3cFrVZ3+6+4uNiTk1N/9gbWB8lh7UkOa09yWHuSw9rTdQ7VahVOTna3/JrZFXCtVtFpAb92TlE7ksPakxzWnuSw9iSHtWeoHMoldCGEEMIMmd0IXAghrhd78gJRO5PILSzD2cGGiF7+hIV6GDssIfROCrgQwmzFnrzA15vjKa/UApBTWMbXm+MBpIiLOk8uoQshzFbUzqTq4n1NeaWWqJ1JRopICMORAi6EMEvZBSXkFJbd8mu3Oy5EXSIFXAhhVkrKKoncmcTMz/be8XGfbzxJdkGJgaISwvDkHrgQwixotQp/HD9P1O/JFF4pJyzUHZ+mDkTG3HgZ3cpSTYi3EwcSstgff4m+HZszJMwH+4ZWRoxeCN2TAi6EMHmnUnJZvS2RjKzLtGzemFdGt8G3qQMA9g2tbjkLPbewlPW7zrJ1Xzq7jp5n6EM+9O3YDCtLCyO/GiF0Q6Uoilmt2s/JuazTRfJubo3IyirS2fnqI8lh7UkOb+18zhXW7kjiSGI2ro0bMKZPSzoFuqFSqW567O1ymH7pMutikjienIOLgw0je/rRNdQD9S3OUd/J+7D2dJ1DtVqFi4v9Lb8mI3AhhMm5XFLBhj/OEnM4EytLNWN6+9OvU/P7Gj17NbFn+qNtiUvJ5YeYJL74KY5f9qUzpo8/rXxd9BC9EIYhBVwIYTIqNVq2H8pk4+6zFJdV0qtdM0Z098XBzrrW5w72cWb2RCf2x10icmcSS9ccJcTHiTG9W+Lt0UgH0QthWFLAhRBGpygKR85k88OORC7mlRDq68xjD7ekudutLx3eL7VKRZcQdzoEuBFzOJONe1J4e8V+uoa6E9HDD1fHhjp9PiH0SQq4EMKo0i4WsXrbGeLT8mnqYsvfxrSljb9+L21bWarp39mLbq2bsnlvKlv3p3Mg/hIPd2jO0IdkxrowD1LAhRBGkX+5jKjfk9l97Dx2Da0YPyCAXu08sVAbrj2FbQNLRvXyp0/7Zqz/4yy/Hkjnj2PnGRLmTd+OzbG2khnrwnRJARdCGFR5hYZf9qWx6c80KjVaBj7YgqEPeWPbwHijXmeHBkx5JJgBnb1YF5PE2pgkth3KYGQPP8JCPVCrZca6MD1SwIUQBqFVFPaeukjk1TXbHQPcGNPHnyZOtsYOrVpzN3v+NqYt8al5/LAjkS9/vn7GuvMtl68JYSx3vVaVnZ3Ntm3bAHj33XeZOHEi8fHxeg9MCFF3JGYUsOCbg3y+8RSNGlrzxrj2vBDR2qSK9/WCvJ2YNbET08JDKauoZNkPR1my+gipF2SNtDAddx2Bz5gxg+7duxMbG8uuXbuYNGkS//jHP/j2228NEZ8Qwoxl55ewNiaJ/fGXcLS35qkhwYS1Mo8mKmqVigeDq2as7zicycbdV2esh7gzsqcfbjJjXRjZXQt4fn4+kyZNYtGiRQwdOpSIiAhWrVpliNiEEGaqpKySn2JT+HV/BmoVDO/mw+Au3thYm9+kMEsLNf07edGtVdWM9V/3p3MgQWasC+O7awGvqKigoqKCXbt2sXDhQkpKSiguLjZEbEIIM6PRatl19DzRu5IpKq7goVYejOrlj1MjG2OHVmvXZqw/3KE563cl8+uBdHZdnbHeT2asCyO4awHv27cvYWFhBAcH06pVK4YOHcrQoUMNEZsQwoycPJvL6u1nyMy6QkDzxvxtzAPVG47UJU6NbJh83Yz1dTFJbDtYNWP9oVYyY10YTo02M7lw4QLu7u6oVCri4+MJCgoyRGy3JJuZmB7JYe2Zcw7PZV/hhx2JHEvKwc2xAWN6t6TjbTYc0Sdj5TAhrWrG+tnzRTR3s2N075a09jPPGevm/D40FYbczOSuBby8vJydO3dy5coVADQaDWlpaUyfPl1nAd4LKeCmR3JYe+aYw6Licn78I4UdhzOxsVYz7CFf+nZsjpWl4RqxXM+YOVQUhf3xl4jamcyl/BKCvZ0Y08cfHw/zugJhju9DU2NSu5FNnz6d9PR0srKyCAkJ4ejRozz44IM6C04IYV4qNVq2Hczgx90plJVr6NXek/DuvjjY1n7DEXOlum7GeszhTH7cncL8FQfoEuJOhMxYF3py1wIeFxfH1q1bmTdvHpMnT0ar1TJv3jwDhCaEMCWKonDodDZrdyRyKb+E1n4uPPpwS5q52hk7NJNhaaGmX6freqzv+6vH+rBuMmNd6NZdC3iTJk2wtLTEx8eH06dPM3jwYIqK5BKLEPVJ6oWqDUcS0vPxdLXj/x5tSys/2Uv7dhraWBLR058+7Zuz4Y9kfjuYzh/Hz/FIV2/6d/KSGetCJ+5awG1tbdm4cSNBQUH88MMP+Pn5yTIyIeqJvKIyon5PYs/xC9g1tOLJgYH0bNvUoBuOmDOnRjZMGhxM/84tiIxJInJnMtsPZTKihy/dWjWVGeuiVu76Uzhnzhzi4uLo1q0barWa8ePHM2XKFEPEJoQwkrIKDT/+cZY3P4tl76mLDOzSgoXPhtGnfTMp3vehmasdL49uwxvj2uNob8PyTfHMXb6PY0nZ1GAhkBC3VKNlZKZEZqGbHslh7ZlKDrWKwp8nLxC5M5m8ojI6Bboxuk9LmpjBJCxTyeHdKIrCwYQs1u1M4lJeCUEtHBnTp6VJrJk3lxyaMpOahX748GGWLl1KQUHBDX8pbty4UWcBCiGM73R6Pqu3nSHlQhE+Ho14dngoAV6Oxg6rzlGpVHQKakK7B1zZeeQcP+4+yztfH+DB4CZE9PI3iz+WhGm4awGfM2cOERERhISEmGVjAiHEnV3KL2HdjkQOJGTh1MiGqUOD6RpqHhuOmDNLCzV9OzbnoVYebN6bxtb9aRxMyKJP+2YM6+ZDo3q8LE/UzF0LuKWlJZMnT76vkz/55JPk5uZiaVn1NPPnz6dt27YALFq0iLy8PBYuXHhf5xZC1E5xadWGI78dSEetVjGiuy8Du7TARmZIG1TVjHU/Hu7QjA1/nGXboQx2nzjPI1296dfJS/4/xG3dtYA/8MADJCQkEBgYeE8nVhSFlJQUduzYUV3Ar4mNjSU6OprevXvf0zmFELWn0Wr5/cg5oned5UpJBQ+19iCiZ93YcMScOdrbMHFQEP07eRG587oZ69196dZaZqyLm921gKenpzNq1Cg8PT2xsfnrB/xu98CTk5MBmDJlCvn5+Tz66KOMHz+e/Px8li1bxrRp04iPj69l+EKIe3EiOYc12xPJzL5CgJcjj/d9AG+PRsYOS1zH09WOl0a14XR6Pj/sSGT55ni27k9ndG9/2vi7yK1MUa1GrVTvR2FhIWFhYcyePZuKigomTJiAr68va9asYfr06Zw/f/6+ziuEuHeZ2VdYs/0MJ5JzaeLYkBdGtqZDgKsUAxMW4OXIW0925GBCFpE7k3h/3TECvapmrPt5Gn/GujC+Gi0jO3r0KLt27aKiooJu3brdVy/0FStW8PHHHxMREcGbb75JVFQU+/btk3vgQuhRweUyvvslni1/ptLQ2oKxAwIZ0s3PaBuOiPtTqdHyy5+pfL81noLL5XRv68mER0JoKm1s67W7FvD169ezbNkyBgwYgKIo/PLLL7z00ks8+uijdzzxgQMHqKioICwsDIDly5fz+++/k5WVhYWFBQUFBRQXFzNixAhmzpxZ44BlHbjpkRzWnq5zWFFZteHIxj1VG470ad+M4d3r9szm+vA+LCmr5Jd9aWzZl4ZGo9D76ox1XW0kUx9yqG8mtQ58xYoVrF27/v5drAAAIABJREFUliZNmgDw9NNP89RTT921gBcVFfHBBx+wevVqKioqiI6O5u2336Z9+/YA1SPweyneQog7u9YkZG1MIln5pbTxd+HRPi3xlJFandDQxpIRPfzo3b4ZP/5xlh2HMtl9/DyDu3ozoLPMWK9v7lrAtVptdfEGcHd3R12DVop9+vTh6NGjjBgxAq1Wy7hx46qLtxBC986eL2TNtjOcziigmZsd//dYW1r5yoYjdZGjvQ0TBgXRv7MX62KSiP49mR2HMhjRw49urT2k3W09cddL6BMmTGDChAn069cPgN9++42vv/6alStXGiTA/yWX0E2P5LD2apPD3MJSon5PZs+JCzjYWjGipx892tS/DUfq8/vwTEbVjPWkzEI8Xe0Y3duftvcxY70+51BXDHkJ/a4F/MyZMzz//POUl5cDYGVlxccff3zP68J1RQq46ZEc1t795LCsXMPmvals2ZuGVoEBnb0YEuZNQ5u7Xlirk+r7+7Bqv/Ys1u1M5mJuMQFejozp44+/Z+Man6O+51AXTOoe+AMPPMCWLVtISUlBo9Hg7++PhYXcZxHCWLSKQuyJC0TuTCL/cjmdg5owurc/btJDu15TqVR0DGxC25au7Dp6jg1/nGXBNwfpFNSEUb38cHeyNXaIQsfuWsCTkpI4dOgQo0ePZvr06Zw4cYJ//OMfdO3a1RDxCSGuk5CWx+ptiaReLMK3qQPPj2hNy+Y1H2GJus/SQk2fDs3pGurBL/vS+GVfOodPZ9G73dUZ63Z1dyVCfXPXAj537lweffRRYmJiuHjxIgsWLGDp0qWsWbPGEPEJIYBLecWs3ZHEwdNVG448PSyELiHusuGIuK1rM9b7tG/Ght0p7Dicye4T5xncpQUDOrfAxlqupJq7uxbwsrIyhg8fzjvvvMPgwYPp0qULFRUVhohNiHqvuLSCjXtS+O1ABpYWakb28GXAg7LhiKi5xvY2TBgYSP9OzYncmUz0rrNsP1zVY717PZzsWJfctYCXl5eTnZ1NTEwMn376KdnZ2ZSVlRkiNiHqLY1WS8zhqvuYV0oq6NamKSN7+MmGI+K+NXWx48WI1pzJyGftjiS+3pJQ3WO9pKyS6N+TyS0s4//bu/O4KMv9/+OvYRlkEVlkE1dwBxHNUjuVkZUmmYomqIHl8bRaZpp5Ollp9sgMM9N+/jpbnspSyi37qt9Kczlpi4oLIqkg7igy7Mswy/39A5mkxAGZFT7Px8NHOgzD5/408Oa67+u+rgBfDxKGRDI4KtTeJQszzAZ4YmIicXFxPPDAA3Tt2pW7776bp59+2ha1CdHiKIrCkasbjlwsqKBnRz8S75ENR4TldGvvx18f6U/6iSt8sSObZWuPoFJB7f1IBSVa/rOlZqMpCXHHZjbAg4ODOXTokGnxlvXr1+Pv72/1woRoCfYezWPdzmw0JVp8vdX4eLpz/ko5wf6ePJvQh9husuGIsDyVSkX/7kHERAYyY9l/Ka/S1/l4td7Iup3ZEuAOzuzFjyVLltRZeU3CWwjL2Hs0j/9syaKgRIsCFJdXc/5KOYN6h7Bg6kD6dQ+S8BZW5ebq8ofwrlVQomX1thMcPaVBpzfYuDLREGZH4N27d2fFihUMGDAAL6/f7iOMioqyamFCNCd6g5H8okryCirI01RwsaCCHzPz0Bv+uCjRiXNFuLnKxCJhG4G+HhSU/HFek7urC9sPnOObX86idnOhZyd/orsE0CcikGB/T/nl0gGYDfBDhw5x6NAhvvjiC9NjKpWKbdu2WbUwIZyNoiiUVupMIW0Ka00F+YWVGK9Z9LCNt/q64Q1c94epENaSMCSS/2zJolpvND2mdnNh8gM96d8tiF/PFnIkR0NGTgGHswuAEwT5tSI6IpDoLgH06uRPK3XLXP3P3sx2ffv27baoQwinoTcYuVRYO5ourxPW156OdHN1ISTAk/ZB3tzaM4jQAC9CA7wJDfDCq5UbL/6/H64b1oG+MtNc2E7tde7auRi/n4UeE9mWmMi2QM16BBmnNGTkaNhzJI/vD5zH1UVFt/Zt6BMRSHREIO2DvGV0biNm10IvLy9n8eLFZGdns3TpUt59911eeuklvL3tsz2hrIXueJpjDxVFoaRCR15BuemUd56m5s+Voqq6o2kfNWEBXoQGel8NaS/CAr0I9G2Fi0v9P8hqr4Ffb+Qjk4carzm+D22tMT3U6Y2cPFfEkVM1o/Nz+eUA+Pmoie4SSHREAL07B+Dj6W7Nkh2OQ62FvmDBAoKDgykoKMDDw4OysjJeffVVFi9ebLEChbAXnd7I5cK6AV0b2JXa30bT7m4uhPh70TGkNQN7hRAa6GUK65vdPMTcyEcIR+bu5kKvzgH06hzA+LiuFJZqycgp4MgpDQeO5/PfIxdRqSCinS99utSMzjuHtr7hL7WiccyOwEePHs2GDRtM/zUajTz44INs3rzZVjXWISNwx+PoPVQUheLy6joTyGqCupwrxVVc+x3g39qjJpivBnTY1b8H+Lay6rKljt5DZyA9bDpL9dBgNHLqYmlNoOdoyL1YggL4eLoT1SWA6Kt/2vg0v8tFDjUCd/ndMnsGg+EPjwnhCHR6A5c0lVzUVJhOfdf+qdT+dhuM2t2FUH8vuoT5MjgqlNBAL8ICvAkJ8JTJOEJYgKuLC13D29A1vA2j74ygtKKao7k1184zcgr4KfMSAB2DfYiOCKRPRACR4W3k7otGMvvT6tZbb+Wdd96hqqqK3bt3s2rVKgYOHGiL2oT4A0VRKCqr/u3a9DUTyAqKq7j23EyAb81o+vaosDqnvP19PWQTECFsqLWXmkG9QxnUOxSjonD2UhkZp2pG5//78xk2/3iaVmpXenXyvzoZLoC2bWR7XHPMnkLX6XT8/e9/Z8eOHRgMBu68806efvppPDzsc+pDTqE7Hmv0UKszcEnzx9ux8jQVaKt/G017uLvWOeVdO4EsxN/LqXZbkvdh00kPm84ePayo0nPsdCEZpwrIyCkw3ZkRFuhFdJea0Xn3Dn6onWQDH1ueQjcb4LWKi4txdXXFx+f6L2QrEuCO52Z7qCgKhaXaOqPovKunv6+9vUoFBPi2+u269LWj6dYezeKWFXkfNp30sOns3UNFUbhYUHurWgFZZ4rQG4y4u7nQo6Pf1clwAYQGeDns971DXQPPzs5m9uzZZGXVLG7fr18/Fi1aRLt27SxWoHBO167jfaMZ1Npqw+9meNec/r6kqUSru2Y0rXYlLMCLbh38uNM0mvYmxN/TaX77FkLcPJVKRbu23rRr6839t3ZAqzNw/GwRR3IKyMjR8Pm2E7AN2rapWUimT5cAenbyv+k7QZyd2RF4YmIiY8aMYezYsSiKwpo1a9i+fTsfffSRrWqsQ0bgjuF69zC7u7lw74Bw/H1a1bkdq7C07mg6sM21o+nf7p3281E77G/V1ibvw6aTHjado/cwv6jSNDrPPF2IttqAq4uKruFtiI6oWea1Q7CPXX+OONQIvLKykqSkJNO/k5OTSUtLs1hxwjmt25ldJ7yh5p7qLT+eBcDTo+badM+O/ldnedeEdLCMpoUQNynIz5O4fuHE9QtHbzBy8lwxR07VjM7X7sxh7c4c2nira25TiwgkqkvzXkjGbIBHRERw4MAB+vfvD8Dx48dp37691QsTju1G63UvmfYnfL1b7mhaCGF9bq41G6z07OTPw3dDYamWo6c0ZJwq4ODJK/yQkYcK6NLO17QJS5cw32a1kIzZAL9w4QLJycn06NEDNzc3MjMzCQoKYuTIkQBs2rTJ6kUKx1JcpsXVRYXhOpcyAn09muXiDEIIx+bf2oM7YsK4IyYMo1HhVF6J6b7zTT/k8tUPuXi3cru6kEzNZDg/J/9ZZTbAZ82aZYs6hJO4UlxJ6uqDgIKbq6rOjlpqNxcShkTarzghhKDmunFkuzZEtmvDqDu6UFapIzNXY5oM9/OxywB0CPapuXbeJZCu7Z1vIZkG30bmKGQSm/3kaSpIXZ1OldbA8+P7kl9UKet4W4i8D5tOeth0LaGHiqJw9nKZaTLciXPFGIwKHmpXel/d8zw6IpAgv5tbSMahJrEJAXDmUinvrjkIwOyJ/egY0pqu4W0YHBXaIr7phRDNg0qlomNIazqGtGbEoE5UavVknS407aqWfuIKACEBXvS5GuY9Ovrh4YCTbyXAhVknzxfzXtohPNSuzEqKJSzQPlvJCiGEpXl6uNGvexD9ugehKAp5moqaa+enNOw8dIHv9p/DzbV2IZmaQA8LdIyFZBoc4CUlJfj6+lqzFuGAMnM1LFt7hDY+amYlxcr6xEKIZkulUhEW6E1YoDf33dqBap2B4+eKyMipuX6+evtJ2H6SQF8PoiMCie4SSO/ONQvJNHRhK0syG+A5OTlMmzaN0tJSvvzySx599FGWL19OZKRMVmru0o/ns2JjBqEBXsxMjJXZ5UKIFkXt7lozY71LIElDu3GluHYhGQ0/ZV5i58ELuLqoCPJrRX5RlenOnIISLf/ZUrN6qTVD3OyUuwULFvC3v/2NwMBAQkJCeOSRR3j11VetVpBwDHuP5vHB+gw6hrRm9sT+Et5CiBavbRtP7o4NZ1pCH96fficvTezH8IEd64R3rWq9kXU7s61aj9kALyoq4k9/+pPp35MmTaKsrMyqRQn7+j79PP/clEn3Dm2YmRjbrFcyEkKIm1FzXdyfsUMir7smBtx4wSuL1NCQJ2m1WtMF+/z8fIxGo5nPEM5q84+n+XJHNrFd2/LU6Cjc3Rxv5qUQQjiSQF+P64Z1oK91z1yaHYFPnDiRP//5zxQUFLB48WISExOZMGGCVYsStqcoCmt3ZvPljmwG9g7h6THREt5CCNEACUMiUbvVjVNbLGxldgQ+btw4OnbsyM6dO9Hr9bzxxht1TqkL52dUFD779jjbD5xnSGw7ku/v0azWCxZCCGuqnajmcLPQAW677TZuu+02qxYi7MNgNPLR5iz2ZOQxfGBHHr470iHubxRCCGcyOCrU5gtb1RvgPXv2vOEP8mPHjlmlIGE7Or2RD786yoHj+Yy5K4IHB3eS8BZCCCdRb4Dv3bsXRVFYunQp4eHhJCYm4urqyrp167hw4UKDXjw5ORmNRoObW82XmT9/Prt372bLli0ADBkyhNmzZ1vgMERjaasNLF93mKO5hUy4txv3Dehg75KEEEI0Qr0B7u/vD0BGRgbz5s0zPZ6SkkJCQoLZF1YUhdzcXL7//ntTgO/Zs4f//ve/rF+/HpVKxdSpU/n222+57777mnocohEqqnS89+Vhss8XM2VEL+6ICbN3SUIIIRrJ7DXwyspKcnJyiIiIAODXX39Fp9OZfeGcnBwApkyZQlFREePHj2fgwIHMmTMHtVoNQGRkZINH88IySsqreXfNQc5fKeepUdEM6Bls75KEEELcBLMB/vzzz5OYmEiPHj1QFIWTJ0+Smppq9oVLSkoYPHgwc+fORafTkZKSQpcuXUwz2HNzc9myZQuff/55049CNIimpIrU1QfRlFTx3LgY+kQE2rskIYQQN6lB+4EXFBSwf/9+AAYMGEBAQECjv9DKlSu5cOECL7/8MidOnOCJJ57g2WefZcyYMY2vWjTahStlzP3/eyir1PHqnwcRJeEthBBOrUG3kQUGBnL//fc36oX37duHTqdj8ODBQM01cTc3N/bv389zzz3Hyy+/THx8fKMLLigow1jPsnU3oyXsZX0uv4zFqw9iMCrMSooluLXaosfcEnpobdLDppMeNp30sOks3UMXFxWBgT7X/5jFvsrvlJaWsmjRIrRaLWVlZaxfv5577rmHZ555htTU1JsKb9F4py6W8PaqA6hU8NKk/nQOlS1hhRCiOWjwfuCNFRcXx6FDhxg9ejRGo5GJEyeydetWtFotCxcuND0vKSlJlma1kqzThSxde5jWnu68OKEfQX6yl7cQQjQXDboGXlZWho+PD5mZmRw/fpz4+Hjc3e2zQ5WcQm+Yw9lX+GB9BkF+nsxMjMW/tfUW1W+uPbQl6WHTSQ+bTnrYdLY8hW52BL506VLOnDnDzJkzmTp1Kl27duWXX37hzTfftFiBwrJ+PnaJf2zKpH2wDy+M70trL7W9SxJCCGFhZq+B79y5kwULFvDNN98QHx/Pxx9/TFZWli1qEzdh16ELfLjxKJHtfJk9oZ+EtxBCNFMNmsTm6enJnj17GDRoEADV1dVWLUrcnG9+PsPKLVlERQQwIzEWTw+rTXEQQghhZ2YD3N/fn9dff52MjAxuv/12UlNTCQ6W1bsciaIobNidw+rtJxnQM5jnxsbg4S57eQshRHNmNsDffvttgoOD+fDDD/H09ESlUvH222/bojbRAIqisHrbSb76IZc7+oTx5ENRuLla7e5AIYQQDsLsT/q2bduSkJCARqPBYDAwYcIE2rZta4vahBlGo8LKLVl8u+8s9w5oz6MjeuLiItuBCiFES2A2wHfs2EFSUhLz5s2joKCA+Ph4vvvuO1vUJm5Ab6jZy3v34Ys89KfOTBjaDRfZy1sIIVoMswH+wQcfkJaWhq+vL8HBwXz22We8//77tqhN1EOrM7Bs7RF+ybrM+LiujL4zApWEtxBCtChmpykbDIY6k9Z69eolYWFHlVo9S788zImzRUwe3oMhseH2LkkIIYQdmA1wT09PLly4YArtffv24eFhvVW9RP3KKnW8u+YgZy+X8fhDUQzsHWLvkoQQQtiJ2QCfNWsWU6ZMIT8/n8TERHJzc1m2bJktahPXKCzVsnjNQS4XVjItoQ99u8pEQiGEaMnMBni/fv1IS0sjPT0do9FI3759b2o/cHHz8osqSV2dTkmFjhnj+9Krk7+9SxJCCGFnDVqqKysri+rqahRFYd++fQCN3h9c3JwLV8pZvOYg1ToDLyb1I6KdbAcqhBCiAQH+yiuvsGvXLjp16mR6TKVSSYDbwOm8UhavOYiLi4qXJvanffD1d6QRQgjR8pgN8L1797J582Z8fCQ8bOn42SKWfnkILw93Zk2IJcTfy94lCSGEcCBmAzwsLEzC28YycgpYvu4IAb6tmJUUS4BvK3uXJIQQwsGYDfD+/fszY8YM4uLiaNXqtyCRU+jWsS/rMh9+dZTwtt68kBiLr7dsByqEEOKPzAZ4eno6AF988YXpMbkGbh0/HLnIvzcfI7JdG55/OAavVu72LkkIIYSDMhvgn3zyCQB6vR5FUXB3l1Cxhm37z7Hq2+NEdfZnWkIMHmrZDlQIIUT9zK6FXlBQwNSpU4mNjSUmJoaUlBQuXbpki9paBEVR+HpPLqu+PU6/bm15blxfCW8hhBBmmQ3w+fPnExsby549e9izZw8DBgzg9ddft0FpzZ+iKHy5I5t1u3IYHBXK02OicXeTvbyFEEKYZzYtcnNzmTZtGr6+vvj7+/Pcc89x5swZW9TWrBmNCp/8769s+ekMcf3D+fODvXB1kfAWQgjRMGavgev1erRarWkDk8rKStmNrIn0BiP//p9j/Jh5ifjBnUi4S7YDFUII0ThmA3zEiBE8+uijJCQkoFKpWLt2LcOGDbNFbc2STm9gxYajHDx5hbFDIogf3NneJQkhhHBCZgP8mWeeITQ0lN27d2M0GklISGDcuHG2qK3ZqarWs2ztEY6dLuSR+7tzT//29i5JCCGEk6o3wIuKikx/Hzp0KEOHDjX9u7i4GD8/P+tW1syUV+l4L+0Qpy6W8pcHezM4OtTeJQkhhHBi9Qb4oEGDUKlUKIoCYLpGqygKKpWKY8eO2abCZqC4vJrFqw+Spynn6THR9O8eZO+ShBBCOLl6AzwrK8uWdTRbBcVVpK5Op7BMy/SH+xLVWfZSF0II0XT1BvhHH310w0987LHHLF5Mc5OnqSB1dTqVWgOzEvvRtX0be5ckhBCimag3wI8fP27LOpqds5fLWLw6HQV4aWI/Ooa0tndJQgghmpF6A/ytt96yZR3NSvb5YpakHcJD7cqspFjCAr3tXZIQQohmpt4Anz59OkuXLmXkyJHX/fimTZusVpQzy8zVsGztEdr4qJmVFEvbNp72LkkIIUQzVG+A/+UvfwFg7ty5NivG2aWfyGfFhqOEBHgyKzGWNj4e9i5JCCFEM1VvgLdv356ioiK6d+9uy3qc1o9H8/jn18foFNqaGeP74uMp264KIYSwHrP3gdeqvR8ckPvAf2dH+nk++d9f6dHRj2fHxuDpYXaBOyGEEKJJ6k2a0aNHk56ezj333MPYsWPp2rWrLetyGlt+PM0XO7LpGxnIU6OjUbvLXt5CCCGsr94AX7hwIZWVlXzzzTe8+eabVFRU8NBDDzFy5Eh8fX1tWaNDUhSFdbty+J+9p7mtVzBTH+yNm6tsByqEEMI2bniu19PTk1GjRjFq1Cjy8vLYuHEjKSkpdO7cmffee8/siycnJ6PRaHBzq/ky8+fP58yZM6xYsQK9Xs/kyZOZNGmSZY7EhoyKwuffnmDbgXPc1bcdKcN64OIi24EKIYSwnQZfrNVoNGg0GgoLCwkMDDT7fEVRyM3N5fvvvzcF+KVLl5gxYwbr1q1DrVaTlJTEwIEDner0vMFoZOXmLH7IyGP4bR15OC5S9vIWQghhczcM8IsXL/LVV1+xceNGXF1deeihh0hLSyMkJMTsC+fk5AAwZcoUioqKGD9+PN7e3gwaNMi0k9mwYcPYunUr06ZNs8ChWJ9Ob+TvXx1l//F8xtzZhQdv7yzhLYQQwi7qDfDk5GROnTrFiBEjSE1NpXfv3o164ZKSEgYPHszcuXPR6XSkpKTwwAMPEBT0205cwcHBHD58+OartyFttYHl649w9JSGCUO7cd+tHexdkhBCiBZMpVx7f9g1evbsiYeHBy4uLn+4nUylUnHgwIFGfaGVK1fy1ltv8dRTT/H8888DkJaWRkZGBvPnz2/CIVhfeaWOef/8kV9Pa3h2fCz33tbJ3iUJIYRo4eodgW/btq1JL7xv3z50Oh2DBw8GaoI/PDyc/Px803Py8/MJDg5u1OsWFJRhNF73d46bEhTUmvz80no/XlJRzbtrDnI+v5wnR0XTt0vADZ/fEpnroTBPeth00sOmkx42naV76OKiIjDQ57ofqzfAw8PDm/RFS0tLef/991m9ejU6nY7169fzzjvv8OKLL6LRaPD09OSbb77hjTfeaNLXsabCUi2pq9MpKK7iuXEx9IkwP3lPCCGEsAWrLRkWFxfHoUOHGD16NEajkYkTJ3LLLbcwY8YMUlJS0Ol0jBs3jpiYGGuV0CSXCytIXX2QskodLyTG0r2Dn71LEkIIIUzqvQbuqGxxCv18fhmpaw5iMCi8kNiXzqGycM2NyGm3ppMeNp30sOmkh03nEKfQW6pTF0t4d81B3NxceGlSf8Lbyl7eQgghHI8E+DV+PVPI0i8P4+PpzqwJ/Qj2k728hRBCOCYJ8KsOZ1/hg/UZtG3TillJ/fBvLXt5CyGEcFwS4MDPxy7xj02ZtA/24YXxfWntpbZ3SUIIIcQNtdgA33s0j3U7syko0QIQ6u/Ji0n98GrVYlsihBDCibTI/S/3Hs3jP1uyTOENoCnVcij7ih2rEkIIIRquRQb4up3ZVOuNdR6r1htZtzPbThUJIYQQjdMiA/zakXdDHhdCCCEcTYsM8EDf688wr+9xIYQQwtG0yABPGBKJ2q3uoavdXEgYEmmnioQQQojGaZFTrgdHhQI118I1JVoCfD1IGBJpelwIIYRwdC0ywKEmxAdHhcrav0IIIZyS0wW4i4vKKV6zpZEeNp30sOmkh00nPWw6S/bwRq/ldLuRCSGEEKKFTmITQgghnJ0EuBBCCOGEJMCFEEIIJyQBLoQQQjghCXAhhBDCCUmACyGEEE5IAlwIIYRwQhLgQgghhBOSABdCCCGcULMM8OXLlxMfH098fDyLFi0CYM+ePYwcOZL777+fJUuWmJ577NgxEhISGDZsGH/729/Q6/UAnDt3jkmTJjFq1CiSk5M5f/68XY7FXhrTw1qzZ89m3bp1pn9fuHCBSZMmMXz4cJ566inKy8ttVr8jsEQP9+/fz7hx4xg1ahSTJ0+W9yGN72GtzMxMoqOjrV6zo7FEDy9fvszjjz/O6NGjSUpK4ty5czar3xFYoodWyRSlmfnhhx+UxMRERavVKtXV1UpKSoqyadMmZciQIcqZM2cUnU6nTJkyRdmxY4eiKIoSHx+vpKenK4qiKH/961+VVatWKYqiKLNmzTL9/eOPP1ZmzpxpnwOyg8b2MC8vT3niiSeUmJgYZe3atabXefzxx5Wvv/5aURRFWb58ubJo0SK7HI89WKqHcXFxyrFjxxRFUZQvvvhCefLJJ+1yPPZgqR4qiqJUVFQoSUlJSvfu3e1xKHZjqR5OnjxZ+eyzzxRFUZTPPvtMmT59ul2Oxx4s1UNrZEqzG4EHBQUxZ84c1Go17u7uREZGkpubS6dOnejQoQNubm6MHDmSrVu3cv78eaqqqoiNjQUgISGBrVu3AmA0GikrKwOgsrKSVq1a2e2YbK0xPQTYtGkTQ4cO5YEHHjC9hk6n45dffmHYsGFA3d62BJboYXV1NdOnT6dnz54A9OjRg4sXL9rleOzBEj2stXDhQiZPnmzrQ7A7S/RQo9GQlZVFUlISAGPHjuX555+3y/HYg6Xeh9bIFKfbjcycbt26mf6em5vLli1beOSRRwgKCjI9HhwczKVLl7h8+XKdx4OCgrh06RIA06dPJykpiU8++QSdTseaNWtsdxB21pgeAkydOhWoOd1bq7CwEB8fH9zcat5i1/a2JbBED9VqNaNGjQJqvvmXL1/Ovffea4vyHYIlegiwbds2qqqqGD58uA2qdiyW6OHZs2dp164dCxcuZN++fQQFBTF37lwbHYH9Wep9aI1MaXYj8FonTpxgypQpzJ49mw4dOqBS/bYlm6IoqFQqjEbjdR8HeOmll5g/fz67d+9m3rx5TJs2DaWFbdzWkB7W53oSQLSDAAAEi0lEQVQfv9Hzm6um9LBWdXU1s2bNQq/X88QTT1izXIfUlB7m5+ezYsWKFhU419OUHur1ejIzMxk0aBBr165l6NChzJkzxxZlO5Smfi9bI1OaZYDv37+fRx99lJkzZzJmzBhCQ0PJz883fTw/P5/g4OA/PH7lyhWCg4PRaDTk5OSYRjvDhg0jPz+fwsJCmx+LvTS0h/UJCAigtLQUg8HQoOc3R03tIUB5eTlTp05Fr9ezYsUK3N3drV22Q2lqD3fs2EFRUZFp8hDAqFGjTKcyW4Km9jAoKAhvb2/i4uIAePDBBzl8+LDV63YkTe2htTKl2QX4xYsXeeaZZ0hNTSU+Ph6Avn37curUKU6fPo3BYODrr7/mrrvuIjw8HA8PD9Opjo0bN3LXXXfh7++Ph4cH+/btA2r+53l7exMQEGC347KlxvSwPu7u7gwYMIDNmzcDsGHDhhs+v7mxRA8BXnzxRTp16sR7772HWq22RekOwxI9fPjhh/nuu+/YuHEjGzduBGq+z318fGxyDPZmiR527NiR0NBQdu7cCcD3339PVFSUTep3BJboobUypdldA//Xv/6FVqtl4cKFpseSkpJYuHAhzz77LFqtliFDhpiuh6WmpvLKK69QVlZGVFQUKSkpqFQqli9fzhtvvEFVVRXe3t4sW7bMXodkc43tYX1ee+015syZw4oVKwgLC+Pdd9+1dukOwxI9zMzMZNu2bXTt2pUxY8YANdfa/vGPf1i9fkdgqfdhS2apHi5btozXXnuNd955Bx8fnzqv19xZoofWyhSV0tIu7AohhBDNQLM7hS6EEEK0BBLgQgghhBOSABdCCCGckAS4EEII4YQkwIUQQggnJAEuhABq1q+/4447TEtB1vr5559JSkpizJgxTJw4scUt4iGEo5LbyIQQAGzevJl169aRkZHBqlWriIyMtHdJQogbkAAXQgCQnJzMiBEjOHHiBHq9nvnz5/PTTz+xZMkSOnToYHp83rx53HLLLZSWljJv3jyysrJQqVTceeedvPDCC6YNbIQQ1iWn0IUQnDx5kvT0dIYPH87o0aPZuHGjaZ3mw4cPM2XKFDZs2EBCQgJLliwBYMGCBfj5+bFp0ybWrl3Lr7/+yr///W97HoYQLYoEuBCCzz//nLi4OPz9/YmJiaF9+/akpaUB0K5dO3r16gVA7969KS4uBmDXrl088sgjqFQq1Go1SUlJ7Nq1y27HIERLI+e6hGjhKioq2LhxI2q1mnvuuQeAsrIyPv30U6Kjo2nVqpXpuSqVyrQF4u+34zUajej1etsWL0QLJiNwIVq4TZs24efnx+7du9m+fTvbt2/nu+++o6KiAo1GU+/n3XHHHXz66acoikJ1dTVpaWncfvvtNqxciJZNAlyIFu7zzz/nsccew9XV1fSYr68vycnJrFy5st7Pe+WVV9BoNIwcOZKRI0fSpUsXnnzySRtULIQAmYUuhBBCOCUZgQshhBBOSAJcCCGEcEIS4EIIIYQTkgAXQgghnJAEuBBCCOGEJMCFEEIIJyQBLoQQQjghCXAhhBDCCf0fBbaOfNxqI2wAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Hacemos una gráfica linear combinada. Esto no guarda la gráfica, para guardarla ver la instrucción de abajo.\n", + "#g, (ax1, ax2) = plt.subplots(2,1)\n", + "\n", + "plt.subplot(2,1,1) #Dos gráficas. Esta es la primera\n", + "plt.plot(pobreza.Año, pobreza.Porc_Población_en_situación_de_pobreza, 'o-')\n", + "plt.title('Pobreza en México')\n", + "plt.ylabel('Porcentaje')\n", + "\n", + "plt.subplot(2, 1, 2) #Dos graficas. Esta es la segunda\n", + "plt.plot(pobreza.Año, pobreza.Abs_Población_en_situación_de_pobreza, 'o-')\n", + "plt.xlabel('Año')\n", + "plt.ylabel('Millones de personas')\n", + "\n", + "plt.show()\n", + "\n", + "plt.savefig('Pobreza.png', dpi=96) #No la está salvando!!!! PREGUNTAR" + ] + }, + { + "cell_type": "code", + "execution_count": 771, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Hacemos la versión de la gráfica para poder guardarla\n", + "\n", + "fig = plt.figure() #Crea una imagen para guardar las dos gráficas\n", + "\n", + "ax1 = fig.add_subplot(2,1,1) #Dos gráficas. Esta es la primera\n", + "ax1.plot(pobreza.Año, pobreza.Porc_Población_en_situación_de_pobreza, 'o-')\n", + "ax1.set_title('Pobreza en México')\n", + "ax1.set_ylabel('Porcentaje')\n", + "\n", + "\n", + "ax2 = fig.add_subplot(2, 1, 2) #Dos graficas. Esta es la segunda\n", + "ax2.plot(pobreza.Año, pobreza.Abs_Población_en_situación_de_pobreza, 'o-')\n", + "ax2.set_xlabel('Año')\n", + "ax2.set_ylabel('Millones de personas')\n", + "\n", + "\n", + "fig.savefig('Pobreza.png', dpi=96) " + ] + }, + { + "cell_type": "code", + "execution_count": 304, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Millones de personas')" + ] + }, + "execution_count": 304, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Segunda versión. Prefiro la primera\n", + "fig, (relativos, absolutos) = plt.subplots(nrows=1, ncols=2, figsize=(8, 8))\n", + "\n", + "relativos.plot(pobreza.Año, pobreza.Porc_Población_en_situación_de_pobreza)\n", + "relativos.set_title(\"Relativos\")\n", + "relativos.set_xlabel(\"Año\")\n", + "relativos.set_ylabel(\"Porcentaje\")\n", + "\n", + "absolutos.plot(pobreza.Año, pobreza.Abs_Población_en_situación_de_pobreza)\n", + "absolutos.set_title(\"Absolutos\")\n", + "absolutos.set_xlabel(\"Años\")\n", + "relativos.set_ylabel(\"Millones de personas\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Boxplots de pobreza indigena, no indigena" + ] + }, + { + "cell_type": "code", + "execution_count": 434, + "metadata": {}, + "outputs": [], + "source": [ + "pob_indigena = pd.read_csv(\"pobrezaindigena.csv\", encoding = \"latin-1\")\n", + "pob_indigena = pob_indigena[0:6]" + ] + }, + { + "cell_type": "code", + "execution_count": 435, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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52018.069.5441.6227.9221.212.396.8790.7548.0731.10...1.893.402.532.592.042.992.822.492.151.73
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6 rows × 97 columns

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" + ], + "text/plain": [ + " Año IndPorc_Población_en_situación_de_pobreza \\\n", + "0 2008.0 71.09 \n", + "1 2010.0 74.76 \n", + "2 2012.0 72.30 \n", + "3 2014.0 73.19 \n", + "4 2016.0 71.87 \n", + "5 2018.0 69.54 \n", + "\n", + " IndPorc_Población_en_situación_de_pobreza_moderada \\\n", + "0 37.82 \n", + "1 37.00 \n", + "2 41.69 \n", + "3 41.37 \n", + "4 43.90 \n", + "5 41.62 \n", + "\n", + " IndPorc_Población_en_situación_de_pobreza_extrema \\\n", + "0 33.27 \n", + "1 37.76 \n", + "2 30.61 \n", + "3 31.82 \n", + "4 27.97 \n", + "5 27.92 \n", + "\n", + " IndPorc_Población_vulnerable_por_carencias_sociales \\\n", + "0 22.74 \n", + "1 18.86 \n", + "2 20.27 \n", + "3 18.94 \n", + "4 19.04 \n", + "5 21.21 \n", + "\n", + " IndPorc_Población_vulnerable_por_ingresos \\\n", + "0 1.65 \n", + "1 1.59 \n", + "2 2.17 \n", + "3 2.87 \n", + "4 2.44 \n", + "5 2.39 \n", + "\n", + " IndPorc_Población_no_pobre_y_no_vulnerable \\\n", + "0 4.53 \n", + "1 4.79 \n", + "2 5.27 \n", + "3 5.01 \n", + "4 6.65 \n", + "5 6.87 \n", + "\n", + " IndPorc_Población_con_al_menos_una_carencia_social \\\n", + "0 93.83 \n", + "1 93.62 \n", + "2 92.57 \n", + "3 92.13 \n", + "4 90.91 \n", + "5 90.75 \n", + "\n", + " IndPorc_Población_con_al_menos_tres_carencias_sociales \\\n", + "0 66.80 \n", + "1 64.58 \n", + "2 56.11 \n", + "3 54.79 \n", + "4 47.92 \n", + "5 48.07 \n", + "\n", + " IndPorc_Rezago_educativo ... \\\n", + "0 37.60 ... \n", + "1 36.24 ... \n", + "2 34.10 ... \n", + "3 33.86 ... \n", + "4 31.58 ... \n", + "5 31.10 ... \n", + "\n", + " NoIndCarenciasProm_Población_con_al_menos_una_carencia_social \\\n", + "0 2.31 \n", + "1 2.22 \n", + "2 2.06 \n", + "3 1.99 \n", + "4 1.90 \n", + "5 1.89 \n", + "\n", + " NoIndCarenciasProm_Población_con_al_menos_tres_carencias_sociales \\\n", + "0 3.60 \n", + "1 3.56 \n", + "2 3.49 \n", + "3 3.45 \n", + "4 3.39 \n", + "5 3.40 \n", + "\n", + " NoIndCarenciasProm_Rezago_educativo \\\n", + "0 3.01 \n", + "1 2.90 \n", + "2 2.75 \n", + "3 2.64 \n", + "4 2.50 \n", + "5 2.53 \n", + "\n", + " NoIndCarenciasProm_Carencia_por_acceso_a_los_servicios_de_salud \\\n", + "0 2.90 \n", + "1 2.85 \n", + "2 2.73 \n", + "3 2.70 \n", + "4 2.60 \n", + "5 2.59 \n", + "\n", + " NoIndCarenciasProm_Carencia_por_acceso_a_la_seguridad_social \\\n", + "0 2.50 \n", + "1 2.41 \n", + "2 2.22 \n", + "3 2.15 \n", + "4 2.06 \n", + "5 2.04 \n", + "\n", + " NoIndCarenciasProm_Carencia_por_calidad_y_espacios_de_la_vivienda \\\n", + "0 3.57 \n", + "1 3.46 \n", + "2 3.25 \n", + "3 3.14 \n", + "4 2.95 \n", + "5 2.99 \n", + "\n", + " NoIndCarenciasProm_Carencia_por_acceso_a_los_servicios_básicos_en_la_vivienda \\\n", + "0 3.40 \n", + "1 3.24 \n", + "2 3.10 \n", + "3 2.99 \n", + "4 2.82 \n", + "5 2.82 \n", + "\n", + " NoIndCarenciasProm_Carencia_por_acceso_a_la_alimentación \\\n", + "0 3.11 \n", + "1 2.86 \n", + "2 2.74 \n", + "3 2.62 \n", + "4 2.47 \n", + "5 2.49 \n", + "\n", + " NoIndCarenciasProm_Población_con_ingreso_inferior_a_la_línea_de_pobreza_extrema_por_ingresos_ \\\n", + "0 2.86 \n", + "1 2.62 \n", + "2 2.36 \n", + "3 2.25 \n", + "4 2.19 \n", + "5 2.15 \n", + "\n", + " NoIndCarenciasProm_Población_con_ingreso_inferior_a_la_línea_de_pobreza_por_ingresos_ \n", + "0 2.31 \n", + "1 2.12 \n", + "2 1.95 \n", + "3 1.83 \n", + "4 1.73 \n", + "5 1.73 \n", + "\n", + "[6 rows x 97 columns]" + ] + }, + "execution_count": 435, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pob_indigena" + ] + }, + { + "cell_type": "code", + "execution_count": 687, + "metadata": {}, + "outputs": [], + "source": [ + "#pob_indigena.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 322, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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wK3C3u4/MKtsTuJNw/D8FznP3N+Mo3HbACKCDmf0A+DvQx93PjWUnA8OBBuCXMcYdgOnA6e6+zMyuAC4FvgCecPfvxRGbye4+zszOA4YCjXH7YHf/2MzeBx4GegOfA6e6+ztZsR8L3BrjnpPYvkeMp3M8zkPc/bWssuOAZcAhwDbADe7+gJltBdwF7BeP5c3uPj4W28PM6uP5qQOujcf1acL1sQw4ntzn/XLg/FjPlsDXCNeKASOBrYCOwBXu/lhWrE2d398Cs9x9mJlVA/sDU4EdgSfN7AjgVWBK/OyIGF8VYWT3VeAyd//UzBYAjwLlwALCNXd5jPFcd/+DmR25tljzrabmZmpqxtC7dwUAvXtXUFMzhurqq5U0icgGU4z3okKPNB0O7ElIVv4MHBcf3OcDBwCNwIvEpCnhOsDd/ZtmdnAsC3AR4YMDzWxz4Bkze6WZtmbHbYe7+wozGw8MAl4BOrn7AWa2I3AT4aGedBtwr7s/bmbdgQYzy4wU9SQ8LDsCb5nZ7e7+z0TZK4Bb3H2CmZ0DHAa8GWP/p5ldR0iURprZuc0cu8/cvZeZtQMmASea2V+B7wAHA/8GnjazgzKFzGxf4AdAubsvNrPbgR8CVwPdgOfcfYiZ3QIMJiRXmbKbA/cDfd19tpndnYjnfkLy9VocxXqEkJxk+xrQi5DovWpmvweuBBa7+z5mtj3wUmIqdndC8vGv2Md+wLRY9/HuPs/MLo3HbrXz7u4/B35uZiXAbwkJ7AIzGwNc6O5zzKwv4VxmJyJNnd9vA1NjfBcBB7n7khjDifGYAjzl7qeZ2d5xv8NjovRj4CrgR/EYPOXul5rZ88DJ7n5EvCaqgD8AQ1LE2qzOnTu0ZHfmznUqK4+ltLR05bbKymM55ZR+dOmydYvqyiUfdWwoxRRr167bFDqEopB9HDbkOSqm6yGNthRvrlhb+160LgqdNM109/kAMYHpRHgYPunuH8ftEwijB0nHAGcCuPsrZjYjbj8a2D8+XAA6APsCs3K15e5/MbOhwIUWnnS9gLeAmWE3ewZ4kpBQZDsa2NPMRsT3pYSEAOB5d/8MWGhmS4BtgWTS9DvgdjM7Hngi/tci7l5vZovN7DJC4vf12N8jCaNL/0rESXyQk/h8cXx/J3Bfouqn48+ZQEVWs/sC77l7ZiHB/cANZtaBMHp0X6KdDmbWOdFOxn3uvhyYb2YvEEa1+gIXxH59YGaPEUaNlgKPu/ui2IeH4vZpwEJ3n5foY67z/sf4fgQhwfxZfD8IqDSzgYSENVdWkfP8uvvr8Zp5GKh09yU5ykIYaYIwbfd14M/x2HyJMDKV8VT8+S5h9DDzersWxNqsxYs/ZsWK9EsJy8qMurqJK3+7A2hoqKeszFi06KOWNr+aLl22Xu86NpRii3XhwqVNfrYpJVTJ49C16zYb7BwV2/WwNm0p3qZibc17UVPatStp9hfNQn977tPE60agJPEz4/Mc5b4gd+ztgWvcff+4PugwwpRHzrbiCMzEWNfDhNGRkvig3xsYTUjipppZxxxt9U20VU6Y9muqXyu5+8PAgYQRtCuAsTn60lT5UoC4qPvXhKmw+4D6uN/yWIa4345ZsWcftxISybO7Z2JfI+4c2zLnpj3waeZYJI5HroQieT7bxffNxZS9//L4ellie5Pn3cxOAU5i1TQdhGTqUMJU2cgc/czU2dT53RNYCByUo1xGJr72wEOJeg4ljOABEJPrjFzXeppY86qq6iqqqgbT0FDP8uXLaWiop6pqMFVVV7V20yIiKxXjvajQSVMuzwEnmdm2ZrYFYa1StmeBM2DldNM+hAf6JOAiMyuNox8NhAdoU44krPMZC8wFKoH2MSF5gDAidDnwMWFtS9IkwjRYZlH1TMK6k7Uys98Ah7j7HcAwQgKV9DmrkoYPgL3MrMTMdidM/UEYCXnI3e8jjGJ9g/CA/iNhmq6DmW0GPEiYqsuYDPQzs07x/UXA82niJqyb2sHM9ovvTweIo1pvmtmg2L9jCElcLqfGvuxKSET+SDiWF8Sy2wP9Y5zEvnSM18J/E859tpznPU6n3UKY9vok1t8JKCNM8T4FfJM1RzIzda5xfmOd5xASpvMTxyJ5zpImAyebWdc4TfhLwtTbWrUg1rwaMGAg1dXDqK6+ml126UJ19dVUVw/TeiYR2aCK8V5UdEmTu78O1AAvE9Z0vJtjtxsIC4SnE6ZeFhB+sx9LWBv0GmFd0n3uPrmZ5n4D7Ben9ybHMrsTHlDLgDcIo0G/cvcZWWWHEB7M02M9g9w97XjhjcAPzGwq8FPCOpmkl2LdNxGShL8BTljPkpnCuQs4PcY+AXgB2N3dpwJjCGvBpgH17r4y0XD36cCPgT+Y2RzCuqv/SRN0nFY7HXggxp5MEs8kTHNm6j/N3XPNCW1FOM6/Ay6Oo3ojgE6xL/XAyNgPCIvNnyRMadW5+8QcdTZ13n9KSGQeNrPX4zqkvYF7COd2NrA1IRn6clada5xfwgjiOODKONV7FXC/mZUSFqk/GRPb5DGbRvhW3aTYZnvCGrm1ilN/aWLNuwEDBlJfP4UFC/5Jff0UJUwiUhDFdi8qaWxs0Z9NKgpxROMdd3/BzL5CSK6+5u4rChyaNMMS3+ArcCibit2Ad1q6pqk1bQzrLAqhoqKc+vopTX7etes2RfUP9t7WaTzfXXJ23uutG9V/tTVNazsu+VRM10MabSneYoo1saZpd2Be9ueFXgi+ruYAY82sPeHr4JcoYRKRjdWGSgzaGh0X2dDaZNLk7q+w+jodaQMyf2tKRESkLSq6NU0iIiIixahNjjSJiMgq3brvTN2o/oUOY6XLhhxF3ej8x9Ot+855r1OkJZQ0iYi0cdOnzSqqxbQAC4c1/3mxxSuShqbnRERERFJQ0iQiIiKSgpImERERkRSUNImIiIikoKRJREREJAUlTSIiIiIpKGkSERERSUFJk4iIiEgKSppEREREUlDSJCIiIpKCkiYRERGRFJQ0iYiIiKSgpElEREQkBSVNIiIiIikoaRIRERFJQUmTiIiISAqbFToAEREpjJ779WDB+/NbtY2nhhzFCaOfW+96unXfmenTZuUhIpF1p6RJRGQTteD9+VRe+WirtlHWaXxe2qgb1T8P0YisH03PiYiIiKSgpElEREQkBSVNIiIiIikoaRIR2QRUVJQXOoS82Fj6IW1Ts0mTme1mZo1mdkzW9nlmtluaBsxsRzN7siVBZeo3s35mNqIlZduSZP/M7HozO2Id6ljj+JrZqWb2qpm1X4/YJptZn3Utn6L+1NdQsYrX6LxWqruxNerNh9raCVRUlNOtW0cqKsqprZ1Q6JAkhTlzZhc6hLzYWPoh666Q96A0355bDtxlZvu6+0ctbcDd3wNObHFkoezjwOPrUrYtyOrfkcDz61BHruN7JHChu3+xfhGKrK62dgI33ngDNTVjKC/vxZQpL1JVNRiAAQMGFjg6EdnYFfoelCZpeg/4PXALcHH2h2ZWDQwCvgAmAtckH9ZxNGGyu+9mZuOAfwEHATsBI9z9PjPrBPwK2AWYBWwRy54L9HH3c+Oox2jgc+BFoIe79zGzPYBfAp2BT4Ah7v5aM23tBNwDdAR2BMa5+3Vm1hO4Mx6TT4Hz3P3NrL4eD4wASoF3gIvcfXEcbXgAOA74MnC2u7+aVfZK4BxgBfCSu1+S6R8wCTgYuNvMTo79HO7uk7OO367AfUDX2NcLgaWJz3eIffsK0MvMqt39aTMbHo/B14FdgbvdfWRWfJsDd8c45gHbJz77PnAq0B54BvieuzcmPt+NkPzNAfYG3gUGufsSM6sEfkQY1XwbuMTd/xGLDjez/eLxvsTdp8fz1hnYA7gGWADcCmwFfABcAvwdeCkR/u7x+FcRroV9gB2A6cDp7r4sK9ZHE7FOBf4EnAtsB5zs7rPN7DDgNsK1+EGM7y9mdkA8xgDTEvXuANxBuIZXANe6+7Px2B8Wz8lowvU9MvanI3CFuz8W4/oV0AH4c6LenNcrBVJTczM1NWPo3bsCgN69K6ipGUN19dVKmkSk1RX6HpT27zQNBWaY2THu/vvMRjM7AehHeNB+BvwWuBS4vZm6dgGOIDzYJhOSgBHAVHc/0cwqCA/olcyslPBQ/K/4YL0t8fH9wOCYKPUAHgGsmbZOBx509/vNbFvgb2b2c+AK4BZ3n2Bm5xAedCuTJjPrAtwEfMPdPzSzS4CfEBIXgMXufqiZDQGqgW8lyrYHriU89L4A7okPQwDcfbyZnU9IlGaYZcJfwy+A37r77WZ2IvA/hMQiYzQwyd1HmdlXgYb4kAfoGY9FR+AtM7vd3f+ZKDskxrKXmX2dkHBkEsWDgEOAxngeziQ84JP2BS6Pid4thIToR4RE4v+5+zwzuxoYA2Su7DdjQnwi4TxmYl3s7ieZ2ZeAl4GT3P2vZnYccJe7Hw3sH+MrB8YDw4HDgc/cvZeZtSMkoycSrsuknsB5hKRnLvBeLPND4GIz+x7wf8BAd3/ZzAYCD8ZjMB640t1/b2bDgG/EOm8D7nX3x82sezz2+8fPtnD3HjHehwmjgHPMrG8s91g8LuPc/W4zO4uQHEIT16u7f0BKnTt3SLvrWs2d61RWHktpaenKbZWVx3LKKf3o0mXrVHWk3a8YtKVYYe3xdu26zQaKpHVk4i/UednYrodikjbWfNyD1keqpMndl5rZRcRpusRHRxFu6J8AmNm9hNGU5pKmie7eaGYzgU5xWx/CwwF3rzezt7PK7AssdPfp8f29wG1m1oHwILsvkWh0MLPOTbXl7jeb2TfM7CpCMvUlwujQ74DbY5LwRPwvqZwwWvB8bKs9sCTx+dPx50xgQLKgu39hZn8iJACPEZKzvzeTHDXlSFYdpyeBJ7PWBfUFLoqfv21mU2LcAM+7+2fAQjNbAmwLJJOmPoQEB3d/M8YLcHSsIzNytiXw1xyxzXX3yfH1/cD/EkYeX3L3eXH7nYTkMePuTF/M7Fdm1jFunxJ/lgFfAx5PHKuVd/2YeP4vcEpMIurNbLGZXQbsSRhZy5UxLHD312Id84HMnyt+lzBqVQZ86O4vx/gmmNmdcaRvx8QvDuOACxLHac/EGrzSGHuyPxBGZStjInZYIr4+xHML/Jo4mtXM9Zo6aVq8+GNWrMjPEqmyMqOubuLK3/IAGhrqKSszFi1a++x9ly5bp9qvGLSlWCFdvAsXLl3tfVtLohYuXErXrtsU5LxsjNdDsWhJrOt7D1qbdu1Kmv1FM/W359x9Iqum6ZoqX8LaE7FPY33Ju3hjLJvxeVaZL5qItT3wqbvvn/mP8IDPJDNrtBVHQS4nPCB/RHj4lLj7w8CBhGmfK4CxOdpqSLRzCInRpExbOfqS0R/4dvzsaTM7Msc+Gck6ShPblyf6URJH1pKaOx+fJrbnirGpc9AeqMk6viNZU/KctYvv13Z9fJ71WaZ/mem09sDbibYPAnoDmNkWhGm2HyYSoH6EhOMTwqhifY5+QhgVbSr2TPzZSoCPafo6bQ/0zTpOM7L6A/BH4FBCEjoyUV9jot1GwjXf5PWaI74NoqrqKqqqBtPQUM/y5ctpaKinqmowVVVXFSokEdmEFPoe1NI/OTCUsG6ne3w/CTjdzLY0s80IUx4tXswMPAucBWBmhxDWsyTNBrZLjHKdATS6+7+AN81sUCx7DOFB2ZxjgJ+5+wTCNN5OQHsz+w1wiLvfAQwjJFBJUwjrhMri+2HAzWk6F6f2ZgEz4nqUiYQpoqTPWZVQfEBYbwMh2cqoB/47vj6aMHKTNIk48hGn5/4fYf1XGs8CZ5pZuziicniizrPMrEM8x48Cp+Tu5srpqPOApwjH7LDEaNjFrH59nBkLngzMdvd/Z9U5B+hkq75VeD5hZAnCSEy9uyenCY8GHnL3+wijaN8gJDMt5UDneC1iZqcC77r7YuBdM/uvuN8ZiTKTgO/E/XsQRhy3SlZqYe1eGXAd4fh8MxHfs4RRKAgjlVvE1zmv13XoU14MGDCQ6uphVFdfzS67dKG6+mqqq4dpPZOIbBCFvge16N+eS0zTPRPf18UH5SuxromEdTUt9UNgnJm9QXhQrjY95+6fxcRovJmtIDzUMr+9nwmMNbNrCCMIp8Upuaba+tHE/JIAACAASURBVDHwgJktA/4WY98duJGwEPu6WM+3s2JYENcdPRTXKM1n1UOuWe6+yMzuBF42s09i/Peyam0PhOm9sWZ2NvBT4P7YXvIfbRocY/wOqxaCJ10O3Glm5xFGKy509/dTTgP+gjD9M5swqjEzxv6EhcXaUwgP66cJ02/ZlgDXW1iYPz22/W8zuxh4JK5PepdV01kAZWb2OvARYVp3Ne7+nziNdVscWVoKnGNmhxMSllfM7DXCyMsbhDVn/2tmpxPO4QuEc9sisd3TgDFm9uXYt9Pix4MI08E/YvWEdAjh2E+P8Qxy94+Sxz4ujL8nxrqckGhtFdsYTLguLyZck5lx5qau17da2q98GTBgoJIkESmYQt6DShobi/bPwawUF/XeBFwfH8RXAju5+9AChyas/g3JAociq9sNeCefa5rW18a6zqIYrC3eiopy6uunrLata9dtWv0f7L2t03i+u+Ts9a6nblR/Fi5cmrMfG8LGdj0Uk2KKNbGmaXfCN8lX/3xDB7Qu3H0F4bf9l+PIRAVhZEhERFIoRKLRGjaWfkjb1KLpuUJy95sIo01SZOK343YrcBgiIiKtqk2MNImIiIgUmpImERERkRTazPSciIjkV7fuO1M3qv/ad1wPlw05irrR699Gt+475yEakfWjpElEZBM1fdqsDdLOwmFrbiumb0yJpKXpOREREZEUlDSJiIiIpKCkSURERCQFJU0iIiIiKShpEhEREUlBSZOIiIhICkqaRERERFJQ0iQiIiKSgpImERERkRSUNImIiIikoKRJREREJAUlTSIiIiIpKGkSERERSUFJk4iIiEgKSppEREREUlDSJCIiIpLCZoUOQEREWl/P/Xqw4P35G7TNp4YcxQmjn1uvOrp135np02blKSKR9aOkSURkE7Dg/flUXvnoBm2zrNP49W6zblT/PEUjsv40PSciIiKSgpImERERkRSUNImIbGQqKsoLHUJebWz9kbZrgyRNZtbYwv2Hm9nw+Pr1VgmqSGT6Z2aHmtlP1rGOu83s4MT7zc1sYXLbOtR5rpmNW9fyKepfeY7bMjObbGZ9WqHecWZ2br7rlU3DnDmzCx1CXm1s/ZG2q+hHmtx9/0LH0JoS/esB7LCOdVzo7q8kNlUAv8zaJpJXtbUTqKgop1u3jlRUlFNbO6HQIYnIRqiY7jUb9Ntz8TfyauATYC9gBnCGu39mZlcDFwMfAB8CL8Uyje5eYmbbAuOBPYC3gZ2Bk4G/AT8D+gDtgXHufuta2hoJHAV0At4DTgOWAPcC+8Rwf+Hud2XFvwNwB7ALsAK41t2fjSMmOwFfB3YF7nb3kVllewJ3Eo75p8B57v5mHIXbDhgBdDCzHwB/B/q4+7mx7GRgOPAH4KbY78+BO9z9tszn7j7ZzKqBQcAXZtYBuCbG+wgwEzgA+Acw0N2XZMV4FvA/wFLgXeDjuP0Q4FZgq3h+LnH3d7LKTgZeJyRsWwBV7j4xHrN7gK/EmKvd/elY7FAzmwJ0AO6MfekD/DSey5nAZcDt8by0B37i7g+a2U3A8bGebYEu7t7BzAYCQ4Etgc2B8939TzlinQr0jrF+D/guIXG9NV4/WwF3AfsRzvXN7j7ezDYH7gYOBuYB2yfq/T5waozzmVjvrsDT8bgtA74Vj8fOwI7As8CFsYpbgErCNdkemBzrXeN6dfd/UEC1tRO48cYbqKkZQ3l5L6ZMeZGqqsEADBgwsJChichGpNjuNYUYaTocGExIZL4CHBenkc4nPNCPJjxQsl0HuLvvDVwP7Bu3X0T44EDgUOCbZnZEM23tAewJHO7uZcBfCUnG4UAndz8A+C8gU0fSbcC97n4Q0A+4w8y2jp/1BI4FyoHvm1nHrLJXALe4+8GEh/FhmQ/c/Z+xf49nJ1tZTgH+X+z7ocB5ZtYt86GZnRDjOphwLPcALo0f7weMcvd9gH8CZyYrNrMdCclKBdAL2Dpu/xIhSTgjHuNbYvy5bBP3OQO4P5YdDUxy954x/ntjIgXQHegb2xtsZplRtzKgr7ufQ0jiXo3HvAL4gZl91d2/H0fpyoEFwPlm1i72t9Ld94v9ubaJWEvc/VDgtzHGAYRzfl38fDiwOB6vvsDwmPgOAXD3vYDLga/F43Q8cBBwSDz2OyWOsQGD3P0YwrX1urv3IiTZRwIHEpKpA4C9gYGEc0cz12tB1dTcTE3NGHr3rqC0tJTevSuoqRlDTc3NhQ5NRDYixXavKcTfaZrp7vMBzGw24bdnA55098zIxgTCb9pJxxAfQu7+ipnNiNuPBvY3s77xfQdCUjErV1vu/hczGwpcaGZGeGC/RRjVMDN7BngSuDpH7EcDe5rZiPi+lPjQBJ5398+AhWa2hDD68c9E2d8Bt8eH6xPxv5Y6EnjI3f8D/AfYP/Yt8/lRwIPu/kncfi9wTmx7obu/FvebSTjuSYcDf8qMYJjZr2J9ZbGPjyfa2aaJ+O4CcPfXzex9QiLZl1WJ7dtxZCmzqvP/3P3fsb0nYv+mhV39X3Gfo4GtzOz8+P7LhMTi7USbf3D3h2I9JwMnxXPbB/iiiVifij/fBf4cj9m7iWS3L3BBjPsDM3ss1teHMNpIHCnMjGIdHfv1any/JSHBaSAc+3mxzINx/VoVIZnvTLhm+wC17r4cWGRmT8b9m7peU+vcuUNLdk9l7lynsvJYSktLV26rrDyWU07pR5cuWzdTkrV+XkzaUqywerxduzb1v2nbVAznohhiaIm2FG9Tsa7PvaY1FCJp+jTxuhEoSfzM+Jw1k6YvyD0y1h64xt1rAcxse8K00mG52jKzg4AHgVHAw7HeEndfbGZ7E5KzE4GpZrZ3HAVKttU3M61lZt2BhUD/Jvq1krs/bGYvEqZfriCMOFyUoz+5ymeuluXxM2L7uwGLEvtlH58SVp3jZuPLse3z+LM98HZm7ZWZtafptVefJ163i++biyl7/+Xx9bLE9vaEUZqpsf0dCFOpmNlVQFfg3Pi+A2Fa91dAPTCdMNKYy2dNxJ2MJ1fczR2nGncfFWPpGD/bPtkfMxtCGHG7kzA1tw9N/z9AU9drE33KafHij1mxokXfxVirsjKjrm4ivXtXrNzW0FBPWZmxaNFHTZbr0mXrZj8vJm0pVlgz3oULl672eVtPogp9Ltr69VDMmot1Xe8166pdu5Jmf9EsloXgzxFGB7Y1sy0Ia3ayPUuY9sHM9iU8bBqBScBFZlYaH5oNJKa+cjgSmOzuY4G5hCSmvZn1Ax4gjMpcTki8dskqOwn4ToyhB2HEZqs0HTSz3wCHuPsdwDDClEzS56xKJj4A9jKzEjPbnTBiAyER+Fbs61aEtTI7ZcV3upltaWabAecBz6eJj3DcepnZTnGa67S4fQ7QKTHleT7wv03U8d+xrwcT1mnNiDFdELd/lTC9+GLc/5T4Tb/tCOchV6yTgG/H8t0JidBX4ojdhcDp7r4i7ltGuCZujHUNYM3kO61k3NsTEuPJhOvwTDNrZ2a7EkboMvufZWYd4rF/lJAcZTuGsBbt14T1VPvHGJ8FTk0cj8x6rZzX6zr2KW+qqq6iqmowDQ31LF++nIaGeqqqBlNVdVWhQxORjUix3WuK4p9RidM5NcDLhEXg7+bY7QbgPjObTpieWED4DX4sYW3Ia4T+3BcXRPdpornfALWJ6b1XgN0JC7G/BbxBGJX5lbvPyCo7BLgzxlBCGAH5KDFt1ZwbgbvN7DrCKMe3sz5/ibBu5ibgh4TkxAlJSwOAuz8SE5KphIT3Nnefm2nf3eviuqBX4rGYSFivk2uN2Grc/R9xFORZ4N+E6U3c/T9xcfVtMaFdSpjyy+WrZjY1vj7N3b8ws8sJx+w8QkJzobu/H2N+F3iBMJV1o7vPTqx3yrge+IWZzWTVqOJbZvZU7ONzMcmDcP5ej8dsBWExdu+19b0JI2K7M2K7I919any/DzA7xj8zHqcnzGw/YErc/2ngfsJC8KQa4Jdmdi3wL+BPwO7ufreFBfczCdd25h/baup6LajMAszq6quZO9cpKzOqq4dpEbiI5FWx3WtKGhvzO2zfWsxsEPCOu79gZl8hfJPsa4lRBikgS3yDr8ChyCq7Ae+0xvTcutpYpgyKUTLeiopy6uunrPZ5167bbPB/e+62TuP57pKz16uOulH92XPPvdboz4bWlq+HYldMsSam53YnfEN6NUUx0pTSHGBsXFOzgvC1dyVMIiJZCp1g5NvG1h9pu9pM0hT/UOM6/4VraV3u3qfQMYiIiLSmYlkILiIiIlLUlDSJiIiIpNBmpudERGTddeu+M3Wj+m/QNi8bchR1o9evzW7d1/rlX5ENRkmTiMgmYPq0WWvfqRUsHJZ7ezF9Y0okLU3PiYiIiKSgpElEREQkBSVNIiIiIikoaRIRERFJQUmTiIiISApKmkRERERSUNIkIiIikoKSJhEREZEUlDSJiIiIpKCkSURERCQFJU0iIiIiKShpEhEREUlBSZOIiIhICkqaRERERFJQ0iQiIiKSgpImERERkRQ2K3QAIiJS3Hru14MF789vdp+nhhzFCaOfy0t73brvzPRps/JSl0g+KWkSEZFmLXh/PpVXPtrsPmWdxq91n7TqRvXPSz0i+abpOREREZEUlDSJiIiIpKCkSURE1lBRUV7oENZQjDHJpmWjTZrMbDczazSzY7K2zzOz3VLWsaOZPdnCdufFtvuZ2YiWlG1Lkv0zs+vN7Ig81/961vtDzexvZrb1etQ5zszOXe/gmq5/spn1aa36RTakOXNmFzqENRRjTLJp2WiTpmg5cNe6Pmjd/T13P3Edyz7u7tetS9m2IKt/RwLt81z//lmbjgEudfeP8tmO5E9t7QQqKsrp1q0jFRXl1NZOKHRIIrKJae370Mb+7bn3gN8DtwAXZ39oZtXAIOALYCJwjbt/kfh8N2Cyu+9mZuOAfwEHATsBI9z9PjPrBPwK2AWYBWwRy54L9HH3c+Pow2jgc+BFoIe79zGzPYBfAp2BT4Ah7v5aM23tBNwDdAR2BMa5+3Vm1hO4k3A+PwXOc/c3s/p6PDACKAXeAS5y98VmNg94ADgO+DJwtru/mlX2SuAcYAXwkrtfkukfMAk4GLjbzE6O/Rzu7pOzjt8+8bMOQFfgx+4+Nh6/e4A9gf8AV7r7JDNrdPcSM9sKuAvYDzjNzDq7+/jY/vFAJ+CrwER3/05W3CWEc19JuBbaA5PjZ2cDVYRfHF4FLnP3T7PKLwRqgcOBj4Az3X2emR0G3BbP9QfAJe7+l1jsYjO7Nb6+Ih6H4cBhwFfiMfg9uc/7s8D2sexOwBR3rzSzkcBRsa/vAae5+z8oIrW1E7jxxhuoqRlDeXkvpkx5kaqqwQAMGDCwwNGJyKZgQ9yHNvaRJoChwHE5pulOAPoRHvgHAHsAl66lrl2AI2K5m+O2EcBUd98XuB3YIaudUkJScqa7H0AY/cq4n5CoHUhI6v5vLW2dDjzo7ocB+wJVZrY9cAVwi7sfTEgwDsuKoQtwE3BcjOEZ4CeJXRa7+6HAWKA6q2x74FrCcToI+FJM3gBw9/HAK8CF7j6jieMGcCHwI3c/BPgG8LO4/QbgL+6+F3AWMDKr3PAY3z5AX2B4TBIhJDPfAnoCJ5nZvlllv0U4t3sDAwnnGDPbG7gIODyOaC0ErsoRcxfgRXfvSTg3PzezL8XXg919P8IxezBR5uN4jM8BfmVmm8ftW7h7D3f/JU2cd3c/OsbzLWApcEVMrPeMsZYBfyUk+kWlpuZmamrG0Lt3BaWlpfTuXUFNzRhqam5ee2ERkTzYEPehjX2kCXdfamYXEabpkg/VowgJyCcAZnYv4UF3ezPVTXT3RjObSfitH8Joy+mxrXozezurzL7AQnefHt/fC9xmZh2AQ4D7zCyzbwcz69xUW+5+s5l9w8yuAvYBvkQYHfodcHscTXoi/pdUThjleD621R5Ykvj86fhzJjAgWdDdvzCzPwEvA48RkrO/J2JOayhwvJldG49Jh7j9SOCM2NYMoFdWub7ABfHzD8zsMcIxXwr8KTNdF497p6yyfYBad18OLEqsT/sG8HXgz7EfXwKm5oj5U2B8fH0/8GOgDPjQ3V+OMU0wszvNbNu43z1x+/Q4UrVn3D4lxtnkeY8jf1sDjxBGn96MZYYCF1oo0At4K0esTercucPad1pPc+c6lZXHUlpaunJbZeWxnHJKP7p0WX12PPt9MWtLsUL+4+3adZu81pePtgt5Tjb166E15SPWltyH1tVGnzQBuPtEM8tM02Vkj7KVsPbj8WmsrzHxwGuMZTM+zyrzRY62ICQunybX7pjZzqxKZtZoy8xuIUxF/S/wKHA0UOLuD5vZi4RpqCuA/yKMpCTbanD3frGeLViVtKxsK0dfMvoTRq9OAJ42szNz7JORrKM0sf0h4ENCQvd/xESTMPLWmDgGewJzE+WaO0/J6bRcsTd1btoDD7n75bHNDuQ+9yvcPRNbu1g+17ksYdWaruT5b8eqkcVlibZznvc4nfhr4Dfu/mT87CDCSNYo4GHC9ZTrHDVp8eKPWbGice07roeyMqOubiK9e1es3NbQUE9ZmbFo0aplaF26bL3a+2LWlmKF1ol34cKlQGGSp0zbSV27blOwc6LrofXkK9a096HmtGtX0uwvmpvC9FzGUMK6ne7x/STgdDPb0sw2A84Dnl+Hep8lTCthZocQp4ASZgPbJUa5zgAa3f1fwJtmNiiWPQaoX0tbxwA/c/cJgBHWvbQ3s98Ah7j7HcAw4MCsclOAXmZWFt8PY9WUX7Pi1N4sYEZc+D2RMB2W9Dmrko4PCNNhEJKtZOzXuftjhOQrM/VXT0ygYsL0NIkkinCeLoifbx/rnJwmdsK5OdXMNjez7QhroIjlTzazrjFR+SVhfVO2rczspPj6POApwIHO8VxjZqcC77p7Jtk9M24/GNgaWG1t2VrO+0jgM+DGRJEjCevCxhKSyUryvOg+H6qqrqKqajANDfUsX76choZ6qqoGU1WVa9ZTRCT/NsR9aJMYaYLVpumeie/rzGx/wnqczQjJwOh1qPqHwDgzewOYA6w2Pefun8UH5HgzW0F46GZGHc4ExprZNYSH5WlZo1jZfgw8YGbLgL/F2HcnPGTvNrPrYj3fzophgZmdDzwUE5X5pFwX4+6LzOxO4GUz+yTGfy9hjVDG07EfZwM/Be6P7SX/TYXhQIOZfQpMA+bF2H9ImDqdRki+zso6BiOAX5jZDEKyMNLdpybWNTUX+2MxuZkJLCAkf7j7NDO7npCQtQNeJ6z5ymVgXIj9HnCOu//HzE4DxpjZlwkjg6cl9u9gZq8RRoTOcPflOc7nGuedkMxfC0wHpsZk7kPCeaqN/YdV57yoZBZZVldfzdy5TlmZUV09TIvARWSD2RD3oZLGxtYdtt/UmVk7wgP5enf/t4Vvou3k7kMLHJqsReYbfIWOYz3sBryzIabn0toUpww2lHzHW1FRTn39FCBMi63t35W7rdN4vrvk7Ly0XTeqf87puWRMG9qmfj20pmKKNTE9tzvhl/vVP9/QAW1q3H0FYTTiZQt/sLGC1adfRESKTqGSk+YUY0yyadlkpucKyd1vounpHylSbXyUSURE8kwjTSIiIiIpKGkSERERSUHTcyIi0qxu3XemblT/Zve5bMhR1I1ufp+WtCdSjJQ0iYhIs6ZPm5Vqv4XD0tdZTN+YEklL03MiIiIiKShpEhEREUlBSZOIiIhICkqaRERERFJQ0iQiIiKSgpImERERkRSUNImIiIikoKRJREREJAUlTSIiIiIpKGkSERERSUFJk4iIiEgKSppEREREUlDSJCIiIpKCkiYRERGRFJQ0iYiIiKSgpElEREQkhc0KHYCIiBRGz/16sOD9+an2fWrIUZww+rm8tt+t+85MnzYrr3WKtCYlTSIim6gF78+n8spHU+1b1ml86n3TqhvVP6/1ibQ2Tc+JiIiIpKCkSURERCQFJU0iIiIiKShpEhHZBFVUlBc6hDUUY0wiSUqammFmjS3cf7iZDY+vX2+VoIpEpn9mdqiZ/STPdY8ws35Z294ws5PXo84+ZjZ5vYNruv5zzWxca9XfFtTWTqCiopxu3TpSUVFObe2EQockzZgzZ3ahQ1hDMcYkG1ax30f07blW4u77FzqG1pToXw9ghzzXfV3yvZn1AF5090fy2Y7kT23tBG688QZqasZQXt6LKVNepKpqMAADBgwscHQi0ha0hfuIkqYUzKwPUA18AuwFzADOcPfPzOxq4GLgA+BD4KVYptHdS8xsW2A8sAfwNrAzcDLwN+BnQB+gPTDO3W9dS1sjgaOATsB7wGnAEuBeYJ8Y7i/c/a6s+HcA7gB2AVYA17r7s3FUbCfg68CuwN3uPjKrbE/gTsK18ilwnru/GUfhtgNGAB3M7AfA34E+7n5uLDsZGA40AL+MMe4ATAdOd/dlZnYFcCnwBfCEu38vjthMdvdxZnYeMBRojNsHu/vHZvY+8DDQG/gcONXd38mK/Vjg1hj3nMT2PWI8neNxHuLur2WVHQcsAw4BtgFucPcHzGwr4C5gv3gsb3b38bHYHmZWH89PHXBtPK5PE66PZcDx5D7vlwPnx3q2BL5GuFYMGAlsBXQErnD3xygyNTU3U1Mzht69KwDo3buCmpoxVFdfXTQ3OxEpbm3hPqKkKb3DgT0JycqfgePig/t84ACgEXiRmDQlXAe4u3/TzA6OZQEuInxwoJltDjxjZq8009bsuO1wd19hZuOBQcArQCd3P8DMdgRuIjzUk24D7nX3x82sO9BgZpmRop7AEYQH8ltmdru7/zNR9grgFnefYGbnAIcBb8bY/2lm1xESpZFmdm4zx+4zd+9lZu2AScCJZvZX4DvAwcC/gafN7KBMITPbF/gBUO7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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Juntamos la info de relativos. Este boxplot está mal\n", + "box_plot_data= pob_indigena[['IndPorc_Población_en_situación_de_pobreza',\n", + " 'IndPorc_Población_en_situación_de_pobreza_moderada',\n", + " 'IndPorc_Población_en_situación_de_pobreza_extrema', 'NoIndPorc_Población_en_situación_de_pobreza',\n", + " 'NoIndPorc_Población_en_situación_de_pobreza_moderada',\n", + " 'NoIndPorc_Población_en_situación_de_pobreza_extrema']]\n", + "plt.boxplot(box_plot_data, vert=0, patch_artist=True,labels=['Indigenas en situación de pobreza', 'No indigenas en situación de pobreza','Indigenas en situción de pobreza moderada','No indigenas en situción de pobreza moderada', 'Indigenas en situación de pobreza extrema','No Indigenas en situación de pobreza extrema'])\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 429, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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countmeanstdmin25%50%75%max
IndPorc_Población_en_situación_de_pobreza6.072.1250001.78474469.5471.285072.08572.967574.76
IndPorc_Población_en_situación_de_pobreza_moderada6.040.5666672.62271437.0038.707541.49541.672543.90
IndPorc_Población_en_situación_de_pobreza_extrema6.031.5583333.70059127.9228.630031.21532.907537.76
NoIndPorc_Población_en_situación_de_pobreza6.041.5833331.63491538.9740.765041.88542.855043.19
NoIndPorc_Población_en_situación_de_pobreza_moderada6.034.5366671.16357532.7733.920034.77535.067536.10
\n", + "
" + ], + "text/plain": [ + " count mean \\\n", + "IndPorc_Población_en_situación_de_pobreza 6.0 72.125000 \n", + "IndPorc_Población_en_situación_de_pobreza_moderada 6.0 40.566667 \n", + "IndPorc_Población_en_situación_de_pobreza_extrema 6.0 31.558333 \n", + "NoIndPorc_Población_en_situación_de_pobreza 6.0 41.583333 \n", + "NoIndPorc_Población_en_situación_de_pobreza_mod... 6.0 34.536667 \n", + "\n", + " std min 25% \\\n", + "IndPorc_Población_en_situación_de_pobreza 1.784744 69.54 71.2850 \n", + "IndPorc_Población_en_situación_de_pobreza_moderada 2.622714 37.00 38.7075 \n", + "IndPorc_Población_en_situación_de_pobreza_extrema 3.700591 27.92 28.6300 \n", + "NoIndPorc_Población_en_situación_de_pobreza 1.634915 38.97 40.7650 \n", + "NoIndPorc_Población_en_situación_de_pobreza_mod... 1.163575 32.77 33.9200 \n", + "\n", + " 50% 75% max \n", + "IndPorc_Población_en_situación_de_pobreza 72.085 72.9675 74.76 \n", + "IndPorc_Población_en_situación_de_pobreza_moderada 41.495 41.6725 43.90 \n", + "IndPorc_Población_en_situación_de_pobreza_extrema 31.215 32.9075 37.76 \n", + "NoIndPorc_Población_en_situación_de_pobreza 41.885 42.8550 43.19 \n", + "NoIndPorc_Población_en_situación_de_pobreza_mod... 34.775 35.0675 36.10 " + ] + }, + "execution_count": 429, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "box_plot_data.describe().T" + ] + }, + { + "cell_type": "code", + "execution_count": 709, + "metadata": {}, + "outputs": [], + "source": [ + "por_pobreza = pob_indigena[[\"IndPorc_Población_en_situación_de_pobreza\", \"NoIndPorc_Población_en_situación_de_pobreza\",'IndPorc_Población_en_situación_de_pobreza_extrema',\n", + " \"NoIndPorc_Población_en_situación_de_pobreza_extrema\"]]\n", + "por_pobreza = por_pobreza.rename(columns={\"IndPorc_Población_en_situación_de_pobreza\":\"Indigena Pobreza\", \"NoIndPorc_Población_en_situación_de_pobreza\":\"No Indigena en Pobreza\",\n", + " \"IndPorc_Población_en_situación_de_pobreza_extrema\":\"Indigena Pobreza Extrema\",\n", + " \"NoIndPorc_Población_en_situación_de_pobreza_extrema\":\"No Indigena Pobreza Extrema\"\n", + " })" + ] + }, + { + "cell_type": "code", + "execution_count": 778, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Hacemos la gráfica \n", + "sns.boxplot(data=por_pobreza, orient=\"h\", linewidth=1.5, palette=\"Set3\").set(xlabel=\"Porcentaje de Pobreza\", title=\"Pobreza de grupos indigenas\") #orient=\"h\"\n", + "\n", + "plt.savefig('Pobreza_indigena.png', dpi=96) #No la está salvando!!!! PREGUNTAR" + ] + }, + { + "cell_type": "code", + "execution_count": 431, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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AñoIndPorc_Población_en_situación_de_pobrezaIndPorc_Población_en_situación_de_pobreza_moderadaIndPorc_Población_en_situación_de_pobreza_extremaIndPorc_Población_vulnerable_por_carencias_socialesIndPorc_Población_vulnerable_por_ingresosIndPorc_Población_no_pobre_y_no_vulnerableIndPorc_Población_con_al_menos_una_carencia_socialIndPorc_Población_con_al_menos_tres_carencias_socialesIndPorc_Rezago_educativo...NoIndCarenciasProm_Población_con_al_menos_una_carencia_socialNoIndCarenciasProm_Población_con_al_menos_tres_carencias_socialesNoIndCarenciasProm_Rezago_educativoNoIndCarenciasProm_Carencia_por_acceso_a_los_servicios_de_saludNoIndCarenciasProm_Carencia_por_acceso_a_la_seguridad_socialNoIndCarenciasProm_Carencia_por_calidad_y_espacios_de_la_viviendaNoIndCarenciasProm_Carencia_por_acceso_a_los_servicios_básicos_en_la_viviendaNoIndCarenciasProm_Carencia_por_acceso_a_la_alimentaciónNoIndCarenciasProm_Población_con_ingreso_inferior_a_la_línea_de_pobreza_extrema_por_ingresos_NoIndCarenciasProm_Población_con_ingreso_inferior_a_la_línea_de_pobreza_por_ingresos_
02008.071.0937.8233.2722.741.654.5393.8366.8037.60...2.313.603.012.902.503.573.403.112.862.31
12010.074.7637.0037.7618.861.594.7993.6264.5836.24...2.223.562.902.852.413.463.242.862.622.12
22012.072.3041.6930.6120.272.175.2792.5756.1134.10...2.063.492.752.732.223.253.102.742.361.95
32014.073.1941.3731.8218.942.875.0192.1354.7933.86...1.993.452.642.702.153.142.992.622.251.83
42016.071.8743.9027.9719.042.446.6590.9147.9231.58...1.903.392.502.602.062.952.822.472.191.73
52018.069.5441.6227.9221.212.396.8790.7548.0731.10...1.893.402.532.592.042.992.822.492.151.73
\n", + "

6 rows × 97 columns

\n", + "
" + ], + "text/plain": [ + " Año IndPorc_Población_en_situación_de_pobreza \\\n", + "0 2008.0 71.09 \n", + "1 2010.0 74.76 \n", + "2 2012.0 72.30 \n", + "3 2014.0 73.19 \n", + "4 2016.0 71.87 \n", + "5 2018.0 69.54 \n", + "\n", + " IndPorc_Población_en_situación_de_pobreza_moderada \\\n", + "0 37.82 \n", + "1 37.00 \n", + "2 41.69 \n", + "3 41.37 \n", + "4 43.90 \n", + "5 41.62 \n", + "\n", + " IndPorc_Población_en_situación_de_pobreza_extrema \\\n", + "0 33.27 \n", + "1 37.76 \n", + "2 30.61 \n", + "3 31.82 \n", + "4 27.97 \n", + "5 27.92 \n", + "\n", + " IndPorc_Población_vulnerable_por_carencias_sociales \\\n", + "0 22.74 \n", + "1 18.86 \n", + "2 20.27 \n", + "3 18.94 \n", + "4 19.04 \n", + "5 21.21 \n", + "\n", + " IndPorc_Población_vulnerable_por_ingresos \\\n", + "0 1.65 \n", + "1 1.59 \n", + "2 2.17 \n", + "3 2.87 \n", + "4 2.44 \n", + "5 2.39 \n", + "\n", + " IndPorc_Población_no_pobre_y_no_vulnerable \\\n", + "0 4.53 \n", + "1 4.79 \n", + "2 5.27 \n", + "3 5.01 \n", + "4 6.65 \n", + "5 6.87 \n", + "\n", + " IndPorc_Población_con_al_menos_una_carencia_social \\\n", + "0 93.83 \n", + "1 93.62 \n", + "2 92.57 \n", + "3 92.13 \n", + "4 90.91 \n", + "5 90.75 \n", + "\n", + " IndPorc_Población_con_al_menos_tres_carencias_sociales \\\n", + "0 66.80 \n", + "1 64.58 \n", + "2 56.11 \n", + "3 54.79 \n", + "4 47.92 \n", + "5 48.07 \n", + "\n", + " IndPorc_Rezago_educativo ... \\\n", + "0 37.60 ... \n", + "1 36.24 ... \n", + "2 34.10 ... \n", + "3 33.86 ... \n", + "4 31.58 ... \n", + "5 31.10 ... \n", + "\n", + " NoIndCarenciasProm_Población_con_al_menos_una_carencia_social \\\n", + "0 2.31 \n", + "1 2.22 \n", + "2 2.06 \n", + "3 1.99 \n", + "4 1.90 \n", + "5 1.89 \n", + "\n", + " NoIndCarenciasProm_Población_con_al_menos_tres_carencias_sociales \\\n", + "0 3.60 \n", + "1 3.56 \n", + "2 3.49 \n", + "3 3.45 \n", + "4 3.39 \n", + "5 3.40 \n", + "\n", + " NoIndCarenciasProm_Rezago_educativo \\\n", + "0 3.01 \n", + "1 2.90 \n", + "2 2.75 \n", + "3 2.64 \n", + "4 2.50 \n", + "5 2.53 \n", + "\n", + " NoIndCarenciasProm_Carencia_por_acceso_a_los_servicios_de_salud \\\n", + "0 2.90 \n", + "1 2.85 \n", + "2 2.73 \n", + "3 2.70 \n", + "4 2.60 \n", + "5 2.59 \n", + "\n", + " NoIndCarenciasProm_Carencia_por_acceso_a_la_seguridad_social \\\n", + "0 2.50 \n", + "1 2.41 \n", + "2 2.22 \n", + "3 2.15 \n", + "4 2.06 \n", + "5 2.04 \n", + "\n", + " NoIndCarenciasProm_Carencia_por_calidad_y_espacios_de_la_vivienda \\\n", + "0 3.57 \n", + "1 3.46 \n", + "2 3.25 \n", + "3 3.14 \n", + "4 2.95 \n", + "5 2.99 \n", + "\n", + " NoIndCarenciasProm_Carencia_por_acceso_a_los_servicios_básicos_en_la_vivienda \\\n", + "0 3.40 \n", + "1 3.24 \n", + "2 3.10 \n", + "3 2.99 \n", + "4 2.82 \n", + "5 2.82 \n", + "\n", + " NoIndCarenciasProm_Carencia_por_acceso_a_la_alimentación \\\n", + "0 3.11 \n", + "1 2.86 \n", + "2 2.74 \n", + "3 2.62 \n", + "4 2.47 \n", + "5 2.49 \n", + "\n", + " NoIndCarenciasProm_Población_con_ingreso_inferior_a_la_línea_de_pobreza_extrema_por_ingresos_ \\\n", + "0 2.86 \n", + "1 2.62 \n", + "2 2.36 \n", + "3 2.25 \n", + "4 2.19 \n", + "5 2.15 \n", + "\n", + " NoIndCarenciasProm_Población_con_ingreso_inferior_a_la_línea_de_pobreza_por_ingresos_ \n", + "0 2.31 \n", + "1 2.12 \n", + "2 1.95 \n", + "3 1.83 \n", + "4 1.73 \n", + "5 1.73 \n", + "\n", + "[6 rows x 97 columns]" + ] + }, + "execution_count": 431, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Barras\n", + "pob_indigena\n", + "#por_pobreza['Indigena Pobreza'].value_counts().plot.bar()" + ] + }, + { + "cell_type": "code", + "execution_count": 425, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "f, (pob, pob_mod, pob_ext) = plt.subplots(3,1, figsize=(10,8), sharex= True)\n", + "\n", + "sns.barplot(x=\"Año\", y=\"IndPorc_Población_en_situación_de_pobreza\", data= pob_indigena, palette=\"rocket\", ax=pob)\n", + "pob.set_title(\"Porcentaje de Pobreza Indigena\")\n", + "pob.axhline(0, color=\"k\", clip_on=False)\n", + "pob.set_ylabel(\"Indigenas en pobreza\")\n", + "\n", + "sns.barplot(x='Año', y='IndPorc_Población_en_situación_de_pobreza_moderada', data=pob_indigena, palette=\"vlag\", ax=pob_mod)\n", + "pob_mod.axhline(0, color=\"k\", clip_on=False)\n", + "pob_mod.set_ylabel(\"Indigena pobreza moderada\")\n", + "\n", + "sns.barplot(x='Año', y='IndPorc_Población_en_situación_de_pobreza_extrema', data=pob_indigena, palette=\"vlag\", ax=pob_ext)\n", + "pob_ext.axhline(0, color=\"k\", clip_on=False)\n", + "pob_ext.set_ylabel(\"Indigena pobreza extrema\")\n", + "\n", + "\n", + "plt.savefig('Pobreza_indigenabarras.png', dpi=96) #No la está salvando!!!! PREGUNTAR" + ] + }, + { + "cell_type": "code", + "execution_count": 458, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 458, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#PRUEBA DE CÓMO HACER UNA \n", + "#X = np.arange(6) #Creates an array\n", + "X = pob_indigena[\"Año\"]\n", + "fig = plt.figure()\n", + "ax = fig.add_axes([0,0,1,1]) #no entiendo para qué es esto\n", + "ax.bar(X + 0.00, pob_indigena[\"IndPorc_Población_en_situación_de_pobreza\"], color = 'b')\n", + "ax.bar(X + 0.25, pob_indigena[\"NoIndPorc_Población_en_situación_de_pobreza\"], color = 'g')\n", + "ax.legend(labels=['Indigenas en pobreza', 'No Indigenas en pobreza'])" + ] + }, + { + "cell_type": "code", + "execution_count": 775, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Esto no lo guarda, para guardarlo ver el ejemplo de abajo\n", + "\n", + "#f, (pob, pob_mod, pob_ext) = plt.subplots(1,3, figsize=(10,8), sharex= True) #PREGUNTAR CÓMO SEPARARLOS\n", + "\n", + "X = pob_indigena[\"Año\"]\n", + "fig = plt.figure()\n", + "plt.subplot(1,1,1)\n", + "pob = fig.add_axes([0,0,1,1]) #no entiendo para qué es esto\n", + "pob.bar(X + 0.00, pob_indigena[\"IndPorc_Población_en_situación_de_pobreza\"], color = 'b')\n", + "pob.bar(X + 0.75, pob_indigena[\"NoIndPorc_Población_en_situación_de_pobreza\"], color = 'g')\n", + "pob.legend(labels=['Indigenas en pobreza', 'No Indigenas en pobreza'], fontsize = 25)\n", + "pob.set_title(\"Pobreza (porcentaje)\")\n", + "pob.set_ylabel(\"Porcentaje\", fontsize = 25)\n", + "\n", + "plt.savefig('Pobreza_indigenabarras_comparativo1.png', dpi=96)\n", + "\n", + "X2 = pob_indigena[\"Año\"]\n", + "fig2 = plt.figure()\n", + "plt.subplot(2,1,2)\n", + "pob_mod = fig2.add_axes([0,0,1,1]) #no entiendo para qué es esto\n", + "pob_mod.bar(X2 + 0.00, pob_indigena[\"IndPorc_Población_en_situación_de_pobreza_moderada\"], color = 'r')\n", + "pob_mod.bar(X2 + 0.75, pob_indigena[\"NoIndPorc_Población_en_situación_de_pobreza_moderada\"], color = 'y')\n", + "pob_mod.legend(labels=['Indigenas en pobreza moderada', 'No Indigenas en pobreza moderada'], fontsize = 25)\n", + "pob_mod.set_ylabel(\"Porcentaje\", fontsize = 25)\n", + "\n", + "plt.savefig('Pobreza_indigenabarras_comparativo2.png', dpi=96)\n", + "\n", + "X3 = pob_indigena[\"Año\"]\n", + "fig3 = plt.figure()\n", + "plt.subplot(3,1,3)\n", + "pob_ext = fig3.add_axes([0,0,1,1]) #no entiendo para qué es esto\n", + "pob_ext.bar(X3 + 0.00, pob_indigena[\"IndPorc_Población_en_situación_de_pobreza_extrema\"], color = 'purple')\n", + "pob_ext.bar(X3 + 0.75, pob_indigena[\"NoIndPorc_Población_en_situación_de_pobreza_extrema\"], color = 'orange')\n", + "pob_ext.legend(labels=['Indigenas en pobreza extrema', 'No Indigenas en pobreza extrema'], fontsize = 25)\n", + "pob_ext.set_xlabel(\"Años\")\n", + "pob_ext.set_ylabel(\"Porcentaje\", fontsize = 25)\n", + "\n", + "plt.savefig('Pobreza_indigenabarras_comparativo3.png', dpi=96)\n", + "plt.show()\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 758, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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88pAMGXLzPIHW0NCYX/7y8qy88ipJkkmTJmXVVVfNQw89sMBj/ac2bf6dLpVKY9q0qUmlMu/n9lUqH3wI/Yc/h7m3r6n59/PbtWvXNNNuu30xJ554cpJkxowZTT+7sWNfz/nn/ywXX3xpOnbsmCS59NJL8uab4/KlL+2ZnXf+Qp544vEFztpa3JYJAADLsG226ZVHH30406dPz+zZs/PQQ39ewDbb5t5770mSvPzyS3nllZdTVVWVrbfeJnfccXvq6+szY8aMHHfcUXn22Wc+8lh/+9uT2WqrrfOVr/TP2muvk5EjH0ljY2MeeeTBnHPOmdl++x1z4ok/yIorrpi33po4z3O33nqbDB9+S5Lk1VdfyWGHHZjZs5v/OW6PPTay6Rzvv//e9O69fXr27JU//vHezJ49K/X19bn77jvSs+c2SZIxY17LCy/8K0ly1113Zptttp1vn1tttXUeeuiBvPPO26lUKrn44gG5+eahee+96fnxj3+QE0/8QdZbb/2m7Z944rEcdNCh2W23L+b118ekru6tNDYuPR8M78odAAAswz7zmY2z//5fz9FHH5ZOnTqlW7c15tvmG984KgMGnJ3DD/9aPvWptbLaaqunXbt2+cpX+ueNN8bmiCMOSkNDQ/beu0969twmTz214I9e+J//2T2nnnpyDjvswCTJxhtvkvHj38wRR3wzDzzwpxx66AFp27Zt9thj72y44afnee5JJ/0wF154bg4//GupVCo544yz06HDSs0+z86dV83JJ383U6ZMyR577J1tt90uSfLii8/nqKMOS0NDfT7/+d756lcPTF3dW1lzzbVyzTVXZdy4sdlgg0/nW986bgE/u41yxBHfzHe/++1UKpV8+tMb5ZBDvpGbbrohEydOyLXXDsrVV1+ZJNlrry/nkEO+kXPOOTPt2rVL167d06PHpnnzzXFZc821mn0eLamqsjRdR2yGyZOnp7FxmRp5saqt7ZS6upZ+01yWBdYCc7MemJv1wNysh0U3YcKYdO++btPXrf05d4vDvffenbXWWiuf/ezmmTBhQk444Vu56abbU129bNzId/fdd+avf30yp512VmuPskT951qsrq7Kaqt1/MjtXbkDAICFmDZ1Zot/Hl1LW3fd9TJw4IA0NDSkqqo6J5986jITdjSfuAMAgML16LFpBg++IfX1S8/rwxbF3nv3yd5792ntMZZ6ch0AAKAA4g4AAKAA4g4AAKAA4g4AAKAA4g4AAKAA4g4AABaiU+d2qa3ttNj/dOrc7mOPPX78m9lxx20yevRf5nm8f/8+GT/+zWafQ//+ffLmm83f/u6778y5556VJPnBD76bSZPqmv3ckuy44zatPcIi8VEIAACwEO1XaJsDbjp2se/35gMvz7TM/tjtampqcsEF5+a664alQ4eVFvscH2fgwF8u8WPyyYg7AABYiq2+em169do2l1768/zoR6fN9/3rrhuU++67J9XV1enVq3eOO+67adOmzQL3NX78mzn11B9kgw02zAsvPJ8uXVbLOeecn5VXXiUjRtyVa6+9Oiut1DHdu3fPiit2SPLBVb9LL70itbVdc9FF5+Xpp/+W2tquqaqqyuGHH5WePbfJkCGD8+c/35+GhsZsu23vHHvsdzNhwviPPNZtt92UESPuzqxZM7PCCivkrLPOzTrrrJdf/ernGT36sVRXV2Wnnb6QI4/81jzzz5gxI//v/12QV155OY2NjTn44MPypS/tmbvvvjOPPTYyU6dOzZtvjkuvXr3zgx+cMs9zn3rqiVx77dVp06Ym48ePy6abfjY/+tEZadu2be66644MG3Z9qqqqsvHGm+Skk36YDh0+OP8LLjg3zz33bFZZpXN+/OMz07179xx//Ley8sqr5NVXX87ZZw/I5MmTc/XVv0l9fX3WWGPN/OhHp2XGjBn58Y9/0HT8118fk6OP/nb69t0vAwack7q6tzJpUl222ebzOeWUM1JVVfVfrZPEbZkAALDUO/74E/P446Pmuz1z1KhH88gjD+Wqq4Zk0KAbMm7c2Nx++20L3ddLL72YAw88OEOG3JyOHTvmvvvuyaRJdbn88l/msst+m9/8ZlBmzJgx3/Nuv/3WzJo1M0OH3pZTT/1Jnnvun0mSv/xlZJ5//rn89rfX5ZprbkhdXV3uu++ejzzWe+9Nz0MPPZhf/eqKDBlyc7bffqfcdtvNmTBhfP7yl5G59tobc/nlg/Laa69m9ux5r2xee+3V2XjjTTJo0PW57LIrc911gzJu3BtJkmeeeTrnnnthrr12WEaOfDgvv/zSfOfwzDNP58QTv5+hQ2/L7NlzMnz4zXn55Zdy3XWD8qtfXZnrrrsp7duvmGuu+W3Tc7baqmcGDx6anXf+Qn7xi4FNj2+44adz443Ds/rqXfOb3/wqF1/8q1xzzdB8/vO9c/nll2aNNT6VwYOHZvDgoTniiG9mgw02zFe/ekBGjnwkn/nMRrniimsybNjv8re/PZXnn//XQn9nzeXKHQAALOVWWqljfvSj05tuz/zQk0+Ozhe/uEfat2+fJPnyl/fNPffcla9+9YCP3Neqq3bJRhv1SJJssMGnM3Xq1DzzzN+z2Wabp0uX1ZIku+++V558cvQ8zxs9+rH06bNfqqqq0r37Gtl6615JkieeeDz//Oc/ctRRhyZJZs+elW7dumfzzbdc4LFWWqljzjrrZ/njH+/L2LGv57HHRuYzn9k4q69em3bt2uXYY4/M9tvvlGOPPSHt2s37usQnnng8s2fPyl133ZEkmTVrVl599ZUkyec+t3nTbauf+tSamTr13fnOfcstt8o666yXJNlzz71zxx2/yworrJAddtgpq6zSOUmy7777ZcCAnyZJ2rVrl91336tp+9/+9vKmfW266WZJkn/+8x+ZOHFCvvvdbydJGhsbsvLKqzRt99JLL+ZXv/p5Lr30irRr1y5f+tKe+ec//5Gbbx6a1157Ne+++25mzpw/pj8JcQcAAMuAz3++d9PtmR+qVBrn2aZSSRoa6he6n7Zt2/7HcyqpqqpKpfLvxxZ0W2d1dZv5jpd8EDMHHPD1fO1rhyRJpk2bljZt2uTdd6cs8FgTJ07ICScck69+9YD07r19unRZLS+++Hxqampy5ZWD87e/PZVRox7Nt799RC699Mqss8668xzrjDPOycYbfxCMb789OSuvvEruu++etG3bbr5j/ae5z6uxsZI2bdqksfE/t6ukoaGh6Zz/vb8PXv/4oQ/Ds7GxIZtvvkUuuOCSJMns2bMzc+bMJMmUKVNy+uk/zI9/fEa6d++eJLn11mF54IE/Zd9990v//p/Pq6++vMBZPwm3ZQIAwDLiw9szJ0+elCTp2bNX/vjHezN79qzU19fn7rvvSM+ei/4Oj5tvvmWeffbp1NW9lcbGxvzpT/fPt80223w+f/zjfalUKpk0qS5//euTqaqqSs+evXLvvXdnxowZqa+vz49//P088MD/fuSx/vWvf2attdbOgQcenE022TQPPfTnNDY25IUX/pXjj/9Wtthiqxx//IlZb70N8vrrY+Z5bs+evXL77bcmSSZNmpTDD/96Jk6c0OzzfPrpvzWd44gRd2XbbbfPVlttnUceeajpSt8dd9yerbb64Gc4c+aMPPLIg0mSu+76fbbZ5vPz7XPTTTfLs88+0zTr4MFX5bLLfp76+vqcfvoP07//gfP8TkaPfiz77tsvu+++V+bMmZMXX3whjY3zR/Mn4codAAAsxKz35+TmAy//+A0/wX4X1Ye3Z37ve8cnSXbYYae8+OLzOeqow9LQUJ/Pf753vvrVAxd5v126rJYTTzw5J554XNq3XzHrrbf+fNv07dsvL730Yg477MCsttrq6d59jbRr1y5bbbV1XnrphXzrW99IY2NDtt12++y11z6ZMGH8Ao/Vq1fv/O53t+aQQ/ZPpVLJllv2zCuvvJyNNuqRzTbbPIcddmDat2+fz31ui/Tuvf08zz3yyG/m4osvyKGHHpDGxsYcd9x3s+aaa+Xvf/9rs85z9dVr87Of/SR1dW+lV69t06fPV9KmTZsceugROf74b6W+vj4bb7xJTj75x0mSjh075aGHHshvf/ub1NbW5tRTfzLfPldbbfWccsqZOfPMH6exsSG1td1y5pln509/+mP+8Y+nm24jrVSSXr22zQEHHJSBAwfk+uuvyUordcxmm22+SB9rsTBVlcV1DXAJmTx5+gIunS4/ams7pa5uWmuPwVLAWmBu1gNzsx6Ym/Ww6CZMGJPu3df9+A2XMTU11amv/+RXiEaOfCSVSiU77LBTpk+fniOOODhXX33dPK8vW5o99dQTGTToyvzqV1e29ijN9p9rsbq6Kqut1vEjt3flDgAA+Fjrrbd+zjnnzKY3FTn66GOWmbBbXog7AADgY33qU2vm8suvbu0xPrGePbf5RK9HXJZ4QxUAAIACiDsAAPgPy9jbUlCgDz52omqRniPuAABgLjU1bfPee1MFHq2iUqmkvv79TJkyKW3btl+k53rNHQAAzGXVVWvzzjt1mT59SmuPslhVV1cvts9To2VVV7fJiit2TMeOi/aGNeIOAADm0qZNTVZffY3WHmOx87EY5XNbJgAAQAHEHQAAQAHEHQAAQAHEHQAAQAHEHQAAQAHEHQAAQAHEHQAAQAHEHQAAQAHEHQAAQAHEHQAAQAFqWnsAKE2nlVdM+3ZL5h+t2tpOS+Q4s2bXZ9rUmUvkWAAAfDLiDhaz9u1q0uf7v2/tMRarOy/um2mtPQQAAAvltkwAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIAC1LT2AACwPOi08opp327J/We3trZTix9j1uz6TJs6s8WPA0DziDsAWALat6tJn+//vrXHWKzuvLhvprX2EAA0cVsmAABAAcQdAABAAcQdAABAAcQdAABAAcQdAABAAcQdAABAAcQdAABAAcQdAABAAcQdAABAAcQdAABAAWpaewCAknVaecW0b7dk/lVbW9upxY8xa3Z9pk2d2eLHAQAWnbgDaEHt29Wkz/d/39pjLDZ3Xtw301p7CABggdyWCQAAUABxBwAAUABxBwAAUABxBwAAUABvqAIAsIQtyXfSTbybLiwvxB0AwBJW2jvpJt5NF5YGbssEAAAogLgDAAAogLgDAAAogLgDAAAogLgDAAAogLgDAAAogLgDAAAogLgDAAAogLgDAAAoQE1rD1CCTiuvmPbtltyPsra2U4sfY9bs+kybOrPFjwMAACwe4m4xaN+uJn2+//vWHmOxuvPivpnW2kMAAADN5rZMAACAAog7AACAAog7AACAAog7AACAAog7AACAAog7AACAAog7AACAAog7AACAAog7AACAAtS01I5vueWWXH/99U1fv/HGG+nbt2+++MUvZsCAAZk9e3b22muvnHTSSS01AgAAwHKjxeJu//33z/77758kefHFF/Od73wn3/zmN/P1r389Q4YMyRprrJFjjjkmDz74YHbZZZeWGgMAAGC5sERuyzzrrLNy0kknZezYsVl33XWz9tprp6amJn369MmIESOWxAgAAABFa/G4GzlyZGbNmpW99torb731Vmpra5u+17Vr10ycOLGlRwAAAChei92W+aFhw4bliCOOSJI0Njamqqqq6XuVSmWer5tjtdU6Ltb5+Gi1tZ1aewSWItYDH7IWmJv1wNysh6Wf31HZWjTu5syZk9GjR+f8889PknTv3j11dXVN36+rq0vXrl0XaZ+TJ09PY2Nlsc753yr1H5K6ummtPcIyyXpgbiWuB2vhkylxLSTWwydlPdAaams7+R0t46qrqxZ6satFb8t8/vnns95666VDhw5Jki222CKvvvpqxowZk4aGhvzhD3/Izjvv3JIjAAAALBda9Mrd2LFj071796av27Vrl/PPPz8nnHBCZs+enV122SV77rlnS44AAACwXGjRuNt7772z9957z/PYdtttlzvuuKMlDwsAALDcWSIfhQAAAEDLavF3ywQAAGWvNYkAACAASURBVD5ap5VXTPt2S+Z/y5fUm/nMml2faVNnLpFj8W/iDgAAWlH7djXp8/3ft/YYi9WdF/eN9+Vc8tyWCQAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUIAWjbs//elP6devX/baa6/87Gc/S5KMHDkyffr0ye67755LLrmkJQ8PAACw3GixuBs7dmx+8pOf5Ne//nXuuOOO/POf/8yDDz6YU089Nb/+9a9z99135x//+EcefPDBlhoBAABgudFicXf//fdn7733Tvfu3bPCCivkkksuyYorrph11103a6+9dmpqatKnT5+MGDGipUYAAABYbtS01I7HjBmTFVZYId/+9rczfvz4fOELX8hnPvOZ1NbWNm3TtWvXTJw4saVGAAAAWG60WNw1NDTkiSeeyJAhQ9KhQ4cce+yxad++faqqqpq2qVQq83zdHKut1nFxj8pHqK3t1NojsBSxHviQtcDcrAfmZj0wN+thyWuxuFt99dWz3XbbpUuXLkmSL37xixkxYkTatGnTtE1dXV26du26SPudPHl6Ghsri3XW/1apC7eublprj7BMsh6YW4nrwVr4ZEpcC4n18ElZD8zNeqC5qqurFnqxq8Vec7frrrvmkUceydSpU9PQ0JCHH344e+65Z1599dWMGTMmDQ0N+cMf/pCdd965pUYAAABYbrTYlbstttgiRx99dA466KC8//772WGHHfL1r389G2ywQU444YTMnj07u+yyS/bcc8+WGgEAAGC50WJxlyT9+/dP//7953lsu+22yx133NGShwUAAFjutOiHmAMAALBkiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIAC1LTkzg899NC8/fbbqan54DBnn312Xn/99Vx++eWpr6/P4YcfnoMPPrglRwAAAFgutFjcVSqVvPbaa/nzn//cFHcTJ07MSSedlOHDh6dt27b52te+lm233Taf/vSnW2oMAACA5UKLxd0rr7ySJDnyyCMzZcqUHHDAAVlppZXSu3fvdO7cOUmyxx57ZMSIETn++ONbagwAAIDlQou95m7q1KnZbrvtctlll2Xw4MEZNmxY3nzzzdTW1jZt07Vr10ycOLGlRgAAAFhutNiVu6222ipbbbVV09f9+/fPgAEDcuyxxzY9VqlUUlVVtUj7XW21jottRhautrZTa4/AUsR64EPWAnOzHpib9cDcrIclr8Xi7oknnsj777+f7bbbLskHIbfmmmumrq6uaZu6urp07dp1kfY7efL0NDZWFuus/61SF25d3bTWHmGZZD0wtxLXg7XwyZS4FhLr4ZOyHpib9UBzVVdXLfRiV4vdljlt2rRceOGFmT17dqZPn57f/e53ueiiizJq1Ki8/fbbmTlzZu67777svPPOLTUCAADAcqPFrtztuuuu+fvf/56vfOUraWxszEEHHZStt946J510Ug477LC8//776d+/fzbffPOWGgEAAGC50aKfc3fiiSfmxBNPnOexPn36pE+fPi15WAAAgOVOi92WCQAAwJIj7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAApQ09oDAADLjqvO2C3dOndq+rq2ttNCtl42zHp/TqZNmd3aYwD818QdANBs3Tp3ygE3HdvaYyxWNx94eaZF3AHLPrdlAgAAFEDcAQAAFMBtmcB8/vM1Ncmy/7oar6kBAEon7oD5eE0NAMCyx22ZAAAABRB3AAAABXBbJgAL5XPNAGDZIO4AWCivwQSAZYPbMgEAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAApQ05yNGhsbM2jQoLz44os544wzcsMNN+Too49OmzZtWno+lqCrztgt3Tp3avq6trbTQrZe+s16f06mTZnd2mMAAMAS0ay4u/DCC/P222/nmWeeSZI8/PDDqaury+mnn96iw7FkdevcKQfcdGxrj7HY3Hzg5ZkWcQcAwPKhWbdljho1Kueff37atWuXjh07ZtCgQXn00UdbejYAAACaqVlxV1NTk+rqf2/atm3b1NQ066IfAAAAS0CzCm2jjTbKDTfckIaGhrzyyisZPHhwevTo0dKzAQAA0EzNunJ32mmn5dlnn83kyZPz9a9/Pe+9915OPfXUlp4NAACAZmrWlbuOHTvmvPPOa+lZAAAA+IQWGnfnnntuTjvttHz7299e4Pc7dOiQvn37ZpdddmmR4QAAAGiehcbddtttlyTZY489Fvj9adOm5fTTT8/DDz+8+CcDAGCp5jNyYemy0LjbbbfdkiT77bffPI9XKpWMGTMm6623XiZNmtRy0wEAsNTyGbmwdGnWa+6GDRuWCy+8MDNnzmx6rEuXLnn00Ufzve99r8WGAwAAoHmaFXdXXnllrrnmmlx++eU58cQT8+c//zkTJkxo6dkAAABopmZ9FELnzp2zxRZbZJNNNsnkyZNz7LHHZvTo0c06wAUXXJBTTjklSfLcc8+lX79+2WOPPXLaaaelvr7+k08OAABAk2bFXU1NTd59992su+66efrpp5MkDQ0NH/u8UaNG5Xe/+13T1yeffHLOPPPM3HvvvalUKrn55ps/4dgAAADMrVlxd8ABB+SYY47JF77whdx0003p169fNthgg4U+Z8qUKbnkkkuaPkZh3LhxmTVrVrbccsskSb9+/TJixIj/cnwAAACSZr7m7qtf/Wr23nvvdOjQITfddFOeeeaZbL755gt9zplnnpmTTjop48ePT5K89dZbqa2tbfp+bW1tJk6c+F+MDgAAwIeaFXf9+vVrur2yW7du6datW/bZZ5/84Q9/WOD2t9xyS9ZYY41st912GT58eJKksbExVVVVTdtUKpV5vm6u1VbruMjPYfm1rH/eDouX9cDcrAfmZj3wIWth8fGzXPIWGneHH354nnnmmcyaNSs9e/ZseryxsTGf+9znPvJ5d999d+rq6tK3b9+8++67mTFjRqqqqlJXV9e0zaRJk9K1a9dFHnjy5OlpbKws8vNakoW79Kqrm7bEj2k9LL2sB+a2pNeDtbB0sx74kP9WLD6t8bMsXXV11UIvdi007i677LJMmTIlp556agYMGPDvJ9XUzHOL5X+65pprmv4+fPjwPP744xkwYED22WefPPnkk9l6663z+9//PjvvvPOinAsAAAAfYaFx17Fjx3Ts2DHXXXdd5syZk5kzZ6ZS+eCq2dSpU9O5c+dFOtjAgQNz+umnZ/r06fnsZz+bww477JNPDgAAQJNmveZu2LBhOe+88/L+++83xV1VVVWee+65j31uv3790q9fvyRJjx49cuutt/4X4wIAALAgzYq7q666KjfeeGM++9nPtvQ8AAAAfALN+py71VdfXdgBAAAsxZoVdzvuuGOGDh2aiRMnZsqUKU1/AAAAWDo067bMK6+8MnPmzMnZZ5/d9FhzX3MHAABAy2tW3D399NMtPQcAAAD/hWbdltnY2Jirr746p5xySqZPn54rrrgiDQ0NLT0bAAAAzdSsuLvwwgvz/PPP5+9//3sqlUoefvjheT7UHAAAgNbVrLgbNWpUzj///LRr1y6dOnXKoEGD8uijj7b0bAAAADRTs+KupqYm1dX/3rRt27apqWnWy/UAAABYAppVaBtttFFuuOGGNDQ05JVXXsngwYPTo0ePlp4NAACAZmpW3J122mk577zzMnny5Bx00EHZcccdc9ppp7X0bAAAwDLgqjN2S7fOneZ5rLa200dsvWyY9f6cTJsyu7XHWCTNiruOHTvm2GOPzXnnnZfp06fn9ddfz6qrrtrSswEAAMuAbp075YCbjm3tMRarmw+8PNOybMVds15zN2TIkBx33HFJknfeeScnnHBCbrnllhYdDAAAgOZrVtzddNNNufHGG5Mka6+9dm6//fZcd911LToYAAAAzdesuGtoaEjHjh2bvu7UqVOqqqpabCgAAAAWTbPiboMNNsjAgQMzduzY/P/s3Xl8TPf+x/HXZLckSAyxFEVtVSQSYqve24qKokXpba2lqIZLLy1qJ1Rp1VZ7RKKhimr87G5bSqyhpfY91kg0ERGSTmZ+f7im0tCGZoTJ+/l4eDzMzDnf7+ecfEPe+X7POefOnWPKlCmUK1fOxqWJiIiIiIhIdmUr3I0aNYqzZ8/y6quv0rZtW86cOcPIkSNtXJqIiIiIiIhkV7bulrl+/XqmTZtm61pERERERETkIWVr5u7OzVRERERERETk8ZStmbunn36aoUOH4ufnR/78+a3vBwYG2qwwERERERERyb5shbukpCSSkpI4e/as9T2DwaBwJyIiIiIi8pjIVriLiIgAwGQyYbFYcHZ2tmlRIiIiIiIi8mCydc3d1atX6d69O7Vq1aJGjRp06tSJuLg4W9cmIiIiIiIi2ZStcDd69Ghq1apFdHQ00dHR+Pn56VEIIiIiIiIij5FshbszZ84QHByMh4cHRYoUoW/fvsTGxtq6NhEREREREcmmbIU7k8lEWlqa9fXNmzcxGAw2K0pEREREREQeTLZuqNK8eXO6dOlC69atMRgMLF++nKZNm9q6NhEREREREcmmvwx3x44do2LFigBs27YNs9lM69atadu2rc2LExERERERkez503C3fPlyJkyYQNmyZYmNjWXSpEk0atToUdUmIiIiIiIi2fSn4S4iIoJVq1ZRvHhx9u3bx+TJkxXuREREREREHkN/eUOV4sWLA+Dj40NiYqLNCxIREREREZEH96fh7o93xHR0dLRpMSIiIiIiIvJwsvUohDv0+AMREREREZHH059ec3f06FF8fX2tr2/duoWvry8WiwWDwcDevXttXqCIiIiIiIj8tT8Ndxs3bnxUdYiIiIiIiMjf8KfhrlSpUo+qDhEREREREfkbHuiaOxEREREREXk8KdyJiIiIiIjYAYU7ERERERERO6BwJyIiIiIiYgcU7kREREREROyAwp2IiIiIiIgdULgTERERERGxAwp3IiIiIiIidkDhTkRERERExA4o3ImIiIiIiNgBhTsRERERERE7oHAnIiIiIiJiBxTuRERERERE7IDCnYiIiIiIiB1QuBMREREREbEDCnciIiIiIiJ2QOFORERERETEDijciYiIiIiI2AGn3C7gQTk4GHK7hHsqViRfbpeQI4z5PXO7hByVW+PFHsaDvY0F0Hj4OzQecoY9jAXQeMgpGg+PJ/1f8fDsbSzA45c9/qoeg8VisTyiWkRERERERMRGnriZu8TEG5jNeTePenkV5OrVlNwuQx4DGgtyN40HuZvGg9xN40Hu0Fh48jk4GChSpMB9P3/iwp3ZbMnT4Q7I88cvv9NYkLtpPMjdNB7kbhoPcofGgn3TDVVERERERETsgMKdiIiIiIiIHVC4ExERERERsQNP3DV395KRYSIxMR6TKT23S7G5K1ccMJvNuV2GPAZsPRacnFwoUsSIo6Nd/DMhIiIiYvfs4qe2xMR43NzyU6CANwbD4/Usipzm5OSAyaRwJ7YdCxaLhRs3kklMjKdo0RI26UNEREREcpZdLMs0mdIpUMDD7oOdyKNiMBgoUMAjT8yGi4iIiNgLuwh3gIKdSA7T95SIiIjIk8Vuwt3diri7YDS65/ifIu4u2eq/YUO/B6p3/vzZzJ8/G4AuXd584OO1B5cuXaRt2xa5XcbftmbNKkJCRuZ4u3v37iE4uEeOtysiIiIi9sMurrn7Iyc3V7a1apPj7Tb4djlct+0ytbCwSJu2LyIiIiIi9skuw93jYu/ePURELMDNzY0zZ05ToUJFRowIwdnZmcjIcKKivqFQocK4u7tTteqzwO1Zv61b95CSksLYscM5f/48JUuWIj4+jnHjJlGyZAmmTZvMvn0xZGSYCQp6hfbt3/rTvmbPnkFMzG6Sk5MpWrQoo0ePx8OjEOPHj+LUqZMAvPba67Rs+Vqm+n/99SoTJ44jLi4OBwcHevZ8D3//usyfP5uEhHjOnYslLu4yr7zSis6du2Xad82aVURH/0hiYiJXrybQoEEjgoP7YzAYCA8PZcOGtTg4OODvH0Dv3n0BSE9PZ9iwQcTGnqVUqdIMGjQMDw8P2rZtQbVq1Tl+/ChffDGPHTui+frrxZjNFipXrsL773/IsWNH+PTTCdb+T506wahR46hevQbjx48hJeU6CQnxBAW1oHv3XveodSvJyddISIinVavWXL58mb17d+PhUYhJk6bi6urK6tVRLFmyCIPBQOXKVenf/wPy58/PunWrWbhwPgUKFMTb25t8+fIDcPjwQaZO/Yy0tFsUKlSYgQOHULJkKYKDe+DhUYjTp08yevR49u//iXXr1nDr1k2cnZ0ZOTKEMmXKsWvXDqZO/QwXFxfKli1nrXffvhjmzPmCtLQ0rl+/Tt++/WnU6IUcGbMiIiIi8uSyy2WZj5NfftlP//4f8OWXy4iLu8zOnds5cuQQq1dHERr6JZ9//gXx8Vey7LdgwVzKlCnLokVLefvtd6wh7NtvvwEgNPRL5s5dyI8/bubnn/fdt6/z588RG3uGWbNCWbJkBcWLe7N+/VoOHPiZ5ORkFiyIZOLEKdY27jZlyiSaN29JaOgiPv74MyZOHEdq6g0ATpw4zuTJM5gzJ4xFixZy/fr1LPvv3/8zY8Z8TETEUg4e/IUtW75n+/ZtbN26hXnzIggN/ZILF86xcuVyABITf6Vt2/YsXLiYUqVKExY219pWQEB9Fi9eQWJiIqtWrWTmzFDCwiIpUsSTxYsjeO65moSFRRIWFkmzZs0JCGjACy+8yMaN62nSpClz5oQRHv4VS5cuJikpKUuthw8fZPz4SXz22XSmTZtMQEB9Fi5cAsCuXds5efIE4eGhTJ8+h/Dwr3Bzy8eCBXNJSIhn5sypzJgxl1mzQklNTQXgt99+4+OPxzJiRAihoV/yxhsdmDAhxNpfhQoVWbx4BSVLlmLLls1Mnz6biIil1K/fiOXLl5Kenk5IyAjGjp1AaOgiXF1drfsuX/4VgwYNIzw8kkGDhjJ37sw/G4IiIiIikkdo5s7Gnn66AsWKFQegbNmnuX49mdjYswQENCB//tszPP/4x0tkZGRk2m/Pnp0MHz4WgCpVqlG+fAUAdu/eybFjR4mJ2QPAzZupnDx5gnLlnr5nX6VLP0VwcH9WrVpJbOxZDh48QKlSpSlfvgKxsWd5//1gAgIa8N57/85S+549uzh79izz5t2+HtBkMnHhwnkAfH39cHZ2pkgRTzw8PLhxIwV3d/dM+zds+Dyenl4AvPhiIDExu3FxceWll5ri5uYGQPPmLVm7djX16zekTJmy1KzpA0DTpkGEhIywtlWtWnUA9u3bw/nz5+jZs+v/avqNSpWqWLfbvXsHq1atZNasBRgMBt58syN79+4hMjKC06dPYjL9xq1bN4HCmWp97rmaFChQkAIFCgJQu7Y/AN7eJbh+/To//RRDgwaNKFTo9n4tW77G+PGjqFbtWapXr2E9zsDAZsTE7ObcubNcvHieQYPet/Zx48aNLMdToEBBRo4cy6ZNGzh3LpadO6N55pnKnDp1Ai8vI+XKPQ1As2avWEPcsGFjiI7+kc2b/8uBA/u5efNmlq+diIiIiOQ9Cnc25uLy+01YDAYDFovlf3chtFjfd3R0zBLuHBzu/YBqs9lM7959adz4nwAkJSWRL18+Dh48cM++jhw5zMiRH/HGG2/yj3+8iKOjAxaLhUKFChMRsZTdu3eyffs23n67AxERSzMFtIwMM1OnzsTDoxAACQkJFClShC1bfrhnX39098OvLRYzjo5OWCyZj8liuf0Q+jvn4e7tnZx+3//OzFVGhpl//vMl+vUbCEBqaqr13J07F8vHH4/l00+nUbDg7ZA2bdpkLl68QJMmL/P88y+wZ8+ue9bq7Oyc6fXdfd8+73/cx0JGRsb/jv3uY3a01lmyZCnrNZQZGRkkJv6a5Xji4i7Tp09P2rRpR0BAfTw9vTh+/CiQdYzc8d577+DrWxs/P398fPwYNWpoluMRERERkbxHyzJzgZ+fP9u2/UhKSgppaWls2fL9Pbapy8aN6wA4efIEp06dxGAwULu2P1FRKzGZTKSmptK7dzcOHjxw375++ikGH5/avPpqW556qgzR0Vsxm81s3bqZMWOGU79+Q/r1G0C+fPm4ciUu0761a/uxYsXXAJw+fYpOndqTlnYr28e5c2e09Rg3blxPQEB9fH392bRpPWlptzCZTKxZE4Wv7+27i549e4Zjx44AsHr1Kvz8guhhAwAAIABJREFU6mZp08enNlu2/EBi4q9YLBY+/XQ8S5dGcuNGCoMHD6BfvwHW2S64PQP65psd+ec/XyI29izx8VfuGZr/io9PbbZu3UJy8jUAoqJW4uPjR40atTh4cL+13e++2whA2bLlSE5Oti53Xb06ipEjP8rS7pEjhyhd+inat3+LqlWrsWXL95jNGVSs+Ay//vorx48fA2DTpvUAJCdf49y5s3Tr1ot69Rrw44+bH+p4RERERMT+aOYuFzzzTGVef/1fdO/eCXd3d4oXL5Flmy5dujFu3Cg6d36DkiVL4+VVFFdXV1q3bkNs7Fm6dn2TjIwMgoJa4Ovrx969e+7Z14svBjJkyEA6dWoPQOXKVbl06SJdu77DDz98R8eO7XBxcaFp0yAqVKiYad/+/T/gk09C6Nz5DSwWC8OGjSZ//gLZPs7ChYswcGBfkpKSaNo0iLp16wFw/PhRunXrREaGiTp1AmjTpj3x8VcoVao0CxbM48KFc5QvX5EePXrf49xVomvXd+jbtxcWi4WKFSvRoUMXvvrqS+LiLrNwYSjz588BoFmz5nTo0IUxY4bj6upKsWLeVKlSjYsXL1CqVOlsHwdAxYrP0LFjV4KDe2AymahcuSoDBw4mf/4C9Os3kH79euPmls8aLF1cXBgz5mOmTJlEeno6+fMXYOjQUVna9fcP4JtvltGhw+tYLBZq1fLl1KmTODk5MXJkCGPHDsfR0dG69NTDoxCvvNKKjh3b4ezsjI+PH7du3eLmzZvky5fvgY5JREREROyLwXKvNWqPsatXU7Iskbt8+Sze3mWtr4u4u+Dk5vrHXf820600Em38KIQ71q9fQ4kSJalRoxaXL1+mT58efPXVSlxcnDCZHv+ZmjVrVrFvXwwffTQyt0uxW05ODjYfC3/83pLHl9HoTnx81hsbSd6k8SB303iQOzQWnnwODga8vAre93O7nLlLvJ5u8+fR2VrZsuWYOHE8ZnMGBoMDAwcOwcFBq2hFREREROTe7DLc2YMqVaoxf35Ebpfx0IKCWhAU1CK3yxARERERyTM0FSQiIiIiImIHFO5ERERERETsgMKdiIiIiIiIHdA1dyIiIiKPmK3u7H0/RqO7zft4lHcVF5F7U7gTERERecSc3FzZ1qpNbpeRoxp8u/yJv1u5yJPOLpdlFinsitHonuN/ihT+69+wXbp0kYYN/di9e0em99u2bcGlSxezfQwPuv2aNasICRkJwIABfUlIiM/2vvakYUO/3C7hb9u7dw/BwT1yvN1Lly7Stq3uYCoiIiJir+xy5s7J2YWYDQNzvN3agROBtL/u38mJCRNCCA9fQv78BXK8jr8yadLUR96niIiIiIjkLrsMd7mtaFEj/v51mTbtcz788KMsn4eHh7Jhw1ocHBzw9w+gd+++ODo63rOtS5cuMmTIAMqXr8CxY0fx8vJi9OiP8fAoxLp1q1m4cD4FChTE29ubfPnyA7dn/aZNm43RWIyJE8exf/9PGI3FMBgMdO7cDV9fPyIiwvj++41kZJipWzeAd9/ty+XLlzL15enpxZgxt/tavvwr1q1bw61bN3F2dmbkyBDKlCnH9Omfs3v3ThwcDDRq9AJvv515xik1NZXPPpvAqVMnMZvNvPVWJ5o0eZk1a1axc2c0ycnJXLx4AX//AAYMGJRp371797Bw4XwcHZ24dOkC1ao9y4cfDsPFxYXVq6NYsmQRBoOBypWr0r//B+TPf/v4J0wI4fDhgxQqVJjBg4fj7e1NcHAPPDwKcfr0SUaPHs/Vq1eZP38WJpOJEiVK8eGHH5GamsrgwQOs/cfGnqV79160avUa48ePIT7+CgkJ8fj51WHQoGEYDIZMtYaHh+Ls7MylSxdp0OB58uXLx48/bsZisTBp0hQ8Pb3Ytu1H5s6dicVipmTJUgwcOARPTy927drB1Kmf4eLiQtmy5aztnj9/jkmTxpOcfA1XVzf69x9IpUpVCAkZSXLyNc6fP8e77/YlPT2dJUsWkZaWxm+/pTN48HCee64mx44d4eOPxwBQsWIla7unTp1g8uSJ3Lx5k8TEX+nYsQuvvto2O8NbRERERB5Tdrks83EQHNyPXbu2Z1meuX37NrZu3cK8eRGEhn7JhQvnWLly+Z+2deLEcdq3f4uIiKUULOjOhg1rSUiIZ+bMqcyYMZdZs0JJTU3Nst/Klcu4desmkZHLGTJkBIcPHwJgx45ojh49zNy54SxY8CXx8fFs2LD2Hn0VZMOGtdy4kcKWLZuZPn02ERFLqV+/EcuXL+Xy5Uvs2BHNwoWLmTkzlDNnTpOWlnlmc+HC+VSuXJXQ0EXMmDGH8PBQLlw4D8CBA/sJCfmEhQuXEB39IydPnshyDAcO7Kdfv/8QGbmctLR0VqxYysmTJwgPD2X69DmEh3+Fm1s+FiyYa93Hx8eXsLBInn/+BaZMmWR9v0KFiixevIKiRYsxa9Z0Pv10OgsWRFKnTgAzZ06jRImShIVFEhYWSdeu71C+fAXatGlHdPRWnnmmErNnL2DJkm/46ae9HD16JEuthw4dZMCAwcybF8GKFUspXLgI8+dHULHiM2zatIHExF+ZOHEc48dPYuHCJTz3XE0+++wT0tPTCQkZwdixEwgNXYSr6+/Lf0NCRtC7d19CQ7/kgw8+YsSIIdbPChUqzJdfLqN+/YZ8++1yPvnkcxYuXMybb3YiIiIMgLFjR/Duu30IDf2SkiVLWfddtepbOnfuxrx54UydOosZMzTbKyIiIvKk08ydjRQoUJAPPxxqXZ55R0zMbl56qSlubm4ANG/ekrVrV9OmTbv7tlWkiCeVKlUBoEKFCiQnJ3PgwM9Ur14DT08vAAIDmxETszvTfrt376RFi9cwGAx4e5egdm1/APbs2cWhQ7/QrVtHANLSblG8uDc1atTK1Ff58hVJTk6mQIGCjBw5lk2bNnDuXCw7d0bzzDOVKVrUiKurK++++zb16zfi3Xf7ZAomd/pKS7vF6tVRANy6dYvTp08B8NxzNazLVkuWLEVy8rUsx16rlg9lypQD4OWXg4iK+gZnZ2caNGhEoUKFAWjZ8jXGjx8FgKurK4GBzazbz50709pWtWrVATh06Bfi4i7Tt28vAMzmDDw8Clm3O3HiONOnf860abNxdXWlSZOXOXToF5YujeTMmdNcu3aNmzezhuny5StQvLg3cDt4+fnVAaB4cW+uX0/m0KGDVK36LCVKlPxf3a2JiAjj1KkTeHkZKVfuaQCaNXuFuXNnkpqayuHDhxg3brS1j5s3b3LtWhIAzz57+3gcHBwYN24i27b9SGzsWfbti8HBwYGkpCQSEhLw9w+wtvt///ctcPuXDzt3biciYgEnT5645/GIiIiIyJNF4c6G6tQJsC7PvMNiMWfaxmKBjAzTn7bj4uJy1ysDFosFg8GAxfL7u/da1ung4JilP7gdZtq1+xdvvNEBgOvXr+Po6Mi1a0l/6AssFgtxcZfp06cnbdq0IyCgPp6eXhw/fhQnJyfmzAnjp5/2sn37Nnr16sq0aXMoU6Zspr6GDRtD5cq3A+Ovv17Fw6MQGzasxcXFNUtff3T3cZnNFhwdHTGb/7idhYyMDOsx/97e7esf77gTPM3mDGrUqMmECZMBSEtL4+bNmwAkJSUxdOgHDB48DG/v20Ft2bIl/PDDd7Rs+Rpt29bh9OmT96z17r7+WPvtev74tb9TtwGwZNnPbDbj4uJKWFik9bMrV+KsQfTO8aSmpvLOO50JDGxGzZo+VKhQkeXLl2IwZD6njo6/1zd8+CDc3T1o0KARL74YyKZN67Mcj4iIiIg8WbQs08buLM+8ejUBAF9ffzZtWk9a2i1MJhNr1kTh6/vgd3isUaMWBw/uJz7+Cmazme++25hlGz+/OmzatAGLxUJCQjz79sVgMBjw9fVn/fo1pKamYjKZGDz4P/zww3/v29eRI4coXfop2rd/i6pVq7Fly/eYzRkcO3aE4OAe1KzpQ3BwP8qVK09s7NlM+/r6+rNy5TIAEhIS6Nz5X8TFXc72ce7f/5P1GNetW03duvXx8anN1q1brDN9UVEr8fG5fQ5v3kxl69bNAKxe/a119uxu1apV5+DBA9Zaw8LmMWPG55hMJoYO/YC2bdtn+prs3r2Tli1bExjYjPT0dI4fP4bZnDU0/5Vq1apz6NAB611Qo6JW4Otbm4oVn+HXX3/l+PFjANagVbBgQUqXfor169f8r44dvPde1rtonjsXi8FgoFOnt/H19WPz5u8xm80UKlQYb29voqO3ArBx47q7jmkX3bv3olGjF9ixIxrAGpBFRERE5MmkmTsbu7M88/33gwFo0KARx48fpVu3TmRkmKhTJ4A2bdo/cLuenl706zeQfv164+aWz7qk726tWrXmxInjdOrUHi+vonh7l8DV1RUfn9qcOHGMHj26YDZnULdufZo1e4XLly/dsy9//wC++WYZHTq8jsVioVYtX06dOkmlSlWoXr0GnTq1x83Njeeeq0lAQP1M+7799jt8+ukEOnZsh9lspnfvvpQqVZqff96XreMsWtTI2LEjiI+/gr9/XVq0eBVHR0c6duxKcHAPTCYTlStXZeDAwQAULOjOli0/MHfuLIxGI0OGjMjSppdXUQYNGs7w4YMxmzMwGoszfPhovvtuE7/8st+6jNRiAX//urRr9yaTJo1n0aIFFChQkOrVazzQYyru8PT0YuDAjxgyZAC//WbC29ubQYOG4+TkxMiRIYwdOxxHR0frsliAESPGMnHiOCIjw3Fycmb06HGZbuQCULHiM1SsWIk332yLg4OBOnXqsX//TwAMGzaG8eNHMXfuFzz7bI1MX5d33+2Oq6sLFSo8Q4kSJbl06SKlSz/1wMclIiIiIo8Hg+Ve68seY1evpmRZlnf58lm8vX9fCliksCtOzi5/3PVvM/2WTmLSXz8KwZacnBwwmbI3axQdvRWLxUKDBo1ISUmha9e3mD8/PNP1ZY+zvXv3EBo6h+nT5+R2KY+lBxkLD+uP31vy+DIa3YmPv57bZchjQuPh8Wc0utvlQ8w17h5v+rfhyefgYMDLq+B9P7fLmbvbASx3Q9jjoFy5pxkzZrj1piLdu/d8YoKdiIiIiIg8GLsMd3JbyZKlmDlzfm6X8dB8ff0e6npEEREREZG8SDdUERERERERsQN2E+6esEsHRR57+p4SERERebLYRbhzcnLhxo1k/TAqkkMsFgs3biTj5JTzNyYSEREREduwi2vuihQxkpgYT0pKUm6XYnMODg4P9Yw1sT+2HgtOTi4UKWK0WfsiIiIikrPsItw5OjpRtGiJ3C7jkdAtbOUOjQURERERuZtdLMsUERERERHJ6xTuRERERERE7IDCnYiIiIiIiB1QuBMREREREbEDCnciIiIiIiJ2wC7uliki8rgq4u6Ck5vrI+nLaHS3eR+mW2kkXk+3eT8iIiLy4BTuRERsyMnNlW2t2uR2GTmmwbfLQeFORCRH2dsvAkG/DMwtCnciIiIiIrnI3n4RCPplYG7RNXciIiIiIiJ2QDN3IiIij8CjXHYFugZTRCQvUrgTERF5BLTsSkREbE3LMkVEREREROyAwp2IiIiIiIgdULgTERERERGxAwp3IiIiIiIidkDhTkRERERExA4o3ImIiIiIiNgBhTsRERERERE7oHAnIiIiIiJiBxTuRERERERE7IDNw92ECRMYNGgQAIcPH6Z169Y0bdqUjz76CJPJZOvuRURERERE8gSbhrvt27fzzTffWF8PHDiQ4cOHs379eiwWC0uXLrVl9yIiIiIiInmGzcJdUlISkydPplevXgBcuHCBW7duUatWLQBat27NunXrbNW9iIiIiIhInuJkq4aHDx9O//79uXTpEgBXrlzBaDRaPzcajcTFxT1wu15eBXOsxieV0eie2yXIY0JjQXKDxp3cTeNB7qbxIHfTeHj0bBLuvv76a0qUKEG9evVYsWIFAGazGYPBYN3GYrFkep1dV6+mYDZbcqzWJ43R6E58/PXcLkMeAxoLTwZ7/I9N4+7h2ONYAI2Hh6XxIHfTeJDscnAw/Olkl03C3Zo1a4iPj6dVq1Zcu3aN1NRUDAYD8fHx1m0SEhIoVqyYLboXERERERHJc2wS7hYsWGD9+4oVK9i1axfjx4/nlVdeISYmhtq1a/Ptt9/y/PPP26J7ERERERGRPMdm19zdy6RJkxg6dCgpKSk8++yzdOrU6VF2LyIiIiIiYrdsHu5at25N69atAahSpQrLli2zdZciIiIiIiJ5js0fYi4iIiIiIiK2p3AnIiIiIiJiBxTuRERERERE7IDCnYiIiIiIiB2wabibMmUKQUFBNG/e3Pp4hOjoaFq0aEFgYCCTJ0+2ZfciIiIiIiJ5hs3ulrlr1y527NhBVFQUJpOJoKAg6tWrx5AhQ4iIiKBEiRL07NmTzZs307hxY1uVISIiIiIikifYbOauTp06hIeH4+TkxNWrV8nIyCA5OZmyZcvy1FNP4eTkRIsWLVi3bp2tShAREREREckzbLos09nZmalTp9K8eXPq1avHlStXMBqN1s+LFStGXFycLUsQERERERHJE2x+Q5W+ffuyfft2Ll26xJkzZzAYDNbPLBZLptciIiIiIiLycGwW7k6ePMnhw4cByJcvH4GBgezcuZP4+HjrNvHx8RQrVsxWJYiIiIiIiOQZNgt358+fZ+jQoaSnp5Oens5///tf3njjDU6fPs3Zs2fJyMjg//7v/3j++edtVYKIiIiIiEieYbO7ZTZu3Jj9+/fz6quv4ujoSGBgIM2bN8fT05M+ffqQlpZG48aNefnll21VgoiIiIiISJ5hs3AH0KdPH/r06ZPpvXr16hEVFWXLbkVERERERPIcm99QRURERERERGxP4U5ERERERMQOKNyJiIiIiIjYAYU7ERERERERO6BwJyIiIiIiYgdserfMvKKIuwtObq6PrD+j0d3mfZhupZF4Pd3m/YiIiIiISM5QuMsBTm6ubGvVJrfLyFENvl0OCnciIiIiIk8MLcsUERERERGxAwp3IiIiIiIidkDhTkRERERExA4o3ImIiIiIiNgBhTsRERERERE7oHAnIiIiIiJiBxTuRERERERE7ICecyeSwx7lQ+0fxQPtQQ+1FxEREXkSKNyJ5DA91F5EREREcoOWZYqIiIiIiNgBhTsRERERERE7oHAnIiIiIiJiBxTuRERERERE7IDCnYiIiIiIiB1QuBMREREREbEDCnciIiIiIiJ2QM+5ExERkWyrHToLNy+j9bXR6J6L1eQM02/pJCal5XYZIiJ/m8KdiIiIZJubl5GYDQNzu4wcVTtwIqBwJyJPPi3LFBERERERsQMKdyIiIiIiInZA4U5ERERERMQOKNyJiIiIiIjYAYU7ERERERERO6BwJyIiIiIiYgcU7kREREREROyAwp2IiIiIiIgdULgTERERERGxA065XYCIiIiIPJlqh87CzctofW00uudiNX+f6bd0EpPScrsMkYemcCciIn/K3n54A/0AJ5JT3LyMxGwYmNtl5JjagRMB/dsgTy6FOxER+VP29sMb6Ac4ERGxT7rmTkRERERExA4o3ImIiIiIiNgBhTsRERERERE7oGvuRCSLP95AA578m2joBhoiIiJi7xTuRCQL3UBDRERE5MmjZZkiIiIiIiJ2QOFORERERETEDijciYiIiIiI2AGFOxERERERETugcCciIiIiImIHFO5ERERERETsgMKdiIiIiIiIHdBz7kRERERE5G+pHToLNy9jpveMRvdcqiZnmH5LJzHpyXpGrsKdiIiIiIj8LW5eRmI2DMztMnJU7cCJwJMV7rQsU0RERERExA4o3ImIiIiIiNgBhTsRERERERE7oHAnIiIiIiJiBxTuRERERERE7IDCnYiIiIiIiB1QuBMREREREbEDCnciIiIiIiJ2QA8xF6vaobNw8zJaXxuN7rlYzd9n+i2dxKQn68GTIiIiIiIPS+FOrNy8jMRsGJjbZeSY2oETAYU7EREREckbtCxTRERERETEDijciYiIiIiI2AGFOxERERERETugcCciIiIiImIHFO5ERERERETsgMKdiIiIiIiIHVC4ExERERERsQMKdyIiIiIiInZA4U5ERERERMQOKNyJiIiIiIjYAYU7ERERERERO6BwJyIiIiIiYgcU7kREREREROyAwp2IiIiIiIgdULgTERERERGxAwp3IiIiIiIidkDhTkRERERExA4o3ImIiIiIiNgBhTsRERERERE7oHAnIiIiIiJiBxTuRERERERE7IDCnYiIiIiIiB1QuBMREREREbEDCnciIiIiIiJ2wKbhbsqUKQQFBdG8eXMWLFgAQHR0NC1atCAwMJDJkyfbsnsREREREZE8w8lWDe/atYsdO3YQFRWFyWQiKCiIevXqMWTIECIiIihRogQ9e/Zk8+bNNG7c2FZliIiIiIiI5Ak2m7mrU6cO4eHhODk5cfXqVTIyMkhOTqZs2bI89dRTODk50aJFC9atW2erEkRERERERPIMmy7LdHZ2ZurUqTRv3px69epx5coVjEaj9fNixYoRFxdnyxJERERERETyBJsty7yjb9++vPPOO/Tq1YszZ85gMBisn1kslkyvs8PLq2BOlyh2zGh0z+0S5DGi8SB303iQu2k8yB0aC3K3J2082CzcnTx5kvT0dKpWrUq+fPkIDAxk3bp1ODo6WreJj4+nWLFiD9RuYuINzGZLTpf7t3h5FcS1mPGvN3wCuLgVye0SctTVqymPvE97GQ/2NhZA4+Hv0Hj4++xlLIDGQ07QeHh86f+Kh2dvYwFyZzz8GQcHA0WKFLjv5waLxWKTpLR582amTp3K4sWLAejVqxdt2rThk08+ITw8nNKlS9OzZ0/atGlDs2bNbFGCiIiIiIhInmGzmbvGjRuzf/9+Xn31VRwdHQkMDKR58+Z4enrSp08f0tLSaNy4MS+//PIDtfs4ztw9Sl5eBR+73yBI7tBYkLtpPMjdNB7kbhoPcofGwpMv12bubOXq1ZQ8He6MRnfi46/ndhnyGNBYkLtpPMjdNB7kbhoPcofGwpPPwcHwp/cgsendMkVEREREROTRULgTERERERGxAzZ/FIKIiIiISEaGicTEeEym9NwuJc+6csUBs9mc22VINjg4OJIvX0EKFiz0QI+OU7gTEREREZtLTIzHzS0/BQp4P/BzjiVnODk5YDIp3D3uLBYLGRkmrl9PIjExHk/P7D86TssyRURERMTmTKZ0ChTwULAT+QsGgwEnJ2cKF/YiPf3WA+2rcCciIiIij4SCnUj2GQwOwIM9JUDhTkRERERExA7omjsREREReeQKFXDFJb9LjrebnprOtRtpf7ldw4Z+bN26J9vtzp8/G4Bu3XrSpcubhIVFPnSNT6pLly7Sp09Pli1bldul/KWoqG/Ily8fTZq8nNulPFIKdyIiIiLyyLnkd2GUYVSOtzvCMgKyEe7+jrwY7J40Bw78jI9P7dwu45FTuBMRERGRPGvv3j1ERCzAzc2NM2dOU6FCRUaMCMHZ2ZnIyHCior6hUKHCuLu7U7Xqs8Dvs34pKSmMHTuc8+fPU7JkKeLj4xg3bhLFihXniy+msG9fDBkZZoKCXqF9+7f+tK/Zs2cQE7Ob5ORkihYtyujR4/HwKMT48aM4deokAK+99jotW76Wqf5ff73KxInjiIuLw8HBgZ4938Pfvy7z588mISGec+diiYu7zCuvtKJbt3cy7btmzSqio38kMTGRq1cTaNCgEcHB/TEYDISHh7Jhw1ocHBzw9w+gd+++AKSnpzNs2CBiY89SqlRpBg0ahoeHB23btqBateocP36UL76Yx44d0Xz99WLMZguVK1fh/fc/5NixI3z66QRr/6dOnWDUqHFUr16D8ePHkJJynYSEeIKCWtC9e69MtWZkZNzznH799RI2b/6OadNms3//z4wfP4o+fd5n69YtxMTsxsurKJs2refatWtcuHCOd9/ti5eXF1OnfkZa2i0KFSrMwIFDKFmyFMHBPahcuQr79/9Eeno6vXr14euvl3DmzCnat3+T9u3fIj7+yl/WmpsU7kREREQkT/vll/18+eUyihY10rNnF3bu3E7RokVZvTqK0NAvMRgM9OrV1Rru7liwYC5lypTl448/48iRQ/Ts2RWAVau+ASA09EvS09N5//1gqlSpdt++ypV7mtjYM8yaFYqDgwNjxgxn/fq1VKlSleTkZBYsiCQhIZ6ZM6dlCXdTpkyiefOWNGzYmISEBHr37madWTxx4jhffDGPlJTrtGv3Ku3avUG+fAUy7b9//8+EhUXi7u5Bnz492bLle1xcXNm6dQvz5kXg5OTE0KEfsHLlcurXb0hi4q+0bduemjV9mDFjCmFhc+nb9z8ABATUZ/To8Zw6dZJVq1Yyc2Yorq6uzJo1ncWLI+jSpbu1tq+++pKYmD288MKLLF68iCZNmtKs2SukpKTQunVz2rZ9g8KFC1vrvN85bdu2PVu2fM833yxj2bIlDBkygho1atGw4fP4+NSmbt16bNq0nkKFCvHJJ5P57bff6N69ExMmTMbb25udO7czYUIIU6Z8Adx+DMHcueGEhs7h888nsnDhEpKSEunS5Xa427hx/V/WmpsU7kREREQkT3v66QoUK1YcgLJln+b69WRiY88SENCA/PnzA/CPf7xERkZGpv327NnJ8OFjAahSpRrly1f43/u7OH78GDExt6/pu3kzlZMnT1Cu3NP37Kt06acIDu7PqlUriY09y8GDByhVqjTly1cgNvYs778fTEBAA957799Zat+zZxdnz55l3rzb1wSaTCYuXDgPgK+vH87OzhQp4omHhwcpKdezhLuGDZ/H09MLgBdfDCQmZjcuLq689FJT3NzcAGjevCVr166mfv2GlClTlpo1fQBo2jSIkJAR1raqVasOwL59ezh//pw17Jr4kMCUAAAgAElEQVRMv1GpUhXrdrt372DVqpXMmrUAg8HAm292ZO/ePURGRnD69ElMpt+4desm8Htgut85rVnTh8GDh9OpU3tee+11atSodc+v8Z3azp07y8WL5xk06H3rZzdu3LD+PSCgAQDe3iV49tnncHNzw9u7BCkp1wGyVWtuUrgTyWG2ukD8XoxG90fST3YvThcREXkSubj8/v+2wWDAYrH877ENv9+G3tHRMUu4c3BwwGzO+lDwjAwzvXv3pXHjfwKQlJREvnz5OHjwwD37OnLkMCNHfsQbb7zJP/7xIo6ODlgsFgoVKkxExFJ2797J9u3bePvtDkRELMXd3T1TX1OnzsTDoxAACQkJFClShC1bfrhHX1mP3dHx9zhgsZhxdHTCYsl8TBYLZGSYrOfh7u2dnH7f39XV1VrTP//5Ev36DQQgNTXVeu7OnYvl44/H8umn0yhYsCAA06ZN5uLFCzRp8jLPP/8Ce/bswvKHYu93TgEuX75E/vwFOHbsyF1fu8zurq1kyVLWGcSMjAwSE3+1bnf38dx9rHdkp9bcpHAnksNsdYF4bnoUF6eLiIg8Tvz8/Bk2bBBdu/bA2dmZLVu+t87q/L5NXTZuXMczz1Ti5MkTnDp1EoPBQO3afkRFraRBg+dJT0+nd+9uDBgw+L59/fRTDD4+tXn11bZcu5ZEdPRWGjf+J1u3bmb9+rWMHj2eunXrEROziytX4jKFu9q1/Vix4mu6dOnO6dOneO+9d1i2LCrbx7lzZzQpKSk4OzuzceN6unfvhclkYuHC+bRq9RqOjk6sWROFr68fAGfPnuHYsSNUqlSF1atX4edXN0ubPj61WbJkEZ07d6Nw4SJ8+ul4SpYszRtvvMXgwQPo128A5co9bd1+z56dDBgwmOeeq0l09Fbi469kCc33O6dVqlTjk09CmDDhMxYsmMs33yyjdevX7xnGAcqWLUdycjI//7yPmjV9WL06ig0b1jJ9+pxsna/s1JqbFO5ERERE5JFLT02//ctDG7SbE555pjKvv/4vunfvhLu7O8WLl8iyTZcu3Rg3bhSdO79ByZKl8fIqiqurK6++2pbz58/RteubZGRkEBTUAl9fP/buvfejF158MZAhQwbSqVN7ACpXrsqlSxfp2vUdfvjhOzp2bIeLiwtNmwZRoULFTPv27/8Bn3wSQufOb2CxWBg2bDT58xe4Vzf3VLhwEQYO7EtSUhJNmwZRt249AI4fP0q3bp3IyDBRp04Abdq0Jz7+CqVKlWbBgnlcuHCO8uUr0qNH73ucu0p07foOffv2wmKxULFiJTp06MJXX31JXNxlFi4MZf7822GqWbPmdOjQhTFjhuPq6kqxYt5UqVKNixcvUKpUaWub9zunkyZ9TL16Dala9Vnef/9DevToQkBAffz86jB79hfW2cE7XFxcGDPmY6ZMmUR6ejr58xdg6NDs/1I+O7XmJoPlcZpHzIarV1Mwm5+oknOU0ehOfPz13C5D/oTR6G6XM3cad483/dsgd9N4kLs9LuPh8uWzeHuXze0yctT69WsoUaIkNWrU4vLly/Tp04OvvlqJg4NDbpd2T05ODphMv88yrVmzin37Yvjoo5G5V5T8qT9+3zg4GPDyKnjf7TVzJyIiIiLyEMqWLcfEieMxmzMwGBwYOHDIYxvsJG9QuBMREREReQhVqlRj/vyI3C7joQUFtSAoqEVulyE5SL9aEBERERERsQMKdyIiIiIiInZA4U5ERERERMQOKNyJiIiIiIjYAYU7EREREXnkvAo7YjS65/gfr8KOf9n3pUsXadjQj927d2R6v23bFly6dDHbx/Cg269Zs4qQkJEADBjQl4SE+Gzva08aNvTL7RKyZdu2H1myZFFul/FAdLdMEREREXnkHJzzQ6Qh59t90wL89XP9nJycmDAhhPDwJQ/00O+cMmnS1EfepzyYI0cO5XYJD0zhTkRERETynKJFjfj712XatM/58MOPsnweHh7Khg1rcXBwwN8/gN69++LoeO9ZwUuXLjJkyADKl6/AsWNH8fT0YsyYj/HwKMS6datZuHA+BQoUxNvbm3z58gO3Z/2mTZuN0ViMiRPHsX//TxiNxTAYDHTu3A1fXz8iIsL4/vuNZGSYqVs3gHff7cvly5fu29fy5V+xbt0abt26ibOzMyNHhlCmTDmmT/+c3bt34ujoQMOGjXn77R6Z6k9NTeWzzyZw6tRJzGYzb73ViSZNXmbNmlXs3BlNcnIyFy9ewN8/gAEDBmXad+/ePSxcOB9HRycuXbpAtWrP8uGHw3BxcWH16iiWLFmEwWCgcuWq9O//Afnz3z7+CRNCOHz4IIUKFWbw4OF4e3sTHNwDD49CnD59ktGjx3P16lXmz5+FyWSiRIlSfPjhR6SmpjJ48ABr/7GxZ+nevRetWr3G+PFjiI+/QkJCPH5+dRg0aBgGQ+ZfINzrnG7btoXp06ewcOFi4uOv0KdPT0aNGse3364AwNu7BJcvX+LgwV+4cuUybdq0x9+/LpMmjSc5+Rqurm707z+QSpWqEBIyEje3fBw7doSUlOv06PEe69ev4cSJYzRq9AJ9+vTnxo2UbNX6MLQsU0RERETypODgfuzatT3L8szt27exdesW5s2LIDT0Sy5cOMfKlcv/tK0TJ47Tvv1bREQspWDBgmzYsJaEhHhmzpzKjBlzmTUrlNTU1Cz7rVy5jFu3bhIZuZwhQ0Zw+PDt2aIdO6I5evQwc+eGs2DBl8THx7Nhw9r79nXjRgpbtmxm+vTZREQspX79RixfvpTLly+xY0c0CxcuZs6cUM6cOU1aWlqmGhYunE/lylUJDV3EjBlzCA8P5cKF8wAcOLCfkJBPWLhwCdHRP3Ly5Iksx3DgwH769fsPkZHLSUtLZ8WKpZw8eYLw8FCmT59DePhXuLnlY8GCudZ9fHx8CQuL5PnnX2DKlEnW9ytUqMjixSsoWrQYs2ZN59NPp7NgQSR16gQwc+Y0SpQoSVhYJGFhkXTt+g7ly1egTZt2REdv5ZlnKjF79gKWLPmGn37ay9GjRzLVeb9z2rBhY6pXf46IiAWMGzeK9977NzVq1KJVq9a0atWa5s1bApCensaiRV/z2mttCQkZQe/efQkN/ZIPPviIESOGWPtJSIhn9uwFdOjQhfHjRzFw4GDCwiJZtWolKSkp2ar1YWnmTkRERETypAIFCvLhh0OtyzPviInZzUsvNcXNzQ2A5s1bsnbtatq0aXfftooU8aRSpSoAlC9fkeTkZA4c+Jnq1Wvg6ekFQGBgM2Jidmfab/funbRo8RoGgwFv7xLUru0PwJ49uzh06Be6desIQFraLYoX96ZGjVr37KtAgYKMHDmWTZs2cO5cLDt3RvPMM5UpWtSIq6sr7777Ng0bPs+77/bB1dU1Uw179uwiLe0Wq1dHAXDr1i1Onz4FwHPP1bAuWy1ZshTJydeyHHutWj6UKVMOgJdfDiIq6hucnZ1p0KARhQoVBqBly9cYP34UAK6urgQGNrNuP3fuTGtb1apVB+DQoV+Ii7tM3769ADCbM/DwKGTd7sSJ40yf/jnTps3G1dWVJk1e5tChX1i6NJIzZ05z7do1bt7MHKbvd04B/v3vAXTo8DrPPVeTl15qeo+v8O+1paamcvjwIcaNG2397ObNm1y7lgRAQEB9AIoX9+bppytQpIgnAB4eHly/npytWh+Wwp2IiIiI5Fl16gRYl2feYbGYM21jsUBGhulP23FxcfnDPhYMBgMWy+/v3WtZp4ODY5b+4HaYadfuX7zxRgcArl+/jqOjI9euJd2zr7i4y/Tp05M2bdoREFAfT08vjh8/ipOTE3PmhPHTT3vZuTOaXr26Mm3aHMqUKZupr2HDxlC58u3A+OuvV/HwKMSGDWtxcXHN0tcf3X1cZrMFR0dHzOY/bmchIyPDesy/t3f7+sc77gRPszmDGjVqMmHCZADS0tK4efMmAElJSQwd+gGDBw/D2/t2OFu2bAk//PAdLVu+Rtu2dTh9+mSWWu93TgESE6/i6OjI2bO3Zzb/GIAz12bGxcWVsLBI62dXrsRZw6ezs/M9z80d2an1YWlZpoiIiIjkaXeWZ169mgCAr68/mzatJy3tFiaTiTVrovD1ffA7PNaoUYuDB/cTH38Fs9nMd99tzLKNn18dNm3agMViISEhnn37YjAYDPj6+rN+/RpSU1MxmUwMHvwffvjhv/ft68iRQ5Qu/RTt279F1arV2LLle8zmDI4dO0JwcA9q1vShb9/+lCtXntjYs5n29fX1Z+XKZQAkJCTQufO/iIu7nO3j3L//J+sxrlu3mrp16+PjU5utW7dYZ/qiolbi43P7HN68mcrWrZsBWL36W/z86mRps1q16hw8eMBaa1jYPGbM+ByTycTQoR/Qtm37TF+T3bt30rJlawIDm5Gens7x48cwmzOH5vud04yMDEJCRvHvf/8HH5/azJ8/C7gdzO4E0rsVLFiQ0qWfYv36Nf/rewfvvdcjy3b3k51aH5Zm7kREREQkT7uzPPP994MBaNCgEcePH6Vbt05kZJioUyeANm3aP3C7np5e9Os3kH79euPmlo9y5Z7Osk2rVq05ceI4nTq1x8urKN7eJXB1dcXHpzYnThyjR48umM0Z1K1bn2bNXuHy5Uv37MvfP4BvvllGhw6vY7FYqFXLl1OnTlKpUhWqV69Bp07tcXPLx3PP1bAuG7zj7bff4dNPJ9CxYzvMZjO9e/elVKnS/PzzvmwdZ9GiRsaOHUF8/BX8/evSosWrODo60rFjV4KDe2AymahcuSoDBw4GoGBBd7Zs+YG5c2dhNBoZMmRElja9vIoyaNBwhg8fjNmcgdFYnOHDR/Pdd5v45Zf91mWkFgv4+9elXbs3mTRpPIsWLaBAgYJUr14jy2MqGjZ8/p7nNDIyHE9PTxo3/id+fnXo2LE9zz//T2rV8iUkZCSenp5Z6hsxYiwTJ44jMjIcJydnRo8el+0bomSn1odlsOTUHOA9TJkyhfXr12MwGGjbti1du3Zl8ODBxMTEkC9fPgCCg4Np0qRJttu8ejXlHtO8eYfR6E58/F/f3ldyj9HozijDqNwuI0eNsIzQuHvM6d8GuZvGg9ztcRkPly+fxdv796WAXoUdbz8OIYeZf0vlalLW2ZbHVXT0ViwWCw0aNCIlJYWuXd9i/vzwTNeX5RQnJwdMppyZIbpj7949hIbOYfr0OTnartz2x+8bBwcDXl4F77u9zWbudu3axY4dO4iKisJkMhEUFETjxo355ZdfWLRoEcWKFbNV1yIiIiLymLsdwHI/dOa2cuWeZsyY4dabinTv3tMmwU7yBpuFuzp16hAeHo6TkxNxcXFkZGTg5ubGxYsXGTJkCHFxcTRp0oTg4GAcHHTpn4iIiIjkPSVLlmLmzPm5XcZD8/X1e6jrEcU2bJqqnJ2dmTp1Ks2bN6devXqYTCYCAgIYN24cS5cuZc+ePSxbtsyWJYiIiIiIiOQJNr3m7o6bN2/Sq1cvgoKCaN/+94tRN27cyMqVK5kxY4atS5D/b+/ug6Mq7P2PfzZZQo0beZANtDaNYIEEhADSXlAgymhAQy4QuVxAscpFATVUseVi2BZhSohMptQntMiDBSIQRCgyEC4jXgqEqqBDgJ+JXGGDXDCsgQBR2CS7+/vDYQ1eDCfJnk1y8n7NOHLOZvd8zvAF9+N5QlhZ8Zo7AAAa4siR/6ef/vQXhm86AbR0gYBfX331pXr06GH4PaadlvnFF19o5cqV2r9/vyTJ6XRq69atKi0t1Y4dO+T1etW9e/ernmthBDdUaRoXRePHOZ0xjR3BFMxd08bfDaiJeUBNTWUeIiLsOn++XDfeeBMFr5GYcUMVhF4gEJDPV62LF88pMrL1VX9+G+2GKv/1X/+lzZs3a/fu3YqIiNDdd9+tAQMG6PXXX9eGDRvUuXNn3X333RozZoxZEQAAANBEtGvn1LlzHlVUlDd2lBYrIiIiZM9Tg7kiIiJ1ww0OORx1u7mOaeXu3nvv1cmTJzV27FhFRkbqF7/4hbp166bi4mL97ne/U3V1tfr06aOzZ8+aFQEAAABNRGSkXR06/LSxY7RoTeUoLsxjWrnr2rWr5s+fL0lyu90aP368bDabevXqpZycHElSQUGBli5dalYEAAAAAGgxTH8GwdGjRzVp0iTNnDlTcXFxV51jHQgEOOcaAAAAAELA1HJ34MABPfroo3ruuec0evRoderUSR6PJ/i6x+PhYeYAAAAAEAKmlbvTp0/rqaeeUk5OjlJTUyVJSUlJOn78uEpKSuTz+bRlyxYNGTLErAgAAAAA0GKYds3dsmXL5PV6lZ2dHVw3btw4ZWdnKyMjQ16vV8nJyRo+fLhZEQAAAACgxTBU7vx+v5YvX66jR4/qD3/4g3JzczV58mRFRkb+6HtcLpdcLtc1X9u8eXP90gIAAAAArsnQaZkLFy7U559/rsLCQknS7t27tWDBAlODAQAAAACMM1Tu9u3bp+zsbLVu3VoOh0PLly/X3r17zc4GAAAAADDIULmz2+2KiPj+R6OiomS3m3a5HgAAAACgjgw1tG7duik3N1c+n0/Hjh3TW2+9pYSEBLOzAQAAAAAMMlTuZs+eraysLJWVlWn8+PEaNGjQj94spSVqc2NrRUVHhW17TmeM6duo/LZS57/xmr4dAAAAAKFhqNw5HA5lZWWZnaXZioqO0lzb3MaOEVJzAnMkyh0AAADQbNRa7ubPn6/Zs2dr6tSp13w9OjpaI0eOVHJysinhAAAAAADG1FruBg4cKEkaNmzYNV+/ePGiXC6Xdu/eHfpkAAAAAADDai13Q4cOlSSNHj36qvWBQEAlJSW69dZb9fXXX5uXDgAAAABgiKFr7tauXauFCxfq0qVLwXXt27fX3r17NWPGDNPCAQAAAACMMVTulixZohUrVuj111/XM888ow8++EBfffWV2dkAAAAAAAYZeoh527ZtlZSUpMTERJWVlWnatGn6+OOPzc4GAAAAADDIULmz2+06f/684uPjVVhYKEny+XymBgMAAAAAGGeo3I0dO1ZTpkzR3XffrXXr1ik9PV1dunQxOxsAAAAAwCBD19w9+OCDeuCBBxQdHa1169bp0KFD6t27t9nZAAAAAAAGGTpyl56erujoaElSx44dde+992rSpEmmBgMAAAAAGFfrkbvf/OY3OnTokC5fvqx+/foF1/v9fvXq1cv0cAAAWEWbG1srKjoqbNtzOmNM30blt5U6/43X9O0AAIyptdy99tprKi8vV2ZmphYsWPD9m+x2OZ1O08MBAGAVUdFRmmub29gxQmpOYI5EuQOAJqPWcudwOORwOLRy5UpVVlbq0qVLCgQCkqQLFy6obdu2YQkJAAAAAKidoRuqrF27VllZWaqqqgqWO5vNps8++8zUcAAAAAAAYwyVu6VLl2rNmjXq2bOn2XkAAAAAAPVg6G6ZHTp0oNgBAAAAQBNmqNwNGjRIb7/9tkpLS1VeXh78BwAAAADQNBg6LXPJkiWqrKzUvHnzguu45g4AAAAAmg5D5a6wsNDsHAAAAACABjBU7vx+v1asWKGjR4/K5XIpNzdXkydPVmRkpNn5AKBZC+eDq3loNQAALZuhcrdw4UKdPXtWhw4dUiAQ0O7du+XxeORyuWp930svvaTt27fLZrNpzJgxeuyxx1RQUKAFCxbI6/Xq/vvv17PPPhuSHQGApshqD67modUAADRdhm6osm/fPmVnZ6t169aKiYnR8uXLtXfv3lrf89FHH+mf//ynNm/erA0bNmjVqlUqKipSZmamFi9erK1bt+rw4cPatWtXSHYEAAAAAFoyQ+XObrcrIuL7H42KipLdXvtBv1//+tdauXKl7Ha7ysrK5PP5dOHCBcXHxysuLk52u11paWnKz89v2B4AAAAAAIyVu27duik3N1c+n0/Hjh3TH//4RyUkJFz3fa1atdLLL7+s1NRUDRw4UGfOnJHT6Qy+Hhsbq9LS0vqnBwAAAABIMnjN3ezZs5WVlaWysjJNmDBBgwYN0uzZsw1tYPr06Xr88cc1depUud1u2Wy24GuBQOCqZSNuvtlRp59H/YXj5gxoPpgHXMEsoCbmoXng9wlXMAvWZqjcORwOTZs2TVlZWaqoqNCJEyfUrl27Wt/zxRdfqLKyUomJibrhhhuUkpKi/Pz8q+6w6fF4FBsbW6fAZWUV8vsDdXqP2az6h8TjudjYEZol5gE1WXEemIX6seIsSMxDc+B0xvD7BEnMghVERNhqPdhl6LTMVatW6cknn5QknTt3ThkZGVq/fn2t7zl58qRcLpcqKytVWVmp999/X+PGjdPx48dVUlIin8+nLVu2aMiQIXXYHQAAAADAtRg6crdu3TqtXbtWkhQXF6dNmzZpwoQJ+rd/+7cffU9ycrIKCws1atQoRUZGKiUlRampqWrfvr0yMjLk9XqVnJys4cOHh2ZPAAAAAKAFM1TufD6fHI7vD//FxMQYulYuIyNDGRkZV60bOHCgNm/eXMeYAAAAAIDaGDots0uXLsrJydGXX36pL7/8Ui+99JJuvfVWk6MBAAAAAIwyVO7mzp2rkpISjRo1SmPGjJHb7dYLL7xgcjQAAAAAgFGGTsvcvn27XnnlFbOzAAAAAADqydCRuzVr1pidAwAAAADQAIaO3HXu3Fkul0v9+/dXdHR0cH1KSoppwQAAAAAAxhkqd+Xl5SovL1dJSUlwnc1mo9wBAAAAQBNhqNytWrVKklRdXa1AIKBWrVqZGgoAAAAAUDeGrrkrKyvT5MmT1adPH/Xu3VuPPPKISktLzc4GAAAAADDIULmbN2+e+vTpo4KCAhUUFKh///48CgEAAAAAmhBD5c7tduvpp5/WTTfdpHbt2mn69Ok6ceKE2dkAAAAAAAYZKnfV1dXyer3B5UuXLslms5kWCgAAAABQN4ZuqJKamqpHH31U6enpstls2rBhg4YNG2Z2NgAAAACAQdctd59//rl++ctfSpL27t0rv9+v9PR0jRkzxvRwAAAAVtTmxtaKio4K2/aczhjTt1H5baXOf+O9/g/i/wjnPIRjFiTmobHUWu42bNigF198UfHx8Tpx4oRycnI0ePDgcGUDAACwpKjoKM21zW3sGCE1JzBH4st8vTAPCJVay92qVav03nvvqWPHjvr000+1aNEiyh0AAAAANEHXvaFKx44dJUl9+/bVuXPnTA8EAAAAAKi7WsvdD++IGRkZaWoYAAAAAED9GHoUwhU8/gAAAAAAmqZar7krLi5Wv379gsuXL19Wv379FAgEZLPZ9Mknn5geEAAAAABwfbWWux07djTow1999VVt27ZNkpScnKyZM2eqoKBACxYskNfr1f33369nn322QdsAAAAAAFyn3N1yyy31/uCCggLt2bNHGzdulM1m0+TJk7Vlyxbl5ORo1apV+ulPf6opU6Zo165dSk5Orvd2AAAAAAB1vOauLpxOp2bNmqWoqCi1atVKt912m9xut+Lj4xUXFye73a60tDTl5+ebFQEAAAAAWgzTyl3Xrl3Vp08fSZLb7da2bdtks9nkdDqDPxMbG6vS0lKzIgAAAABAi2Faubvi6NGjmjRpkmbOnKm4uLir7rh55cYsAAAAAICGMbXcHThwQI8++qiee+45jR49Wp06dZLH4wm+7vF4FBsba2YEAAAAAGgRTCt3p0+f1lNPPaWcnBylpqZKkpKSknT8+HGVlJTI5/Npy5YtGjJkiFkRAAAAAKDFqPVumQ2xbNkyeb1eZWdnB9eNGzdO2dnZysjIkNfrVXJysoYPH25WBAAAAABoMUwrdy6XSy6X65qvbd682azNAgAAAECLZPoNVQAAAAAA5qPcAQAAAIAFUO4AAAAAwAIodwAAAABgAabdUEWSXn31VW3btk2SlJycrJkzZ+r555/XgQMHdMMNN0iSnn76ad13331mxgAAAAAAyzOt3BUUFGjPnj3auHGjbDabJk+erB07dujw4cNavXo1Dy8HAAAAgBAy7bRMp9OpWbNmKSoqSq1atdJtt92mU6dO6dSpU8rMzFRaWppefvll+f1+syIAAAAAQIthWrnr2rWr+vTpI0lyu93atm2bBg8erAEDBigrK0t5eXnav3+/3nnnHbMiAAAAAECLYeo1d5J09OhRTZkyRTNnzlSXLl302muvBV+bOHGiNm3apLFjxxr+vJtvdpgRE9fgdMY0dgQ0IcwDrmAWUBPzgJqYB9TEPISfqeXuwIEDmj59ujIzM5Wamqri4mK53W4NGzZMkhQIBGS31y1CWVmF/P6AGXHrzaqD6/FcbOwIzRLzgJqsOA/MQv1YcRYk5qG+mAfUxDzAqIgIW60Hu0w7LfP06dN66qmnlJOTo9TUVEnflbmsrCydP39eVVVVWrduHXfKBAAAAIAQMO3I3bJly+T1epWdnR1cN27cOD3xxBMaP368qqurlZKSohEjRpgVAQAAAABaDNPKncvlksvluuZrDz30kFmbBQAAAIAWybTTMgEAAAAA4UO5AwAAAAALoNwBAAAAgAVQ7gAAAADAAih3AAAAAGABlDsAAAAAsADKHQAAAABYAOUOAAAAACyAcgcAAAAAFkC5AwAAAAALMFTu/H6/li5dqv/8z/9URUWF/vrXv8rn85mdDQAAAABgkKFyt3DhQn3++ecqLCyUJO3evVsLFiwwNRgAAAAAwDhD5W7fvn3Kzs5W69at5XA4tHz5cu3du9fsbAAAAAAAgwyVO7vdroiI7380KipKdrvdtFAAAAAAgLox1NC6deum3Nxc+Xw+HTt2TG+99ZYSEhLMzgYAAAAAMMjQkbvZs2fryJEjKisr0/jx4/XNN98oMzPT7GwAAAAAAIMMHblzOBzKysoyOwsAAAAAoJ5qLXfz58/X7NmzNXXq1Gu+Hh0drZEjRyo5OdmUcAAAAAAAY2otdwMHDpQkDRs27JqvX7x4US6XS2C0YtcAABp1SURBVLt37w59MgAAAACAYbWWu6FDh0qSRo8efdX6QCCgkpIS3Xrrrfr666/NSwcAAAAAMMTQNXdr167VwoULdenSpeC69u3ba+/evZoxY4Zp4QAAAAAAxhgqd0uWLNGKFSv0+uuv65lnntEHH3ygr776yuxsAAAAAACDDD0KoW3btkpKSlJiYqLKyso0bdo0ffzxx2ZnAwAAAAAYZKjc2e12nT9/XvHx8SosLJQk+Xw+U4MBAAAAAIwzVO7Gjh2rKVOm6O6779a6deuUnp6uLl26mJ0NAAAAAGCQoWvuHnzwQT3wwAOKjo7WunXrdOjQIfXu3dvsbAAAAAAAgwwduUtPT1d0dLQkqWPHjrr33ns1adIkU4MBAAAAAIyr9cjdb37zGx06dEiXL19Wv379guv9fr969eplejgAAAAAgDG1lrvXXntN5eXlyszM1IIFC75/k90up9NpejgAAAAAgDG1ljuHwyGHw6GVK1eqsrJSly5dUiAQkCRduHBBbdu2DUtIAAAAAEDtDN1QZe3atcrKylJVVVWw3NlsNn322WemhgMAAAAAGGOo3C1dulRr1qxRz5496/Thr776qrZt2yZJSk5O1syZM1VQUKAFCxbI6/Xq/vvv17PPPlv31AAAAACAqxi6W2aHDh3qXOwKCgq0Z88ebdy4UZs2bdKRI0e0ZcsWZWZmavHixdq6dasOHz6sXbt21Ss4AAAAAOB7hsrdoEGD9Pbbb6u0tFTl5eXBf2rjdDo1a9YsRUVFqVWrVrrtttvkdrsVHx+vuLg42e12paWlKT8/PyQ7AgAAAAAtmaHTMpcsWaLKykrNmzcvuO5619x17do1+Gu3261t27bp4Ycfvuoum7GxsSotLa1PbgAAAABADYbKXWFhYb03cPToUU2ZMkUzZ85UZGSk3G538LVAICCbzVanz7v5Zke9s6BunM6Yxo6AJoR5wBXMAmpiHlAT84CamIfwM1Tu/H6/VqxYoaNHj8rlcik3N1eTJ09WZGRkre87cOCApk+frszMTKWmpuqjjz6Sx+MJvu7xeBQbG1unwGVlFfL7A3V6j9msOrgez8XGjtAsMQ+oyYrzwCzUjxVnQWIe6ot5QE3MA4yKiLDVerDL0DV3CxcuVHFxsQ4ePKhAIKDdu3df9VDzazl9+rSeeuop5eTkKDU1VZKUlJSk48ePq6SkRD6fT1u2bNGQIUPqsDsAAAAAgGsxdORu37592rhxo9LT0xUTE6Ply5dr5MiRtb5n2bJl8nq9ys7ODq4bN26csrOzlZGRIa/Xq+TkZA0fPrxhewAAAAAAMFbu7Ha7IiK+P8gXFRUlu732t7pcLrlcrmu+tnnz5jpEBAAAAABcj6Fy161bN+Xm5srn8+nYsWN66623lJCQYHY2AAAAAIBBhq65mz17to4cOaKysjJNmDBB3377rTIzM83OBgAAAAAwyNCRO4fDoWnTpikrK0sVFRU6ceKE2rVrZ3Y2AAAAAIBBho7crVq1Sk8++aQk6dy5c8rIyND69etNDQYAAAAAMM5QuVu3bp3WrFkjSYqLi9OmTZu0cuVKU4MBAAAAAIwzVO58Pp8cju8flhcTEyObzWZaKAAAAABA3Rgqd126dFFOTo6+/PJLffnll3rppZd06623mhwNAAAAAGCUoXI3d+5clZSUaNSoURozZozcbrdeeOEFk6MBAAAAAIwydLfM7du365VXXjE7CwAAAACgngwdubtyMxUAAAAAQNNk6Mhd586d5XK51L9/f0VHRwfXp6SkmBYMAAAAAGCcoXJXXl6u8vJylZSUBNfZbDbKHQAAAAA0EYbK3apVqyRJ1dXVCgQCatWqlamhAAAAAAB1Y+iau7KyMk2ePFl9+vRR79699cgjj6i0tNTsbAAAAAAAgwyVu3nz5qlPnz4qKChQQUGB+vfvb/hRCBUVFRoxYoROnjwpSSooKFBaWppSUlK0aNGiegcHAAAAAHzPULlzu916+umnddNNN6ldu3aaPn26Tpw4cd33HTx4UOPHj5fb7ZYkXb58WZmZmVq8eLG2bt2qw4cPa9euXQ3aAQAAAACAwXJXXV0tr9cbXL506ZJsNtt135eXl6c5c+YoNjZWklRYWKj4+HjFxcXJbrcrLS1N+fn59YwOAAAAALjC0A1VUlNT9eijjyo9PV02m00bNmzQsGHDrvu++fPnX7V85swZOZ3O4HJsbCzX7gEAAABACFy33H3++ef65S9/KUnau3ev/H6/0tPTNWbMmDpvzO/3X3XELxAIGDoCCAAAAACoXa3lbsOGDXrxxRcVHx+vEydOKCcnR4MHD673xjp16iSPxxNc9ng8wVM2AQAAAAD1V+s1d6tWrdJ7772n9evX64033tCbb77ZoI0lJSXp+PHjKikpkc/n05YtWzRkyJAGfSYAAAAAwMBpmR07dpQk9e3bV+fOnWvQxlq3bq3s7GxlZGTI6/UqOTlZw4cPb9BnAgAAAACuU+5+eD1cZGRkvTayc+fO4K8HDhyozZs31+tzAAAAAADXZuhRCFdw8xMAAAAAaJpqPXJXXFysfv36BZcvX76sfv36Be9y+cknn5geEAAAAABwfbWWux07doQrBwAAAACgAWotd7fccku4cgAAAAAAGqBO19wBAAAAAJomyh0AAAAAWADlDgAAAAAsgHIHAAAAABZgermrqKjQiBEjdPLkSUnS888/r5SUFI0cOVIjR47kjpwAAAAAEAK13i2zoQ4ePCiXyyW32x1cd/jwYa1evVqxsbFmbhoAAAAAWhRTj9zl5eVpzpw5wSJ36dIlnTp1SpmZmUpLS9PLL78sv99vZgQAAAAAaBFMLXfz589X//79g8tff/21BgwYoKysLOXl5Wn//v165513zIwAAAAAAC2Cqadl/lBcXJxee+214PLEiRO1adMmjR071vBn3Hyzw4xouAanM6axI6AJYR5wBbOAmpgH1MQ8oCbmIfzCWu6Ki4vldrs1bNgwSVIgEJDdXrcIZWUV8vsDZsSrN6sOrsdzsbEjNEvMA2qy4jwwC/VjxVmQmIf6Yh5QE/MAoyIibLUe7ArroxACgYCysrJ0/vx5VVVVad26dbrvvvvCGQEAAAAALCmsR+4SEhL0xBNPaPz48aqurlZKSopGjBgRzggAAAAAYElhKXc7d+4M/vqhhx7SQw89FI7NAgAAAECLEdbTMgEAAAAA5qDcAQAAAIAFUO4AAAAAwAIodwAAAABgAZQ7AAAAALAA08tdRUWFRowYoZMnT0qSCgoKlJaWppSUFC1atMjszQMAAABAi2BquTt48KDGjx8vt9stSbp8+bIyMzO1ePFibd26VYcPH9auXbvMjAAAAAAALYKp5S4vL09z5sxRbGysJKmwsFDx8fGKi4uT3W5XWlqa8vPzzYwAAAAAAC2CqQ8xnz9//lXLZ86ckdPpDC7HxsaqtLTUzAgAAAAA0CKE9YYqfr9fNpstuBwIBK5aBgAAAADUT1jLXadOneTxeILLHo8neMomAAAAAKD+wlrukpKSdPz4cZWUlMjn82nLli0aMmRIOCMAAAAAgCWZes3dD7Vu3VrZ2dnKyMiQ1+tVcnKyhg8fHs4IAAAAAGBJYSl3O3fuDP564MCB2rx5czg2CwAAAAAtRlhPywQAAAAAmINyBwAAAAAWQLkDAAAAAAug3AEAAACABVDuAAAAAMACKHcAAAAAYAGUOwAAAACwAModAAAAAFgA5Q4AAAAALIByBwAAAAAWQLkDAAAAAAug3AEAAACABVDuAAAAAMACKHcAAAAAYAGUOwAAAACwAModAAAAAFgA5Q4AAAAALIByBwAAAAAWYHq5q6io0IgRI3Ty5ElJUkFBgdLS0pSSkqJFixaZvXkAAAAAaBFMLXcHDx7U+PHj5Xa7JUmXL19WZmamFi9erK1bt+rw4cPatWuXmREAAAAAoEUwtdzl5eVpzpw5io2NlSQVFhYqPj5ecXFxstvtSktLU35+vpkRAAAAAKBFsJv54fPnz79q+cyZM3I6ncHl2NhYlZaWmhkBAAAAAFoEU8vdD/n9ftlstuByIBC4atmIm292hDoWfoTTGdPYEdCEMA+4gllATcwDamIeUBPzEH5hLXedOnWSx+MJLns8nuApm0aVlVXI7w+EOlqDWHVwPZ6LjR2hWWIeUJMV54FZqB8rzoLEPNQX84CamAcYFRFhq/VgV1gfhZCUlKTjx4+rpKREPp9PW7Zs0ZAhQ8IZAQAAAAAsKaxH7lq3bq3s7GxlZGTI6/UqOTlZw4cPD2cEAAAAALCksJS7nTt3Bn89cOBAbd68ORybBQAAAIAWI6ynZQIAAAAAzEG5AwAAAAALoNwBAAAAgAVQ7gAAAADAAih3AAAAAGABlDsAAAAAsADKHQAAAABYAOUOAAAAACwgLA8xR/Pw3Mmn5LilQ3DZ6YxpxDQN56/6VmXlvsaO0Sz9cBYk5gEAAKCpo9whyHFLB+ltW2PHCJmICQFJFxs7RrNktVmQmAcAAGB9nJYJAAAAABZAuQMAAAAAC6DcAQAAAIAFUO4AAAAAwAK4oQoAoFZWu5OuxN1TAQDWRLkDANSKu6cCANA8cFomAAAAAFgA5Q4AAAAALIDTMgEAgGFcgwkATRflDgAAGMY1mADQdHFaJgAAAABYAOUOAAAAACyAcgcAAAAAFkC5AwAAAAALoNwBAAAAgAVQ7gAAAADAAih3AAAAAGABlDsAAAAAsADKHQAAAABYAOUOAAAAACyAcgcAAAAAFmBvjI1OnDhRZ8+eld3+3ebnzZunpKSkxogCAACAenru5FNy3NIhuOx0xjRimobzV32rsnJfY8cA6i3s5S4QCMjtduuDDz4IljsAAAA0P45bOkhv2xo7RshETAhIutjYMYB6C3u7OnbsmCRp0qRJKi8v19ixY/Xwww+HOwYAAACAEPnhUVyJI7mNIezl7sKFCxo4cKD+8Ic/qKqqSo888og6d+6su+66K9xRAAAAAISA1Y7iSs3zSG7Yy13fvn3Vt2/f4PKYMWO0a9cuw+Xu5psdZkWDBTX3/2OE0GIeUBPzgJqYB1zBLKCm5jYPYS93+/fvV1VVlQYOHCjpu2vw6nLtXVlZhfz+gFnx6qW5/aa3JB5P+P9vC/PQdDEPqCnc88AsNG3MA67gvxWoqTHmoTYREbZaD3aF/VEIFy9e1MKFC+X1elVRUaGNGzfqvvvuC3cMAAAAALCUsB+5u+eee3Tw4EGNGjVKfr9fEyZMuOo0TQAAAABA3TXKswieeeYZPfPMM42xaQAAAACwpLCflgkAAAAACD3KHQAAAABYAOUOAAAAACyAcgcAAAAAFkC5AwAAAAALoNwBAAAAgAVQ7gAAAADAAih3AAAAAGABlDsAAAAAsADKHQAAAABYAOUOAAAAACyAcgcAAAAAFkC5AwAAAAALoNwBAAAAgAVQ7gAAAADAAih3AAAAAGABlDsAAAAAsADKHQAAAABYAOUOAAAAACyAcgcAAAAAFkC5AwAAAAALoNwBAAAAgAVQ7gAAAADAAih3AAAAAGABlDsAAAAAsADKHQAAAABYAOUOAAAAACyAcgcAAAAAFkC5AwAAAAALoNwBAAAAgAVQ7gAAAADAAhql3D322GPq3r27unfvrtGjRzdGBAAAAACwlLCXu127dqmgoEDvvPOO3n//fX322WfKzc0NdwwAAAAAsJSwl7s333xTDodDvXr10s9//nPdcsstWrZsWbhjAAAAAICl2MO9wTNnzsjhcASXO3TooC+++MLw+yMibGbEarA28W0aO0Jo3Bjf2AlCqrHmxRLzYLFZkJiHBmEeQsISsyAxDyHCPDRN/LeiASw2C1LT6x7Xy2MLBAKBMGWRJN13332qrKzUrl27JEljx47V8ePH9fHHH4czBgAAAABYSthPy+zYsaMqKiqCy2VlZYqJiQl3DAAAAACwlLCXu8cff1wVFRX65JNPdOrUKf3v//6v/vVf/zXcMQAAAADAUsJ+Wqb03aMQ9u3bp0AgoM6dOys/Pz/cEQAAAADAUhql3AEAAAAAQqtRHmIOAAAAAAgtyh0AAAA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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Para guardar la gráfica\n", + "\n", + "#mega_fig, (fig, fig2, fig3) = plt.subplots(3,1) #Crea una figura macro\n", + "\n", + "\n", + "X = pob_indigena[\"Año\"]\n", + "fig = plt.figure()\n", + "pob = fig.add_subplot(1,1,1)\n", + "#plt.subplot(1,1,1)\n", + "#pob.add_axes([0,0,1,1]) #no entiendo para qué es esto\n", + "pob.bar(X + 0.00, pob_indigena[\"IndPorc_Población_en_situación_de_pobreza\"], color = 'b')\n", + "pob.bar(X + 0.75, pob_indigena[\"NoIndPorc_Población_en_situación_de_pobreza\"], color = 'g')\n", + "pob.legend(labels=['Indigenas en pobreza', 'No Indigenas en pobreza'])\n", + "pob.set_title(\"Pobreza (porcentaje)\")\n", + "pob.set_ylabel(\"Porcentaje\")\n", + "\n", + "X2 = pob_indigena[\"Año\"]\n", + "pob_mod = fig.add_subplot(2,1,2)\n", + "#plt.subplot(2,1,2)\n", + "#pob_mod.add_axes([0,0,1,1]) #no entiendo para qué es esto\n", + "pob_mod.bar(X2 + 0.00, pob_indigena[\"IndPorc_Población_en_situación_de_pobreza_moderada\"], color = 'r')\n", + "pob_mod.bar(X2 + 0.75, pob_indigena[\"NoIndPorc_Población_en_situación_de_pobreza_moderada\"], color = 'y')\n", + "pob_mod.legend(labels=['Indigenas en pobreza moderada', 'No Indigenas en pobreza moderada'])\n", + "pob_mod.set_ylabel(\"Porcentaje\")\n", + "\n", + "X3 = pob_indigena[\"Año\"]\n", + "pob_ext = fig.add_subplot(3,1,3)\n", + "#plt.subplot(3,1,3)\n", + "#pob_ext.add_axes([0,0,1,1]) #no entiendo para qué es esto\n", + "pob_ext.bar(X3 + 0.00, pob_indigena[\"IndPorc_Población_en_situación_de_pobreza_extrema\"], color = 'purple')\n", + "pob_ext.bar(X3 + 0.75, pob_indigena[\"NoIndPorc_Población_en_situación_de_pobreza_extrema\"], color = 'orange')\n", + "pob_ext.legend(labels=['Indigenas en pobreza extrema', 'No Indigenas en pobreza extrema'])\n", + "pob_ext.set_xlabel(\"Años\")\n", + "pob_ext.set_ylabel(\"Porcentaje\")\n", + "\n", + "plt.show()\n", + "fig.savefig('Pobreza_indigenabarras_comparativo.png', dpi=96)\n", + "\n", + "\n", + "#plt.savefig('Pobreza_indigenabarras_comparativo.png', dpi=96)\n", + "\n", + "\n", + "#fig = plt.figure() #Crea una imagen para guardar las dos gráficas\n", + "\n", + "#ax1 = fig.add_subplot(2,1,1) #Dos gráficas. Esta es la primera\n", + "#ax1.plot(pobreza.Año, pobreza.Porc_Población_en_situación_de_pobreza, 'o-')\n", + "#ax1.set_title('Pobreza en México')\n", + "#ax1.set_ylabel('Porcentaje')\n", + "\n", + "#ax2 = fig.add_subplot(2, 1, 2) #Dos graficas. Esta es la segunda\n", + "#ax2.plot(pobreza.Año, pobreza.Abs_Población_en_situación_de_pobreza, 'o-')\n", + "#ax2.set_xlabel('Año')\n", + "#ax2.set_ylabel('Millones de personas')\n", + "\n", + "#fig.savefig('Pobreza.png', dpi=96) " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Dispersion" + ] + }, + { + "cell_type": "code", + "execution_count": 659, + "metadata": {}, + "outputs": [], + "source": [ + "estados = pd.read_csv(\"estados.csv\", encoding=\"latin-1\")" + ] + }, + { + "cell_type": "code", + "execution_count": 660, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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Entidad_federativaAñoPoblación_milesRezago_educativoCarencia_por_acceso_a_los_servicios_de_saludCarencia_por_acceso_a_la_seguridad_socialCarencia_por_calidad_y_espacios_de_la_viviendaCarencia_por_acceso_a_los_servicios_básicos_en_la_viviendaCarencia_por_acceso_a_la_alimentaciónPoblación_con_ingreso_inferior_a_la_línea_de_pobreza_extrema_por_ingresosPoblación_con_ingreso_inferior_a_la_línea_de_pobreza_por_ingresos
0Aguascalientes20181342.5913.0711.4042.324.582.4912.998.8536.46
1Baja_California20183648.1214.0216.8645.259.478.9414.155.7930.01
2Baja_California_Sur2018839.6812.1410.7541.0614.1713.2517.844.6422.74
3Campeche2018952.2817.2511.7061.5516.5338.9927.4418.5050.84
4Coahuila20183073.5111.6713.2030.364.443.8818.276.4733.74
5Colima2018763.3016.6410.8448.899.3910.5321.629.7136.28
6Chiapas20185463.3429.1917.5983.6023.5957.1122.3450.7078.92
7Chihuahua20183826.8815.1311.3142.106.985.0217.709.7436.52
8Ciudad_de_México20188781.328.1220.0648.355.082.9213.877.8338.31
9Durango20181820.7413.5613.0648.104.785.6618.7714.3947.61
10Guanajuato20185964.9719.0213.6657.069.0911.9520.6915.9350.85
11Guerrero20183629.0323.6913.7875.5828.8358.6335.5638.6469.51
12Hidalgo20182990.3017.5014.4370.819.7625.6322.7314.6847.64
13Jalisco20188222.6917.0119.3549.797.088.1215.118.3436.09
14México201817666.7812.8619.7559.229.6510.3319.8413.8351.44
15Michoacán20184695.2824.1621.1969.4812.6917.6721.0615.5650.91
16Morelos20181994.1316.9016.8166.5011.2919.9324.5919.6356.55
17Nayarit20181296.9517.0213.6556.0811.8717.2318.9013.4639.67
18Nuevo_León20185321.3010.1112.9634.573.062.3912.193.0821.11
19Oaxaca20184091.3827.0616.2676.1825.1158.2827.9237.4568.99
20Puebla20186388.0919.4420.8072.0711.6626.4920.8422.3065.04
21Querétaro20182100.0114.7811.8352.668.4812.6713.877.6733.92
22Quintana_Roo20181722.5715.0415.6451.7420.9921.7817.926.9531.66
23San_Luis_Potosí20182831.8616.938.9655.528.5726.4116.9519.0350.77
24Sinaloa20183066.4416.5213.1645.408.5014.9224.527.5037.35
25Sonora20183061.9611.4312.6340.998.6310.7221.538.3636.91
26Tabasco20182460.8816.4512.6569.0512.2846.0146.7720.8256.17
27Tamaulipas20183672.3314.3911.9843.367.708.8916.7315.1348.29
28Tlaxcala20181334.8013.1213.7467.788.7110.1320.2414.9156.01
29Veracruz20188236.7324.9616.7567.5216.8742.0826.9832.2167.93
....................................
66Baja_California_Sur2014747.5714.8714.2146.6316.4712.3924.5710.5635.86
67Campeche2014896.9518.7812.4760.1419.5438.8124.2619.2047.59
68Coahuila20142935.8512.4915.5734.204.985.5822.0311.8041.25
69Colima2014713.1517.4612.7051.9110.919.5925.4410.5740.70
70Chiapas20145197.5730.6720.6582.7626.9057.3827.5248.4678.71
71Chihuahua20143679.9117.2614.5743.367.927.9418.7017.8546.36
72Ciudad_de_México20148820.108.8419.9446.285.441.6511.698.2036.38
73Durango20141751.4215.5016.5451.265.7612.9819.9420.7553.95
74Guanajuato20145763.6820.9615.4257.859.7714.9222.9417.9155.13
75Guerrero20143550.2826.7819.2478.1032.8957.9738.4635.5867.87
76Hidalgo20142850.3019.0517.3168.909.2027.0531.6824.6859.41
77Jalisco20147860.7517.6919.1049.576.567.0416.5311.2043.25
78México201416673.0915.3019.6760.6310.2912.3621.2920.0758.92
79Michoacán20144571.7427.5726.2171.2615.4426.5634.6624.4263.33
80Morelos20141901.0816.5616.6366.2013.4224.6126.8520.5358.41
81Nayarit20141206.8817.3616.2654.3510.1215.3124.1418.8047.02
82Nuevo_León20145021.7310.7813.6733.444.564.3314.166.3729.49
83Oaxaca20143989.1327.2019.9377.9124.5360.4836.1142.1168.85
84Puebla20146134.1722.9521.1775.1518.9330.6123.8531.8569.66
85Querétaro20141977.1016.4115.8254.318.9414.7915.7712.2742.00
86Quintana_Roo20141541.2015.1518.4651.4918.4218.0623.2414.3042.13
87San_Luis_Potosí20142725.1818.4410.7159.1211.0028.1421.6523.2256.74
88Sinaloa20142964.4019.1015.2049.3310.7817.9829.6413.4746.27
89Sonora20142902.3612.1114.4241.8010.138.8724.869.6936.63
90Tabasco20142359.8416.9616.9272.7513.4143.9445.0317.8751.92
91Tamaulipas20143508.9215.9615.0245.528.2111.4919.5116.1449.15
92Tlaxcala20141264.5014.9317.4871.479.4212.1024.0027.0566.59
93Veracruz20147989.3527.8021.7368.4616.8440.0430.0029.1863.02
94Yucatán20142088.9321.8214.4854.4517.4840.3718.3720.7252.81
95Zacatecas20141566.1021.6114.8663.374.8913.3516.8326.7159.67
\n", + "

96 rows × 11 columns

\n", + "
" + ], + "text/plain": [ + " Entidad_federativa Año Población_miles\\n Rezago_educativo \\\n", + "0 Aguascalientes 2018 1342.59 13.07 \n", + "1 Baja_California 2018 3648.12 14.02 \n", + "2 Baja_California_Sur 2018 839.68 12.14 \n", + "3 Campeche 2018 952.28 17.25 \n", + "4 Coahuila 2018 3073.51 11.67 \n", + "5 Colima 2018 763.30 16.64 \n", + "6 Chiapas 2018 5463.34 29.19 \n", + "7 Chihuahua 2018 3826.88 15.13 \n", + "8 Ciudad_de_México 2018 8781.32 8.12 \n", + "9 Durango 2018 1820.74 13.56 \n", + "10 Guanajuato 2018 5964.97 19.02 \n", + "11 Guerrero 2018 3629.03 23.69 \n", + "12 Hidalgo 2018 2990.30 17.50 \n", + "13 Jalisco 2018 8222.69 17.01 \n", + "14 México 2018 17666.78 12.86 \n", + "15 Michoacán 2018 4695.28 24.16 \n", + "16 Morelos 2018 1994.13 16.90 \n", + "17 Nayarit 2018 1296.95 17.02 \n", + "18 Nuevo_León 2018 5321.30 10.11 \n", + "19 Oaxaca 2018 4091.38 27.06 \n", + "20 Puebla 2018 6388.09 19.44 \n", + "21 Querétaro 2018 2100.01 14.78 \n", + "22 Quintana_Roo 2018 1722.57 15.04 \n", + "23 San_Luis_Potosí 2018 2831.86 16.93 \n", + "24 Sinaloa 2018 3066.44 16.52 \n", + "25 Sonora 2018 3061.96 11.43 \n", + "26 Tabasco 2018 2460.88 16.45 \n", + "27 Tamaulipas 2018 3672.33 14.39 \n", + "28 Tlaxcala 2018 1334.80 13.12 \n", + "29 Veracruz 2018 8236.73 24.96 \n", + ".. ... ... ... ... \n", + "66 Baja_California_Sur 2014 747.57 14.87 \n", + "67 Campeche 2014 896.95 18.78 \n", + "68 Coahuila 2014 2935.85 12.49 \n", + "69 Colima 2014 713.15 17.46 \n", + "70 Chiapas 2014 5197.57 30.67 \n", + "71 Chihuahua 2014 3679.91 17.26 \n", + "72 Ciudad_de_México 2014 8820.10 8.84 \n", + "73 Durango 2014 1751.42 15.50 \n", + "74 Guanajuato 2014 5763.68 20.96 \n", + "75 Guerrero 2014 3550.28 26.78 \n", + "76 Hidalgo 2014 2850.30 19.05 \n", + "77 Jalisco 2014 7860.75 17.69 \n", + "78 México 2014 16673.09 15.30 \n", + "79 Michoacán 2014 4571.74 27.57 \n", + "80 Morelos 2014 1901.08 16.56 \n", + "81 Nayarit 2014 1206.88 17.36 \n", + "82 Nuevo_León 2014 5021.73 10.78 \n", + "83 Oaxaca 2014 3989.13 27.20 \n", + "84 Puebla 2014 6134.17 22.95 \n", + "85 Querétaro 2014 1977.10 16.41 \n", + "86 Quintana_Roo 2014 1541.20 15.15 \n", + "87 San_Luis_Potosí 2014 2725.18 18.44 \n", + "88 Sinaloa 2014 2964.40 19.10 \n", + "89 Sonora 2014 2902.36 12.11 \n", + "90 Tabasco 2014 2359.84 16.96 \n", + "91 Tamaulipas 2014 3508.92 15.96 \n", + "92 Tlaxcala 2014 1264.50 14.93 \n", + "93 Veracruz 2014 7989.35 27.80 \n", + "94 Yucatán 2014 2088.93 21.82 \n", + "95 Zacatecas 2014 1566.10 21.61 \n", + "\n", + " Carencia_por_acceso_a_los_servicios_de_salud \\\n", + "0 11.40 \n", + "1 16.86 \n", + "2 10.75 \n", + "3 11.70 \n", + "4 13.20 \n", + "5 10.84 \n", + "6 17.59 \n", + "7 11.31 \n", + "8 20.06 \n", + "9 13.06 \n", + "10 13.66 \n", + "11 13.78 \n", + "12 14.43 \n", + "13 19.35 \n", + "14 19.75 \n", + "15 21.19 \n", + "16 16.81 \n", + "17 13.65 \n", + "18 12.96 \n", + "19 16.26 \n", + "20 20.80 \n", + "21 11.83 \n", + "22 15.64 \n", + "23 8.96 \n", + "24 13.16 \n", + "25 12.63 \n", + "26 12.65 \n", + "27 11.98 \n", + "28 13.74 \n", + "29 16.75 \n", + ".. ... \n", + "66 14.21 \n", + "67 12.47 \n", + "68 15.57 \n", + "69 12.70 \n", + "70 20.65 \n", + "71 14.57 \n", + "72 19.94 \n", + "73 16.54 \n", + "74 15.42 \n", + "75 19.24 \n", + "76 17.31 \n", + "77 19.10 \n", + "78 19.67 \n", + "79 26.21 \n", + "80 16.63 \n", + "81 16.26 \n", + "82 13.67 \n", + "83 19.93 \n", + "84 21.17 \n", + "85 15.82 \n", + "86 18.46 \n", + "87 10.71 \n", + "88 15.20 \n", + "89 14.42 \n", + "90 16.92 \n", + "91 15.02 \n", + "92 17.48 \n", + "93 21.73 \n", + "94 14.48 \n", + "95 14.86 \n", + "\n", + " Carencia_por_acceso_a_la_seguridad_social \\\n", + "0 42.32 \n", + "1 45.25 \n", + "2 41.06 \n", + "3 61.55 \n", + "4 30.36 \n", + "5 48.89 \n", + "6 83.60 \n", + "7 42.10 \n", + "8 48.35 \n", + "9 48.10 \n", + "10 57.06 \n", + "11 75.58 \n", + "12 70.81 \n", + "13 49.79 \n", + "14 59.22 \n", + "15 69.48 \n", + "16 66.50 \n", + "17 56.08 \n", + "18 34.57 \n", + "19 76.18 \n", + "20 72.07 \n", + "21 52.66 \n", + "22 51.74 \n", + "23 55.52 \n", + "24 45.40 \n", + "25 40.99 \n", + "26 69.05 \n", + "27 43.36 \n", + "28 67.78 \n", + "29 67.52 \n", + ".. ... \n", + "66 46.63 \n", + "67 60.14 \n", + "68 34.20 \n", + "69 51.91 \n", + "70 82.76 \n", + "71 43.36 \n", + "72 46.28 \n", + "73 51.26 \n", + "74 57.85 \n", + "75 78.10 \n", + "76 68.90 \n", + "77 49.57 \n", + "78 60.63 \n", + "79 71.26 \n", + "80 66.20 \n", + "81 54.35 \n", + "82 33.44 \n", + "83 77.91 \n", + "84 75.15 \n", + "85 54.31 \n", + "86 51.49 \n", + "87 59.12 \n", + "88 49.33 \n", + "89 41.80 \n", + "90 72.75 \n", + "91 45.52 \n", + "92 71.47 \n", + "93 68.46 \n", + "94 54.45 \n", + "95 63.37 \n", + "\n", + " Carencia_por_calidad_y_espacios_de_la_vivienda \\\n", + "0 4.58 \n", + "1 9.47 \n", + "2 14.17 \n", + "3 16.53 \n", + "4 4.44 \n", + "5 9.39 \n", + "6 23.59 \n", + "7 6.98 \n", + "8 5.08 \n", + "9 4.78 \n", + "10 9.09 \n", + "11 28.83 \n", + "12 9.76 \n", + "13 7.08 \n", + "14 9.65 \n", + "15 12.69 \n", + "16 11.29 \n", + "17 11.87 \n", + "18 3.06 \n", + "19 25.11 \n", + "20 11.66 \n", + "21 8.48 \n", + "22 20.99 \n", + "23 8.57 \n", + "24 8.50 \n", + "25 8.63 \n", + "26 12.28 \n", + "27 7.70 \n", + "28 8.71 \n", + "29 16.87 \n", + ".. ... \n", + "66 16.47 \n", + "67 19.54 \n", + "68 4.98 \n", + "69 10.91 \n", + "70 26.90 \n", + "71 7.92 \n", + "72 5.44 \n", + "73 5.76 \n", + "74 9.77 \n", + "75 32.89 \n", + "76 9.20 \n", + "77 6.56 \n", + "78 10.29 \n", + "79 15.44 \n", + "80 13.42 \n", + "81 10.12 \n", + "82 4.56 \n", + "83 24.53 \n", + "84 18.93 \n", + "85 8.94 \n", + "86 18.42 \n", + "87 11.00 \n", + "88 10.78 \n", + "89 10.13 \n", + "90 13.41 \n", + "91 8.21 \n", + "92 9.42 \n", + "93 16.84 \n", + "94 17.48 \n", + "95 4.89 \n", + "\n", + " Carencia_por_acceso_a_los_servicios_básicos_en_la_vivienda \\\n", + "0 2.49 \n", + "1 8.94 \n", + "2 13.25 \n", + "3 38.99 \n", + "4 3.88 \n", + "5 10.53 \n", + "6 57.11 \n", + "7 5.02 \n", + "8 2.92 \n", + "9 5.66 \n", + "10 11.95 \n", + "11 58.63 \n", + "12 25.63 \n", + "13 8.12 \n", + "14 10.33 \n", + "15 17.67 \n", + "16 19.93 \n", + "17 17.23 \n", + "18 2.39 \n", + "19 58.28 \n", + "20 26.49 \n", + "21 12.67 \n", + "22 21.78 \n", + "23 26.41 \n", + "24 14.92 \n", + "25 10.72 \n", + "26 46.01 \n", + "27 8.89 \n", + "28 10.13 \n", + "29 42.08 \n", + ".. ... \n", + "66 12.39 \n", + "67 38.81 \n", + "68 5.58 \n", + "69 9.59 \n", + "70 57.38 \n", + "71 7.94 \n", + "72 1.65 \n", + "73 12.98 \n", + "74 14.92 \n", + "75 57.97 \n", + "76 27.05 \n", + "77 7.04 \n", + "78 12.36 \n", + "79 26.56 \n", + "80 24.61 \n", + "81 15.31 \n", + "82 4.33 \n", + "83 60.48 \n", + "84 30.61 \n", + "85 14.79 \n", + "86 18.06 \n", + "87 28.14 \n", + "88 17.98 \n", + "89 8.87 \n", + "90 43.94 \n", + "91 11.49 \n", + "92 12.10 \n", + "93 40.04 \n", + "94 40.37 \n", + "95 13.35 \n", + "\n", + " Carencia_por_acceso_a_la_alimentación \\\n", + "0 12.99 \n", + "1 14.15 \n", + "2 17.84 \n", + "3 27.44 \n", + "4 18.27 \n", + "5 21.62 \n", + "6 22.34 \n", + "7 17.70 \n", + "8 13.87 \n", + "9 18.77 \n", + "10 20.69 \n", + "11 35.56 \n", + "12 22.73 \n", + "13 15.11 \n", + "14 19.84 \n", + "15 21.06 \n", + "16 24.59 \n", + "17 18.90 \n", + "18 12.19 \n", + "19 27.92 \n", + "20 20.84 \n", + "21 13.87 \n", + "22 17.92 \n", + "23 16.95 \n", + "24 24.52 \n", + "25 21.53 \n", + "26 46.77 \n", + "27 16.73 \n", + "28 20.24 \n", + "29 26.98 \n", + ".. ... \n", + "66 24.57 \n", + "67 24.26 \n", + "68 22.03 \n", + "69 25.44 \n", + "70 27.52 \n", + "71 18.70 \n", + "72 11.69 \n", + "73 19.94 \n", + "74 22.94 \n", + "75 38.46 \n", + "76 31.68 \n", + "77 16.53 \n", + "78 21.29 \n", + "79 34.66 \n", + "80 26.85 \n", + "81 24.14 \n", + "82 14.16 \n", + "83 36.11 \n", + "84 23.85 \n", + "85 15.77 \n", + "86 23.24 \n", + "87 21.65 \n", + "88 29.64 \n", + "89 24.86 \n", + "90 45.03 \n", + "91 19.51 \n", + "92 24.00 \n", + "93 30.00 \n", + "94 18.37 \n", + "95 16.83 \n", + "\n", + " Población_con_ingreso_inferior_a_la_línea_de_pobreza_extrema_por_ingresos \\\n", + "0 8.85 \n", + "1 5.79 \n", + "2 4.64 \n", + "3 18.50 \n", + "4 6.47 \n", + "5 9.71 \n", + "6 50.70 \n", + "7 9.74 \n", + "8 7.83 \n", + "9 14.39 \n", + "10 15.93 \n", + "11 38.64 \n", + "12 14.68 \n", + "13 8.34 \n", + "14 13.83 \n", + "15 15.56 \n", + "16 19.63 \n", + "17 13.46 \n", + "18 3.08 \n", + "19 37.45 \n", + "20 22.30 \n", + "21 7.67 \n", + "22 6.95 \n", + "23 19.03 \n", + "24 7.50 \n", + "25 8.36 \n", + "26 20.82 \n", + "27 15.13 \n", + "28 14.91 \n", + "29 32.21 \n", + ".. ... \n", + "66 10.56 \n", + "67 19.20 \n", + "68 11.80 \n", + "69 10.57 \n", + "70 48.46 \n", + "71 17.85 \n", + "72 8.20 \n", + "73 20.75 \n", + "74 17.91 \n", + "75 35.58 \n", + "76 24.68 \n", + "77 11.20 \n", + "78 20.07 \n", + "79 24.42 \n", + "80 20.53 \n", + "81 18.80 \n", + "82 6.37 \n", + "83 42.11 \n", + "84 31.85 \n", + "85 12.27 \n", + "86 14.30 \n", + "87 23.22 \n", + "88 13.47 \n", + "89 9.69 \n", + "90 17.87 \n", + "91 16.14 \n", + "92 27.05 \n", + "93 29.18 \n", + "94 20.72 \n", + "95 26.71 \n", + "\n", + " Población_con_ingreso_inferior_a_la_línea_de_pobreza_por_ingresos \n", + "0 36.46 \n", + "1 30.01 \n", + "2 22.74 \n", + "3 50.84 \n", + "4 33.74 \n", + "5 36.28 \n", + "6 78.92 \n", + "7 36.52 \n", + "8 38.31 \n", + "9 47.61 \n", + "10 50.85 \n", + "11 69.51 \n", + "12 47.64 \n", + "13 36.09 \n", + "14 51.44 \n", + "15 50.91 \n", + "16 56.55 \n", + "17 39.67 \n", + "18 21.11 \n", + "19 68.99 \n", + "20 65.04 \n", + "21 33.92 \n", + "22 31.66 \n", + "23 50.77 \n", + "24 37.35 \n", + "25 36.91 \n", + "26 56.17 \n", + "27 48.29 \n", + "28 56.01 \n", + "29 67.93 \n", + ".. ... \n", + "66 35.86 \n", + "67 47.59 \n", + "68 41.25 \n", + "69 40.70 \n", + "70 78.71 \n", + "71 46.36 \n", + "72 36.38 \n", + "73 53.95 \n", + "74 55.13 \n", + "75 67.87 \n", + "76 59.41 \n", + "77 43.25 \n", + "78 58.92 \n", + "79 63.33 \n", + "80 58.41 \n", + "81 47.02 \n", + "82 29.49 \n", + "83 68.85 \n", + "84 69.66 \n", + "85 42.00 \n", + "86 42.13 \n", + "87 56.74 \n", + "88 46.27 \n", + "89 36.63 \n", + "90 51.92 \n", + "91 49.15 \n", + "92 66.59 \n", + "93 63.02 \n", + "94 52.81 \n", + "95 59.67 \n", + "\n", + "[96 rows x 11 columns]" + ] + }, + "execution_count": 660, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "estados" + ] + }, + { + "cell_type": "code", + "execution_count": 590, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Pobreza y Rezago Educativo')" + ] + }, + "execution_count": 590, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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OSsqikZRFU1IejaQsGkWrLHRdIy1t/5U+kEFsQgghRKcU0wT+wAMPcOqppzJjxgyeeOIJANasWcPMmTM58cQTue+++2J5eyGEEKLLilkf+CeffMJHH33Ea6+9hmVZnHrqqUycOJElS5awYsUKevfuzdy5c3nvvfeYPHlyrMIQQgghuqSY1cCPPfZYnn76aUzTpLS0FNu2qaqqYsCAAfTr1w/TNJk5cyarV6+OVQhCCCFElxXTJnSXy8WDDz7IjBkzmDhxIkVFRWRkZITPZ2ZmUlhYGMsQhBBCiC4p5tPIFi5cyBVXXMFVV11FTk5Ok+0vlVIt3g7zhyPyioqity5tR1nftqV0XScjIzHq143FNTsrKYtGUhZNSXk0krJo1BZlEbMEvm3bNoLBICNHjsTn83HiiSeyevVqDMMI/0xxcTGZmZktuu4Pp5E5jhOV6V+deRqZ4zhRn74hU0IaSVk0krJoSsqjkZRFo04/jSwvL48bb7yRYDBIMBjkrbfe4rzzzmPHjh3k5uZi2zYrV67k+OOPj1UI7eZvf3uMOXPOYc6cc1i+/AEA1q37mIsvPo/zzjuDxx5rvp3o7bffzOuv/6vZ8S1bNjFlysSYxyyEEKJziVkNfPLkyaxfv55Zs2ZhGAYnnngiM2bMIDU1lQULFhAIBJg8eTInn3xyrEJoF+vWfcy6dR/xxBPPomka//M/C3jjjdU88sifeOihx8jM7MnixYtYu/ZDJk48jpKSYpYt+z2fffYJxxzz4ybX8vv93Hff3eFNUIQQQoi9YtoHvmDBAhYsWNDk2MSJE3nttddieduI2cqhzg4SZ7gxo9QYkZaWzvz514aXQR0wYCC7du2kX7/+9OnTF4ATTzyFd955k4kTj+M//1nFpEmT6dGjR7NrPfTQfZxzzvl8/fVXUYlNCCFE19Ft10LfWVfG03kfYykHU9P55cCJ9HUnt/q6+25AsmvXTt5++01mzz6XtLT08PG0tHSKi4sA+MUvLgJg/fovm1zngw/ew+/3M2XKtFbHJIQQInr2jr1u74XIO+ew61aylcPTeR/jdyws5eB3LJ7IWdtkq7jW2r59G9deO5/5839Fnz59f7BvrELTDlz0paUlPPXU41x77f+LWjxCCCFaxzQ1XC6FZdUTCtXhcql2nb3ULWvgdXYQ6wd7cFvKodYOkGh6W3399eu/5MYbf8PChdcxbdpJfPHFZ5SUlIbPl5aWkp6efsDXr1nzAZWVlcyff2X42CWX/ILly/9CXFx8q+MTQgjRMqapUV1dQU7ODmy7YS9wXdfJysoiLS2TUKjtq+PdMoHHGW5MTW+SxE1NJ97wtPrahYUFLFnya373uzvDg9JGjRrDrl255OXtonfvPrzxxv8xY8bpB7zGzJmzmDlzVvj7n/70Rzz55HOtjk0IIUTLaRrYdoBt275rctxxHHbu3InPF4fHk9BkinNb6JYJ3NB0Lsoa36wPXG/hojL78/zzzxAIBPnTnxo3apk160yWLLmF3/52McFggIkTj2PKlJ+1+l5CCCFizzA0du3ac8Dz+fl7GDo8G4sa0CBo62ha7PvIu/V+4I5S1NoB4g0PbpfRaRdykf3AY0vKopGURVNSHo26clmYJmzZspG6urpm5zRNY8jIvhQ471NYuxGFIjNhCEMTT8euT2hVEpf9wA9C1zQSTW9Uat5CCCG6Kg2fb//jo1JSkykIfUxh3bcoHEBR7t/O1spVGC47plF16wQuhBBCHIptK3r37rvfc4kpLkqDm5sdL67bBGZ9TOOSBC6EEEIchFJgmh6ys4c02c9D13Xi4xJwGT5+2Btt6G5QsW3d7ZaD2IQQQoiWsCxFYmIyRx45Dr+/HqUUPp8PTTPpn/gTNpU13cuiX8J4sGI77VcSuBBCCBEBy2qoZZumD4CGbSps0jxHMCbNw87qNSgc+vf4MSnGaEKxbUGXBC6EEEK0xA9HllsBF0nGERyRPBSFIjUpvU1G5EsCj4G//e0x3n77TQB+8pPjmDfvV6xb9zEPPXQfgUCAqVOnc+WV85q85vbbb+aYY37MqafOBGDVqpX8+c9/IiUlDYCJE49j7tz5bftGhBBCRMS2HbDdbXpPSeBRFq3tRDdt+pZrrrmW6dO71narQgghoqPbJvCK6gDrt5ZSVuUnNcnL0SMzSPC5Wn3daG0nunHjt+zatYsVK55gyJBhLFr0/0hKSmp1fEIIIbqGbjmNrKI6wKo1ueQWVFNdFyK3oJp//XcHFdWBVl978OBsxow5AmjcTlTX9YNuJ7rvuuf7/swll1zGU0/9nczMntx337JWxyaEEKLr6JYJfP3WUiy76SgEy1as31p6gFe0XGu2EwW48857OPLIcWiaxi9+cREffbQmarEJIYTo/LplAi+r8rfoeEutX/8lixbN46qrruGUU04jIyOzRduJ1tTU8MILz+5zRDVZPEAIIYTolgk8NWn/a9oe6HhL7N1O9JZb7mDatJOAptuJ2rbNG2/8HxMmHHfAa/h8Pp577mk2bPgGgFdeeZHjjz+h1bEJIYToOrrlILYjh6axu7imSTO6aWgcOTSt1deOxnaihmFw22138cc/3kkgEKBfv/7ceONtrY5NCCFE19FttxON1Sj09iDbicaWlEUjKYumpDwaSVk0ilZZHGo70W5ZAwdITvRw/NF9wt+bpt5p9wMXQnRuuqERMmzQwBUymlRShDiQbpvAhRCiI9B1jRJqeW37enRNY9aAsSTjkyQuDqlbDmITQoiOwjEUHxR8R50VpCYU4MOibWgy6UREQBK4EEK0Ix2NVE/DtpMakO5NQJkNzepCHIw0oQshRDtyQorjMrPpFZcEGuiaxlPffcSMfkeQrsdLU7o4IKmBCyFEC2iahunzo3yFlNZvxYyrRddbV1vW/DAqoRel9TWs3vkt1aEA7xZswTG6V/LWdQ3T1H+wcqU4EKmBCyFECxi+Kr4qeZaaUCEu00BTPsalX4AR7N2q2rJjKVx640dyiicOHQ2Hrp/ENQ0Mbx3V1i5qQoWkegbj0TKx/G27PWdnIwk8Blq7H3h5eRnXXntN+FxtbQ0VFeW88cb7bfo+hBBNmW5FTvW71IQKw8eCdg3flr3K2NRf4vg9h31ty3I4OqUfPdw+Qo7NsKRMHH/HSd4NtWKNWCwdYvjqWF/yNNXfl+t23iEr8VgG+KZhBTrn+hxtoVsmcKUUqnY3Tvm3qFA1misRLX00ytsHrZVtN9HYDzwlJZUnn3wOAMdx+NWvruaKK+Yd7LZCiDagdD+l/u3NjteEClGaHzj8BA5AAIZ5MgGw/R1jXQqXyyBghrBsG8NSeAwTTTMIhaKTyA1DpyywOZy898qrXkdWwnggNSr36Yq6XQJXSmEXrkFV54KyGo5ZtQTzStASB2D0/Emrkni09gPf6/XXX8Pr9XLiiScfdkxCiOjQlInPTMZvVTQ57tJ9aFH6OLXtjpG4AUxTo0qrY8U3a6kO+jmuVzb9LQ+m0snK6kcw2Pokrusalf6d+zmj8FvleLVUOtd6oW2n2w1iU7W7myTvxhMWqjoXVbu7VdeP1n7gALZt89RTT3DVVQtaFZMQIjqckJvsHj9Do+lE7cE9pqBCB17ysrMyDMW3xXlUBxt2alxXlIM3KYGiokJKSoowzdanEMdxSPFk7+eMhs+U5H0w3a4G7pR/2zx576UsnPJv0ROyWn2f7du3sXjxIubP/xWGYbBrV+6+NzrkfuAAH3+8ln79+pGdPaTV8QghWs9xFG6rL8f2uordtZ+AFqSn92i89MEKdK1MY5o6RUUF9PL1QAMU0DshGTsQBKCgoIC0tIxW38e2Fcm+bJI9A6gINH5ODupxPLqVSMdpj+h4ul0CV6GDLzCvQjWtvsf69V9y442/YeHC65g27SS++OKzFu0Hvtf777/Lz352YqvjEUJEj21pYKUz0DOTHj18lJbWYnXBaqKmQU1NNape58Kh46kO+Uk1vORva0iywWCQhrTe+jlftt/H6JTz8TuF1FllJLmzMJ1krEC3S1Et0u2a0DVX4iHOt64ZLBr7ge/1zTfrGTv2qFbFI4SIjVDIRtNiMyq7PWiahstlYHy/ApxSEBcXT0VJGcVbcgjtLCZvy3Zs2wbA7XYTjeS9915WvQdXsD/J6iioT5fkHYFuV0J6yihsf8n+m9E1Ez1lVKuuH439wPfas2c3GRmZrYpHCCEORdc1qgw/G8rz6RefQl93D6yQQ0ZGJvn5+TiOg+M0bczu3bsPjqNDFBu5laLLPBC1hW63H/j+RqEDoJlRGYXeHmQ/8NiSsmgkZdFUVykPy+Pw9Hcf4bcbPhPnDDmWJMuLYWgEg3V8991WQqEQ0FBT79WrF717920yCr2rlEU0yH7gMaJpGkbPn6ASBnw/D7wGzZWAK300ThTmgQshRGfjoMLJG6DeCtFD82LbCrc7jjFjjiQUCmDbNl6vD6UMgkEZXtbeul0Ch4YkriVkNRltbpg6ypI/SCFE9+NxDKb0GcanxTvpE9+DTE8CKtBwzrYVDd3eHkwTGiri8lnZEXTLBC6EEKKRCsHouN4MG5SJqfRw8m72c52qw7XrkwQuhBACx1IY6N1g65Suo9tNIxNCCCG6AkngQgghRCfUrZvQ/f56QqEgLpebhIT4qF23tduJAuTn7+GOO26htraWhIQEbrzxd/Tq1TtqMQohhOjcumUNvKammq+//oz16z9l8+avWb/+U778ch01Na2ft7fvdqJPPvkcmzdv4o03VnPnnbdx551/5JlnXmLTpm9Zu/ZDAEpKilm8+FreffetJtf5618fYdq0k3jyyec44YSpPPbY8lbHJoQQouvodgm8pqaajRu/pK6uBqUcbNtGKYfa2ho2bvyy1Ul83+1ETdNstp2oaZrh7USB8HaiU6dOb3Id226ICaC+3o/H08p9hoUQQnQp3S6B79ixpdmSgHs5jsOOHVtadf1obSd6xRVX88ILzzFr1im88MIzXHDBxa2KSwghRNfSrRK4319PfX3dQX+mvr4Ov7++1ffavn0b1147n/nzf0WfPn1pusDbobcTveOOW1i8eAmvvrqKX//6BpYs+bWsESyEiApd13C7jajs5y3aT7f67YVCQXT94Eul6rpGKBRs1X3Wr/+SRYvmcdVV13DKKaeRkZHZou1Ey8vL2bkzh0mTTgDghBN+RllZKRUVFa2KSwghTJ+fGmMjW+teotD+ADOu+pCfi6Jj6lYJ3OVyN9kIZX8cR+FyuQ/7HtHYTjQ5ORm328NXX30BNDwQ+HzxpKSkHHZcQghheoJ8V72Sr0teoKD2a76reINPi/6K7q1q79DEYehW08i8Xh8+Xxx1dTUH/BmfLw6v13fY94jGdqKaprF06TLuu+9ugsEAcXFxLF36h8OOSQghAGy9isLaDU2OBewqCuu/pqf5UyzZD6JT6Xbbie4dhb6/gWy6rjNy5DgSEhKjEmtbke1EY0vKopGURVOdqTw0DQLuHL4oeqrZuV7xRzA07myCQfuwr9+ZyiLW2mo70W7VhA6QkJDIyJHjiItLQNN0DMNA03Ti4xM6ZfIWQohIKAU+IxUNo9m5DN8oqX13Qt2qCX2vhIREjjjimGYrsckfsBCiK9NCCYxMO42NpStRNNS2e8aPJskciBXqVI2xgm6awPfyen2t6u8WQojOxArppLiOZGLvwfjtctx6PIbqgWZ5cLnAshzZMrQT6QIJXEMp55DzqruqTjaEQQjRzqyQDqEkXCRhuC0CegF59R+jayZ948fjsjOwQ82b2UXH0+kTuNvtpaKihMTEFAzDRNO6z3xGpRS1tVWY5uFPexNCdE+GoVHubODb4leBhtkv+bXrGZfxC+JdwwiFDn9Am2gbMU3gDz30EKtWrQJg8uTJLF68mBtuuIHPPvsMn6+h6fqaa65h+vTpB7vMQaWkZFBTU0lZWSGOc/h/cLquH3CJ1Y7MNN2kpGS0dxhCiE5Gc9eyrbhhEyVN07BtC8uy2Fi8iiOS0/C6k7Es7ZBrZ4j2E7MEvmbNGj744AP+8Y9/oGkal19+OW+88QbffPMNzzzzDJmZmVG5j6ZpJCYmk5iY3KrryBQIIUS3ojkE7JqG6WV+P/b3FaDaQBm1ddVsz9vNqE6JrJYAACAASURBVFGjCbZuYUoRQzHrOM7IyOD666/H7XbjcrnIzs5mz5497NmzhyVLljBz5kwefPDBTlnrFUKITs/2kOLtj23b4eQNkBaXTX2Nhd/vp7CwQNZL78Bi9psZOnQo48aNAyAnJ4dVq1YxadIkJkyYwO9//3tefPFFPv30U15++eVYhSCEEOIA7KCbESkzcdG4UEiCO5OB8VMoLa4EoKSkBJBKVkcV85XYtm7dyty5c1mwYAFnnHFGk3NvvPEGr776Kg8//HAsQxBCCLEfgUCAkspd2FotmmZg+00Kd1cS/L7d3O12M3bsWLxebztHKvYnpoPYPvvsMxYuXMiSJUuYMWMGmzdvJicnh5NOatjkQymFabYshB8upRot0gfelJRHIymLRlIWTXX28jBNnbpKjby88v2eT0vrgd9vU1196PfY2csimjr9Uqr5+fnMnz+fe+65hxkzZgANCfv3v/89lZWVhEIhXnjhhVaNQBdCCHH4LMshIyMTj8fT7JzL5aJPnz6EQtKE3lHFrAb++OOPEwgEuOuuu8LHzjvvPK688krOP/98LMvixBNP5LTTTotVCEIIIQ7BtjVGjRpNfn4+ZWWlKKVISUmlb98+2LYOyDSyjqrT70YWLdL805SURyMpi0ZSFk11pfIwTR1Nc75f3dFo8d4QXaksWqutmtA7/UpsQgghWq8xYWvIyPPOQSb4CSEOi6ZpuFwahmEDAVwuB5er+yxlLER7kxq4EKLFdF3DMBy++25rkxHKaWlpDBgwUFbvEqINSAIXQrSYaSo2btxIfX19k+OlpaUA9O8/iJDsLy1ETEkTuhCiRTStYQGQHybvvUpLS1FKdrISItYkgQshWkTXNerq6g76M5ZltVE0QnRfksCFEC3iOOD1Nl/4Y18tXWFRCNFyksCFEC2ilMLrjcPtdu/3fFJSEppmtHFUoq0Yho7LBabp4HIpTFNmHrQXeUwWQrSYbWuMGDGCTZs2hTe+AIiLiyM7ewjSgt41uVwaFRWl7N6dRzAYRNM00tLS6d+/f3uH1i1JAhdCtJjjKHTdzejRR+D31xMI+ImLi8Pl8mBZGp1sgUcRAdPUKS8vJicnJ3xMKUVJSTH19XUceeQR7RdcNyUJXAhxWBxH4ThgmnG43XE4jiIUAlk7u2vSNIe8vLz9nqutraW2thZN88jDWxuSPnAhRKsopbBthXxud22OYx10dkFFRQWGIf3hbUkSuBBCiEPStIOnC5fLJQ9xbUwSuBBCiEPSNIOkpB4HOKeRmpqKbcsmKG1JErgQQohDsiwYNGjQfqcPZmdn4/P52iGq7k0GsQkhhDgkpRRKmYwZcwRVVZVUVlbi8XhIT88ADAxD5v63NUngQgghIuI4imAQ4uNTSExMRSmwLBuZedA+JIELIYRoEdt2sGW/mnYnfeBCCCFEJyQJXAghRIspj6LK9BP02MjS9+1DmtCFEEK0iHLD67s3kFtThls3uGDIse0dUrcUUQ28rq6OW265halTp3L88cdzww03UFNTE+vYhBBCdECWZpNbUwZA0LEpqK9q54i6p4gS+J133kkoFOLhhx9m+fLlaJrG7bffHuvYhBBCdEAuZTCkRwYAXsNFb19SO0fUPUXUhP7VV1/x2muvhb+/4447mDFjRsyCEkII0YEFYXrPERyXmY1bN3CHpDe2PURU6rZt4zgOut5QYXccRybtCyFEN6YFNeJpWJVNyTzwdhFRAp8wYQKLFi3i/PPPB+D5559n/PjxMQ1MCCGEEAcWUQK/4YYbWL58Offeey+2bTNp0iTmzZsX69iEEEIIcQARJfCXX36ZSy+9lIULF8Y6HiGEEEJEIKJR6B9//DHTpk1jyZIlfPnll7GOSQghhBCHEFEN/L777qOyspKVK1dyxx134Pf7Ofvss7n44otjHZ8QQggh9iPipVR79OjBueeey9y5c4mLi+Mvf/lLLOMSQgghxEFEVAP/9ttveeWVV1i9ejWjRo3i8ssvZ+rUqbGOTQghhBAHEFECnzdvHmeddRYvvfQSffr0iXVMQgghhDiEiBL4O++8g6ZpsY5FCNFNaBpomobjyAIgQhyugybw888/n+eff56jjz66SQJXSqFpGp9//nnMAxRCdDEuKHfqqQr5yYpLxghoKMnjQrTYQRP4Aw88AMDKlSubnVPyP04I0UK6rpFvVfHKji8A6J+Qyow+Y9CC7RyYEJ3QQUehZ2ZmAnDLLbfQt2/fJv+uu+66NglQCNF16LpGQV3j1pNF9dU4OO0YUcuYpo7LZWAY0qUo2t9Ba+ALFy5kx44d7Nq1i5kzZ4aPW5aF2+2OeXBCiK7Fth2G9+jJV2V51IQCTOw5CNMxOsdmGC7Y6i9mW1UxY9Oy6GkktndEops7aAJfvHgxu3fv5qabbuKmm24KHzcMgyFDhsQ8OCFE16IUxFkuLhj8YxwUbsdAhTpB8gaqCbBq1wYAtlWV8MthE9s5ItHdHTSBZ2VlkZWVxerVq8Nbie5VV1cX08CEEF2T4yiMgI4BnaHeHWY7duPXypFxQKLdRTSN7O233+bBBx+krq4OpRSO41BRUcEXX3wR6/iEEKJDSDbjODZjADk1ZRyV1g+vcrV3SKKbiyiBL1u2jEWLFvH8889zxRVX8OabbxIfHx/r2IQQouMIwLHJAzk6uT+m0nE6SdO/6LoiWgvd5/Nx6qmnMm7cODweD7feeivvvvtujEMTQoiOxQkp9JCGY0nyFu0vogTu8XgIBoP079+fjRs3ouu6rMwmhBBCtKOImtCnTp3KlVdeyR/+8AfOPfdcPvvsM1JSUmIdmxBCCCEOIKIEftVVV3H66afTs2dPli9fzqeffsqMGTNiHZsQQjSjucCvWRiajtsycGxpzhbdU0RN6Js2beLWW28FGuaAv/LKK1RWVsYyLiGEaEZzaXxTk8/jW9bw1HcfUan7pTtPdFsRJfBbb72Vs88+G4Dhw4ezYMECbrnllpgGJoQQP2RpNp+V7AQgYFt8W56PaUb0MSZElxPRX359fT3Tp08Pfz9t2jRqampiFpQQQuyPqXT6xTeOvxmYmIptd5611IWIpoj6wDVNY9OmTYwYMQKAbdu2NVuZTQjRcZluhTJrUNjoThxO0NMp9+JWIZjSaxhjUvvgM1wk4pH52KLbiiiB/+pXv+LCCy9k2LBhAGzfvp177rknpoEJIaLD5Quws/Zd8mo+xVEWSZ6+jE49C92f2imTOH7I1BJQoc61FKsQ0RZRAp8yZQqrV6/m888/xzAMxo4dS1paWqxjE0K0kmnqlAQ3sLP6o/CxqsBuvi59gbEpl+D4ve0Y3eGTZciFiDCBb9jQsANPnz59ACgoKKCgoIDRo0fHLjIhROsZAfIrm+9ZUBMsxNHqgM6ZwIUQESbwBQsWhL8OhUIUFxczZswYXn755ZgFJoSIAqVjap79nNDQNKPNwxFCRE/Eu5Ht6+OPP+Zf//pXTAISQkSPY5kMSJpEqX87+/YY94wfhWbLhkRCdGaHNZR8/Pjx4WZ1IUTH5TgKr5PFUZlzSPb0I96VzuAeJzA0aQZWIKLn92Y0DUxPEN1XjuYrw/T60XVZTEWIttaiPnAApRTffPMNfr//kK976KGHWLVqFQCTJ09m8eLFrFmzhjvvvJNAIMApp5zCtddee5ihCyEiYYcMvHo2o3v0Q2k2muUjVHf4o8AMXy0by1+hzL8DgER3L45IOw+tvocMLhOiDbW4D1zTNFJTU8NLqx7ImjVr+OCDD/jHP/6BpmlcfvnlrFy5knvuuYcVK1bQu3dv5s6dy3vvvcfkyZNb9SaEEAfnOAon4AJctGbyle2EyKl+J5y8AaqDBWwu/xcjks477Fq9iA5N0zBNHcdRssBNN3BYfeCRyMjI4Prrr8ftdgOQnZ1NTk4OAwYMoF+/fgDMnDmT1atXSwIXopMI2FUU129udrzUvx1S/EBC2wclADC9QepVPnvqNxHnyiAtbhiOP7FzzvUXETloAn/ooYcO+uJrrrnmgOeGDh0a/jonJ4dVq1YxZ84cMjIywsczMzMpLCyMNFYhxH401Loa+qAdh5jWvHTNxK3HEbSbLqXs0r2gZHXG9mJ6LHbWvcWu6k/Cx7xmMsdkXIZTJw9VXdVBE3h5eTnQsPLajh07mDZtGqZp8tZbbzF8+PCIbrB161bmzp3L4sWLMQyDnJyc8DmlVIt3EkpLi90fY0ZGYsyu3RlJeTTqqGURDAaprq5m9+4CHMchNTWV1NRUfD5fzO45JG0qG0peanIsO/kEesSnoyd0v6lpHeFvoyqwm4Kyz3GZjeVvU01JcD1DM05qszg6Qll0FG1RFgdN4DfddBMAF110Ef/7v/9LamoqAFdffTXz5s075MU/++wzFi5cyJIlS5gxYwaffPIJxcXF4fPFxcVkZma2KODS0pqYNAllZCRSXFwd9et2VlIejTpqWbhcGrt376SoqCh8rKSkFK/Xy8iRowiFoj8yPCMjkXg7myNS57Cz+kMcZZOVMJ5EfTClJXVRv19H11H+NmxvFSHLana8rH4XFXotoWDs+8M7Sll0BNEqC13XDlppjagPvLi4OJy8AZKSkigtLT3oa/Lz85k/fz733XcfEydOBGDs2LHs2LGD3NxcsrKyWLlyJWeddVYkIQgh9qFpGoFAfZPkvZff72f37jz69BmAZUX/g9sKmnj0QYxI6I9C4Vgmlmwo0q7cehI6Bg52k+Pp3mE49gFeJDq9iBL48OHDueGGG/j5z3+OUoqXX36ZsWPHHvQ1jz/+OIFAgLvuuit87LzzzuOuu+5iwYIFBAIBJk+ezMknn9y6dyBEN2SaGnv2FBzwfElJCX379ovZ/R1H4QT39nlL8m4PLpcG2IRCIQw7juFpp7Cx9HWg4aEtxTOANPcIQvUyGr2r0pQ69MzNmpoaHnzwQdauXQvA8ccfz4IFC/B6234dZWlCbxtSHo06Ylm4XDo7dmyloqLigD9z1FFHR70ZvSOWRXtqr/JwuyE3N6dJS2hW/16k9Y6nOliA10jCraVh+z1tNjdf/jYadagm9ISEBK677jpycnIYNmwYgUCgXZK3EKKB40BqauoBE3hiYhINCy1K7bircbk0cnO3U1pa1uR43s4CykriGDFiNEG/Q/MecdHVRDTv48svv2TatGlcddVVFBUVccIJJ/D555/HOjYhxAHYtkNycsp+H6Q1TWPAgP7Y0vfZRdnNkvdedXV1BIP1tHByj+ikIkrgy5Yt48knnyQ5OZlevXqxbNkyli5dGuvYhBAHYVkaI0eOIiMjE11v+K+cmJjEqFGjMQyvLODRRYVCoYOer6urk7Xpu4mImtD9fj9DhgwJfz958mTuu+++mAUlhDg0x1E4jkbfvgPIyupHQ3O5jm2DbbdN8jYMHV1X38ejyfKdbcAwDv6x7fF4ceTX0C1ElMBN06SysjK86Mr27dtjGpQQInKW5WC6dNDADikiGJfaapoGLhdUVpaF13ZIT08nOTmFUAjZ1CSGdN0kMTGR6urmg6Tcbjder4+QTOvrFiJK4FdffTVz5syhpKSE6667jg8//JDbbrst1rEJISKgvPBhyXaqQvX8tOcQ4i13zJvPXS7YvHkztbWNS6pWVVURFxfPiBEjCAZjevs2p7kgpDsYSkMP6W3ykHQglgVDhgxl8+ZN1NU1Lp7jdrsZMWIEjqMhgxe7h4gS+JQpUxg8eDAffvghjuMwf/58srOzgYZ1zgcOHBjLGIUQB2CaOl9W5vFZyU4AKgL1nNX/KPRg7PpADUOntLSoSfLeq66ulpKSElJSMrtOc7oLPq7I5dPiXDJ9CZwxYByGv/3WfVdKYVk6w4ePJBgMUF9fh8fjxev1Ydtam3WfiPYX8d5/AwYMYMCAAc2OX3vttfzjH/+IalBCiMhZ+3R42ir2SVPXnSZLIv9QcXERqanpMY+jrYR0m0+LcwEoqq8hv66K/mZKuw4SVEoRCoGue0hMbOjzbmg2l+TdnbR68972bEoSoruzLIcjUvpS6q+l2vIztfdwTEvH2c8Hua5raFrrB7gpBc5BRkl1tc8EHZ0kt5eqoB8NjWSPD6eD9DEr1XYDFkXH0+oE3tLdxIQQ0WX4NaZnjsBBodvafmuGygM76kqxlMPghDQ0f2v+3+qkpKSSn79nv2dTUlJomKHaNZrQXSGdcwYdw67acjK8CSQqj9RzRYfQ6gQuhGh/e2uE+6t5m6bOuoqdrC1smD1yRGofJqcNPexapGU59OrVi5KS4mZzkl0uF7169SYUim3y1jQwTeP7/uDY3stxFO6AwVB3BspWMsJedBiSwIXo6nQo9jdOOSrx1+w30beE4+iMGTOG3bt3U1bWsCpYSkoKfftmYduxXcLVdFsE9RLy67/GpceTGTcaAj1ivvKcLIwjOhpJ4EJ0cY6lmJg5mIK6KizHYVKvoQ1N7a1IsratsG2dPn0G0Ldv1vdHje9r3jFM3iaU2l+yqfjf4WM5lf/lmJ6Xo/nTpXYsupVWJ3CZQiZEx+Y4ih54uWDQj0EDt2VGbYpXQ/P13v702Pd5K1cN3xW91TQGFSCn+l2GxJ2JFWw6vWvv/G1daRjtPH9biGiLKIHX1dXxhz/8gffffx/LsjjuuOP47W9/S0JCgiypKkQn4DgK4/vkZnfiwWUOQSzH3+x4TbAIFR8CPI0HXfBZ5U4+LsolwxfPGf3HYQTab/62ENEW0V/znXfeSSgU4uGHH2b58uVomsbtt98e69iEEKIJAy9eI6nZ8VTvIDTH0+RYSLf5qCgHhaKovoa8ugrZ5EN0KRHVwL/66itee+218Pd33HEHM2bMiFlQQgixPyoYx8i0WXxV/DyOahgBH2em0T/hp1h1TX/WQKeH20dlsB6AVE8cSuZMiy4kogRu2zaO44S3LHQcB8MwYhqYEEL8kG2DTxvEhF4LqAnl49K9ePUMHH8cPxw8Z4Z0zhl0NDk1ZWT6EkjEK4PcRJcSUQKfOHEiixYt4vzzzwfg+eefZ/z48TENTAgh9se2ACuROC0JUFgK9jfy3XEUroDBCG8mjszfFl1QRAn8+uuvZ/ny5dx7773Yts2kSZOYN29erGMTQogDinREuSw1KrqqiPcDX7hwIQsXLox1PEIIEWaaOprmoJSDpumAHvNV3oToLCJK4KNHj262eYHX62XYsGH8/ve/D28tKoQQ0eJ2axQXF1JQkE8oFMI0TXr16kVmZi+CwejUqjVNwzAa1o+XldZEZxNRAr/ooouIj4/nwgsvRNd1XnrpJbZv387kyZO59dZbWbFiRazjFEJ0Iy6Xxu7deRQWFoSPWZZFXl4egYCfvn0HYlmtS7imN0i9KqAs8B0JZi96eAdi18fLYi+i04hoHvjHH3/MNddcQ48ePUhMTOTSSy9l06ZNTJ8+naqqqljHKETX4gK/2yLksdGNtpmXrGkaLpeOy6Vhmh1/MROlbIqKCvd7rri4BGjdwuemJ8SO2tV8XvQEOZXv803pS3xZ8iSGr7ZV1xWiLUVUA6+vr6eoqIjMzEwAioqKCAQCQMMUMyFEZDSXxudVO1lbuAOXbnDu4GPoofliWutzuTQCgXry8vYQDAaJj4+nd+/eaJqr1bXYaNH1hqZs0LAsm0DAf9AyqaurxetNOuxmb1uvZE/NF02O1YaKKQtsIcU4OmpLzQoRSxEl8CuuuIIzzjiDn/70pziOw9q1a7nhhht46KGHOProo2MdoxBdhqXZrC9t2Ec75NhsrixkYo/BWFZsHoRNU6O0tIidO3eGj9XW1lJcXMyIESNwueLbve/X9AWotnIorFtPnJlO7/ijcfl9B32NYZiH/dCjaVBvV+z3XGVwF2neY2K+s5kQ0RBRAj/zzDMZO3Ys77//PqZpMn/+fAYOHEheXh69evWKdYxCdBjKDX5CuDUDV8hocfIzlM7AxFQ2lOejAQMT05oNEI0mTbPZtWtXs+NKKbZv386oUWNo7e1NU0cpDqvWanosdtT8hz01n4eP5dWs49heV+LxeMItfU3vZ+L1+vjBVuQRU6ph9baGTVia/v7SPNlS+xadRsS7kQUCAcaMGYNSioKCAj755BPOOeecWMYmRIei3PBm4Sa2VhaR6PJy3uBjcAVauCJhCI7PHMrY1Cw8hkmc48aJUTO24dGoDQSIi/NRW1vX7HwgEMBxLA53U0KXS8O2Q5SVlaNpOikpyYDZomZ5x6hp1pQdcurZVfMJI0dOZf36r5s84Oi6ztChw3Cc5sm3JTQricE9TmB75TvhY6newSS5BmHVd4xuBSEOJaL/ub/97W95++23CQQCZGZmsnPnTo455hhJ4KJbCWk2WyuLAKgO+SnyV5Olp7S4KVcLQDI+sEFFce9s09TD06Ecr+KN/E2U1VdzXN+BJOSXUVNd0+w1SilMt0LpATTHjR3SI1qxzO3W2LUrl+Li4vCx3Fzo06cvPXv2JhSKcJEV5Wd/ibg2VIzuczF27DhKS0upra0hLi6O9PR0HMdo9eIsdtCgt/snZPYaRVUwnzhXKh4tHavec+gXC9FBRDQcde3atbz11ltMnz6dxx57jCeeeAKv1xvr2IQ4IE2L3ehtTQPD0JvtXOVCJ9ObAICp66R5OsaUI03TCHlsvqjJI8+uwPDobKosYGtlEWXBOv698xsSMlKbvS4+Ph7dV09O/Uq+KnucLTUvobzFHGqbA8PQqagob5K899qzZzd+f13Eu36ZWjym1jxpZvpGYoc0QiGN1NRM+vfPJi2tF6GQHrWV1aygiapPp4c6EjPQV5K36HQiSuAZGRnExcUxePBgtmzZwvjx4ykoKDj0C4WIIk0DlwsMwyYYrEHTgrhcRG2LSE0DtxscJ0B5eRF1dRW4XCrchKsHdc4YOI5zBh/NxUMnEGe7o3Lf1nJcDq/u/Ir3C77j1dyvKLKq8RquhpOaRrzHC/vpqx88ojdfFD/F7prPqQ2VUFy/ic8KHwdP5UHvp+sOBQX5+3zf9GMkP3/PIR8CwoKJjEo7E0NrLMsM33DSPKPCfdGW5RAK2VhWbPqmHUfWSRedU0RN6C6Xi3Xr1pGdnc1///tfxo8fT11d8z41IWJlb/Letu07KisbE4zP52PYsOHoutnq0dQuF2zZspmamsamZl3XGTlyBKYZh20rDL9OOgkQACeKzd+tYWuKqqA//H1BXRVjevRmUq8hlAZqmZA5EL3aT1VcHMFgkLi4OPr160eIQupCZU2uZakAxfXfkmked8CEqVTDQ01WVhZxcT4sy8LlclFTU0NBQSGhUCjydcotSDCHMqHXAvx2OS7dh6GSCNW17uGooQXFQamGFgrbpt1H2wsRbREl8F//+tesWLGCu+66i8cee4wJEyZw5ZVXxjo2IcJMU2PHjm1Nkjc0rFGwadPGVo+mdrl0du7c0SR5Q8PWuVu2bGHMmCOx7bZZdKWlXLbO1D7DeWfPFnq4vQxL6onyw1EJ/dASwQo66D4Pw4cnAqCUhlIafqf5CG9oGETGQRaY0TSdwYMH8d13TR+mUlJSyM7Opqqq+vt1y51wV4Rl2Qes5dqWBlYCJgkowDrcgvie261RVVVOfn4+wWAQny+Ofv2ycLt9EffNC9EZRJTAR4wYwR//+EcAXnzxRaqrq5vMKxUi1pSyKS8v3++5QCCA31+Paca1ok/aprS09AD3VpSVlZGSkhG1Zlxd19BdftAtcFw4Ic9h1xCVBYM9afTLHo+Bhh7UUagmc8ttW+0zt1kBigRPL3TNhaP2nY+lkRk3Gqv+wBOhNQ1ycnKbPUzt/f2MGjWaYNBBuWFzXSFl/jrGpfXFG3LFvBbscmns2ZPXpIsvFKpkw4ZKhgwZQkJCSsya4oVoaxH1gY8fP55Vq1aFv09MTOTGG2+MWVBC/ND+V/zTvv/XUBNvTV+44zgHTf6BgD9qA+d0Ayz3br6ueJq1BfexvuJJQu48DOPwk5uywAzqaEEt8oeYYBJjM87Ha/YAwKX7GJV6Oi47/aAvC4WC1NXV4fF4m5SJpunU1/txHAfD0NhZX8Z/8jbyaUkur+auxzJjnzgdxzrg+Jzc3Fw0TZK36DoiqoGnpqayfPlydu/ezeWXXw5EvhevENFg7DMqStMa/v5s2wI0DMMgLs7XqtqdruuYpoll7b8BNzExKWoLfGieKj4veApbBQGoDubzedFTTOg1H+p6ROUekbAt8DqDOSb9ShwCaLgglIh1iJ2+/P6G/nZd1/H59i4Dq33/e9EIBAJ4PC6qQ41N9HVW8Pspc7HrhjAMjerqA+/NEAqFsKwQ4IpZDEK0pYhq4MnJyTzzzDO89dZb3HrrrTiOE9NpPEL8kKYZJCenoGkQCASpr68nGAwSDAZQqqGv1fz+cdQ0dVwuvv8X2cYdShn07t17v+fcbjcJCYlRaf41DI2KwI5w8t7LUSHKA9sxjLbdaMRxFFZ9HE59CnZ9AnYEi7B4PI0DzBqe47V9vla43W4sy2Fkj570S0ghye3lxKyRuJwWLnpzWA7+uSQfW6IrifjTokePHjzxxBOUlJQwb948qYGLNmVZiuzsbOLjE76veTeIi4tj+PDhbN36HZYVxO2GoqI9bNjwNd98s568vFxM0zlk87plOWRk9KRv36wm06ISEhIYNWpUhx3A1h5cLs8B14GIj49H1xtquGZQZ2afIzh/4I/IMpMPuuKcYei4XEardkpTClJSkhkyZAjZ2YNJS0tr8rt0u90YhtS+RdcRURP63mTt9Xp58MEH+d3vfsd7770X08CE2JdSDbXF9PQ0+vTpjd/v/76mZ7Nz5y78fj+OY7Fx41bq6+vDrysuLqK8vIwxY45AqYOvMhYMKjIze5OZmYllWei6jq6bJCYmUFxcHZX3YduK5LhBGJq7SS1c11ykeAZj13X8Plrb1hg+fASbN28KN6dDw8PUsGHD2NsLoRQQBAP9gFPuNA0MXx2lgY2U1W0nxTOQ9LjRLd6X7jzW0gAAIABJREFU2zQ1bDvAd9/tpLy8DNu2SU9PZ8iQbHJycgmFQgwePDi8BKth6N/P/97nHh6osOsxNZ0EPHCYa60L0VY0FcH/Esdxmi3W8OWXXzJu3LiYBXYgpaU1MRnJmpGRGLUP6f/f3n3HSVXdjR//3DYz2/uylJWOVEFNVBBCUEMRCYhGUYLGEo3G+vzyRDBGY8HY8hhLfIyJT3xiiRqMmvioiYZoVBQbUkSasEvZZXfZ3mbmlvP7Y9iBYQtt2+x+368Xrxd778ydM+eW75xzzz3fnqA71odlKb74IjJvtmmauK4bnWQlOTmZ1NQUiouLWwzS2dnZ5OcPOqLHiI6kLiL3g1tepxvgWEVsrHqdunAJyVYuIzLOxGf37/ZZsJrqIpL+UxEOhwgGgyQkBLAsP66rHdb5aSY0srbiGWrCRdFlSVYOE7IuwWlsOyNZE13X8LwQX365DqUUmha5Ztm2TSAQYOTIUZimhaZZaKaNo1dSFSok0cwi0cjDDSagmRofVxXycVkBAGfmj2WYP/ugI9a743nSVaQu9mmvutB1jays5NbXH8pGysvLueKKK5gxYwZ79uzhsssuo1+/fkddOCEOj05iYuRRMdu2Y5JcJCcnU1VVhVItd3VXVVUBB2/dmv4wWmI5XqAYM6EOfb/btpqmYVkGltX6vVzd0Aj5HXarGpxAy133ngtmuD/j0i7ilD7XMy79IqzwgG4fvPfneQrbBl33k5SUjqb5se3DmyxF0zQa3N0xwRsi86DXOjsO+akCw4Dt2wujrenI5C06fn/k0bxQKIyu+9AMh+LQB6zc/RgbK/+PVWV/ZG3FMxgJDTh4FNTte4xwS02pjPMR3d4hBfDbb7+dM844A7/fT1paGiNHjpTHyESnc13Izz+mxXWapmGaFq1lqIpcjNu+IFsJjWyq/QsfFT/KJyVPsLL0N4TMAjzlYvptbN92tgZfZmf4LfTEyhYf+wqaDk9vXslLBV/w4tbPsK2Wo7LnKZyQD7cxGSd05M+Ad7WmWxtHMiRG1zUanIoW1zU4ew4jgHrU1DQffd5UpvLyPZFWuVnL1urYW3814SIqQhvwaSYTsgYAYGg64zMHdGiaVyHawyEF8F27dnHeeeeh6zqWZfGf//mfFBcXH/yNQrQjz1MEAkkMHToMy9o3GCkhIYHc3Fxyc3NbfW9mZhZtHe6mqVMaWkdZ48boMscLsnbPn2mwyym1P+Wz0v+hqG4VBTXvsXL3f+P6ymJGNWsa1NiNhL1I0K4KN2KrOGpWdzLX9Uj3t/yDLMM/5DACqNbsFt/+mh5BDLnVtPQDryK4FR0YnpDLZSMmccmIifTRU9otaYoQHeWQBrFpmhZzMtXV1cmvU9ElHEeRkpLB2LFpuK6DpmnouoHnaaSmppGcnEJdXey9J7/fT79+/bDtNo5Z3aasfn2zxbbXQNCtZmtVbMvNUzZba97h2KRzscOR4KEUZPgTyfQnURGqZ2hKNn5NRj23xfQyGJo+ja1V76LwAI1BqZPxqSwOPa24TlZWVovZ0QD69OmD4yj8CWlEemFiN5weGITrKpSr8O+9JHaXee6FaMshBfDp06fzk5/8hNraWp5//nn+/Oc/M2vWrI4umxAt2jewKHL4Ru4dKzwPRowYQVVVFWVlpXieR2ZmFjk5OThO8wv3/jRlkmhmUklB7HJ0DM3CVc3nDW+0K/A0G9iXhtIMGZw36ARs5eLDQGt5unGxlxMyyfNNok/f4wi6NfiNVHQnGSd0SJcmAGzbY8CAfGpqagiFYis8JycHvz8R21YYTjKDUidTUPNedH2K1Yds/2icOBj9L8SBDuks+dGPfsQrr7yC53msWLGC888/n/POO6+jyybEYVEKwmFISckkLS1j76AmnXDYo63gDWDbivyUU9ld/2VMsO6XfAJ+I4WAmU7QqYp5T2ZgCJoXm0NaKYUe0qItuXil65EpWTtjugcnbEI4HYt0PA5lqGFzrqszZsxYKisrqagoxzAM+vTJIxBIjD554IRN+gemkJs4morgNpLMbJLNAbiNiRzs+BCiOzqkx8ha8sEHH3Dqqae2d3kOSh4j6xw9sT5MCzDrIxN6Okk4Bzznaxig/JXsqvuYRreSvMQJpJqDSU/KYnftelaXPYezN7in+PI4LmshTkPrj3jEI13XaDBtdjVU0TchlSTPj9rvXnB3Py5MU4+OS3Bd1eK1QtMi08BG0qIe3bWku9dHZ5K62KezHiNrs5mwbt067rrrLtLT07n77rvJzMykqKiIu+++m3//+9+sWbPmqAsoRGewEkLsbPiAXRWfAYq+yRM4Julb2A37ZhRzXaAhg3zfLDRd4Trg2AotWcPnHMPJedfQ6JZjaH58WjpuYwJNLTdNA8NyUXoQTfnwbF9cjiwPWy5/2vIJja6NqetcPPwU/G789CYcSqYxpWi3ee2F6Eptnpm33347s2bNoqioiP/+7//m5JNPZvHixYwfP55XX321s8ooxFExLdjZsCLm3uf2mg9BQb5/erOWeEtBwHPBa0jGpyWjVFPO6kiANgwNz1/Oxqq/Ux3aSZKVxbD0Gfic/rhHm9y6k4WVS6MbqRDH82h07Li/HSBET9XmmVlbW8ull16K67rMmDGDN954g9tvv53Zs2d3VvmEOGrKaKCo/vNmy4vqVzEg6VSwkw59Wy00qjV/HatKnyLkRrrMqkINfF76FCfnXQ1OxhGXuyskYDEqPY+vqnZzTHIGqWYA5Ek4IbqlNgN4QkJkKkPDMAiFQjzxxBOMHj26UwomRLvRaDnytsMILU2DBqckGrybeMqhtGEdeebUQ+rW7S60MEzLHcGUPsMwlI4eluFdQnRXbU7ksv/4toyMDAneIi5pTiL9kk9otrxf8vFozqG3vlvZOl4rTVSPOOs/bxIGM6SjhdvlN84R0TRNUn8KcRBttsA9z6O6ujoayPf/P0TyhAvR3Tk2DEg8FYVHUV2kK71v0gSOSf4WdsPRbVspRbKZh6kHcLx9mbk0dHITxuE0xk/ru7tQAShurMJvWmTqiZIVTIhWtBnAN23axCmnnBIN2ieffHJ0naZpfPXVVx1bOtFr6bqGbbkEPYeAbmKGjaPKQW83+hngO4P+uZPQUGhO0lEH7yYqlMLxOYvYUPk3asO7STAzGJ4+A8PJkNvHh0mz4N2SzXxZGZmqeVb+GIb5cmTUuBAtaDOAb9iwobPKIUSMsOXyYsFnVIUayQ4kc87ACRih5nd8IpnBFEppOE7b4dKxATux3cvqumCq/hyX8QOUHkZTJiqcJEHnCLgoihv2JSbZXl/JiEBul2RqM0wNV1PonoYn86KLbuiQkpkI0RJNA8PQDznt4+FocMNUhRoB2BOsI+jF3k82DA3L8igrK6KwcAt79hRhmh6G0TU3Tj1P4QT9uA0pOI0JEryPkKl0Ts4dhIaG3zA5PnNA19SlHz6uLuSVotXscCrRTbkhL7ofecBTHDZNA9PUcJwQVVW1WJZJSkoqSuk4h56Bok2Jho9UX4CacJAMfyIBfd+hahga4XADGzduiCbVqaiopKioiGOPHYnPl9jlmaR0S8PFw/B0ab0dBs9RDAlkc/mxk9DQ8DlGp0+Io2lQGq5jZVkBAH9rWMtlIyZhOa3ngReiK3R4AK+rq2PBggU8/vjjDBgwgCVLlvDZZ59FH1G75ppr+M53vtPRxRDtyLI0tmzZTE1NdXSZrusMHTqMxMTUmOCpaWD4HJTRiKY0cJNwwgdvzfhsgwWDv0GDGybJ8GHZRjRDlK4rtmzZ3Cwjnud5bNmymbFjj+uSLtcmyq94t2wLZcE6JvUZQj8zDa+dftj0BspWWESCZVdlBTP2S0+qy3B40U11aABfvXo1t9xyCwUFBdFl69at45lnnmkzd7PovixLZ9euHTHBG/YFz/HjJ9B0Z0bTQE+oYUPlXykPbkXXTAYkn8gxSd/GbvS3sPX9t6cwQzqpBMDZdyHXNAiHg9h2y0OTbdsmHA6i64EueQRK1zW2NlSwtqIIgL8VruWS4RMxHblbFS+Ugkwjkal9h7O9roITswfid01JMSq6nQ69qrz44ovcdttt0WDd2NhIUVERN998M3PmzOHhhx+WvOJxx6WsrLTFNUop9uwpwzQjrSfDZ7Oh8hXKg18DCk/ZbK/9iNLQKvx+HctSe/9paIfcyjn4YDXXdYnM3tI1rP1ab5ZudGFJxBELw/ik/pzVdyx99dS470HRdQ3P5+H6VJeNExHtr0Nb4EuXLo35e8+ePZxyyincdtttpKSkcOWVV7Js2TJJTRpHIhmcWv/RFQwGaYpfymigIlgQs17TNIrqVuE3BrF18y4A0tLSGDhwELputXnvWjc1QoYDfj8ZOVlUlpU3e42maQQCCe12L/5weZ6ifyCdKXnD2N1YzUk5g2O6/0X82DeDXnzvO13XqDGCvFa4DlDMPmYcaSoQl8l2RKxOHcSWn5/Pb37zm+jfixYt4pVXXjmsAN5WarWjlZOT0mHbjkct1UdjYyMJCYFWu7AzMtJJS4s8qlUXbsBnWqj9noZ2PRfX9gi54WhLvb6+jo0bv2LcuHFkZra+DzZWlfDK1tW4nsfpecNId9Kpq42dwjQ3N5eUlCRMs30P7cM9Nk5LPRbX82LupfYUcp7E6u71EfYc3vx6PTVuZKKh90u/5vwhJ+A3rXb/rO5eF52pM+qiUwP4xo0bKSgoYMaMGUCkNXe4F1rJB945WqsP09Tp0ycvZlzDvnUmKSlp0feZPj9Z/lEU168GIq1jOxxmaMZEKgvrY7rCHcdlx46d9Ot3DLbdvIVv+nQ+KSkguPeHw+rKYmb1HU59XT22bWNZFn379iU7O5fKysb2qIIoOTb2kbqIFQ/1YVo6SYY/er4lGT7q68LU2MGDvPPwxENddJZukQ+8vSmluPvuuznllFNITEzkhRde4Oyzz+7MIoij5DgemZnZuK5LUVHR3vvNkJiYyLBhw3EcjaYuRydsMDR1JgEjjd0NazF1H3nJ30TVZNHQsKfZtqurq+nbt5XueQ8Gp2TzdU3kfflJmaQkpDJ27HF7P09DKZ1wWMZUCLE/x/aYlD2YNF9kYOeY9L64QTlPeoJODeAjR47kiiuu4IILLsBxHKZPn85ZZ53VmUUQ7SAcVmRl5ZGdnYPjOOi6jq6buC7NekfshgD9rNPom3UKuqazfWsx5eXNgzdEst61xnE8RiTm0mdYCq5SZJqJ2KGmFnzToJyef1EyTR1NiwzkO5pR9pqmEen88mj68RNPWdPE4dFCGhOSBgDgSPDuMTolgC9fvjz6/4ULF7Jw4cLO+FjRgSIXew2wcF3aHHzmOAqcBDRTJyUllfLy5oPPAPr0yUMpnVYDsQ1pROYP6G2TjBsG4K9md+M6bLeOPonj8KlcnNDhn8KmqeG6YbZt20FdXS2GYZCbm0tOTi623XUZyETHkh9oPY/MxCY6TaT7PZOKiopmz5Gnp6eTnp7RY7rATZ+LMupRmofuJeCFj3zUr6aB5yvn092/w1EhALbXfsSIjJnkWCdH5ng/RLquYduNrF+/PpocxnEcduzYQVVVNcOHDyccPqJiCiE6mQRw0anCYRg6dDjBYAOlpaVoGuTk5BIIJBAOd6+mn2kBVj214TrMgHXIQdhKCLK17h8U161B4ZLi68vYrO+hBzObvd/zK2qcIAmmRcC1UC08/mZYHltq/xUN3k22Vv2LnD5jwD70JzMMQ/H11wUtZnarra2hsbEBy0qSR4yEiAMSwEWns22FZSVyzDFDAHBdD9vuXgHD9IcpCX9CQfl7aIZDQM9ldObZ6KHcNoObYWjsDq6iqG5VdFltuJh15X/muIyL8YL7ZqBTPnhz15cU1FVgajoXDvsmKZq/WRe20mzq7ebjBhwVwuXwmstKedTX17e6vqxsD8cck0I43MvuUQgRh3reQ6riiEUyfIFpejQ0NGCaHXd4eJ7Ctl1s2+12rT1d16hT29lS9Xa01VsbLmb1nufQ/a0HPwDMICUNa5otrg0X4+mxj7e5mkdhXQUAjvIobqhpMbOb5vnJ8A9qttxvpGIQOMRvtXdbB5nxTtd1uQcuRJyQFrgAIglKqqsr2LVrF6FQCJ/PIiMjk/79B/S6gU2G6VFU92mz5UGnCod6oPWc4hoGpt58nncNA03F/iAylc6ojL6srywmYFgMSErHbeE2gmPDMcmTqQh+HW2J65rF6Ky5qPDh5jfXSUtLo7q6usW1ubk5B52qVgjRPUgAF5imRmXlnpjJWTzPo6SkhIaGBoYNO7bbdXEfLU0Dwx/E0epQuFik4IX23vtVOobma+V9epsTa3q2xaDUb1MZ/CP7T8HZL3k8mnvAveowTM0dzkk5A7E0E59toFrZutuYwoSsSwl55dgqSJLZB8Iph511zXFg0KBBfPnllzhObI71nJwcLCvQ4/a1ED2VBHCBpil27tzZ4rra2lpsO4jWwr3ZeGYk1LOu4nmqQ5Hv7TdSGJ99IUa4L46jyE+ZREnDl6j9HmlL9w/E8JJxWtsokVsDiSqf43MvoqDmHRwvRF7iePoEjsdubH5LQgtBIpEfC60Fb4hMguQ0JmBqAzDRWmypHwqlFEpZjBs3jpKSUmpqqjEMg7y8viQlJXe7gYRCiNZJABe4rtOsNba/qqpqsrPzesxzpKYF2+veiwZvgJBby/qKlxmfeQlOMIDl5nJ87sVsrX4bV2skL2EoxyRPwT1IGlSIzEAX0AczOnVAZB54JwG7sX3qLvIj6uiCrOcpPE8nN7cfubl5aJqG69Jrgreua+i6hut6PepHqeh9JIAL9IMk3LAss0dd6JTeSHnj5mbL6+xSPC0IBHBtHb8+kDFpiwgkaATrTZyGQ/8Mz1N4IZPIKdY9f/j0lGxbh0rTwAg0UuvsoM7eTYZ/MAGtD06w5dslQnR3EsAFmmaQnJxMXV1dC+s00tMzWkwwEq80LAJmGg1ORcxyU/Oj7XdKRIKwRUJqCnV2fCdpsKymGe4UoLc47W1PZwQaWFvxLDXhor1L/kW/5BMYnDgTJ9T+mbmE6GjyGJnAdWHo0KFYVvOL2JAhQ/dOb9pzeLbFkLTT0Iide31Q2rfQnI5LV9sVdF3DshS7dhWwevUqVq36nM2bN+A4jZhm24+U9SSGoVFlf71f8I4oqvscR295RL4Q3Z20wAWep9B1i7Fjx1FVVUVNTTWJiQlkZmajaWZkLvMexPMUPrcfJ+VdyY66j3C8RvonfYNELR8ndPD3xxPTVKxfv55gcF/qyLq6Otav/5LRo8dgmgm9oiWu6zrVoR0trmt0KkjUclqcnU6I7kwCeC+h6xq6FZk0Wzk+XDe2SzwysEkjNTWL9PRs0tMT9+az7ZkXNdfW0ZwchgTmgqZwHXB6WCAzDJ3q6sqY4L2/7dsLGT58JF7PuTvSKtf1yPAPYWftJwes0Ui0slHy6JyIQxLAewHTb1OrtrGjZgVKKfJTTyYjMBQ37G+WCMN1vcN+tjheKUWPurd/IF2HysqWM78Be8c8NGWV69k8T5HqH0hmYAgVwa3R5YNSJ2O4qW0+GihEdyUBvIczDI0K90u+Kn8VAE332FO2nqHpp5OgZ5OZOBxC6W2mAxXxSkPXWz/FD/b0QU/jNCYwKu17BFPLaHDKSfX1x/TSjyglqxDdQe86g3shzWqgoPq9yP91RaNTQcit5euq5SgcPi39PZq/potLeWQ0DSzLwLKMg87x3Rs5jkteXp9W12dmZtJTLgGmqWNZCk2zMQwXy6LFeeWdYAArnE+6Oh4ac2T0uYhr8tOzh1Oah+NFkmh4OLgq0mduu/UYup+wW8ee4EayjJOa3RfvzixLw3HC7N5djOd5ZGVlEggkYtuqRz2zfjSUAssKkJeXx+7du2PW+f1+8vOP6REDFH0+jZKSYoqLi/D23tBPTExk2LDh6LrVbJCeUnTpgDVNi/y48Dw5VsXRkQDew2luItmJI9hdvwZP7bu5nZs4mupgZCayoFuFZsVPC9ayNIqLd8YEpZKS3aSmpjJs2IheM6PYobBtRd++A8jKyqakZDeu65KZmUlaWjqOo8X9yGvT1CkvL2PXrtipgBsaGli//kvGjTsOz+s+x7aZECLklVFrl5Dq749PZeKEZCIZcWQkgPdwTlhjSMp3CDm1VIa3AJAZGMqg1G/x1Z7/AyAnYRRuKD5Grum6RjDY0KxFCVBTU0NZWQlZWT1n2tf2YNsKXfeTnx/Jv+55inC4aVKX9hVJQdtU93qH7wdN8ygq2tXiOsdxqKqqIjU1q1v0LpkJQTZWv8yexk3RZZGJZGZIEBdHRAJ4L+A2JjEqdQHKrMOhkfKGzWwofxNPOQxNn4Zf5RIvPamGobF9e3Gr60tLS8nOzu3EEsWHyIj7jvuRpusapqkoLd1NRUVk5HtWVjY5OTnYdse19JXysG271fW1tTVkZGR3+ZMVuq7R4BbHBG+ITCQzIPkkNFofqyBEaySA9wJKERmsE8rANDPoE0glKzAKUwugOck4ofgZyKSUwjnw2bf9tJWURXScyIQxX8Y8c97QsJ09e8oYNWo04XDHfK6maei6Hr33faBAoHtMVKPrGlXhwhbX1YV3k6bndYtyivgSP1du0S5cB9zGZLTGXNyGVJxwvB0CGmlpaa2uTU5Opjc819ydmKZOScnuFieMaWxspKysbG/XekcwyMlpucdF0zSys7O7xe0Uz1Ok+ga0uC7J6iPBWxyReLt6i17OcTxyc3MxzeadR5qmkZ9/TJd3l/Y+HuXlrU8YU16+B03rmCBq2x79+/cnNTX2R52u64wYMQIOmO++q3ieItkYQIZ/UMzyvKSx+MjsmkKJuCdd6CLuuK7B6NFjKCjYRk1N5Bn2xMREBg4chGn6e8SjUfHkYI/gK9Wxj0uFwzB06HAcJ0xtbS2WZZKcnILn6d3qWHAaA4zOOJ8Gt4hau5g0Xz4BLU/SmYojJgFcxJ2m5CtDh44AXJQCTdP3XrC7vru0t1FKJzMzk6KiohbXZ2VlE+ns67h9Y9sKsEhLy0Yptffv7hO8mziNAfzaUBKNYbhhL24Gj4ruSbrQRVzyvMhF2rZ1HEfHtumSR4U0CzyfQjd67313x/Ho0ycPn695S9Lv95Obm9tpP6xc1+v295MjAzE9mcRFHDVpgYu4Y1oaaA7KNQ86h7thaGhWI2gueBae7W+3C7zyK/5d+jW7Gqo4KWcQwwLZqF46CN51dcaMGUtJyW4qKioAyMrKIjc3D8fR6I6tYSHinQTwdqbrWoff8+utDAOUv5KC2g9ocMrJDoykT+Jx2A0JLb/eVASNQjZVvEG9XUaKL49jM2Zj2f2POnmLpsHuUB3rKiPdxv/YuZ78Y0/F53SPQVOdrSkdbW5uf/r06QtEutYj2d7kZBCiI0gXejuxLA3DcAgGa/C8YKvJFMRR8FfxSckT7Kr7jMpgAZur3mR95TLMQKjFlytfNV+UPk2dXYLCoyZcxKrSP7Zb8pbAfiPhfYaJLo+v4Tgetg22jYxHEKKDSQu8Hfh8sG3b11RWVu63zMeIEcdiGH5J1dkOLMtgZ/3nOF7ss8YVwa046bWAP2a5YeiUNW7AI/aZMkeFqLZ3kqKPPqqudKUgXUvgzPyxbK+vYHxmf3yOgSetTSFEJ5EW+FGyLI2dO3fEBG+AcDjMhg1foevSCmkvjU5ls2WG5sfDbHEgmdZKi7jd2sk2DPVlc3rWsWR4iXjyQ00I0YkkgB81jz179rS4xnEcamqqMQyp5qPluh55SeNjlmnoDM04l38U7eSFws/Y5Vahm1r09VkJx6JrsZ1Mph4g1RrQbgPZXNfDtt1uP/JZCNHzSGQ5Sp7ntToPM0BDQyPawWa6EAfleYpk/RjyU05G23vYpvnz2R30sa26gspQA2/s+JKwsa/LXAunc0LuxaT6+2NoPjL8Azkh9weoUEpXfQ0hhGg3cg/8KOm63mYyhaSkJJSSbvT24AR9HBP4DvnJE3FUCL+eytd1jdG7zgHTihlI5jpgefmMTVsEuoPm+fBCPlxpLQshegAJ4EdJqUgyhZKS5vmpTdMkJSVl76xQAiKJLzTNw3UddF1D00xcl0PugnbCBoTT0IAwkO8PcEb/kZQF6zghKx/T1mMGknmegpCffYPcZF8IIXoGCeBHyXE8+vcfgOs6MffCA4EAI0aMwHV1JGhEWJZGRUUZu3btjKb9TE5OZujQoRiGdWSj9cMwOiEPLVHDsV08eQBfCNFLSABvB+GwIj9/EAMG5BMKBTFNC9O08DxNHiHbyzB0qqvLKSwsiFleV1fH+vXrGTt2HK57ZGMF5HljIURvJIPY2oltKxxHxzQTUcraOze3BO8muu6xa9euFtfZtk1VVdURj9bXtEjr3rLU3n8yiY4QoueTFng7kx7clinlEQq1PGMaQE1NDenp2Yedy1vXNXTdpbCwkMrKSpRSJCcn700tGpAfUUKIHkta4KJTaJqGrrd+uPn9/lbXtcU0FevXf0lFRQVq76+nSLf8l3heSFriQogeSwK46BSR0fo5ra7PycnBtg+v+W0YOnv27CEcDrfweYrt27dj9M7cIkKIXkACuOgUTaP1U1JiJ1HRNI1hw4ahaYd/N0fTFFVVzadXbVJTUwPIADchRM8k98BFp7FtGDbsWGw7SHV1NaZpkZ6ejlI6jnP496o1TcMwWj+EDcOgHWc+F0KIbkVa4KLTKBUZra9pfrKy8khNzcK2tSMK3hAZ5Z+Xl9fq+pycHJSSQ1wI0TPJ1U10OqUiXeque3Td256nSEhIJCcnt9m6xMQk+vbtJ8+ICyF6LOlCF3EtHFYMGHAMubm5lJSU4HkuWVnZJCenYNsaMgueEKKnkgAu4p5tK3TdT37+YDStKcWnQoK3EKInkwAuiGQ71aLPUcejyP31w5wFRggh4livDOCm38bVawh7dQSMDLCTu7pIXceCStVIgx2mb0IaWrBn8Qn+AAAe2ElEQVSrCySEEOJQ9LoAbiYE2VL7GiX1XwKgYzAyaw5p3kldXLLOZxg6heEK/lq4BoAR6X34Ts6xKLuLCyaEEOKgetUodF3XqHG2RYM3gIfLhvK/0eBUdGHJuoaua+ys3zcRyu6GahxNRm0LIUQ86FUB3DR1ShvWN1vu4dLotD6jV0/lOB5jM/oRMCwATs4ZhOn1qkNCCCHiVq/qQvc8RbIvj5KGdc3W+YwkelvPsVKKVDfAxcNOxkPh80yUHb8D2YQQojfpVc0tx/HISzgOv5Eas7xP0hgSzMwuKlXX8jyFEdKxQoYEbyGEiCO9qgUO4AVT+Ubu5exuXEO9vZuchDGkmYPwG8lAbbPXG4ZOUxZMx/Ek37cQQohuofcFcE/hNaSQZ05BtzQcZ++kHwc8SabrGobhUV5eQnV1NZZlkZeXh2UF9k4SIoQQQnSdXhfAm7Q1R7aua2iazdq1X+I4TnT5nj17GDBgANnZeUecgEMIIYRoDx16D7yuro6zzjqLnTt3ArBixQrmzJnD9OnTefDBBzvyo4+KYcDWrdtigneTnTt3ouRBaSGEEF2swwL46tWrueCCCygoKAAgGAxy880389hjj/H666+zbt063n333Y76+KOilEttbU2r68vLyzHNXjX+TwghRDfTYVHoxRdf5LbbbiM3N5Lqcc2aNQwcOJD8/HxM02TOnDm8+eabHfXxR6nt7nHXddEiE4gLIYQQXaLD7oEvXbo05u/S0lJycnKifzelf+yONM3A7/cTCoVaXJ+RkSl5poUQQnSpThvE5nleTKtVKXVErdisrI5LPJKTkxL9/9ChQ9i0aVOz1yQnJ5Oenorf7++wcnQX+9dHbyd1sY/URSypj32kLvbpjLrotACel5dHWVlZ9O+ysrJo9/rhKC+vw/PafwR4Tk4KZWX7ngP3+ZIYPvxYduzYTl1dHaZpkpvbh7y8vtTWhqmpCbd7GbqTA+ujN5O62EfqIpbUxz5SF/u0V13outZmo7XTAvj48ePZtm0bhYWFDBgwgNdee41zzjmnsz7+sDmOwrISGT58JJqmUAqU0gmHpetcCCFE1+u0AO73+7nnnnu49tprCYVCTJ06lZkzZ3bWxx8Rz1N4MfFagrcQQojuocMD+PLly6P/nzhxIn/96187+iOFEEKIHk8eZhZCCCHikARwIYQQIg5JABdCCCHikARwIYQQIg5JABdCCCHikARwIYQQIg5JABdCCCHikARwEbc0S8P1eWhWV5dECCE6X6fNxCZEu/LBZ1WFrKssZlByFt/KHQYtJ48TQogeSVrgIi41YvNRaQF1doh1lUVUu8GuLpIQQnQqCeAiLpmajqlHDl8NDb9udHGJhBCic0kXuuhyhqGD1Qi4aG4ijn3w9/gdk/OHnMjGqlIGp2aR4Fm0f5JZIYToviSAiy5l+h2qvY0UVLyHo0L0SRxDftKp2A0Jbb7PcxUZeiKT0ofgeR6eI+FbCNG7SAAXXcYwNGq9r1m3Z1l0WWHNBwTdKoYlnY0TartbPJLu1e3oYgohRLck98BFl9HMMNtrP2i2vLT+K5RR3yGfaRg6lmVEuu2FECKOSQtcdCEPVznNlio8VDvf0dZ1DcPwqKmpoL6+noSEBNLTM/A8A9f12vWzhBCiM0gAF13HTaBf0glsDP9fzOIM/0B0N5H2Cqu6rgFh1q5dj+M4+y0vZOTIUVhWAq4r99CFEPFF+hFFl3Ecjxz/OAalnoqh+QCNrMBQRmXOxw372u1zDEOxadOmmOAN4HkemzZtRNcleAsh4o+0wEWXshv99PedQf8+E1Gah+Ym4DaaKNV+QdV1HYLBlid6cRyHxsYGLCupXT9TCCE6mgRw0eUcG7CTOm77TvP77Aeu9/lA4rcQIp5IF7ro8fx+P5qmtbo+MTERz5PoLYSILxLARS+gk5OT2+KatLR0DEPSmQkh4o90oYsez7YVAwbkY5omJSW7cV0XXdfJzs5mwIB8wmFpfQsh4o8EcNErhMOKPn360adPHzzPQ9d1wCAclmfAhRDxSQK46DVs2wM0wMB1gXZ70lwIITqf3AMXQggh4pAEcCGEECIOSQAXQggh4pAEcCGEECIOSQAXQggh4pAEcCGEECIOSQAXQggh4pAEcCGEECIOxd1ELrreelKK7rzteCT1sY/UxT5SF7GkPvaRutinPeriYNvQlCRBFkIIIeKOdKELIYQQcUgCuBBCCBGHJIALIYQQcUgCuBBCCBGHJIALIYQQcUgCuBBCCBGHJIALIYQQcUgCuBBCCBGHJIALIYQQcahXBvBHH32U2bNnM3v2bO677z4AVqxYwZw5c5g+fToPPvhgF5ewcz300EOceeaZzJ49mz/84Q9A764PgHvvvZfFixcD8NVXXzF//nxmzJjBz372MxzH6eLSdZ5FixYxe/Zs5s6dy9y5c1m9ejV/+9vfOPPMM5k+fTrPPvtsVxex0yxfvpz58+cza9Ys7rrrLqB3nid//vOfo8fD3LlzOfHEE7njjjt6ZV00efXVV6Mx5d577wU66bqhepkPPvhAnX/++SoUCqlwOKwuuugi9be//U1NnTpVbd++Xdm2rS699FL1zjvvdHVRO8XKlSvVggULlG3bqrGxUU2bNk199dVXvbY+lFJqxYoV6uSTT1Y33XSTUkqp2bNnq1WrVimllFqyZIl69tlnu7J4ncbzPDV58mRl23Z02e7du9W0adNUZWWlqq+vV3PmzFGbN2/uwlJ2ju3bt6vJkyer4uJiFQ6H1QUXXKDeeeedXn2eKKXUpk2b1He+8x1VVFTUa+uioaFBffOb31Tl5eXKtm117rnnqg8++KBTrhu9rgWek5PD4sWL8fl8WJbF0KFDKSgoYODAgeTn52OaJnPmzOHNN9/s6qJ2ipNOOok//vGPmKZJeXk5rutSU1PTa+ujqqqKBx98kB/96EcA7Nq1i2AwyIQJEwCYP39+r6mLrVu3AnDppZfy3e9+l2eeeYYVK1ZwyimnkJ6eTmJiIjNmzOgV9fHWW29x5plnkpeXh2VZPPjggyQkJPTa86TJL37xC2688UZ27NjRa+vCdV08z6OxsRHHcXAcB9M0O+W60esC+PDhw6OVWlBQwBtvvIGmaeTk5ERfk5ubS0lJSVcVsdNZlsXDDz/M7NmzmThxIqWlpb22Pm699VZuvPFGUlNTAZrVRU5OTq+pi5qaGiZOnMhvfvMbnnrqKZ5//nmKiop65bFRWFiI67r86Ec/Yu7cuTz33HO9+jyByO2DYDDIrFmzenVdJCcnc/311zNr1iymTp1K//79sSyrU64bvS6AN9m8eTOXXnopP/3pT8nPz0fT9qVtU0rF/N0bXHfddXz44YcUFxdTUFDQK+vjz3/+M3379mXixInRZZ7n9cq6ADj++OO57777SElJITMzk3PPPZeHH364V9aH67p8+OGH3H333bzwwgusWbOGHTt29Mq6aPL8889zySWXAL37PNmwYQMvvfQS//rXv3jvvffQdZ0PPvigU+oj7vKBt4fPPvuM6667jptvvpnZs2fz8ccfU1ZWFl1fVlZGbm5uF5aw83z99deEw2FGjRpFQkIC06dP580338QwjOhrekt9vP7665SVlTF37lyqq6tpaGhA07SYY2PPnj29oi4APv30U2zbjv6gUUrRv3//XnmuZGdnM3HiRDIzMwE444wzeu15AhAOh/nkk0+45557AMjLy+uVxwXA+++/z8SJE8nKygIi3eVPPvlkp1w3el0LvLi4mB//+Mc88MADzJ49G4Dx48ezbdu2aDfZa6+9xre+9a0uLmnn2LlzJ7fccgvhcJhwOMw///lPFixY0Cvr4w9/+AOvvfYar776Ktdddx2nnXYav/zlL/H7/Xz22WdAZLRpb6gLgNraWu677z5CoRB1dXW8/PLL3H///Xz44YdUVFTQ2NjIP/7xj15RH9OmTeP999+npqYG13V57733mDlzZq88TwA2btzIoEGDSExMBHr3NXTkyJGsWLGChoYGlFIsX76ck046qVOuG72uBf7kk08SCoWivxwBFixYwD333MO1115LKBRi6tSpzJw5swtL2XmmTp3KmjVrmDdvHoZhMH36dGbPnk1mZmavrI+WPPDAA9xyyy3U1dUxZswYLrrooq4uUqeYNm0aq1evZt68eXiex4UXXsiJJ57IjTfeyEUXXYRt25x77rkcd9xxXV3UDjd+/Hguv/xyLrzwQmzb5tRTT+WCCy5gyJAhvfI82bFjB3l5edG//X5/r72GTp48mfXr1zN//nwsy2LcuHFcccUVfOc73+nw64amlFLtvlUhhBBCdKhe14UuhBBC9AQSwIUQQog4JAFcCCGEiEMSwIUQQog4JAFcCCGEiEMSwI/Szp07GTVqVEx2nu9+97ssW7aszfctWrSoxblxd+7cyfHHH3/E5fnhD3/Ili1bYpZdcsklcZMd6E9/+hNPPPFEVxfjsD300EO88sorbb7GdV2uuuoqZsyYwTPPPHPI2167di3XXXfd0RbxqBztcbly5UrOOuus6N+XXXYZ999/f3sU7YhdeeWV/OUvf+nUz/zLX/7ClVde2amf2dVauiaJ9tHrngPvCIFAgFdffTX6d0lJCWeddRZjx45l5MiRnVqW3/3udzF/l5SUYJom11xzTaeW40hdcMEFXV2EI3L99dcf9DUlJSW8//77fPHFFzEzeB3MuHHjePjhh4+meN1KaWkpcGh1JuLfgdck0X4kgHeAPn36MHDgQAoKCvjnP//J//3f/2EYBoMHD+bnP/95dJL7t956iyeeeIJgMMicOXO46qqrYrazZ88ebr31VsrLyykrK6N///78+te/Jisri23btnHrrbdSUVGBrutcddVVnHnmmZx22mk89NBDjBs3jhdeeIGnn34aXde58sor+fnPf87gwYNZvHgxycnJbNy4kd27d3Psscdy7733kpSU1Ob3+u1vf8vLL7+MaZoMHDiQe+65h5SUFH7zm9+0+B0XLVrEhAkT+PzzzykuLmbixInceeed6HrrHT+PPPIIlZWV3HrrrZx22mmcffbZ0Tna586dyw033ADAE088wbJly0hKSuIb3/gG//znP1m+fDmLFy+mqqqKHTt28O1vf5vrr7+eBx54gE8++QTXdRk9ejS33HILycnJPPfcczz//PNYloXf7+eOO+5g2LBhbN68mTvuuIOqqio0TePSSy9l3rx5bdbN4sWLGT58OJdddll0IocPPviA0tJSLr/8cr773e9y+eWX4zgO8+fP55FHHsG2bZYuXUpVVRWu67Jo0SLOPfdcVq5cydKlS0lMTKS+vp6f/vSn3Hvvvbz22mvU1tZy++23s2HDBjRNY8qUKfzHf/wHpmkyduxYTj/9dDZs2MADDzzAuHHjWixrQ0MDv/jFLygsLKSqqoqkpCQeeOABhgwZ0uZ3bNLWcXkotm3bRklJCT6fj5UrV/Lggw+Sn5/P5s2bcRyH22+/nRNPPJFwONzqvvvXv/7Fb3/7W8LhMBUVFcybNy96bLSmpKSExYsXU1paSr9+/SgvL4+u+/rrr1vcF21ZvHgxfr+fDRs2UF5ezqmnnsott9yCZVl8+umn3HfffTQ2NmJZFjfccEN0Jq6ysjIuu+wySktL6d+/P3feeWf0fElLS2Pr1q1ccMEFzJs3j6VLl7Jp06bolLY//elP+fLLL7n11luj5SguLmbYsGE899xzLFu2jBdeeAHbtqmuruaHP/whF154YZvfY9GiRYwePZrPPvuMyspK5s6dG+3xefvtt3n00UfxPI+kpCSWLFnCcccdxyOPPMIXX3xBaWkpxx57LA888ECr22+6JjU0NLS6rysqKliyZAnbt28nPT2dnJwchg8fzrXXXtvsuE5MTGxxX9XX17NkyRIKCwvRdZ0xY8Zwxx13oOt6zLUwOzs7ei389NNPueeee/A8D4j0ysyYMaPN+upW2j1BaS+zY8cONWHChJhln3/+ufrmN7+pHn30UXX++eer+vp6pZRSDz/8sLr00kuVUkp9//vfV1deeaWybVvV1taqmTNnqnfeeSdme0899ZT67W9/q5SK5Ga+/PLL1ZNPPqmUUmrevHnqmWeeUUopVVRUpE4//XRVW1urpk2bptasWaNWrFihzjjjDFVeXq6UUuqll15Ss2bNUp7nqZtuuikmJ/q8efPUsmXL2vyeb7/9tpo+fbqqqqpSSil19913q8cee0wtW7asze943XXXKdd1VW1trZo8ebL68MMP2/ychx9+WN1+++1KKaWmTZum7rnnHqVUJA/1uHHj1Pbt29W///1vNWPGDFVdXa08z1NLlixR06ZNU0opddNNN6mLL744ur1HHnlE3XPPPcrzPKWUUr/61a/UbbfdphzHUWPGjFElJSVKKaVefvll9fzzzyvbttXpp5+u/v73v0c/d8qUKerzzz9vs9w33XST+v3vf6+UUmrEiBHq6aefVkoptXbtWjV27FgVDAZj9q1t2+rMM89U69atU0opVVNTo2bNmqVWrVqlPvroIzVy5Ei1c+dOpZRSH330kZo9e7ZSSqmf/vSn6s4771Se56lQKKQuvfTS6DEyYsQI9fLLL7dZTqWUeuONN9Sdd94Z/fvnP/+5uuOOO9p8z6Eel63Z/zsc+P9Ro0ap9evXK6WUevLJJ9XChQuVUq3vO8/z1Pe//321bds2pVRkH40aNSp6rLfm6quvVg8++KBSSqmCggI1YcIE9dJLL7W5L9py0003qXnz5qm6ujoVCoXUwoUL1dNPP60qKirUxIkT1RdffKGUiuTMPumkk9T27dvVSy+9pCZMmKAKCgqi3+n6669XSkXOlyVLlkS3v3jxYvXHP/5RKaWU4zjqJz/5iXriiSdiyrB69Wo1depUtWXLFlVXV6fOO+88VVFRoZRSatWqVc2uTS35/ve/r374wx+qcDisqqur1YwZM9Ty5cvVli1b1KRJk9T27duVUkqtWLFCnXrqqaq2tlY9/PDDasaMGTG54lvTdE1qa1/feOON6r777lNKKVVSUqJOPfVU9fDDDyulYo/rtvbVyy+/HL32OI6jfvazn6mCgoI2r4UXXXSReu2115RSSn311VfqF7/4xUG/T3ciLfB2EAwGmTt3LhC5z5mRkcH999/PX/7yF+bPnx+dL/iiiy7i8ccfJxwOA3DuuedimibJycnMmDGDFStWMHTo0Oh2L774Yj799FP+8Ic/UFBQwObNmxk/fjxVVVVs2LCB733vewD07duXt99+O6ZM7733HmeeeWY0+cL8+fNZunQpO3fuBGDKlCn4fD4ARowYQXV1dZvf8cMPP2TmzJmkpaUBsGTJEiDSDdrWd5w2bRq6rpOcnMzAgQMP+jkHOv3004FIr0ZWVhbV1dW8++67zJw5M5ryc+HChXz00UfR95x44onR/7/zzjvU1tayYsUKAGzbJisrC8MwmDlzJgsWLODb3/42kydPZurUqWzbto1QKMT06dOjnzt9+nTee++9w7oH3FTuMWPGEA6HaWhoiFlfUFDA9u3bufnmm6PLgsEg69evZ+jQofTt25f+/fs32+6///1v/vSnP6FpGj6fjwULFvC///u/XHHFFQB84xvfOGjZZs6cSX5+Pk8//TSFhYV8/PHHh/XdWjsuj1S/fv0YNWoUAKNHj+bll18GWt93mqbx+OOP88477/Daa6/x9ddfo5SisbGxzc9ZsWIFN910EwADBw7k5JNPBtreF02ph1tz9tlnR3uu5s6dyz//+U/y8/M55phjonUyfPhwTjjhBD7++GM0TWPSpEkMHDgQiFwD9m/p77//3nnnHdauXRsdTxMMBmM+u7CwkGuvvZb7778/et14/PHHeffddykoKGDDhg3NjrvWnH/++ViWhWVZzJw5k/fff58hQ4ZwyimnkJ+fDxBN5rJu3ToAJkyYgGkeXghpbV+/++670f/n5uY2m4a1qV7a2ldTpkzhwQcfZNGiRUyaNImLL76YgQMH8sILL7R6LZw1axZ33HEHy5cvZ9KkSfzHf/zHYX2friYBvB0ceA+8ybJly2JSyHmeh+M40b/3vw+qlGp2Mtx///2sWbOGc845h5NPPhnHcWJet/+2t27dSr9+/WI+60BKqejnBwKB6HJN01AHmVHXMIyYz6upqaGmpqZZGsEDv+Phfs6B/H5/s/ebphmznQPvJzf9mGgqz80338zUqVMBqK+vJxQKAZE5zjdt2sSKFSt44oknePXVV7n66qubpf3bv94Ot9xN2zrwe7uuS0pKSsxxs2fPHlJSUvjiiy9ivsP+Dlbfrb1vf8899xwvvvgiCxcuZM6cOaSnp0d/2B2K1o7LI9XaMdLavmtoaODss8/mjDPO4Bvf+AbnnHMOb7/99kHLcODx13QetbUvDubAc1jXdVzXbfUYsiwr5j2e58Wc9wceuw899FA0ONfU1ES3W15ezg9/+EP+3//7f5x00kkA7N69m/PPP5/zzjuPE088kZkzZ/Kvf/3roN9h/7rY/3sceKzt/z0OLOuham1fH3hOH3ibremz2tpXfr+ft956i5UrV/LRRx9xySWXcMcdd7R5LVywYAHTpk3jgw8+4L333uPRRx/lzTffjLnudGcyCr0DTZkyhZdeein6K/jpp5/mm9/8ZrTl+8orr6CUorq6mjfeeIMpU6bEvP/999/n4osvZt68eWRlZbFixQpc1yU5OZkxY8ZERz0XFxdzwQUXUFtbG/PZr7/+OhUVFQC89NJLpKenR3/5H65Jkybx1ltvUVdXB0TuVT/11FMH/Y4dYerUqfzjH/+Ift+2RvxPnjyZZ599lnA4jOd5/PznP+e//uu/qKioYOrUqaSnp/ODH/yAG264gbVr1zJkyBBM0+Qf//gHELlv+ve//51Jkya163cYPHhwzA+/4uJizjrrrGjrpq3v88wzz6CUIhwO8+KLLx522d5//33OPvtsvve97zF48GCWL1+O67qH9f6Wjsv21tq+KywspK6ujhtuuIHTTjuNlStXRl/TlilTpvDCCy8AUFRUxMqVK4Ej3xcAb7zxBuFwmFAoxMsvv8y0adOYMGECW7duZc2aNQBs3ryZTz75JBpoV65cSVFRERDJqd1alqrJkyfz1FNPRff1VVddxTPPPEN9fT1XXHEF5557Lt/97nejr1+3bh2ZmZlcffXVTJ48ORq8D2Xf/PWvf8XzvOi16LTTTmPixIm8//777NixAyA6FuVoeltaM3Xq1Oh5XFlZydtvv91i/uy29tVzzz3HkiVLmDx5Mv/5n/8ZTTLS1rVwwYIFfPXVV8yfP58777yTmpqamDSg3Z20wDvQueeeS3FxMd/73vfwPI+BAwfGDPZISUlh/vz5BINBvv/973PKKafEtIR+/OMfc9999/HQQw9hWRYnnHAC27dvB+BXv/oVt99+O08//TSaprF06dLo4DiAU089lR/84AdcfPHFeJ5HZmYmv/3tb9scQNaWqVOnsmXLlugo8WHDhnHnnXeSmJjY5nfsCBMnTuS8887j/PPPJxAIMHz4cBISElp87dVXX829997L2Wefjeu6jBo1KjqI76qrruIHP/gBgUAAwzC46667sCyLxx57jLvuuotHHnkE13X58Y9/zCmnnNKu38Hn8/HYY4+xdOlSfv/73+M4Dtdffz0nnnhiNLC05JZbbuGuu+5izpw52LbNlClT+NGPfnRYn33ppZdy6623Ri+YEyZMYNOmTYf8/raOy/bU2r5LTEzk29/+NrNmzcLn8zFixAiGDRtGYWEhxxxzTKvbu+2221iyZAmzZs0iLy8v+oRIW/viYAKBABdeeCE1NTXMmDGDc845B13Xeeihh7jzzjsJBoNomsYvf/lLBg8ezKpVqxgxYgQ333wze/bsYciQIdxxxx0tbvtnP/sZS5cuje7rSZMmcfnll/M///M/bNy4EV3Xef3116Mt1+eff55ly5Yxc+ZMNE3jpJNOIjMzk8LCwoMOUAwGg9GBYBdeeGE0B/xtt93GNddcg+u6BAIBHn/88UPqmThcS5Ys4ZZbbon2CPXr1y+mtd6krX01atQoPv74Y84880wSEhLo27dvdGBga9fCn/zkJ9x99938+te/RtM0rrnmGgYMGNDu36+jSDYyEXfWrl3LqlWroun5/vCHP7B69Wp+/etfd3HJRG+y/5MH8WzRokUsXLiwS9N/Pvvss4wePZrjjz+ecDjMhRdeyLXXXhu9fSJaJi1wEXXhhRdSX1/f4rpnn32W5OTko/6Muro6Fi5c2OK6pKQknnvuuYNuY/Dgwfzud7/jxRdfRNM0+vbty5133nnUZWvL1q1bufHGG1stT3f78XAk+/Luu+9utfW/ZMmSg/ZC3HDDDWzbtq3FdQ8++OAhP6Z2pNp7Hx1sey21ELujjz76iF/+8pctrmsayHc0/vrXv/Lkk0+2uG7OnDlcfvnlB91GU4+e53nYts3MmTMleB8CaYELIYQQcUgGsQkhhBBxSAK4EEIIEYckgAshhBBxSAK4EEIIEYckgAshhBBxSAK4EEIIEYf+P6mLmQZ01GNPAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Hacer el scatterplot\n", + "\n", + "sns.scatterplot(x=\"Población_con_ingreso_inferior_a_la_línea_de_pobreza_por_ingresos\", y=\"Rezago_educativo\", hue=\"Año\", \n", + " data=estados, palette=\"Set2\", size=\"Año\", alpha=0.8).set_title(\"Pobreza y Rezago Educativo\")" + ] + }, + { + "cell_type": "code", + "execution_count": 589, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Pobreza y Sin Acceso a Salud')" + ] + }, + "execution_count": 589, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(x=\"Población_con_ingreso_inferior_a_la_línea_de_pobreza_por_ingresos\", y=\"Carencia_por_acceso_a_los_servicios_de_salud\", hue=\"Año\", \n", + " data=estados, palette=\"Paired\", size=\"Año\", alpha=0.8).set_title(\"Pobreza y Sin Acceso a Salud\")" + ] + }, + { + "cell_type": "code", + "execution_count": 594, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Pobreza y Sin Seguridad Social')" + ] + }, + "execution_count": 594, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(x=\"Población_con_ingreso_inferior_a_la_línea_de_pobreza_por_ingresos\", y=\"Carencia_por_acceso_a_la_seguridad_social\", hue=\"Año\", \n", + " data=estados, palette=\"Greens\", size=\"Año\", alpha=0.8).set_title(\"Pobreza y Sin Seguridad Social\")" + ] + }, + { + "cell_type": "code", + "execution_count": 592, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Pobreza y Sin Servicios Básicos en Vivienda')" + ] + }, + "execution_count": 592, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(x=\"Población_con_ingreso_inferior_a_la_línea_de_pobreza_por_ingresos\", y=\"Carencia_por_acceso_a_los_servicios_básicos_en_la_vivienda\", hue=\"Año\", \n", + " data=estados, size=\"Año\", palette=\"Blues\", alpha=0.8).set_title(\"Pobreza y Sin Servicios Básicos en Vivienda\")" + ] + }, + { + "cell_type": "code", + "execution_count": 620, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Ahora las juntamos ahorita en uno solo\n", + "\n", + "f, ([ax1, ax2], [ax3, ax4]) = plt.subplots(2, 2, figsize=(10,10), sharex=True) #sharex hace que compartan eje x\n", + "\n", + "sns.scatterplot(x=\"Población_con_ingreso_inferior_a_la_línea_de_pobreza_por_ingresos\", y=\"Rezago_educativo\", hue=\"Año\", \n", + " data=estados, palette=\"Set2\", size=\"Año\", alpha=0.8, ax= ax1)\n", + "ax1.set_title(\"Pobreza y Rezago Educativo\")\n", + "ax1.set_xlabel(\"Pobreza\")\n", + "ax1.set_ylabel(\"Rezago Educativo\")\n", + "\n", + "sns.scatterplot(x=\"Población_con_ingreso_inferior_a_la_línea_de_pobreza_por_ingresos\", y=\"Carencia_por_acceso_a_los_servicios_de_salud\", hue=\"Año\", \n", + " data=estados, palette=\"Paired\", size=\"Año\", alpha=0.8, ax=ax2)\n", + "ax2.set_title(\"Pobreza y Sin Acceso a Salud\")\n", + "ax2.set_xlabel(\"Pobreza\")\n", + "ax2.set_ylabel(\"Sin servicios salud\")\n", + "\n", + "sns.scatterplot(x=\"Población_con_ingreso_inferior_a_la_línea_de_pobreza_por_ingresos\", y=\"Carencia_por_acceso_a_la_seguridad_social\", hue=\"Año\", \n", + " data=estados, palette=\"Greens\", size=\"Año\", alpha=0.8, ax=ax3)\n", + "ax3.set_title(\"Pobreza y Sin Seguridad Social\")\n", + "ax3.set_xlabel(\"Pobreza\")\n", + "ax3.set_ylabel(\"Sin seguridad social\")\n", + "\n", + "sns.scatterplot(x=\"Población_con_ingreso_inferior_a_la_línea_de_pobreza_por_ingresos\", y=\"Carencia_por_acceso_a_los_servicios_básicos_en_la_vivienda\", hue=\"Año\", \n", + " data=estados, size=\"Año\", palette=\"Blues\", alpha=0.8, ax= ax4)\n", + "ax4.set_title(\"Pobreza y Sin Servicios Básicos en Vivienda\")\n", + "ax4.set_xlabel(\"Pobreza\")\n", + "ax4.set_ylabel(\"Sin servicios en vivienda\")\n", + "\n", + "plt.show()\n", + "\n", + "plt.savefig('DispersionesPobreza.png', dpi=96)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Scatter Matrix" + ] + }, + { + "cell_type": "code", + "execution_count": 667, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "#Vamos cambiar el nombre de las variables\n", + "#Copiamos el df\n", + "estados_copy = estados.copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 670, + "metadata": {}, + "outputs": [], + "source": [ + "#Rename variables\n", + "estados_copy = estados_copy.rename(columns={\"Entidad_federativa\":\"Entidad\",\n", + " \"Población_miles\":\"Pob\",\n", + " \"Rezago_educativo\":\"RezagoEdu\",\n", + " \"Carencia_por_acceso_a_los_servicios_de_salud\":\"SinSalud\",\n", + " \"Carencia_por_acceso_a_la_seguridad_social\":\"SinSegSocial\",\n", + " \"Carencia_por_calidad_y_espacios_de_la_vivienda\":\"SinEspVivienda\",\n", + " \"Carencia_por_acceso_a_los_servicios_básicos_en_la_vivienda\":\"SinServicios\",\n", + " \"Carencia_por_acceso_a_la_alimentación\":\"SinAlim\",\n", + " \"Población_con_ingreso_inferior_a_la_línea_de_pobreza_extrema_por_ingresos\":\"PobExtr\",\n", + " \"Población_con_ingreso_inferior_a_la_línea_de_pobreza_por_ingresos\":\"Pob\"})" + ] + }, + { + "cell_type": "code", + "execution_count": 671, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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EntidadAñoPoblación_milesRezagoEduSinSaludSinSegSocialSinEspViviendaSinServiciosSinAlimPobExtrPob
0Aguascalientes20181342.5913.0711.4042.324.582.4912.998.8536.46
1Baja_California20183648.1214.0216.8645.259.478.9414.155.7930.01
2Baja_California_Sur2018839.6812.1410.7541.0614.1713.2517.844.6422.74
3Campeche2018952.2817.2511.7061.5516.5338.9927.4418.5050.84
4Coahuila20183073.5111.6713.2030.364.443.8818.276.4733.74
5Colima2018763.3016.6410.8448.899.3910.5321.629.7136.28
6Chiapas20185463.3429.1917.5983.6023.5957.1122.3450.7078.92
7Chihuahua20183826.8815.1311.3142.106.985.0217.709.7436.52
8Ciudad_de_México20188781.328.1220.0648.355.082.9213.877.8338.31
9Durango20181820.7413.5613.0648.104.785.6618.7714.3947.61
10Guanajuato20185964.9719.0213.6657.069.0911.9520.6915.9350.85
11Guerrero20183629.0323.6913.7875.5828.8358.6335.5638.6469.51
12Hidalgo20182990.3017.5014.4370.819.7625.6322.7314.6847.64
13Jalisco20188222.6917.0119.3549.797.088.1215.118.3436.09
14México201817666.7812.8619.7559.229.6510.3319.8413.8351.44
15Michoacán20184695.2824.1621.1969.4812.6917.6721.0615.5650.91
16Morelos20181994.1316.9016.8166.5011.2919.9324.5919.6356.55
17Nayarit20181296.9517.0213.6556.0811.8717.2318.9013.4639.67
18Nuevo_León20185321.3010.1112.9634.573.062.3912.193.0821.11
19Oaxaca20184091.3827.0616.2676.1825.1158.2827.9237.4568.99
20Puebla20186388.0919.4420.8072.0711.6626.4920.8422.3065.04
21Querétaro20182100.0114.7811.8352.668.4812.6713.877.6733.92
22Quintana_Roo20181722.5715.0415.6451.7420.9921.7817.926.9531.66
23San_Luis_Potosí20182831.8616.938.9655.528.5726.4116.9519.0350.77
24Sinaloa20183066.4416.5213.1645.408.5014.9224.527.5037.35
25Sonora20183061.9611.4312.6340.998.6310.7221.538.3636.91
26Tabasco20182460.8816.4512.6569.0512.2846.0146.7720.8256.17
27Tamaulipas20183672.3314.3911.9843.367.708.8916.7315.1348.29
28Tlaxcala20181334.8013.1213.7467.788.7110.1320.2414.9156.01
29Veracruz20188236.7324.9616.7567.5216.8742.0826.9832.2167.93
....................................
66Baja_California_Sur2014747.5714.8714.2146.6316.4712.3924.5710.5635.86
67Campeche2014896.9518.7812.4760.1419.5438.8124.2619.2047.59
68Coahuila20142935.8512.4915.5734.204.985.5822.0311.8041.25
69Colima2014713.1517.4612.7051.9110.919.5925.4410.5740.70
70Chiapas20145197.5730.6720.6582.7626.9057.3827.5248.4678.71
71Chihuahua20143679.9117.2614.5743.367.927.9418.7017.8546.36
72Ciudad_de_México20148820.108.8419.9446.285.441.6511.698.2036.38
73Durango20141751.4215.5016.5451.265.7612.9819.9420.7553.95
74Guanajuato20145763.6820.9615.4257.859.7714.9222.9417.9155.13
75Guerrero20143550.2826.7819.2478.1032.8957.9738.4635.5867.87
76Hidalgo20142850.3019.0517.3168.909.2027.0531.6824.6859.41
77Jalisco20147860.7517.6919.1049.576.567.0416.5311.2043.25
78México201416673.0915.3019.6760.6310.2912.3621.2920.0758.92
79Michoacán20144571.7427.5726.2171.2615.4426.5634.6624.4263.33
80Morelos20141901.0816.5616.6366.2013.4224.6126.8520.5358.41
81Nayarit20141206.8817.3616.2654.3510.1215.3124.1418.8047.02
82Nuevo_León20145021.7310.7813.6733.444.564.3314.166.3729.49
83Oaxaca20143989.1327.2019.9377.9124.5360.4836.1142.1168.85
84Puebla20146134.1722.9521.1775.1518.9330.6123.8531.8569.66
85Querétaro20141977.1016.4115.8254.318.9414.7915.7712.2742.00
86Quintana_Roo20141541.2015.1518.4651.4918.4218.0623.2414.3042.13
87San_Luis_Potosí20142725.1818.4410.7159.1211.0028.1421.6523.2256.74
88Sinaloa20142964.4019.1015.2049.3310.7817.9829.6413.4746.27
89Sonora20142902.3612.1114.4241.8010.138.8724.869.6936.63
90Tabasco20142359.8416.9616.9272.7513.4143.9445.0317.8751.92
91Tamaulipas20143508.9215.9615.0245.528.2111.4919.5116.1449.15
92Tlaxcala20141264.5014.9317.4871.479.4212.1024.0027.0566.59
93Veracruz20147989.3527.8021.7368.4616.8440.0430.0029.1863.02
94Yucatán20142088.9321.8214.4854.4517.4840.3718.3720.7252.81
95Zacatecas20141566.1021.6114.8663.374.8913.3516.8326.7159.67
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96 rows × 11 columns

\n", + "
" + ], + "text/plain": [ + " Entidad Año Población_miles\\n RezagoEdu SinSalud \\\n", + "0 Aguascalientes 2018 1342.59 13.07 11.40 \n", + "1 Baja_California 2018 3648.12 14.02 16.86 \n", + "2 Baja_California_Sur 2018 839.68 12.14 10.75 \n", + "3 Campeche 2018 952.28 17.25 11.70 \n", + "4 Coahuila 2018 3073.51 11.67 13.20 \n", + "5 Colima 2018 763.30 16.64 10.84 \n", + "6 Chiapas 2018 5463.34 29.19 17.59 \n", + "7 Chihuahua 2018 3826.88 15.13 11.31 \n", + "8 Ciudad_de_México 2018 8781.32 8.12 20.06 \n", + "9 Durango 2018 1820.74 13.56 13.06 \n", + "10 Guanajuato 2018 5964.97 19.02 13.66 \n", + "11 Guerrero 2018 3629.03 23.69 13.78 \n", + "12 Hidalgo 2018 2990.30 17.50 14.43 \n", + "13 Jalisco 2018 8222.69 17.01 19.35 \n", + "14 México 2018 17666.78 12.86 19.75 \n", + "15 Michoacán 2018 4695.28 24.16 21.19 \n", + "16 Morelos 2018 1994.13 16.90 16.81 \n", + "17 Nayarit 2018 1296.95 17.02 13.65 \n", + "18 Nuevo_León 2018 5321.30 10.11 12.96 \n", + "19 Oaxaca 2018 4091.38 27.06 16.26 \n", + "20 Puebla 2018 6388.09 19.44 20.80 \n", + "21 Querétaro 2018 2100.01 14.78 11.83 \n", + "22 Quintana_Roo 2018 1722.57 15.04 15.64 \n", + "23 San_Luis_Potosí 2018 2831.86 16.93 8.96 \n", + "24 Sinaloa 2018 3066.44 16.52 13.16 \n", + "25 Sonora 2018 3061.96 11.43 12.63 \n", + "26 Tabasco 2018 2460.88 16.45 12.65 \n", + "27 Tamaulipas 2018 3672.33 14.39 11.98 \n", + "28 Tlaxcala 2018 1334.80 13.12 13.74 \n", + "29 Veracruz 2018 8236.73 24.96 16.75 \n", + ".. ... ... ... ... ... \n", + "66 Baja_California_Sur 2014 747.57 14.87 14.21 \n", + "67 Campeche 2014 896.95 18.78 12.47 \n", + "68 Coahuila 2014 2935.85 12.49 15.57 \n", + "69 Colima 2014 713.15 17.46 12.70 \n", + "70 Chiapas 2014 5197.57 30.67 20.65 \n", + "71 Chihuahua 2014 3679.91 17.26 14.57 \n", + "72 Ciudad_de_México 2014 8820.10 8.84 19.94 \n", + "73 Durango 2014 1751.42 15.50 16.54 \n", + "74 Guanajuato 2014 5763.68 20.96 15.42 \n", + "75 Guerrero 2014 3550.28 26.78 19.24 \n", + "76 Hidalgo 2014 2850.30 19.05 17.31 \n", + "77 Jalisco 2014 7860.75 17.69 19.10 \n", + "78 México 2014 16673.09 15.30 19.67 \n", + "79 Michoacán 2014 4571.74 27.57 26.21 \n", + "80 Morelos 2014 1901.08 16.56 16.63 \n", + "81 Nayarit 2014 1206.88 17.36 16.26 \n", + "82 Nuevo_León 2014 5021.73 10.78 13.67 \n", + "83 Oaxaca 2014 3989.13 27.20 19.93 \n", + "84 Puebla 2014 6134.17 22.95 21.17 \n", + "85 Querétaro 2014 1977.10 16.41 15.82 \n", + "86 Quintana_Roo 2014 1541.20 15.15 18.46 \n", + "87 San_Luis_Potosí 2014 2725.18 18.44 10.71 \n", + "88 Sinaloa 2014 2964.40 19.10 15.20 \n", + "89 Sonora 2014 2902.36 12.11 14.42 \n", + "90 Tabasco 2014 2359.84 16.96 16.92 \n", + "91 Tamaulipas 2014 3508.92 15.96 15.02 \n", + "92 Tlaxcala 2014 1264.50 14.93 17.48 \n", + "93 Veracruz 2014 7989.35 27.80 21.73 \n", + "94 Yucatán 2014 2088.93 21.82 14.48 \n", + "95 Zacatecas 2014 1566.10 21.61 14.86 \n", + "\n", + " SinSegSocial SinEspVivienda SinServicios SinAlim PobExtr Pob \n", + "0 42.32 4.58 2.49 12.99 8.85 36.46 \n", + "1 45.25 9.47 8.94 14.15 5.79 30.01 \n", + "2 41.06 14.17 13.25 17.84 4.64 22.74 \n", + "3 61.55 16.53 38.99 27.44 18.50 50.84 \n", + "4 30.36 4.44 3.88 18.27 6.47 33.74 \n", + "5 48.89 9.39 10.53 21.62 9.71 36.28 \n", + "6 83.60 23.59 57.11 22.34 50.70 78.92 \n", + "7 42.10 6.98 5.02 17.70 9.74 36.52 \n", + "8 48.35 5.08 2.92 13.87 7.83 38.31 \n", + "9 48.10 4.78 5.66 18.77 14.39 47.61 \n", + "10 57.06 9.09 11.95 20.69 15.93 50.85 \n", + "11 75.58 28.83 58.63 35.56 38.64 69.51 \n", + "12 70.81 9.76 25.63 22.73 14.68 47.64 \n", + "13 49.79 7.08 8.12 15.11 8.34 36.09 \n", + "14 59.22 9.65 10.33 19.84 13.83 51.44 \n", + "15 69.48 12.69 17.67 21.06 15.56 50.91 \n", + "16 66.50 11.29 19.93 24.59 19.63 56.55 \n", + "17 56.08 11.87 17.23 18.90 13.46 39.67 \n", + "18 34.57 3.06 2.39 12.19 3.08 21.11 \n", + "19 76.18 25.11 58.28 27.92 37.45 68.99 \n", + "20 72.07 11.66 26.49 20.84 22.30 65.04 \n", + "21 52.66 8.48 12.67 13.87 7.67 33.92 \n", + "22 51.74 20.99 21.78 17.92 6.95 31.66 \n", + "23 55.52 8.57 26.41 16.95 19.03 50.77 \n", + "24 45.40 8.50 14.92 24.52 7.50 37.35 \n", + "25 40.99 8.63 10.72 21.53 8.36 36.91 \n", + "26 69.05 12.28 46.01 46.77 20.82 56.17 \n", + "27 43.36 7.70 8.89 16.73 15.13 48.29 \n", + "28 67.78 8.71 10.13 20.24 14.91 56.01 \n", + "29 67.52 16.87 42.08 26.98 32.21 67.93 \n", + ".. ... ... ... ... ... ... \n", + "66 46.63 16.47 12.39 24.57 10.56 35.86 \n", + "67 60.14 19.54 38.81 24.26 19.20 47.59 \n", + "68 34.20 4.98 5.58 22.03 11.80 41.25 \n", + "69 51.91 10.91 9.59 25.44 10.57 40.70 \n", + "70 82.76 26.90 57.38 27.52 48.46 78.71 \n", + "71 43.36 7.92 7.94 18.70 17.85 46.36 \n", + "72 46.28 5.44 1.65 11.69 8.20 36.38 \n", + "73 51.26 5.76 12.98 19.94 20.75 53.95 \n", + "74 57.85 9.77 14.92 22.94 17.91 55.13 \n", + "75 78.10 32.89 57.97 38.46 35.58 67.87 \n", + "76 68.90 9.20 27.05 31.68 24.68 59.41 \n", + "77 49.57 6.56 7.04 16.53 11.20 43.25 \n", + "78 60.63 10.29 12.36 21.29 20.07 58.92 \n", + "79 71.26 15.44 26.56 34.66 24.42 63.33 \n", + "80 66.20 13.42 24.61 26.85 20.53 58.41 \n", + "81 54.35 10.12 15.31 24.14 18.80 47.02 \n", + "82 33.44 4.56 4.33 14.16 6.37 29.49 \n", + "83 77.91 24.53 60.48 36.11 42.11 68.85 \n", + "84 75.15 18.93 30.61 23.85 31.85 69.66 \n", + "85 54.31 8.94 14.79 15.77 12.27 42.00 \n", + "86 51.49 18.42 18.06 23.24 14.30 42.13 \n", + "87 59.12 11.00 28.14 21.65 23.22 56.74 \n", + "88 49.33 10.78 17.98 29.64 13.47 46.27 \n", + "89 41.80 10.13 8.87 24.86 9.69 36.63 \n", + "90 72.75 13.41 43.94 45.03 17.87 51.92 \n", + "91 45.52 8.21 11.49 19.51 16.14 49.15 \n", + "92 71.47 9.42 12.10 24.00 27.05 66.59 \n", + "93 68.46 16.84 40.04 30.00 29.18 63.02 \n", + "94 54.45 17.48 40.37 18.37 20.72 52.81 \n", + "95 63.37 4.89 13.35 16.83 26.71 59.67 \n", + "\n", + "[96 rows x 11 columns]" + ] + }, + "execution_count": 671, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Verificamos que estén bien los nombres\n", + "estados_copy" + ] + }, + { + "cell_type": "code", + "execution_count": 673, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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AñoDecilIngreso corriente total per cápitaTotal ingreso corriente monetarioRemuneraciones por trabajo subordinadoIngreso por trabajo independienteIngreso por renta de la propiedadOtros ingresos provenientes del trabajoTransferenciasTotal ingreso corriente no monetarioPago en especieTransferencias en especie
02008.0I490.358463.701155.95199.5822.88933.634171.64426.6574.05922.599
12010.0I448.118425.259132.70277.1972.72336.950175.68722.8602.17520.684
22012.0I492.355463.872135.88598.9863.02147.212178.76728.4835.74222.742
32014.0I537.247506.846160.82099.0734.82343.474198.65630.4016.40024.001
42016.0I640.852603.494241.848120.6877.01135.801198.14737.3592.68334.676
52018.0I671.904632.499259.062137.9226.45735.145193.91439.4053.94635.459
62008.0II1061.1131005.054531.583168.4006.19369.050229.82956.06014.21741.842
72010.0II1004.346956.486518.780141.79110.25164.889220.77547.86010.63437.226
82012.0II1053.4241002.383521.198159.75311.00575.399235.02951.04118.50432.537
92014.0II1080.6501016.788519.367154.9288.93277.871255.69063.86223.28440.578
102016.0II1206.1481135.619650.183174.56417.50762.317231.04770.5299.80760.722
112018.0II1260.9231189.134678.608198.11115.71561.322235.37971.78911.31860.471
122008.0III1509.8471428.328909.795199.26912.46176.529230.27581.51921.83259.687
132010.0III1421.2601355.634821.691194.26115.86872.651251.16365.62620.66044.966
142012.0III1481.1591399.582835.317196.22016.57092.715258.76081.57735.01646.561
152014.0III1482.4751398.179849.797172.82918.44888.966268.13884.29735.32448.972
162016.0III1624.0741530.287987.965190.26526.63778.075247.34493.78817.07576.713
172018.0III1695.6721597.7001055.698202.49725.18965.760248.55697.97218.19479.779
182008.0IV1933.5271822.0241242.645228.37317.88087.412245.715111.50335.45976.044
192010.0IV1836.3601749.0371182.002211.32122.13887.367246.20987.32226.09761.225
202012.0IV1902.8261799.5451173.720228.32419.65099.723278.129103.28151.63451.647
212014.0IV1883.0861775.6931183.320196.04818.23298.028280.065107.39248.33059.062
222016.0IV2031.0541909.9551269.884222.30831.71091.184294.869121.09925.93595.164
232018.0IV2104.2051981.6231345.864242.65232.98084.593275.534122.58232.58889.994
242008.0V2419.4792282.1901575.805312.34724.75999.060270.218137.28844.10993.180
252010.0V2287.0412163.5471480.269262.08636.776101.103283.313123.49443.19680.298
262012.0V2363.2342215.8301467.646278.22138.159122.078309.726147.40474.34673.058
272014.0V2322.0342175.4171521.525227.60027.54889.969308.774146.61877.05569.563
282016.0V2462.5062315.1321605.623255.50649.36986.398318.235147.37436.286111.088
292018.0V2547.6202395.8071673.544285.72448.41388.976299.150151.81342.984108.829
.......................................
312010.0VI2841.5522673.7951881.125303.85444.038115.123329.655167.75765.100102.658
322012.0VI2899.5402715.9391878.721343.19541.907127.070325.046183.601109.31574.286
332014.0VI2840.7722653.3371912.197265.32432.72399.105343.988187.435105.87081.565
342016.0VI2970.9262788.1601956.636302.01963.139105.941360.425182.76649.642133.124
352018.0VI3061.2502886.6032081.934285.43958.811112.864347.556174.64753.315121.331
362008.0VII3696.8513472.6542516.900416.90760.965140.171337.710224.19785.401138.797
372010.0VII3470.2683265.8062357.291374.61160.952128.772344.181204.46289.884114.578
382012.0VII3591.7473349.5712362.891352.36060.196150.751423.373242.176141.555100.620
392014.0VII3518.8783250.4752367.812323.21849.873112.167397.406268.403161.634106.769
402016.0VII3638.7363414.7582443.038330.33788.608128.866423.909223.97873.980149.998
412018.0VII3713.6063497.1812499.412350.40795.209126.723425.430216.42575.457140.968
422008.0VIII4749.7004462.8523244.313512.878125.995145.686433.979286.848120.177166.670
432010.0VIII4454.6804181.8702983.005487.39092.963152.504466.007272.811128.332144.478
442012.0VIII4615.3004280.6843026.294454.026115.772150.699533.893334.615210.090124.526
452014.0VIII4529.7084185.2903061.217372.46287.774147.818516.018344.419218.672125.747
462016.0VIII4621.7814334.2703054.146410.782152.111144.649572.582287.51197.487190.024
472018.0VIII4673.6004389.2563121.422445.687168.389145.960507.798284.344106.326178.018
482008.0IX6642.7846221.4834432.479682.634284.182172.600649.589421.300188.112233.189
492010.0IX6345.3075942.9424300.819586.275202.279173.072680.498402.365223.849178.516
502012.0IX6477.9205983.8824283.862570.333200.773178.668750.246494.038333.273160.766
512014.0IX6435.6255922.7824286.471542.228161.127176.223756.732512.844351.796161.048
522016.0IX6429.9326061.6244311.762522.180270.098154.911802.673368.308128.036240.272
532018.0IX6418.4286070.2464245.215549.233298.476175.157802.165348.182146.726201.456
542008.0X16561.62115404.7359046.4681566.1592979.701303.1381509.2701156.885461.866695.019
552010.0X15947.10514760.2759883.4451196.3611512.252285.7161882.5011186.829525.679661.150
562012.0X15661.69514528.5549530.9661674.7181114.486283.1381925.2461133.142626.184506.958
572014.0X16167.60615104.81310090.900958.2281788.379382.3771884.9291062.792626.244436.549
582016.0X17158.64816393.2919281.9531006.8453597.423299.4572207.613765.356275.231490.125
592018.0X15355.83914599.5639098.4371015.0602095.004282.1672108.895756.276298.767457.509
60NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
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61 rows × 12 columns

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" + ], + "text/plain": [ + " Año Decil Ingreso corriente total per cápita \\\n", + "0 2008.0 I 490.358 \n", + "1 2010.0 I 448.118 \n", + "2 2012.0 I 492.355 \n", + "3 2014.0 I 537.247 \n", + "4 2016.0 I 640.852 \n", + "5 2018.0 I 671.904 \n", + "6 2008.0 II 1061.113 \n", + "7 2010.0 II 1004.346 \n", + "8 2012.0 II 1053.424 \n", + "9 2014.0 II 1080.650 \n", + "10 2016.0 II 1206.148 \n", + "11 2018.0 II 1260.923 \n", + "12 2008.0 III 1509.847 \n", + "13 2010.0 III 1421.260 \n", + "14 2012.0 III 1481.159 \n", + "15 2014.0 III 1482.475 \n", + "16 2016.0 III 1624.074 \n", + "17 2018.0 III 1695.672 \n", + "18 2008.0 IV 1933.527 \n", + "19 2010.0 IV 1836.360 \n", + "20 2012.0 IV 1902.826 \n", + "21 2014.0 IV 1883.086 \n", + "22 2016.0 IV 2031.054 \n", + "23 2018.0 IV 2104.205 \n", + "24 2008.0 V 2419.479 \n", + "25 2010.0 V 2287.041 \n", + "26 2012.0 V 2363.234 \n", + "27 2014.0 V 2322.034 \n", + "28 2016.0 V 2462.506 \n", + "29 2018.0 V 2547.620 \n", + ".. ... ... ... \n", + "31 2010.0 VI 2841.552 \n", + "32 2012.0 VI 2899.540 \n", + "33 2014.0 VI 2840.772 \n", + "34 2016.0 VI 2970.926 \n", + "35 2018.0 VI 3061.250 \n", + "36 2008.0 VII 3696.851 \n", + "37 2010.0 VII 3470.268 \n", + "38 2012.0 VII 3591.747 \n", + "39 2014.0 VII 3518.878 \n", + "40 2016.0 VII 3638.736 \n", + "41 2018.0 VII 3713.606 \n", + "42 2008.0 VIII 4749.700 \n", + "43 2010.0 VIII 4454.680 \n", + "44 2012.0 VIII 4615.300 \n", + "45 2014.0 VIII 4529.708 \n", + "46 2016.0 VIII 4621.781 \n", + "47 2018.0 VIII 4673.600 \n", + "48 2008.0 IX 6642.784 \n", + "49 2010.0 IX 6345.307 \n", + "50 2012.0 IX 6477.920 \n", + "51 2014.0 IX 6435.625 \n", + "52 2016.0 IX 6429.932 \n", + "53 2018.0 IX 6418.428 \n", + "54 2008.0 X 16561.621 \n", + "55 2010.0 X 15947.105 \n", + "56 2012.0 X 15661.695 \n", + "57 2014.0 X 16167.606 \n", + "58 2016.0 X 17158.648 \n", + "59 2018.0 X 15355.839 \n", + "60 NaN NaN NaN \n", + "\n", + " Total ingreso corriente monetario Remuneraciones por trabajo subordinado \\\n", + "0 463.701 155.951 \n", + "1 425.259 132.702 \n", + "2 463.872 135.885 \n", + "3 506.846 160.820 \n", + "4 603.494 241.848 \n", + "5 632.499 259.062 \n", + "6 1005.054 531.583 \n", + "7 956.486 518.780 \n", + "8 1002.383 521.198 \n", + "9 1016.788 519.367 \n", + "10 1135.619 650.183 \n", + "11 1189.134 678.608 \n", + "12 1428.328 909.795 \n", + "13 1355.634 821.691 \n", + "14 1399.582 835.317 \n", + "15 1398.179 849.797 \n", + "16 1530.287 987.965 \n", + "17 1597.700 1055.698 \n", + "18 1822.024 1242.645 \n", + "19 1749.037 1182.002 \n", + "20 1799.545 1173.720 \n", + "21 1775.693 1183.320 \n", + "22 1909.955 1269.884 \n", + "23 1981.623 1345.864 \n", + "24 2282.190 1575.805 \n", + "25 2163.547 1480.269 \n", + "26 2215.830 1467.646 \n", + "27 2175.417 1521.525 \n", + "28 2315.132 1605.623 \n", + "29 2395.807 1673.544 \n", + ".. ... ... \n", + "31 2673.795 1881.125 \n", + "32 2715.939 1878.721 \n", + "33 2653.337 1912.197 \n", + "34 2788.160 1956.636 \n", + "35 2886.603 2081.934 \n", + "36 3472.654 2516.900 \n", + "37 3265.806 2357.291 \n", + "38 3349.571 2362.891 \n", + "39 3250.475 2367.812 \n", + "40 3414.758 2443.038 \n", + "41 3497.181 2499.412 \n", + "42 4462.852 3244.313 \n", + "43 4181.870 2983.005 \n", + "44 4280.684 3026.294 \n", + "45 4185.290 3061.217 \n", + "46 4334.270 3054.146 \n", + "47 4389.256 3121.422 \n", + "48 6221.483 4432.479 \n", + "49 5942.942 4300.819 \n", + "50 5983.882 4283.862 \n", + "51 5922.782 4286.471 \n", + "52 6061.624 4311.762 \n", + "53 6070.246 4245.215 \n", + "54 15404.735 9046.468 \n", + "55 14760.275 9883.445 \n", + "56 14528.554 9530.966 \n", + "57 15104.813 10090.900 \n", + "58 16393.291 9281.953 \n", + "59 14599.563 9098.437 \n", + "60 NaN NaN \n", + "\n", + " Ingreso por trabajo independiente Ingreso por renta de la propiedad \\\n", + "0 99.582 2.889 \n", + "1 77.197 2.723 \n", + "2 98.986 3.021 \n", + "3 99.073 4.823 \n", + "4 120.687 7.011 \n", + "5 137.922 6.457 \n", + "6 168.400 6.193 \n", + "7 141.791 10.251 \n", + "8 159.753 11.005 \n", + "9 154.928 8.932 \n", + "10 174.564 17.507 \n", + "11 198.111 15.715 \n", + "12 199.269 12.461 \n", + "13 194.261 15.868 \n", + "14 196.220 16.570 \n", + "15 172.829 18.448 \n", + "16 190.265 26.637 \n", + "17 202.497 25.189 \n", + "18 228.373 17.880 \n", + "19 211.321 22.138 \n", + "20 228.324 19.650 \n", + "21 196.048 18.232 \n", + "22 222.308 31.710 \n", + "23 242.652 32.980 \n", + "24 312.347 24.759 \n", + "25 262.086 36.776 \n", + "26 278.221 38.159 \n", + "27 227.600 27.548 \n", + "28 255.506 49.369 \n", + "29 285.724 48.413 \n", + ".. ... ... \n", + "31 303.854 44.038 \n", + "32 343.195 41.907 \n", + "33 265.324 32.723 \n", + "34 302.019 63.139 \n", + "35 285.439 58.811 \n", + "36 416.907 60.965 \n", + "37 374.611 60.952 \n", + "38 352.360 60.196 \n", + "39 323.218 49.873 \n", + "40 330.337 88.608 \n", + "41 350.407 95.209 \n", + "42 512.878 125.995 \n", + "43 487.390 92.963 \n", + "44 454.026 115.772 \n", + "45 372.462 87.774 \n", + "46 410.782 152.111 \n", + "47 445.687 168.389 \n", + "48 682.634 284.182 \n", + "49 586.275 202.279 \n", + "50 570.333 200.773 \n", + "51 542.228 161.127 \n", + "52 522.180 270.098 \n", + "53 549.233 298.476 \n", + "54 1566.159 2979.701 \n", + "55 1196.361 1512.252 \n", + "56 1674.718 1114.486 \n", + "57 958.228 1788.379 \n", + "58 1006.845 3597.423 \n", + "59 1015.060 2095.004 \n", + "60 NaN NaN \n", + "\n", + " Otros ingresos provenientes del trabajo Transferencias \\\n", + "0 33.634 171.644 \n", + "1 36.950 175.687 \n", + "2 47.212 178.767 \n", + "3 43.474 198.656 \n", + "4 35.801 198.147 \n", + "5 35.145 193.914 \n", + "6 69.050 229.829 \n", + "7 64.889 220.775 \n", + "8 75.399 235.029 \n", + "9 77.871 255.690 \n", + "10 62.317 231.047 \n", + "11 61.322 235.379 \n", + "12 76.529 230.275 \n", + "13 72.651 251.163 \n", + "14 92.715 258.760 \n", + "15 88.966 268.138 \n", + "16 78.075 247.344 \n", + "17 65.760 248.556 \n", + "18 87.412 245.715 \n", + "19 87.367 246.209 \n", + "20 99.723 278.129 \n", + "21 98.028 280.065 \n", + "22 91.184 294.869 \n", + "23 84.593 275.534 \n", + "24 99.060 270.218 \n", + "25 101.103 283.313 \n", + "26 122.078 309.726 \n", + "27 89.969 308.774 \n", + "28 86.398 318.235 \n", + "29 88.976 299.150 \n", + ".. ... ... \n", + "31 115.123 329.655 \n", + "32 127.070 325.046 \n", + "33 99.105 343.988 \n", + "34 105.941 360.425 \n", + "35 112.864 347.556 \n", + "36 140.171 337.710 \n", + "37 128.772 344.181 \n", + "38 150.751 423.373 \n", + "39 112.167 397.406 \n", + "40 128.866 423.909 \n", + "41 126.723 425.430 \n", + "42 145.686 433.979 \n", + "43 152.504 466.007 \n", + "44 150.699 533.893 \n", + "45 147.818 516.018 \n", + "46 144.649 572.582 \n", + "47 145.960 507.798 \n", + "48 172.600 649.589 \n", + "49 173.072 680.498 \n", + "50 178.668 750.246 \n", + "51 176.223 756.732 \n", + "52 154.911 802.673 \n", + "53 175.157 802.165 \n", + "54 303.138 1509.270 \n", + "55 285.716 1882.501 \n", + "56 283.138 1925.246 \n", + "57 382.377 1884.929 \n", + "58 299.457 2207.613 \n", + "59 282.167 2108.895 \n", + "60 NaN NaN \n", + "\n", + " Total ingreso corriente no monetario Pago en especie \\\n", + "0 26.657 4.059 \n", + "1 22.860 2.175 \n", + "2 28.483 5.742 \n", + "3 30.401 6.400 \n", + "4 37.359 2.683 \n", + "5 39.405 3.946 \n", + "6 56.060 14.217 \n", + "7 47.860 10.634 \n", + "8 51.041 18.504 \n", + "9 63.862 23.284 \n", + "10 70.529 9.807 \n", + "11 71.789 11.318 \n", + "12 81.519 21.832 \n", + "13 65.626 20.660 \n", + "14 81.577 35.016 \n", + "15 84.297 35.324 \n", + "16 93.788 17.075 \n", + "17 97.972 18.194 \n", + "18 111.503 35.459 \n", + "19 87.322 26.097 \n", + "20 103.281 51.634 \n", + "21 107.392 48.330 \n", + "22 121.099 25.935 \n", + "23 122.582 32.588 \n", + "24 137.288 44.109 \n", + "25 123.494 43.196 \n", + "26 147.404 74.346 \n", + "27 146.618 77.055 \n", + "28 147.374 36.286 \n", + "29 151.813 42.984 \n", + ".. ... ... \n", + "31 167.757 65.100 \n", + "32 183.601 109.315 \n", + "33 187.435 105.870 \n", + "34 182.766 49.642 \n", + "35 174.647 53.315 \n", + "36 224.197 85.401 \n", + "37 204.462 89.884 \n", + "38 242.176 141.555 \n", + "39 268.403 161.634 \n", + "40 223.978 73.980 \n", + "41 216.425 75.457 \n", + "42 286.848 120.177 \n", + "43 272.811 128.332 \n", + "44 334.615 210.090 \n", + "45 344.419 218.672 \n", + "46 287.511 97.487 \n", + "47 284.344 106.326 \n", + "48 421.300 188.112 \n", + "49 402.365 223.849 \n", + "50 494.038 333.273 \n", + "51 512.844 351.796 \n", + "52 368.308 128.036 \n", + "53 348.182 146.726 \n", + "54 1156.885 461.866 \n", + "55 1186.829 525.679 \n", + "56 1133.142 626.184 \n", + "57 1062.792 626.244 \n", + "58 765.356 275.231 \n", + "59 756.276 298.767 \n", + "60 NaN NaN \n", + "\n", + " Transferencias en especie \n", + "0 22.599 \n", + "1 20.684 \n", + "2 22.742 \n", + "3 24.001 \n", + "4 34.676 \n", + "5 35.459 \n", + "6 41.842 \n", + "7 37.226 \n", + "8 32.537 \n", + "9 40.578 \n", + "10 60.722 \n", + "11 60.471 \n", + "12 59.687 \n", + "13 44.966 \n", + "14 46.561 \n", + "15 48.972 \n", + "16 76.713 \n", + "17 79.779 \n", + "18 76.044 \n", + "19 61.225 \n", + "20 51.647 \n", + "21 59.062 \n", + "22 95.164 \n", + "23 89.994 \n", + "24 93.180 \n", + "25 80.298 \n", + "26 73.058 \n", + "27 69.563 \n", + "28 111.088 \n", + "29 108.829 \n", + ".. ... \n", + "31 102.658 \n", + "32 74.286 \n", + "33 81.565 \n", + "34 133.124 \n", + "35 121.331 \n", + "36 138.797 \n", + "37 114.578 \n", + "38 100.620 \n", + "39 106.769 \n", + "40 149.998 \n", + "41 140.968 \n", + "42 166.670 \n", + "43 144.478 \n", + "44 124.526 \n", + "45 125.747 \n", + "46 190.024 \n", + "47 178.018 \n", + "48 233.189 \n", + "49 178.516 \n", + "50 160.766 \n", + "51 161.048 \n", + "52 240.272 \n", + "53 201.456 \n", + "54 695.019 \n", + "55 661.150 \n", + "56 506.958 \n", + "57 436.549 \n", + "58 490.125 \n", + "59 457.509 \n", + "60 NaN \n", + "\n", + "[61 rows x 12 columns]" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "deciles" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "#Transponemos por decil \n", + "decil_limp = deciles.pivot(index=\"Año\", columns=\"Decil\", values = \"Ingreso corriente total per cápita\").reset_index(drop=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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DecilnanIIIIIIIVIXVVIVIIVIIIX
0NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
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3NaN492.3551053.4241481.1591902.8266477.9202363.2342899.5403591.7474615.30015661.695
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5NaN640.8521206.1481624.0742031.0546429.9322462.5062970.9263638.7364621.78117158.648
6NaN671.9041260.9231695.6722104.2056418.4282547.6203061.2503713.6064673.60015355.839
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" + ], + "text/plain": [ + "Decil NaN I II III IV IX V \\\n", + "0 NaN NaN NaN NaN NaN NaN NaN \n", + "1 NaN 490.358 1061.113 1509.847 1933.527 6642.784 2419.479 \n", + "2 NaN 448.118 1004.346 1421.260 1836.360 6345.307 2287.041 \n", + "3 NaN 492.355 1053.424 1481.159 1902.826 6477.920 2363.234 \n", + "4 NaN 537.247 1080.650 1482.475 1883.086 6435.625 2322.034 \n", + "5 NaN 640.852 1206.148 1624.074 2031.054 6429.932 2462.506 \n", + "6 NaN 671.904 1260.923 1695.672 2104.205 6418.428 2547.620 \n", + "\n", + "Decil VI VII VIII X \n", + "0 NaN NaN NaN NaN \n", + "1 2978.245 3696.851 4749.700 16561.621 \n", + "2 2841.552 3470.268 4454.680 15947.105 \n", + "3 2899.540 3591.747 4615.300 15661.695 \n", + "4 2840.772 3518.878 4529.708 16167.606 \n", + "5 2970.926 3638.736 4621.781 17158.648 \n", + "6 3061.250 3713.606 4673.600 15355.839 " + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "decil_limp" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index([nan, 'I', 'II', 'III', 'IV', 'IX', 'V', 'VI', 'VII', 'VIII', 'X'], dtype='object', name='Decil')" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "decil_limp.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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DecilnanIIIIIIIVIXVVIVIIVIIIX
1NaN490.3581061.1131509.8471933.5276642.7842419.4792978.2453696.8514749.70016561.621
2NaN448.1181004.3461421.2601836.3606345.3072287.0412841.5523470.2684454.68015947.105
3NaN492.3551053.4241481.1591902.8266477.9202363.2342899.5403591.7474615.30015661.695
4NaN537.2471080.6501482.4751883.0866435.6252322.0342840.7723518.8784529.70816167.606
5NaN640.8521206.1481624.0742031.0546429.9322462.5062970.9263638.7364621.78117158.648
6NaN671.9041260.9231695.6722104.2056418.4282547.6203061.2503713.6064673.60015355.839
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" + ], + "text/plain": [ + "Decil NaN I II III IV IX V \\\n", + "1 NaN 490.358 1061.113 1509.847 1933.527 6642.784 2419.479 \n", + "2 NaN 448.118 1004.346 1421.260 1836.360 6345.307 2287.041 \n", + "3 NaN 492.355 1053.424 1481.159 1902.826 6477.920 2363.234 \n", + "4 NaN 537.247 1080.650 1482.475 1883.086 6435.625 2322.034 \n", + "5 NaN 640.852 1206.148 1624.074 2031.054 6429.932 2462.506 \n", + "6 NaN 671.904 1260.923 1695.672 2104.205 6418.428 2547.620 \n", + "\n", + "Decil VI VII VIII X \n", + "1 2978.245 3696.851 4749.700 16561.621 \n", + "2 2841.552 3470.268 4454.680 15947.105 \n", + "3 2899.540 3591.747 4615.300 15661.695 \n", + "4 2840.772 3518.878 4529.708 16167.606 \n", + "5 2970.926 3638.736 4621.781 17158.648 \n", + "6 3061.250 3713.606 4673.600 15355.839 " + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Botamos la row de NaN\n", + "decil_limp = decil_limp.drop([0], axis=0)\n", + "decil_limp" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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DecilnanAñoIIIIIIIVIXVVIVIIVIIIX
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5NaN2016640.8521206.1481624.0742031.0546429.9322462.5062970.9263638.7364621.78117158.648
6NaN2018671.9041260.9231695.6722104.2056418.4282547.6203061.2503713.6064673.60015355.839
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" + ], + "text/plain": [ + "Decil NaN Año I II III IV IX V \\\n", + "1 NaN 2008 490.358 1061.113 1509.847 1933.527 6642.784 2419.479 \n", + "2 NaN 2010 448.118 1004.346 1421.260 1836.360 6345.307 2287.041 \n", + "3 NaN 2012 492.355 1053.424 1481.159 1902.826 6477.920 2363.234 \n", + "4 NaN 2014 537.247 1080.650 1482.475 1883.086 6435.625 2322.034 \n", + "5 NaN 2016 640.852 1206.148 1624.074 2031.054 6429.932 2462.506 \n", + "6 NaN 2018 671.904 1260.923 1695.672 2104.205 6418.428 2547.620 \n", + "\n", + "Decil VI VII VIII X \n", + "1 2978.245 3696.851 4749.700 16561.621 \n", + "2 2841.552 3470.268 4454.680 15947.105 \n", + "3 2899.540 3591.747 4615.300 15661.695 \n", + "4 2840.772 3518.878 4529.708 16167.606 \n", + "5 2970.926 3638.736 4621.781 17158.648 \n", + "6 3061.250 3713.606 4673.600 15355.839 " + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Incluimos columna de años que se perdió en el Pivot Table. #PREGUNTAAAARRR A GUS\n", + "#decil_limp[\"Año\"] = [\"2008\", \"2010\", \"2012\", \"2014\", \"2016\", \"2018\"]\n", + "decil_limp.insert(1, \"Año\", [2008, 2010, 2012, 2014, 2016, 2018], True)\n", + "decil_limp\n", + "#año = [2008, 2010, 2012, 2014, 2016, 2018]\n", + "#decil_limp.size" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "#Botamos la columna dos\n", + "decil_limp = decil_limp.drop([decil_limp.columns[0]], axis=\"columns\")" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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DecilAñoIIIIIIIVVVIVIIVIIIIXX
12008490.3581061.1131509.8471933.5272419.4792978.2453696.8514749.7006642.78416561.621
22010448.1181004.3461421.2601836.3602287.0412841.5523470.2684454.6806345.30715947.105
32012492.3551053.4241481.1591902.8262363.2342899.5403591.7474615.3006477.92015661.695
42014537.2471080.6501482.4751883.0862322.0342840.7723518.8784529.7086435.62516167.606
52016640.8521206.1481624.0742031.0542462.5062970.9263638.7364621.7816429.93217158.648
62018671.9041260.9231695.6722104.2052547.6203061.2503713.6064673.6006418.42815355.839
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" + ], + "text/plain": [ + "Decil Año I II III IV V VI \\\n", + "1 2008 490.358 1061.113 1509.847 1933.527 2419.479 2978.245 \n", + "2 2010 448.118 1004.346 1421.260 1836.360 2287.041 2841.552 \n", + "3 2012 492.355 1053.424 1481.159 1902.826 2363.234 2899.540 \n", + "4 2014 537.247 1080.650 1482.475 1883.086 2322.034 2840.772 \n", + "5 2016 640.852 1206.148 1624.074 2031.054 2462.506 2970.926 \n", + "6 2018 671.904 1260.923 1695.672 2104.205 2547.620 3061.250 \n", + "\n", + "Decil VII VIII IX X \n", + "1 3696.851 4749.700 6642.784 16561.621 \n", + "2 3470.268 4454.680 6345.307 15947.105 \n", + "3 3591.747 4615.300 6477.920 15661.695 \n", + "4 3518.878 4529.708 6435.625 16167.606 \n", + "5 3638.736 4621.781 6429.932 17158.648 \n", + "6 3713.606 4673.600 6418.428 15355.839 " + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Cambiamos ordenes de columnas\n", + "decil_limp = decil_limp[[\"Año\", 'I', 'II', 'III', 'IV', 'V', 'VI', 'VII', 'VIII', 'IX', 'X']]\n", + "decil_limp" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Hacemos la gráfica de deciles" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import seaborn as sns\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "#Ajustamos el paquete\n", + "sns.set(rc={'figure.figsize':(15,8)}, style =\"darkgrid\") # style = \"whitegrind\"" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#GRAFICA INTERMEDIA 1\n", + "sns.lineplot(decil_limp.Año, decil_limp.IV)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#GRAFICA INTERMEDIA 2\n", + "decil_limp.plot(x=\"Año\", y=['I', 'II', 'III', 'IV', 'V', 'VI', 'VII', 'VIII', 'IX', 'X'])" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#GRAFICA INTERMEDIA 3\n", + "decil_limp_mean = decil_limp[['I', 'II', 'III', 'IV', 'V', 'VI', 'VII', 'VIII', 'IX', 'X']].agg(\"mean\")\n", + "decil_limp_mean.plot.bar()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#GRAFICA INTERMEDIA 4 \n", + "decil_limp_mean.plot.box()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#GRAFICA INTERMEDIA 5\n", + "decil_limp.boxplot(column=['I', 'II', 'III', 'IV', 'V', 'VI', 'VII', 'VIII', 'IX', 'X'])\n", + "plt.xlabel(\"Decil\")\n", + "plt.ylabel(\"Ingreso promedio\")\n", + "plt.title(\"Ingreso promedio por decil\") #loc=\"left\")\n", + "plt.savefig('Boxplot Ingreso promedio por decil.png', dpi=96)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['Decil', 'Media_ingreso'], dtype='object')" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Intentemos que salga la gráfica de burbuja\n", + "decil_media_size = decil_limp_mean\n", + "decil_media_size = pd.DataFrame(decil_media_size).reset_index()\n", + "decil_media_size = decil_media_size.rename(columns={0: \"Media_ingreso\"})\n", + "decil_media_size.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "#Agregamos tamaño de la ENIGH\n", + "tamaño = [1.9,3.2,4.2,5.2,6.3,7.5,9.1,11.4,15.7,35.4]\n", + "decil_media_size[\"Tamaño\"] = tamaño" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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DecilMedia_ingresoTamaño
0I546.8056671.9
1II1111.1006673.2
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7VIII4607.46150011.4
8IX6458.33266715.7
9X16142.08566735.4
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" + ], + "text/plain": [ + " Decil Media_ingreso Tamaño\n", + "0 I 546.805667 1.9\n", + "1 II 1111.100667 3.2\n", + "2 III 1535.747833 4.2\n", + "3 IV 1948.509667 5.2\n", + "4 V 2400.319000 6.3\n", + "5 VI 2932.047500 7.5\n", + "6 VII 3605.014333 9.1\n", + "7 VIII 4607.461500 11.4\n", + "8 IX 6458.332667 15.7\n", + "9 X 16142.085667 35.4" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "decil_media_size" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#GRAFICA FINAL 1\n", + "\n", + "plt.scatter(x=decil_media_size.Decil, y=decil_media_size.Media_ingreso, c=\"green\", s=decil_media_size.Tamaño*400, alpha=0.4, edgecolors=\"grey\", linewidth=2)\n", + "#decil_limp.boxplot(column=['I', 'II', 'III', 'IV', 'V', 'VI', 'VII', 'VIII', 'IX', 'X']) #PREGUNTAR A GUS\n", + "plt.xlabel(\"Decil\")\n", + "plt.ylabel(\"Ingreso promedio\")\n", + "plt.title(\"Ingreso promedio por decil\") #loc=\"left\")\n", + "\n", + "#Para salvar\n", + "plt.savefig('Ingreso promedio por decil.png', dpi=96)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Pobreza en México millones" + ] + }, + { + "cell_type": "code", + "execution_count": 462, + "metadata": {}, + "outputs": [], + "source": [ + "#Cargamos la base de datos\n", + "pobreza = pd.read_csv(\"pobreza.csv\", encoding='latin-1')" + ] + }, + { + "cell_type": "code", + "execution_count": 463, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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6 rows × 49 columns

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" + ], + "text/plain": [ + " Año Porc_Población_en_situación_de_pobreza \\\n", + "0 2008 44.36 \n", + "1 2010 46.11 \n", + "2 2012 45.48 \n", + "3 2014 46.17 \n", + "4 2016 43.56 \n", + "5 2018 41.91 \n", + "\n", + " Porc_Población_en_situación_de_pobreza_moderada \\\n", + "0 33.31 \n", + "1 34.79 \n", + "2 35.65 \n", + "3 36.62 \n", + "4 35.91 \n", + "5 34.47 \n", + "\n", + " Porc_Población_en_situación_de_pobreza_extrema \\\n", + "0 11.05 \n", + "1 11.32 \n", + "2 9.83 \n", + "3 9.55 \n", + "4 7.65 \n", + "5 7.44 \n", + "\n", + " Porc_Población_vulnerable_por_carencias_sociales \\\n", + "0 32.27 \n", + "1 28.06 \n", + "2 28.57 \n", + "3 26.26 \n", + "4 26.80 \n", + "5 29.32 \n", + "\n", + " Porc_Población_vulnerable_por_ingresos \\\n", + "0 4.66 \n", + "1 5.89 \n", + "2 6.16 \n", + "3 7.07 \n", + "4 7.02 \n", + "5 6.90 \n", + "\n", + " Porc_Población_no_pobre_y_no_vulnerable \\\n", + "0 18.71 \n", + "1 19.94 \n", + "2 19.79 \n", + "3 20.50 \n", + "4 22.63 \n", + "5 21.87 \n", + "\n", + " Porc_Población_con_al_menos_una_carencia_social \\\n", + "0 76.63 \n", + "1 74.17 \n", + "2 74.05 \n", + "3 72.43 \n", + "4 70.35 \n", + "5 71.23 \n", + "\n", + " Porc_Población_con_al_menos_tres_carencias_sociales Porc_Rezago_educativo \\\n", + "0 31.72 21.95 \n", + "1 28.24 20.67 \n", + "2 23.94 19.24 \n", + "3 22.12 18.66 \n", + "4 18.72 17.39 \n", + "5 18.78 16.89 \n", + "\n", + " ... CarenciasProm_Población_con_al_menos_una_carencia_social \\\n", + "0 ... 2.45 \n", + "1 ... 2.34 \n", + "2 ... 2.16 \n", + "3 ... 2.10 \n", + "4 ... 1.99 \n", + "5 ... 1.99 \n", + "\n", + " CarenciasProm_Población_con_al_menos_tres_carencias_sociales \\\n", + "0 3.70 \n", + "1 3.63 \n", + "2 3.54 \n", + "3 3.51 \n", + "4 3.44 \n", + "5 3.45 \n", + "\n", + " CarenciasProm_Rezago_educativo \\\n", + "0 3.20 \n", + "1 3.07 \n", + "2 2.89 \n", + "3 2.81 \n", + "4 2.64 \n", + "5 2.68 \n", + "\n", + " CarenciasProm_Carencia_por_acceso_a_los_servicios_de_salud \\\n", + "0 3.04 \n", + "1 2.98 \n", + "2 2.84 \n", + "3 2.81 \n", + "4 2.68 \n", + "5 2.66 \n", + "\n", + " CarenciasProm_Carencia_por_acceso_a_la_seguridad_social \\\n", + "0 2.64 \n", + "1 2.54 \n", + "2 2.32 \n", + "3 2.27 \n", + "4 2.16 \n", + "5 2.14 \n", + "\n", + " CarenciasProm_Carencia_por_calidad_y_espacios_de_la_vivienda \\\n", + "0 3.73 \n", + "1 3.60 \n", + "2 3.38 \n", + "3 3.31 \n", + "4 3.09 \n", + "5 3.16 \n", + "\n", + " CarenciasProm_Carencia_por_acceso_a_los_servicios_básicos_en_la_vivienda \\\n", + "0 3.55 \n", + "1 3.35 \n", + "2 3.17 \n", + "3 3.10 \n", + "4 2.91 \n", + "5 2.92 \n", + "\n", + " CarenciasProm_Carencia_por_acceso_a_la_alimentación_ \\\n", + "0 3.31 \n", + "1 3.03 \n", + "2 2.86 \n", + "3 2.78 \n", + "4 2.60 \n", + "5 2.63 \n", + "\n", + " CarenciasProm_Población_con_ingreso_inferior_a_la_línea_de_pobreza_extrema_por_ingresos_ \\\n", + "0 3.11 \n", + "1 2.85 \n", + "2 2.54 \n", + "3 2.46 \n", + "4 2.37 \n", + "5 2.37 \n", + "\n", + " CarenciasProm_Población_con_ingreso_inferior_a_la_línea_de_pobreza_por_ingresos_ \n", + "0 2.50 \n", + "1 2.30 \n", + "2 2.09 \n", + "3 1.98 \n", + "4 1.87 \n", + "5 1.87 \n", + "\n", + "[6 rows x 49 columns]" + ] + }, + "execution_count": 463, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pobreza" + ] + }, + { + "cell_type": "code", + "execution_count": 708, + "metadata": {}, + "outputs": [ + { + "data": { + 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Hacemos una gráfica linear combinada. Esto no guarda la gráfica, para guardarla ver la instrucción de abajo.\n", + "#g, (ax1, ax2) = plt.subplots(2,1)\n", + "\n", + "plt.subplot(2,1,1) #Dos gráficas. Esta es la primera\n", + "plt.plot(pobreza.Año, pobreza.Porc_Población_en_situación_de_pobreza, 'o-')\n", + "plt.title('Pobreza en México')\n", + "plt.ylabel('Porcentaje')\n", + "\n", + "plt.subplot(2, 1, 2) #Dos graficas. Esta es la segunda\n", + "plt.plot(pobreza.Año, pobreza.Abs_Población_en_situación_de_pobreza, 'o-')\n", + "plt.xlabel('Año')\n", + "plt.ylabel('Millones de personas')\n", + "\n", + "plt.show()\n", + "\n", + "plt.savefig('Pobreza.png', dpi=96) #No la está salvando!!!! PREGUNTAR" + ] + }, + { + "cell_type": "code", + "execution_count": 771, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#GRÁFICA FINAL 2\n", + "#Hacemos la versión de la gráfica para poder guardarla\n", + "\n", + "fig = plt.figure() #Crea una imagen para guardar las dos gráficas\n", + "\n", + "ax1 = fig.add_subplot(2,1,1) #Dos gráficas. Esta es la primera\n", + "ax1.plot(pobreza.Año, pobreza.Porc_Población_en_situación_de_pobreza, 'o-')\n", + "ax1.set_title('Pobreza en México')\n", + "ax1.set_ylabel('Porcentaje')\n", + "\n", + "\n", + "ax2 = fig.add_subplot(2, 1, 2) #Dos graficas. Esta es la segunda\n", + "ax2.plot(pobreza.Año, pobreza.Abs_Población_en_situación_de_pobreza, 'o-')\n", + "ax2.set_xlabel('Año')\n", + "ax2.set_ylabel('Millones de personas')\n", + "\n", + "\n", + "fig.savefig('Pobreza.png', dpi=96) " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Boxplots de pobreza indigena, no indigena" + ] + }, + { + "cell_type": "code", + "execution_count": 434, + "metadata": {}, + "outputs": [], + "source": [ + "pob_indigena = pd.read_csv(\"pobrezaindigena.csv\", encoding = \"latin-1\")\n", + "pob_indigena = pob_indigena[0:6]" + ] + }, + { + "cell_type": "code", + "execution_count": 435, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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6 rows × 97 columns

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" + ], + "text/plain": [ + " Año IndPorc_Población_en_situación_de_pobreza \\\n", + "0 2008.0 71.09 \n", + "1 2010.0 74.76 \n", + "2 2012.0 72.30 \n", + "3 2014.0 73.19 \n", + "4 2016.0 71.87 \n", + "5 2018.0 69.54 \n", + "\n", + " IndPorc_Población_en_situación_de_pobreza_moderada \\\n", + "0 37.82 \n", + "1 37.00 \n", + "2 41.69 \n", + "3 41.37 \n", + "4 43.90 \n", + "5 41.62 \n", + "\n", + " IndPorc_Población_en_situación_de_pobreza_extrema \\\n", + "0 33.27 \n", + "1 37.76 \n", + "2 30.61 \n", + "3 31.82 \n", + "4 27.97 \n", + "5 27.92 \n", + "\n", + " IndPorc_Población_vulnerable_por_carencias_sociales \\\n", + "0 22.74 \n", + "1 18.86 \n", + "2 20.27 \n", + "3 18.94 \n", + "4 19.04 \n", + "5 21.21 \n", + "\n", + " IndPorc_Población_vulnerable_por_ingresos \\\n", + "0 1.65 \n", + "1 1.59 \n", + "2 2.17 \n", + "3 2.87 \n", + "4 2.44 \n", + "5 2.39 \n", + "\n", + " IndPorc_Población_no_pobre_y_no_vulnerable \\\n", + "0 4.53 \n", + "1 4.79 \n", + "2 5.27 \n", + "3 5.01 \n", + "4 6.65 \n", + "5 6.87 \n", + "\n", + " IndPorc_Población_con_al_menos_una_carencia_social \\\n", + "0 93.83 \n", + "1 93.62 \n", + "2 92.57 \n", + "3 92.13 \n", + "4 90.91 \n", + "5 90.75 \n", + "\n", + " IndPorc_Población_con_al_menos_tres_carencias_sociales \\\n", + "0 66.80 \n", + "1 64.58 \n", + "2 56.11 \n", + "3 54.79 \n", + "4 47.92 \n", + "5 48.07 \n", + "\n", + " IndPorc_Rezago_educativo ... \\\n", + "0 37.60 ... \n", + "1 36.24 ... \n", + "2 34.10 ... \n", + "3 33.86 ... \n", + "4 31.58 ... \n", + "5 31.10 ... \n", + "\n", + " NoIndCarenciasProm_Población_con_al_menos_una_carencia_social \\\n", + "0 2.31 \n", + "1 2.22 \n", + "2 2.06 \n", + "3 1.99 \n", + "4 1.90 \n", + "5 1.89 \n", + "\n", + " NoIndCarenciasProm_Población_con_al_menos_tres_carencias_sociales \\\n", + "0 3.60 \n", + "1 3.56 \n", + "2 3.49 \n", + "3 3.45 \n", + "4 3.39 \n", + "5 3.40 \n", + "\n", + " NoIndCarenciasProm_Rezago_educativo \\\n", + "0 3.01 \n", + "1 2.90 \n", + "2 2.75 \n", + "3 2.64 \n", + "4 2.50 \n", + "5 2.53 \n", + "\n", + " NoIndCarenciasProm_Carencia_por_acceso_a_los_servicios_de_salud \\\n", + "0 2.90 \n", + "1 2.85 \n", + "2 2.73 \n", + "3 2.70 \n", + "4 2.60 \n", + "5 2.59 \n", + "\n", + " NoIndCarenciasProm_Carencia_por_acceso_a_la_seguridad_social \\\n", + "0 2.50 \n", + "1 2.41 \n", + "2 2.22 \n", + "3 2.15 \n", + "4 2.06 \n", + "5 2.04 \n", + "\n", + " NoIndCarenciasProm_Carencia_por_calidad_y_espacios_de_la_vivienda \\\n", + "0 3.57 \n", + "1 3.46 \n", + "2 3.25 \n", + "3 3.14 \n", + "4 2.95 \n", + "5 2.99 \n", + "\n", + " NoIndCarenciasProm_Carencia_por_acceso_a_los_servicios_básicos_en_la_vivienda \\\n", + "0 3.40 \n", + "1 3.24 \n", + "2 3.10 \n", + "3 2.99 \n", + "4 2.82 \n", + "5 2.82 \n", + "\n", + " NoIndCarenciasProm_Carencia_por_acceso_a_la_alimentación \\\n", + "0 3.11 \n", + "1 2.86 \n", + "2 2.74 \n", + "3 2.62 \n", + "4 2.47 \n", + "5 2.49 \n", + "\n", + " NoIndCarenciasProm_Población_con_ingreso_inferior_a_la_línea_de_pobreza_extrema_por_ingresos_ \\\n", + "0 2.86 \n", + "1 2.62 \n", + "2 2.36 \n", + "3 2.25 \n", + "4 2.19 \n", + "5 2.15 \n", + "\n", + " NoIndCarenciasProm_Población_con_ingreso_inferior_a_la_línea_de_pobreza_por_ingresos_ \n", + "0 2.31 \n", + "1 2.12 \n", + "2 1.95 \n", + "3 1.83 \n", + "4 1.73 \n", + "5 1.73 \n", + "\n", + "[6 rows x 97 columns]" + ] + }, + "execution_count": 435, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pob_indigena" + ] + }, + { + "cell_type": "code", + "execution_count": 429, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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countmeanstdmin25%50%75%max
IndPorc_Población_en_situación_de_pobreza6.072.1250001.78474469.5471.285072.08572.967574.76
IndPorc_Población_en_situación_de_pobreza_moderada6.040.5666672.62271437.0038.707541.49541.672543.90
IndPorc_Población_en_situación_de_pobreza_extrema6.031.5583333.70059127.9228.630031.21532.907537.76
NoIndPorc_Población_en_situación_de_pobreza6.041.5833331.63491538.9740.765041.88542.855043.19
NoIndPorc_Población_en_situación_de_pobreza_moderada6.034.5366671.16357532.7733.920034.77535.067536.10
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" + ], + "text/plain": [ + " count mean \\\n", + "IndPorc_Población_en_situación_de_pobreza 6.0 72.125000 \n", + "IndPorc_Población_en_situación_de_pobreza_moderada 6.0 40.566667 \n", + "IndPorc_Población_en_situación_de_pobreza_extrema 6.0 31.558333 \n", + "NoIndPorc_Población_en_situación_de_pobreza 6.0 41.583333 \n", + "NoIndPorc_Población_en_situación_de_pobreza_mod... 6.0 34.536667 \n", + "\n", + " std min 25% \\\n", + "IndPorc_Población_en_situación_de_pobreza 1.784744 69.54 71.2850 \n", + "IndPorc_Población_en_situación_de_pobreza_moderada 2.622714 37.00 38.7075 \n", + "IndPorc_Población_en_situación_de_pobreza_extrema 3.700591 27.92 28.6300 \n", + "NoIndPorc_Población_en_situación_de_pobreza 1.634915 38.97 40.7650 \n", + "NoIndPorc_Población_en_situación_de_pobreza_mod... 1.163575 32.77 33.9200 \n", + "\n", + " 50% 75% max \n", + "IndPorc_Población_en_situación_de_pobreza 72.085 72.9675 74.76 \n", + "IndPorc_Población_en_situación_de_pobreza_moderada 41.495 41.6725 43.90 \n", + "IndPorc_Población_en_situación_de_pobreza_extrema 31.215 32.9075 37.76 \n", + "NoIndPorc_Población_en_situación_de_pobreza 41.885 42.8550 43.19 \n", + "NoIndPorc_Población_en_situación_de_pobreza_mod... 34.775 35.0675 36.10 " + ] + }, + "execution_count": 429, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "box_plot_data.describe().T" + ] + }, + { + "cell_type": "code", + "execution_count": 709, + "metadata": {}, + "outputs": [], + "source": [ + "por_pobreza = pob_indigena[[\"IndPorc_Población_en_situación_de_pobreza\", \"NoIndPorc_Población_en_situación_de_pobreza\",'IndPorc_Población_en_situación_de_pobreza_extrema',\n", + " \"NoIndPorc_Población_en_situación_de_pobreza_extrema\"]]\n", + "por_pobreza = por_pobreza.rename(columns={\"IndPorc_Población_en_situación_de_pobreza\":\"Indigena Pobreza\", \"NoIndPorc_Población_en_situación_de_pobreza\":\"No Indigena en Pobreza\",\n", + " \"IndPorc_Población_en_situación_de_pobreza_extrema\":\"Indigena Pobreza Extrema\",\n", + " \"NoIndPorc_Población_en_situación_de_pobreza_extrema\":\"No Indigena Pobreza Extrema\"\n", + " })" + ] + }, + { + "cell_type": "code", + "execution_count": 778, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Gráfica final 3\n", + "#Hacemos la gráfica \n", + "sns.boxplot(data=por_pobreza, orient=\"h\", linewidth=1.5, palette=\"Set3\").set(xlabel=\"Porcentaje de Pobreza\", title=\"Pobreza de grupos indigenas\") #orient=\"h\"\n", + "\n", + "plt.savefig('Pobreza_indigena.png', dpi=96) #No la está salvando!!!! PREGUNTAR" + ] + }, + { + "cell_type": "code", + "execution_count": 431, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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AñoIndPorc_Población_en_situación_de_pobrezaIndPorc_Población_en_situación_de_pobreza_moderadaIndPorc_Población_en_situación_de_pobreza_extremaIndPorc_Población_vulnerable_por_carencias_socialesIndPorc_Población_vulnerable_por_ingresosIndPorc_Población_no_pobre_y_no_vulnerableIndPorc_Población_con_al_menos_una_carencia_socialIndPorc_Población_con_al_menos_tres_carencias_socialesIndPorc_Rezago_educativo...NoIndCarenciasProm_Población_con_al_menos_una_carencia_socialNoIndCarenciasProm_Población_con_al_menos_tres_carencias_socialesNoIndCarenciasProm_Rezago_educativoNoIndCarenciasProm_Carencia_por_acceso_a_los_servicios_de_saludNoIndCarenciasProm_Carencia_por_acceso_a_la_seguridad_socialNoIndCarenciasProm_Carencia_por_calidad_y_espacios_de_la_viviendaNoIndCarenciasProm_Carencia_por_acceso_a_los_servicios_básicos_en_la_viviendaNoIndCarenciasProm_Carencia_por_acceso_a_la_alimentaciónNoIndCarenciasProm_Población_con_ingreso_inferior_a_la_línea_de_pobreza_extrema_por_ingresos_NoIndCarenciasProm_Población_con_ingreso_inferior_a_la_línea_de_pobreza_por_ingresos_
02008.071.0937.8233.2722.741.654.5393.8366.8037.60...2.313.603.012.902.503.573.403.112.862.31
12010.074.7637.0037.7618.861.594.7993.6264.5836.24...2.223.562.902.852.413.463.242.862.622.12
22012.072.3041.6930.6120.272.175.2792.5756.1134.10...2.063.492.752.732.223.253.102.742.361.95
32014.073.1941.3731.8218.942.875.0192.1354.7933.86...1.993.452.642.702.153.142.992.622.251.83
42016.071.8743.9027.9719.042.446.6590.9147.9231.58...1.903.392.502.602.062.952.822.472.191.73
52018.069.5441.6227.9221.212.396.8790.7548.0731.10...1.893.402.532.592.042.992.822.492.151.73
\n", + "

6 rows × 97 columns

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" + ], + "text/plain": [ + " Año IndPorc_Población_en_situación_de_pobreza \\\n", + "0 2008.0 71.09 \n", + "1 2010.0 74.76 \n", + "2 2012.0 72.30 \n", + "3 2014.0 73.19 \n", + "4 2016.0 71.87 \n", + "5 2018.0 69.54 \n", + "\n", + " IndPorc_Población_en_situación_de_pobreza_moderada \\\n", + "0 37.82 \n", + "1 37.00 \n", + "2 41.69 \n", + "3 41.37 \n", + "4 43.90 \n", + "5 41.62 \n", + "\n", + " IndPorc_Población_en_situación_de_pobreza_extrema \\\n", + "0 33.27 \n", + "1 37.76 \n", + "2 30.61 \n", + "3 31.82 \n", + "4 27.97 \n", + "5 27.92 \n", + "\n", + " IndPorc_Población_vulnerable_por_carencias_sociales \\\n", + "0 22.74 \n", + "1 18.86 \n", + "2 20.27 \n", + "3 18.94 \n", + "4 19.04 \n", + "5 21.21 \n", + "\n", + " IndPorc_Población_vulnerable_por_ingresos \\\n", + "0 1.65 \n", + "1 1.59 \n", + "2 2.17 \n", + "3 2.87 \n", + "4 2.44 \n", + "5 2.39 \n", + "\n", + " IndPorc_Población_no_pobre_y_no_vulnerable \\\n", + "0 4.53 \n", + "1 4.79 \n", + "2 5.27 \n", + "3 5.01 \n", + "4 6.65 \n", + "5 6.87 \n", + "\n", + " IndPorc_Población_con_al_menos_una_carencia_social \\\n", + "0 93.83 \n", + "1 93.62 \n", + "2 92.57 \n", + "3 92.13 \n", + "4 90.91 \n", + "5 90.75 \n", + "\n", + " IndPorc_Población_con_al_menos_tres_carencias_sociales \\\n", + "0 66.80 \n", + "1 64.58 \n", + "2 56.11 \n", + "3 54.79 \n", + "4 47.92 \n", + "5 48.07 \n", + "\n", + " IndPorc_Rezago_educativo ... \\\n", + "0 37.60 ... \n", + "1 36.24 ... \n", + "2 34.10 ... \n", + "3 33.86 ... \n", + "4 31.58 ... \n", + "5 31.10 ... \n", + "\n", + " NoIndCarenciasProm_Población_con_al_menos_una_carencia_social \\\n", + "0 2.31 \n", + "1 2.22 \n", + "2 2.06 \n", + "3 1.99 \n", + "4 1.90 \n", + "5 1.89 \n", + "\n", + " NoIndCarenciasProm_Población_con_al_menos_tres_carencias_sociales \\\n", + "0 3.60 \n", + "1 3.56 \n", + "2 3.49 \n", + "3 3.45 \n", + "4 3.39 \n", + "5 3.40 \n", + "\n", + " NoIndCarenciasProm_Rezago_educativo \\\n", + "0 3.01 \n", + "1 2.90 \n", + "2 2.75 \n", + "3 2.64 \n", + "4 2.50 \n", + "5 2.53 \n", + "\n", + " NoIndCarenciasProm_Carencia_por_acceso_a_los_servicios_de_salud \\\n", + "0 2.90 \n", + "1 2.85 \n", + "2 2.73 \n", + "3 2.70 \n", + "4 2.60 \n", + "5 2.59 \n", + "\n", + " NoIndCarenciasProm_Carencia_por_acceso_a_la_seguridad_social \\\n", + "0 2.50 \n", + "1 2.41 \n", + "2 2.22 \n", + "3 2.15 \n", + "4 2.06 \n", + "5 2.04 \n", + "\n", + " NoIndCarenciasProm_Carencia_por_calidad_y_espacios_de_la_vivienda \\\n", + "0 3.57 \n", + "1 3.46 \n", + "2 3.25 \n", + "3 3.14 \n", + "4 2.95 \n", + "5 2.99 \n", + "\n", + " NoIndCarenciasProm_Carencia_por_acceso_a_los_servicios_básicos_en_la_vivienda \\\n", + "0 3.40 \n", + "1 3.24 \n", + "2 3.10 \n", + "3 2.99 \n", + "4 2.82 \n", + "5 2.82 \n", + "\n", + " NoIndCarenciasProm_Carencia_por_acceso_a_la_alimentación \\\n", + "0 3.11 \n", + "1 2.86 \n", + "2 2.74 \n", + "3 2.62 \n", + "4 2.47 \n", + "5 2.49 \n", + "\n", + " NoIndCarenciasProm_Población_con_ingreso_inferior_a_la_línea_de_pobreza_extrema_por_ingresos_ \\\n", + "0 2.86 \n", + "1 2.62 \n", + "2 2.36 \n", + "3 2.25 \n", + "4 2.19 \n", + "5 2.15 \n", + "\n", + " NoIndCarenciasProm_Población_con_ingreso_inferior_a_la_línea_de_pobreza_por_ingresos_ \n", + "0 2.31 \n", + "1 2.12 \n", + "2 1.95 \n", + "3 1.83 \n", + "4 1.73 \n", + "5 1.73 \n", + "\n", + "[6 rows x 97 columns]" + ] + }, + "execution_count": 431, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Barras\n", + "pob_indigena\n", + "#por_pobreza['Indigena Pobreza'].value_counts().plot.bar()" + ] + }, + { + "cell_type": "code", + "execution_count": 425, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "f, (pob, pob_mod, pob_ext) = plt.subplots(3,1, figsize=(10,8), sharex= True)\n", + "\n", + "sns.barplot(x=\"Año\", y=\"IndPorc_Población_en_situación_de_pobreza\", data= pob_indigena, palette=\"rocket\", ax=pob)\n", + "pob.set_title(\"Porcentaje de Pobreza Indigena\")\n", + "pob.axhline(0, color=\"k\", clip_on=False)\n", + "pob.set_ylabel(\"Indigenas en pobreza\")\n", + "\n", + "sns.barplot(x='Año', y='IndPorc_Población_en_situación_de_pobreza_moderada', data=pob_indigena, palette=\"vlag\", ax=pob_mod)\n", + "pob_mod.axhline(0, color=\"k\", clip_on=False)\n", + "pob_mod.set_ylabel(\"Indigena pobreza moderada\")\n", + "\n", + "sns.barplot(x='Año', y='IndPorc_Población_en_situación_de_pobreza_extrema', data=pob_indigena, palette=\"vlag\", ax=pob_ext)\n", + "pob_ext.axhline(0, color=\"k\", clip_on=False)\n", + "pob_ext.set_ylabel(\"Indigena pobreza extrema\")\n", + "\n", + "\n", + "plt.savefig('Pobreza_indigenabarras.png', dpi=96) #No la está salvando!!!! PREGUNTAR" + ] + }, + { + "cell_type": "code", + "execution_count": 458, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 458, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#PRUEBA DE CÓMO HACER UNA \n", + "#X = np.arange(6) #Creates an array\n", + "X = pob_indigena[\"Año\"]\n", + "fig = plt.figure()\n", + "ax = fig.add_axes([0,0,1,1]) #no entiendo para qué es esto\n", + "ax.bar(X + 0.00, pob_indigena[\"IndPorc_Población_en_situación_de_pobreza\"], color = 'b')\n", + "ax.bar(X + 0.25, pob_indigena[\"NoIndPorc_Población_en_situación_de_pobreza\"], color = 'g')\n", + "ax.legend(labels=['Indigenas en pobreza', 'No Indigenas en pobreza'])" + ] + }, + { + "cell_type": "code", + "execution_count": 775, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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J4O3tw7x532Jurj+OPDDwKJcvX8LJyZkFC77TBnYAbGxsGD16As8+W4+MjAw2bPjN4Lk//vgzbWBHs9/nnw8FIDMzk9jYGO2606dPYmZmRsuWrenQoZP2mgGqVXPhk08GAerMkvT0W9p14eFhAHTo0FEb2AFwd/dgyJBhNG3awmCmiSFhYaEcPLgPCwsLFi78XhvYAXXfDxz4Ba+99gaFhQWsWWM4+NClS3d69OitHRpibm7O0KEjUCgUFBcXc+3alXK1pbRevfrRq1c/bZ/Y2dkxefJMqld3Jz39Flu3btZu+8svq8nLy8XPrwbTps3RBnY0fTJ37jc4OjqSnJzE5s3rDZ5v0qRpOkMFvby8mTlzHsbGxly8eIGLF//S28fMzJxBg77UXrcmgLV9+x8olXHUrl2X6dPn6gxRcnR0Ytq02bi6uqFUxrJr144H9kNxcTGTJ48lNPQGnp5eTJs2RxscTE+/RXR0JAABAeN0hgsqFAreequDNuMtMjL8gecxpEmTpvTv/4H2fNWquWgDNiUlJYwZM0Eb2AFo3PgVbUbbjRvXtcsPHz5AWFgoZmbmzJv3rc7v0drahoCA8TRp0pSioiKWL1+qXbdt2xYyMtLx9PRiwoSp2sAOqN8TpYNcpT2J/v/ss8+1QUB7ewcUCgXh4WFkZmZiZmbG6NHjdYa6mZiY0L//B1Sv7g5ARMS9/j569BDR0ZHY2toxbdocnSGTr77ajGHDRhpsw6VLFygqKsLR0ZFhw/x1MqEsLS0ZMmQYpqamwOPdXyGEEEIIUXlIcEdUGGNjY155panecm9vX+2fc3KyAXVtnAsX1EMsNB+P93v3EcZ9Hzt2GID69RsaHIbj6upmsP7NsWNHAGjRojWWlpZ66xUKBW++2R6AEyeOGzx3s2Yt9Zb5+Pho/5ydnaX98+DBX3LwYBATJkwzeKzSGQWlh214enoCMG/eLIKDz1BUVKRd17x5S+bOXcR7731o8Jj30/TVCy80wtm5msFt3nzzbQBOnTpBcXGx3vpmzVroLbO3d8DBQR3sKH3N5dWzZx+9Zebm5nTo0BFQB+I0TpwIBKBLlx7aj93S7OzsePvtTgAcP35Ub72npxeNG7+it9zLy0cb8Dl5MlBvfe3adQw+J5o+ff31dgZroZibW9C6dVsAgoL0M8hK++ab+Zw4EYidnT1z536jE1CoUqUqO3Yc4ODBQL2MKlAHhjQBkbKG/TxI06b6Qxc1QUMLCwsaNnxRb70mkJKbey8TJShI/Vtp3rwl7u6G6yX17t0XgL/+Okd2tvq9cPJkEABvvPGWNsBUWufOht8Jf7f/jYyMqFfveb3lderUZc+ew+zefQh7e/0Z+goLC7Gzswd0+1vzfLZo0cpg7aM33nhLL5sMoHnzVuzff4yNG7cZvH71+ez0zieEEEIIIf57ZFiWqDC2tnZ6wx0AnYwZTaAgKSmRwkJ1kbqyhhaU/tf+h4mMjACgZs1aZW5Tt+4zHDiw1+B+QUHHCA8PNbhfVpY6UBEXF4tKpdIrFmwoQFK6H+4PjigUCm12SFRUJAkJ8cTHxxEREY5SGafdTqVSaf88ePBQAgK+5urVEIYN+xxLSysaNnyBxo2b8OqrzcssTGtIVJT6mq9fv8bgwYYzIQoKCgD1B/vNmzdxddWt5ePkZDgopLnXhgJCD+Lk5Ey1ai4G12nuaVxcbKk2pQDqj++y1K37DIBO5pRG7dpl71ejRi3Onw8mJiZKb52jo6OBPe716Z9//mEwmATqbCxQ13cpy++/r2Pr1k2YmJgwffqcMu+rubkFyclJXL0aglKpJCEhnpiYKMLCQsnLU2fHlX5+ysvQPdAEz+zs7HUyzTQ0QYjS59PU2XnQ/alTR31/iouLUSrjqFv3Ge29KuudUKVKVZycnElNvamz/O/2v42NrcF3l4a5uQVxcbFcv36V+Hh1f0dFRRIREU5hofq3UlJSot1ecx2auj3309SIunz5UpnnCw8PIyzsBgkJ8SQkKImKiiQyMkIb2H2c+yuEEEIIISoPCe6ICmMog+J+mg+SrKzb2mWWloaLvtraln+2n8zMjAceC9TDQe6nySRKSUkmJSX5gecoLi4mNzdH7ziG/oW9tNIfYSqVik2bfue3337R+UBVKBR4eXnz5ptvs3fvLr1jvPJKU1au/Jl169Zy8mQQubk5nDwZxMmTQSxevJD69RsycuRYfH39HtgWQJslkZ5+S2foV9nbZwG6wZ2H3etH/fB80MxOmnuquVela5UYyn7Q0GSw5OXl6gXlSg/30d9PfT5DmRFlBQA0fapUxqJUxpZ5bPW2hrOajh49xA8/LAZgxIjRegWkNWJjo1my5FtOngzSCShYW1vToEFDUlNTywxUPoyFhX5WkoahwE5ZNFk8hn5zGqXvgWZ7zXvhQb9jW1tbveDO3+1/Q0M2Na5cCeGHHxbz11/ndZY7ODjw6qtNCQ0NJTExXmedJiBsKMvr3nUYfuZPngxixYqlhIbe0Fnu5OTMa6+9wcmTQTrvTyGEEEII8d8kwR1RKdjb22v/nJOTo1NHRqOgoPzDDjQfpYaKlGqUHjZy/35ffz2Sbt16lft8j2v16hX89NNyANq2fYNXXmmGr68fXl4+WFlZERcXazC4A1CrVh2mTJlJUVERV65c5sKFc5w9e5rLly9y6dJfDBv2OevXb33gByXc++Ds3bs/Q4YMe7IX+Jjy8sq+15oPdwcH9bCY0jNAadYZcu8D20ov20qT3WKIJoj0KMFFS0tLsrOzmTNnkcEhaw9z9WoIU6dOoKSkhN69+9OxY2eD26Wn3+KLLz4jPf0WLi6udOrUhdq16+Lt7YObW3UUCgVTpox/7ODOk6K5R5q+NERzf9TbqwM99vb2pKWlPfB3rMkqK+3v9n9ZoqOjGDp0IAUFBfj4+NGhQydq1qyFj4+vNmNv8OCP9II79vb2KJWG3zkPuo7z54MJCPiakpISnnvuedq1ews/v5r4+Phq6/Z07tyerEcf9SiEEEIIISoZqbkjKgUXF1ftv5aHhd0wuE1UVGS5j6epsxMREVbmNpqixKV5eXk/9FzJyUmEhFwmNTW13O0xpKioiN9/XwfAhx9+ypQps2jf/h3q1n1W+zGsGW5UmmbYiiZzwMTEhAYNXuCDDz5hyZIVLFmyAoVCQVpaKsHBpx/aDk/Ph19zZmYGly79RVJS0r8y/CMlJanMD2HN8+Hjox7iYm1to63zUrqI7/2uX78K3KtXVFpsbHSZ+2mO+SgzEd3r04gyt9EM60lPT9dZnpAQT0DAcAoKCmjatIW2GLchO3b8SXr6Lezs7Fm1ah3vv/8xr77ajOrV3bUBLEPP0L9NU5i8PPdHoVBo6/Jo+rGsd0Jubi7JyUl6y/9O/z/Ipk2/U1BQgLe3DytX/kyfPv1p3LiJzlDMlBT9/ta8V+7PvtFQqVTawtilrVu3lpKSEho1aszSpSvp1q0XL7zQSBvYKSws1GYpCiGEEEKI/zYJ7ohKwdzcQlt8ufQsSKVt37613Mdr1aoNACEhl7T1PkpLT0/XFl0tTfOv/AcO7CtziNKsWVMZNOhDJk8u3zTjZcnIyNBmjJRVi2T79j+0f9bUrYmMjKB37y589dVg0tL0A0z16tXXBodKD9Mpi6YAdHDwaaKj9evKACxb9j2ff/4JX345sFzH/LuKi4vZtWu73vL8/Hx271bPbtSmTVvt8qZNmwOwdesm7ty5o7ff7du32bNnJ6CeAep+YWGhhIbqBx5u3LhOSIi6Dkrz5q3K3X7Nc7RjxzaDGWdFRUWMGTOCTz4ZwJIl32iXZ2VlMXLkV6Sn36JGjVpMnjzjgcOfNBkirq6u2kym0qKiIrXtLy4u0lv/b9H0R2DgMRIS4g1us2nT7wDUq/c8tra2ALRu/RoAe/fu0plZT2PXrj8fWOD7Ufv/YRITEwB1UfjSM1dpnD17ShtsKt2uVq3U1xEUdMxgsC0o6DhpaWkGzqfuq5o1axksDL1nz07t816R91cIIYQQQvzzJLgjKo2PPx6Iqakpx48fYenSxdqPlqKiIlauXMbRo/rBmLLUqlWHFi1aU1JSwtix/jpZKUlJSYwePdzgUI+2bdtRo0ZNsrOzGD58iLbAMqiHVMyfP5vg4DMoFAr69//g8S8W9bAizcw6Gzb8xu3b9+pmpKenM3/+bPbv36Ndpqn5UqtWbWrUqHl3iuxxOrWB7ty5w/LlS8nJycHS0pIGDfRnM7pfgwYNadKkKcXFxYwc+RWXL1/UrissLGTNmpXaIFO/fgMMfmT+E5Yt+17nnqenpzN+/CiSkpLw8vLm7bc7atf16/c+VlbWREZGMGFCgE5gLiEhnlGjhnHrVhrOztXo1auf3rlUKhXjxgXoZHOFhl5n7Fh/VCoVr732xgOLc9+va9eeODo6oVTGERAwnKSke9kl6enpTJw4hujoKExNTenT5z1Afe/GjvUnJiaaatVcmD//W50hZ4Z4e/sA6iy0I0cO6lzPqVMnGDHiS23B3YqcTalNm9epUaMWhYUF+PsPJSzs3jCx3Nwc5syZwZkzpzA2NmbQoHuZSh07dsbDw5OUlGTGjx+lc1+PHj3EsmXfGzzf4/R/eWgykM6ePcXFi39plxcVFbF//x4mTrwX8C3d302bNuf55xuQl5dHQMDXxMcrtesuXrzA7NmGZ8vT3N8DB/bqBF4LCgrYsmUD33wz3+D5hBBCCCHEf4/U3BGVhp9fTcaMmcisWVP57bef2b79Dzw8PEhIiCczM5OWLdsYzLYpS0DAeJTKWKKiIhkwoBc+Pr4YG5sQFRWBsbEJNWrUIiIiTCdYYWJiwsyZ87UfoAMG9MLLyxsLC/XsOHl5eQB8+eVwg9O8PwoTExM+/XQwCxbM5sKFc3Tt+jaenl7cuXOHuLhYiouLqV27DikpyWRkZHDzZrI2w2fy5JkMHvwRFy6co2fPd6le3R0LCwsSEhLIzs7C2NiYkSPHGczmMGTixKmMHDmMq1dDGDz4Y9zc3LGzsyM+XqktONuzZ58yp57+J1Sv7s64cSNxc6uOnZ09UVERFBYW4urqyvTpc3TqMrm7ezB9+hwmTAggMPAYp069ja+vH8XFxURHR1FSUoKLiyszZ8432CeNGjUmLCyUDz/si4+PL3BvmNrzzzdg1Khxj9R2Ozs75sxZSEDA1wQHn6Fnz074+PiiUBgRFxdDYWEhxsbGTJ48QzuEcMuWDVy4cA5QzwI1b95M8vPzDWYiAfzwwyreeeddtm7djFIZx/jxAbi6uuHgUIXk5CTS029hYmLCCy804sKFcxU6PMvExITZsxfg7z+UmJhoPvywL56eXlhZWRMdHUlBQQHm5ub4+4+hQYOG2v3MzS2YNm0O/v5DOXPmFN26vYOvbw0yMzNISkrkmWeeJS0tTa/4+eP0f3n07t2fAwf2kJGRwRdffIKHhxfW1tYkJMSTlXUbS0sr6tWrT0jIJZ02GRkZMWnSDPz9vyQ09AZ9+3bDz68G+fn5xMXF4ubmjrOzs07QC+CDDz7l7NnTpKWl8f77vfH09MLU1BSlUkleXi4ODlXw8vImPDz0qRh+J4QQQggh/jkS3PkbivILaLZtS0U3428rytcv1Pm0ateuPb6+fvz6689cvHiBiIhw3N09+Oijz2jevNUjBXccHBxYvnwtv/32M4cPHyA+Ph4zMzOaNm3BRx99xtatm4iICNMbXuHu7sFPP/3K1q2bOXLkIDExUeTn5+PgUIUmTZrSvXsvGjZ8eEZMeXTp0h1PTy9+/XWtdmpjGxsbnnvueV5//U06derC7NnT2LNnJ0FBx7VDg3x9/Vi1ah2//76Oc+fO3M1MUOHo6EyrVm3o1avfI9WIsbd3YOnSlezc+Sf79+8hIiKclJQkbG3tePXVZrz7btdHGpb0JHz//XLWrv2Jw4cPEBUViaurG23avE7fvv2wttYvbvzyy6/wyy8b2bDhV06eDCI2NgZTU1Nq1apD69Zt6dy5m3a4z/08PDwZNWocP/64hODgM+Tn51OzZm3at+9A1649yzXz2/3q1n2Wn3/ewObNGwgMPIpSqeTOnUIcHZ144YVG9O7dXycbqHQm2Y0b18p1DmtrG1as+Jlff11LUNAxEn1ZhskAACAASURBVBMTuHXrFtWqVaNp0+b07NkXS0tLevZ8l/DwMJKSkvSmsf+3uLlVZ+XKX9i6dTOHDx8gJiaalJRkXFxcadKkKV279jA41XutWrX56Sf1sx4YeJSoqAgcHKrQq1dfPv54IB9+qJ+JBY/e/+Xh6urKmjXrWbNmJefOnSE5ORljYyNcXFx588329OzZl6SkRIYOHcT588Hk5eVpC5a7urqybNlqNm9ez4ED+4iNjcHa2oYOHToxcOAXTJkywcA1PMOaNb+zZs0KLl++RHy8ElNTM9zdPXj11Wb07NmHEycCmTVrKidOBDJkyNd6xcKFEEIIIcR/g0L1b1Q/rWBpadmUlJT/MpOSYnB19f4HW1Q5mZgYUVT0z9dTeVqMHx/AkSMH+eyzzxkw4KOKbo5APTvQ0KGDADhy5JTBaeX/vz2nonKS5/Txyd/R/x5nZ1tu3pTp1oRhzs62BL3772XsPu2abdsivxdRJnmfiifByEiBo6NN2ev/xbYI8dQ4e/YUPXq8y4QJow2uz8/P56+/1ENgatc2XMxYCCGEEEIIIYR4GkhwR/y/VKtWXVJTUzh8+AC//faLtqgsQHr6LaZMGUdGRgbe3j689NLLFdhSIYQQQgghhBDiwaTmjvh/ycHBgUGDhvDdd4tYuvRb1q1bg5tbdfLz84iPV1JUVES1ai5MnTrb4NAfIYQQQgghhBDiaSFfreL/rV69+tGgwQts3Pg7165dISYmChMTU3x9/WjZsg1du/bA3r58s0kJIYQQQgghhBAVRYI74v+1unWfZeLEaRXdDFFOL774EoGBwRXdDCGEEEIIIYR4qkjNHSGEEEIIIYQQQohKTII7QgghhBBCCCGEEJWYBHeEEEIIIYQQQgghKjEJ7gghhBBCCCGEEEJUYhLcEUIIIYQQQgghhKjEJLgjhBBCCCGEEEIIUYlJcEcIIYQQQgghhBCiEjOp6AYIIYQQ/xZjIwUKI0VFNwMAE5OK//cVVYmK4hJVRTdDCCGEEEL8TRLcEUII8f+GwkhBdnhERTfjqWFTswZIcEcIIcR/VBVbM0wszCu6GQA4O9tWdBMoyi8gPauwopsh/iES3BFCCCGEEEII8Z9jYmFO0LvdKroZT41m27aABHf+syo+J1wIIYQQQgghhBBCPDbJ3PkbqjiYY2JqVtHN+NuK7hSSnlHwRI+ZmJhAjx6dAHjrrQ6MHz/lgdufPx/M0KGDAAgMDH6ibTFkyJDP+Ouv87Rv/w7jxk3+x8+3a9d2Zs6cgrNzNbZu3aVdPmPGZHbv3kG7du2ZOHHaP94O8d8hz07llnQzhf5ffwHA2vmLcXd1q+AWPb7mzV8CYNGiJTRu3KSCW/PfIMMIdMkwAiGEEOLhJLjzN5iYmnFu38iKbsbf1qjdPODJBndK27NnJ23avE6zZi3+sXMIIYQQ/xUyjECXDCMQQgghHk6CO+JfMXfuDH75ZSN2dnYV3ZSnysCBQ+jf/wOsrW0quilCCCGEEEIIISopqbkj/nEKhYK0tFS+/XZeRTflqePk5IS3tw9OTk4V3RQhhBBCCCGEEJWUBHfEP65r1x4A7N27m8DAoxXcGiGEEEIIIYQQ4r9FhmWJf1z37r0JDw/j4sULzJs3k/r1G2JnZ/9Ix7h5M4WNG3/n5MlAEhMTMDIywt3dk5YtW9OjRx9sbZ9MwcdVq35k9eoV9Ov3Pn36vMeaNSsJCjpGaupNbGxsefHFRgwY8DE1atQ0uP/Ro4f53/82Eh4eSmHhHerUqcuAAR+Veb4HFcW9fTuTTZvWc/jwQZKSErCwsOSll17mo48+Y//+PaxevYIPP/yUjz8eqLNfTk42mzat5+jRQyiVSlSqEqpXd6dVq9fo2bOvXl9pij23bfsGo0dPZN26NRw6tJ/k5CQsLCypV68+/foNoEGDF/Tar1KpCAo6xp49O7l27Srp6ekAVK1alQYNGtKjRx/q1n1Wb78rV0LYuPFXQkNvkJycjJmZGV5e3rRo0Zpu3XpgZWVdZp8ZUlhYyB9/bOHgwX1ER0dx584dXFxcaNq0OX36DNDLjNIU8H722XosXbqSTZvWs2fPTpTKWExNTalT5xm6d+9Fixaty90GTT+2aNGKceOmsGLFUo4dO0JmZibVqlWjWbOW9O37Ho6OhrO0YmNj2LjxN86ePU1KirpPvL19adv2DTp37oa5uUWZ546NjWHFih84d+4sBQX5eHp688Ybb9K9e2/MzXWLsmqKic+b9y03blxjy5aN5ObmUL26O9Onz8Xb2weAW7fSWL9+HSdOaH5zxnh7+9C2bTu6du2hc9zSBdQf5v5nNjU1lS1bNhAcfBqlUklubg5WVtZ4e/vQqtVrdO3a/YHXXpqmHc7O1diyZQd//LGF7du3Ehsbg6WlJc8/35DPPx+CM5CZdZuf/7eJE+fPkp6RQRV7B5o2eokPe/TBxsDzl5WTzda9uwk6d4b4pERUKhUuTs40afgi3dt3xLFKFYNtCouOYuPObYTcuE5m1m2qu7jSsW07Ghv4PZWWnpnBpl3bOXXhHMmpNzEyMsLTzZ02rzbj3dffxMxMt5j/2i0b+WXrJnq98y7P1qzNivXrSE69SVWHKnzSqx9tXm0GQHxSItv27+Gva1dITr1JfkEhNjbW1KhRi9dff5MOHTphbGys1x6lMo5ff/2Z4ODTpKWlUq2aC2+91YF+/d5/4HWEhd3gf//bzKVLF7h58yaFhQXY2tpRp05dOnToRJs2rz9wfyGEEEIIUT4S3BH/OIVCwdixk3j//d6kpaWxaNE8Jk2aXu79g4PPMH78KLKzszExMcHX14+ioiIiI8MJDw9lx45tzJv3bZkBl8eRlJTIhx/2JTX1Jq6ubnh7+xIZGc7Bg/sJCjrOkiUrqVOnrs4+CxbMYevWTQBUq+aCq2t1rl27wvDhQ3jhhUaPdP6EhHiGDx+CUhmHsbExvr41KCws4MCBvQQFHeP55xsY3C8mJhp//6EkJiZgbGyMm5s7FhYWREVFsHr1Cnbv3sGCBd9pP+BLy8rKZuDAD4iMjMDJyRkfH1+io6M4ceI4p0+fYNasBTRt2ly7vUqlYsqU8Rw4sBcAZ+dq+PnVIDMzk+TkRPbu3c2BA/uYPXsBr756b7+jRw8xceIYiouLcXBwwNfXj5ycHK5du8LVqyHs27eLH39cXe4AT2pqKiNHDiUsLBSFQoGrqxu2tnZER0exYcNv7N69k9mzF1C/fkO9fYuK7jBixFDOnTuDg4MD3t6+xMXFcO7cWc6dO4u//2g6d+5ernZo5OTk8PnnHxMZGYGLiys+Pj5ERkawYcOvHDy4jwULvtN7Vvft283s2dMoLCzE3NwcP7+a5ObmcPVqCFevhrBr13bmzfuWatVc9M4XFRXBp58OIDc3F19fP0pKSggPDyU8PJSDB/fzzTdLDda6+vnnn7h8+SLu7h7Y2NiQk5ODh4cnAJcu/cWYMSPIzMzExMQET08vVCq4ceMa169fZe/eXSxYsFgbqDIzMyvzmdTco8TEeABcS80KFRJyGX//oWRnZ2FmZo67uzsmJq4kJiYQEnKJkJBLBAYeZfHiZQYDDmUpKSlhwoQAjh49jLNzNTw8vIiJieL48SNcvHie6V+PYurihdzKSMfd1Q0XJ2fik5PYtn8vYdFRfDtxOgqFQnu8yLgYxsydQVp6OkYKBV7uHhgbGxOtjGPTru3sOXqISV+NpOGzz+m042DQceYtX0JRcTG21tb4eHiRnJrCd2tX0eCZ5+5v9r1+Cb3OxIVzuZ2dhYmxMR5u1VGpVIRFRxIaFcGBwKPMGjWOqg76AaVL16+yadd27Gxs8KruTky8kpp3f+9B584y/ftF3LlzB0sLC9yquaAwNSUhIZ7z54M5fz6YCxfO6b2fg4PPMHbsSHJzc7C0tMTPryapqTdZuXIZ58+XPbvh1q2bWbRoLiUlJdja2uHh4UFBQQGJiQmcOnWCU6dO8N57HzJw4Bflua1CCCGEEOIBJLgj/hXu7h4MHDiEb7+dz/79e2jT5nVatmz90P2SkhIZM8afvLxcmjdvyahR46ha1RGA+Hgl06ZNJCTkEqNGDWPt2vXY2DyZwsQHD+7Dy8ubFSvWajNPYmOjGTbsC1JSklmzZgWzZi3Qbr9v3262bt2EqakpY8ZMol27twDIyspi7twZHD58oNznVqlUTJs2EaUyjrp1n2Xq1FlUr+4OqDNexo0byZkzp/T2y8vLIyDgaxITE2jRohUjRozGyckZgLS0VObMmc6JE4EEBAxn7drf9LIhzpw5iaOjIwsXfs/LL78CqD/KR4z4koiIMJYvX6oT3Nm9ewcHDuzF3Nyc6dPn6ARwYmKiGT9+FFFRkaxatVy7rqSkhIUL51JcXMznnw+lV69+2o/2GzeuM2LEl0RFRbJlyybee++DcvXVhAmjCAsLpX79howePR4/Pz+KikrIzs7mu+8WsnPnn4wd68/atev1smZCQ29gaWnFxInTtfcsOzubceNGce7cGVas+IF33umMiUn5X5XnzwdjZmbGpEnTeeMN9TFv3kxhwoTRhIRcYvLksaxe/Zv2mFeuhDBjxmSKi4vp2LELQ4Z8pS2wHRZ2g4kTxxAREc7o0SNYvnyNXlvCwkLx8PDkhx9W4edXU3vMsWP9CQ29zrffzmfChKl67bx8+SKDB3+pzbxIT0/H2NiYmzdTtIGdjh278PnnQ7XZXvHxSqZMGc/VqyFMnDiGJUtWAODo6MQPP6wy2B+pqakMHPgBAG+91YEOHdQZPsXFxUybNoHs7CxatGjNmDETtUGooqIi1q9fx7Jl33Px4gVOnz6p8+w9TFpaKoGBxxg3bjJvvdUBhUJBZGQ4n332Abdv32bY1An4efkwf9xkPO4Gm/YcPcz8FUu5GhbKpetXtcGX3Lw8bWDn2Vq1GT14KNXvBtnSMzNYuHIZJy+cY9I3c1k2fS5ud9clpCSzYOUPFBUX0739O3zcqy+mJqYUlxSzccefrNr4m+H+upWmDey83aYtn/V+DxtrdaAzITmJmUsXcz0ijGnfLWKRgft6LTyM5i+9zNgvhmFmakrG7Uwc7OzJyslm/vIl3Llzh45t2zGw7wAszM2xqVmDrKwcfvxxCZs3r2f//j28996H+PnVANTvsMmTx5Gbm0Pbtu0ICBinDbzu3r2DOXMMB+rj4mL59tv5lJSU8Omng+nX733ts3v7dibz58/m0KH9/P77L/Tp854U2xdCCCGE+Juk5o7413Tv3ouGDV8EYP78WWRmZjx0n19+WU1eXi5+fjWYNm2ONrAD6oDR3Lnf4OjoSHJyEps3r3+i7Z00aYbOkCIvLx969uwDqD+MS1u7Vv1h+957H2qDBAC2trZMnDgNLy/vcp/31KkTXL58EUtLK+bMWagN7AA891w9ZswwXJh6+/Y/UCrjqF27LtOnz9UGdkD98T1t2mxcXd1QKmPZtWuHwWMMHx6gDeyAuuDzRx99CkB4eCi5ubnadWfOnMLY2JguXXroBHYAvL19tEGDyMhw7fKMjHTS0lIB6Nixi042Rp06dfnss89p0aI19vblG7YXGHiUy5cv4eTkzIIF3+Hl5aNdZ2Njw+jRE3j22XpkZGSwYYPhj+mPP/5M557Z2Njw+edDAcjMzCQ2NqZcbSntiy++0gZ2QJ3VNGvWAmxsbIiKiuTIkYPadatW/UhxcTEvv/wKAQHjdGZOq1WrDgsWfIe5uTmhodc5eHCf3rmMjY2ZPXuhNrAD6udEE9DZv38PSUmJevu5urrRt+8A7X9XuTus6PfffyEzM5PmzVsSEDBOZxifu7sHs2cvwNramosXL3DyZNAD+0ETcExOTqJ+/YYEBIzXrgsPDyMzMxMzMzNGjx6v83FvYmJC//4faJ/9iIhwvWM/TMeOnWnf/h1tBo6fX02aN28FgAqYOHS4NrAD8FarNrg6q38zYdFR2uXb9u8hLT2dKvb2zPAfow3sAFSxd2DiVyPw9fQiJzeX37b9T7tu485tFN65Q4NnnmNQv/cxNTEFwNjImD6duvBmyzYG271x13ZuZ2fx6osvMfzjQdrADkB1F1emDR+FlaUll29c48zFCwaP8VnfAZiZqs/ncHcI7OXr1ygqLqaqvQNDBnyERalhdZaWlgwZMgzTu/uU/s1u27aFjIx0PD29mDBhqk5GXfv27/D++x8bbIPm/VCnzjO8//7HOkFJOzt7vvjiK0AdyHuc35gQQgghhNAlwR3xr1EoFIwZMxELCwtu3Upj4cK5D93nxIlAALp06aH98CjNzs6Ot99WZwIcP/7kijU7OTnrDbsC8Pb2BdT/mq0RH68kJiYagLff7qi3j6mpKe+88265z33s2BEAWrZsbbA+y3PP1aNevfoG9jsMwOuvtzM4hMXc3ILWrdsCEBR0TG+9sbExr7zSVG+55ppBXc9HY/LkGRw6dKLMIRUWFurMoMLCQkpKSgCwt3fA1lb9ET916nhCQi5p1wF06tSFWbPm06lTF4PHvJ+mr1q0aI2lpaXeeoVCwZtvtgfgxInjBo/RrFlLvWU+Pj7aP2dnZ+mtfxBLSyveeaez3vIqVarQ8u4HveZZzcvL48IF9bCWHj36GDxe9erupfY7ore+UaPG+Pj46i1/6aWXcXNzp6SkhFOnTuitr1evvs7QIw1Nn7Zr97bB9lSt6kjjxk0ACAoy3KegztKaPHksN25cw83NnZkz5+v8huvUqcuePYfZvfsQ9vYOevsXFhZqa3MVFOSXeZ6y3B9wBHBzqw6Ap1t1qru46q13dKgKqLN1NE5dOAdAuxatsbXWzww0NTGlczv1M3byQjAqlQqA03+dB+DNMuo2dWzbzuDyoOAzALxu4LkEdUCp0d3f/0kDQ6Kq2jvoBKA0mjZqzPaVv/DLou8Nvh/U/a3+bebn3+tvTQDvjTfeMpjB1rlzN4Pt7NatJwcPBrF06QqD6zXvB3i8+yuEEEIIIXTJsCzxryo9POvgwX289trrtGr1msFtc3NzuHkzBcBgoEWjbt1nAJ7ov/46OzsbXK4pIltcXKxdpjmvlZW1Tj2R0mrVql3uc0dFRQBQs2bZ+9St+wwhIZcM7vfnn3+UGei6dSsNgJgY/b6ytbUzWLi2dOHc0tcN6oDQnTt3uHjxAjEx0SQkxKNUxhIWFkpKSrJ2u5KSEoyMjDA2Nmbw4C+ZO3cGJ08GcfJkELa2drz4YiMaN36Fpk2bG6wrU5bISPU1BwUdIzw8FFAHdDQf2HAvEBcXF4tKpdILaDg7VzNwzff64f5rfpiaNWvqFTG+t66Wti2grq10584d4N5zbEidOnXZv3+PwWe8du2yfxs1a9YkMTFeG3wszVDgMDc3V5vls2bNCjZt+t3gcTXbxMbqH1dj8eIFBAUdx9ramrlzF+HgoB/AAXVfx8XFcv36VeLjlSQkxBMVFUlERDiFhQUAOgHA8jL0HGmCE/a2hocAaYIepZ+f2Lu1gmr5+JV5rtp312Xcvs3t7GwszM24mab+rfl4ehrcp4a3t96zmpefR3LqTQB+2bqJ/+3daXDf5JvqbeLutq20sgo7a5ibmRMZG0N4TDSJKcnczMshMjKCyMgIioqKgPuu/+4zpxmmdb8qVari5ORM6t1238/MzJyrV0OIjIy4e3+VRERE6Dw7j3N/hRBCCCGELgnuiH9d9+69OHr0EH/9dZ7582fToMGLBrfLycnR/vlBtXQ0wwTy8nINfrw/DhMT/SyhsmiCB5aWZc/oY1vGx6QhGRkZd4+nn4miYajYcHa2OqtGqYxFqYx94DkMZaMYyoy6X+mPvqKiIlavXsHWrZu5fTtTu9zY2Bg/vxo8++xzHDlySO8YnTp1wcPDkw0bfuXs2TNkZd3m6NHDHD16GIVCwauvNsfff3S5gjyaTKKUlGSdYJIhxcXF5Obm6Ax7Ah5aT6f0NZeHrW3ZQ8osLa2Ae/1fOhPq/naVpllXelichpWVVZn7adaVzsTQMBSAKt0eTeDsQcrKatq48Tc2b96AsbExU6bMwtfXcGDkypUQfvhhMX/dzXLRcHBw4NVXmxIaGqotxPyoHvT7eZR3hCaLx/pB/VzqXHn5edwpunOvHWXM9GVqYoq5mRn5BQXaZTml7m+0Mu6hbcvO0X8e7p9Fq7QzFy/w08bfCY+J0lnu5OTMa6+9wcmTQWRl3dZZp/lvzbNriK2trcHgzt69u1i9eqXe+8jNzZ0OHd5l+/atZR5TCCGEEEI8GgnuiH+dZnjW++/3Jj39FgsXzjGY2l/6o1UTuDDkXnDF6okEdh6Vpj6MoQ9vjYJSH3APowkS5ebmlLmNoXNZWlqSnZ3NnDmLaNasRbnP97jmzp3Brl3bMTY2plOnLjRs2AhfXz+8vLwwN7fg7NlTBoM7AC+++BIvvvgSBQX5XLz4FxcunOPMmVPcuHGNEyeOM2pUMqtX//rQ+2lhof6o/vrrkXTr1gsAExMjiooqLhMgPz+vzHWa57hKFfXwn9JBupycbMzMqhrcT/OBbSiQk5f38POVrpvzIJr+BPj55/U6dXzK6/jxI3z//TcADB063OBQP4Do6CiGDh1IQUEBPj5+dOjQiZo1a+Hj46vNpho8+KPHDu48KVYWFmTl5OgEXu6XVSoQbWlhiWWpIUc5ZdwflUrFnbuZMhoWpQJBK2YtwNfT63GbreevqyGMnz+LEpWKZ2rWom3TFvh6evFMs+bY2amzqjp3bk/WffE6e3t70tLSdILt9zP0ftu9ewczZkwGoEmTprRs2Ro/vxp4e/tiZ2dHUVGRBHeEEEIIIZ4gqbkjKoS7uweDBg0B4NCh/ToFZjWsrW20RYFv3Lhe5rGuX78KgGcZwx/+aZpiyXl5eWUODdMMmSoPzQd1RERYmdtohiCV5unp/dBzaYa/pKenl7s9hqSm3mT3bnVR5lGjxjFq1DjatXuLWrVqa4c0paSk6O13584doqOjuHIlBFAPyXn55VcYOPALVq36hcmTZ2ivLzy87OvX0PR9VFRkmdskJycREnKZ1NTUR7vIxxQdHVVmtk94+A0AbSaLu7uHNnPo+vVrZR5Ts87DQ/9j39CQK1AHD8LC1M/J/VOvl8XW1lZbtPxBfRoREU5Y2A1u39bN8rh27QpTpoynpKSELl16aANuhmza9DsFBQV4e/uwcuXP9OnTn8aNm+gMkzP0DP3bPO8WdQ6LLrs/Qu/+5mytrbG3tcXM1BSXu++u+7NkNOISE/SG/NlYW1PlbrA4Or7szJ3IuBjCY6LIyik76H2/9dv/oESl4oVn6/HNxGl0bteeBs88R9Wq6oBiYWGhwSL3mvdKWNgNg8fNzc0lOTlJb/kvv6wG1DOkLViwmHff7crzzzfQ1vV5WKadEEIIIYR4NE9lcGfOnDmMHj0agGvXrtG1a1fefPNNxo0bp60JICq/bt3uzZ61detmg9topj/eunWTtjZJabdv32bPHnVdiiZNDGcI/NPc3Kpr65788Yf+dZSUlLBz55/lPp6mBlFg4DHtEK3SoqOjuHTpL73lmmydHTu2GSxQWlRUxJgxI/jkkwEsWfJNudtjSFJSojaAUaeOfq2YkpISdu3arv1vzUfsqVNB9O/fg5Ejv6KwsFBvP02hXs0xHkZzzQcO7CM9/ZbBbWbNmsqgQR8yefLYhx7vSbh1K81goeHU1FSOHVPXQmrT5nVAnW314osvAZRZ3yY+XklgoLoAtqEsmDNnThocEnPs2BFSUpIxMzPTmQHtYTS/uS1bNhq8B9nZ2Xz11SA+/LCfTpuTkhIJCBhOfn4+jRs34auvRjzwPImJCYC6YHfp4roaZ8+e0gYNHrXu0ZP0ygvq+7Pv+BGDwZQ7RXf488BeABo3eEG7vMXdZ3nX4QMUl+i3f9fhA4bP17ARANv27THc/7k5jJw5hUHjRvG/PYZr8hiSdLd+mZ+XN8ZG+gWV9+zZqX3HFhff+3u2dWv1+2jv3l0GMwZ37frT4P3R3F9D7wdQz+6nUZH3VwghhBDiv+KpC+6cPHmSrVvvpWqPHDmSiRMnsnfvXlQqFRs3bqzA1oknSTM8y9LSssxMh3793sfKyprIyAgmTAjQ+YBPSIhn1Khh3LqVhrNzNXr16vdvNV2PJgtp8+YNbNz4m/ajLD8/n7lzZ3Dt2tVyH6tZsxbUqfMMOTk5jBkzQudfxSMjwxkzZoTBj76uXXvi6OiEUhlHQMBwkpLu7Zeens7EiWOIjo7C1NSUPn3ee9xLBcDd3VNbfHbdujU6NV2SkpKYMCGAi6WmadYEm155pRkODg7cvp3JjBmTdGr15ObmaofzVKvmUmYB19Latm1HjRo1yc7OYvjwITp1YnJzc5g/fzbBwWdQKBT07//B37rmRzF79jQuXrwXgEtMTGD06OHk5eXywguNdIItH330GcbGxpw5c4o5c2boDMcLCwu9GwgroGbN2rz1Vge9c+Xn59+93/emOz979jSzZ08DoHv33tphYOXRv/8HWFpacenSX0ydOkEnwJiUlMjIkV+RkZGBjY0NXbv2ANQBH3//r7h1K41atWozffqch9Yy0kxbf/bsKZ2+KioqYv/+PUyceC8YV5GzKXVq2w6nKlVJz8xk3PxZJJbKOEnPzGTq4oVEK+OwsrBkQNee2nU9O3TC1saG0KhI5i1fqq3do1Kp+PPAXv63d5fB8/Xu2BlLCwtCQq8z64fFZJaqgZOcepNx82eRmZWFtZUVnV5/q9zXoclAOnwyiJh4pXZ5QUEBW7Zs4Jtv5muXlf49d+zYGQ8PT1JSkhk/fpTOO/jo0UMsW/a9wfNp7u+2bf/TFsYH9fDDVat+5Ndf15Zqg8yWJYQQQgjxdz1VNXcyMjJYtGgRgwYN4vr168THx5Ofn0/Dhg0B6Nq1K4sXL6Zv374V3FLxpGiGZy1aNK/M9dOnz2HChAACA49x6tTb+Pr6UVxcTHR0FCUlJbi4uDJzKmVAqwAAIABJREFU5vwyZ+P5N7z88isMHvwly5Z9z+LFC1m3bi0uLi7ExMSQm5tDy5ZttFOVP4y6CO1Mhgz5jMuXL9Kz57v4+dWgqKiI6OgobGxs8fDwQqmM1ZnS2M7OjjlzFhIQ8DXBwWfo2bMTPj6+KBRGxMXFUFhYiLGxMZMnzyj3MJ2yVKlShV69+vHbbz9z4MBeTp0Kwt3dk9zcHJTKOFQqFS+++BIXL16guLiYlJQU7OzsMTU1ZerU2YwY8SUHD+7n+PFjuLu7Y2RkTEKCkry8PCwsLBg/fkq5CjybmJgwc+Z8/P2HEhYWyoABvfD29sHc3Jy4uFhtPZovvyy79suTZmNjg5mZGV988QleXt6Ym5sTGRlBcXExNWvWZsKEqTq1hOrVq8/o0ROYO3cG27dvZd++Xfj4+JGXl6sd5lejRk1mzpxnsFhus2YtOHv2NL16dcbXtwb5+Xko7xbjbdmyDZ999vkjtd/Dw5OpU2cxadJYDhzYy5EjB/H19ePOnSLi4mIoLi7G0tKSefO+1QaNVq78gei7w5YsLa2YNGks+fn5BjMyHB2dmD59Dr179+fAgT1kZGTwxRef4OHhhbW1NQkJ8WRl3cbS0op69eoTEnKpQodn2VhbM23EaMbPn8XVsFDeH/ElXu4emBibEK2Mpai4GFsbG8Z+/hUepWbLq+pQhQlDhjP523kcCDxG4NnTeLt7kHrrFmkZ6bz64kuc/uu8XqDW3dWNCV8OZ/p3izh8MojjZ07h7eFJUVERyqREiouLsTA3Z6b/WO0QrvJ4r0t3zodc4lZmBp+OGYGHqxumpqYk3kwhNzcXB4cqeHl5Ex4eqhOMMTe3YNq0Ofwfe/ceZ1Vd73/8vYdhuJtKM6DJwUspmdmF1LwkeSpAFBGveEnL4y1Pav40zfJUmnnrYhc7mSe1E6EmoXkpybS8JJbiTzOjcwRhFOQ2KiqoXGZm//7w5+QowrAZ2bPg+Xw8fDxm1lp778+uL6PzYq29zjjjlDzwwJ9z4IH7ZquttskLLzyf+fPn5b3v3T7PPvvsmy6zOv74k3L22aensXFmDjlkTNsllLNnz87y5cuy+ebvSqlUytNPz+kSl98BABRdl4o7X/3qV3Paaadl3rxX/wZ64cKF7W5JXV9fnwUL1vw6/f793/ouNCuzcGFNamtXf1JTc/PyDB2+8ihRJM3Nyzv0fpN0+Lhu3Wpe93VplY875JBxueuuP+Thhx9a6WvstttuufbaX+Waa36R+++/L0899VS6d6/Ntttul3/9109m7NiDOvyBsa957ZfrUqn9bDU1K9++svf1xv1HH/3ZvP/9O+aaa8Zn2rS/Z+bMmdl6661z+OGfTn19Q1vcef3j/jlH++1bbjk4v/jFdfnZz67MvffekyefbEyfPn0yYsTeOf74z+Xii7+ZOXOeSu/evds9bocddsg110zM9ddfm3vvvSdz5szO8uXL8853vjMf/vBHcthhR77ptuyvveeVvac3vudu3f75Z+OUU76QHXbYIb/85TV56qknM2PG9Gy00Ub5yEd2zj77jM6IEXvnpJOOy8MP/9/cf/+9GTJkuyTJzjvvnCuv/HmuvfYX+etfH8mcObPTrVu3DBgwMDvv/NEcccSn3/KW8iszePC/5Oc/vzY33DAxf/jDHWlsbMzSpUuzySYbZ9ddd8/BBx+aD31o6Fu+p9raVf95f/17XpXX/nfs1at3rr56fH7ykx/n3nvvzsKFC7LVVltn5MhROfDAQ1Z6F6fRo/fL+9///lx77S/y4IMPZNasJ9KrV+/suOMHM3z4iIwevf+b7m712tr5wAc+mOOOOzE/+cl/5tFH/5qWlua87307ZOzYAzNq1OjU1NSs9HE1NW/95/JjH/tYrr12Yq69dkL+/Ocpeeqpp9La2pLNNts8u+zy0RxxxFHZ/P+fCZK0/4DvlV0y+HoDB26W2tqabLHF5vnFL36Zq676aaZOfSALFszPs8/WZMCAgRk5clQOO+yIzJs3N//+7yfk4YenZsWKZau8A1ay+p87r1/ra+I9W26V/7roO7lh8m8y5f9OzdwF81MqlbLFZptnt6E7Zb9Pjsg7V3J21Id3eH8uP/+S/PLWmzL1b3/NzNlPpX6TTXP0gYfksNFjM+qYlZ9tuPMHPpSfXvzdTLrt1jz46COZM29uWltbM/Cd9Rn6/g/k4FGjs1kH7ib3ettutU1+csG384sbJ+bv0x/PvIUL0r22e941aFB2222PHHro4Zky5d6cf/65uf/++/KFL5zetlbe+94h+fnPr8mECeNzzz13ZdasJ7LJJptm3LgjctxxJ+boow9L0v7PyrBhw3LVVeNz9dU/zf/+7z/S2NiYXr165t3vfnc+/vF/zUEHHZoJE/47V175X5ky5d4cdljH/9KmpqYm9fVr9jOf4vP/OUVgnVIE1un6q1Re0/v8vk0mTpyYGTNm5Oyzz84NN9yQBx54IAcffHC+853v5JprrkmSNDY25sQTT8zkyZPX6LmffXZJWls7/jbnz38yAwcOXqPX2BBU+y5E/NOxxx6V//mfafnqV8/P8OEdvzRjQ1Ctdfrb396SCy44N/X1DbnxxpVfckP11dbWZMmMjn/A+fqu77u3KdzP9Q3h39H19f1y35g330VyQ7X7TZPS1LR49QeyTlmn7VmnXZN12p51Wmw1NaVVnrjSZc7c+e1vf5umpqaMGTMmL7zwQl5++eWUSqU0Nf3zg0KfeeaZNDQ0rOJZoPhuvfWmTJjw39lll93yhS+c8ab9TU0L2+6Wtd12Q9b1eAAAAHQxXSbuXH311W1fv3bmzoUXXph99903Dz30UIYOHZqbbrope+65ZxWnhLffkCHbZ/bspzJ37tPZfvsd8qlPjWi7PGLevLk599xz0tzcnKFDd8rgwVtWd1gAAACqrsvEnbfy7W9/O+ecc06WLFmS973vfTnqqKOqPRK8rd797vfk4IMPy8SJ1+a8887JD3/43QwYMDBLlizJ3Llz0trami233Dpf+crXqz0qAAAAXUCXjDsHHHBADjjggCTJkCFD8qtf/arKE8G6deqpp2f33T+WSZOuzxNPTM/MmU+kd+9eGTJk+/zrv34y++9/UHr27FntMQEAAOgCumTcAZKPfGTnfOQjO1d7DDpo1KjRGTVqdLXHAAAANkAdu681AAAAAF2SuAMAAABQYOIOAAAAQIGJO2+hXC5XewQA4HX8uxkAYOXEnZUolWrS2tpa7TEAgNdpbW1NqeQ/XQAA3sh/Ia1EXV3PLFv2SrXHAABeZ9myV1JX17PaYwAAdDnizkr06tUnL7/8YlpbW6o9CgCQpLW1JS+//GJ69epT7VEAALqc2moP0BX16NEry5cvy3PPLUjv3hulR49eqampSalUqvZoALDBKJfLaW1tzbJlr+Tll19MXV2v9OjRq9pjAQB0OeLOSpRKpfTrt3GWLeuRV155KYsXL0q57DN4amp8FhFdn3XKqtTU1GTZS4uqPUaX8eLcJ7v8n5dSqSZ1dT3Tt+/G6dGjl79oAQBYCXHnLZRKpfTs2Ts9e/au9ihdRn19vzQ1La72GLBK1imrUl/fL/eNObDaY3QZH75pkj8vAADrAZ+5AwAAAFBg4g4AAABAgYk7AAAAAAUm7gAAAAAUmLgDAAAAUGDiDgAAAECBiTsAAAAABSbuAAAAABSYuAMAAABQYOIOAAAAQIGJOwAAAAAFVlvtAVi9TfrVpbZnj2qPkSSpr+9X7RHSvHRZFi1eXu0xAAAAoEsQdwqgtmeP3DfmwGqP0WXsftOkRNwBAACAJC7LAgAAACg0cQcAAACgwMQdAAAAgAITdwAAAAAKTNwBAAAAKDBxBwAAAKDAxB0AAACAAhN3AAAAAAqsttoDAOuHTfrVpbZnj2qPkSSpr+9X7RHSvHRZFi1eXu0xAACADYC4A3SK2p49ct+YA6s9Rpex+02TEnEHAABYB1yWBQAAAFBg4g4AAABAgYk7AAAAAAUm7gAAAAAUmLgDAAAAUGDiDgAAAECBiTsAAAAABSbuAAAAABSYuAMAAABQYLXVHgAAAF4z9KrL07N/fbtt9fX9qjRN9TWvWJ5Fzy+r9hgAdHHiDgAAXUbP/vV56PYvVnuMLmPo8G8lEXcAWDWXZQEAAAAUmLgDAAAAUGDiDgAAAECBiTsAAAAABSbuAAAAABSYuAMAAABQYOIOAAAAQIGJOwAAAAAFJu4AAAAAFJi4AwAAAFBg4g4AAABAgdVWewAAAIAiGXrV5enZv77dtvr6flWapvqaVyzPoueXVXsM2KCJOwCwgfDLSHt+GQEq1bN/fR66/YvVHqPLGDr8W0n8PIVqEncAYAPhl5H2/DICAKwvfOYOAAAAQIGJOwAAAAAFJu4AAAAAFJi4AwAAAFBgPlAZoBO4C1F77kIEAADrjrgD0Anchag9dyECAIB1x2VZAAAAAAUm7gAAAAAUmLgDAAAAUGDiDgAAAECBiTsAAAAABSbuAAAAABSYuAMAAABQYOIOAAAAQIHVVnsAAAAAoHMNvery9Oxf325bfX2/Kk1Tfc0rlmfR88uqPcbbRtwBAACA9UzP/vV56PYvVnuMLmPo8G8lWX/jjsuyAAAAAApM3AEAAAAoMHEHAAAAoMDEHQAAAIACE3cAAAAACkzcAQAAACgwcQcAAACgwMQdAAAAgAITdwAAAAAKTNwBAAAAKLDaag8AqzP0qsvTs399u2319f2qNE31Na9YnkXPL6v2GAAAAHQR4g5dXs/+9Xno9i9We4wuY+jwbyURdwAAAHiVy7IAAAAACkzcAQAAACgwcQcAAACgwMQdAAAAgAITdwAAAAAKTNwBAAAAKDBxBwAAAKDAxB0AAACAAhN3AAAAAApM3AEAAAAoMHEHAAAAoMDEHQAAAIACE3cAAAAACkzcAQAAACgwcQcAAACgwMQdAAAAgAITdwAAAAAKTNwBAAAAKDBxBwAAAKDAxB0AAACAAhN3AAAAAApM3AEAAAAoMHEHAAAAoMDEHQAAAIACE3cAAAAACkzcAQAAACgwcQcAAACgwMQdAAAAgAITdwAAAAAKrMvFne9///sZNWpU9tlnn1x99dVJkilTpmT06NEZPnx4Lr300ipPCAAAANB11FZ7gNd74IEH8uc//zk333xzmpubM2rUqOy666758pe/nPHjx2ezzTbLCSeckLvvvjvDhg2r9rgAAAAAVdelztzZeeed8/Of/zy1tbV59tln09LSkhdffDGDBw/OoEGDUltbm9GjR2fy5MnVHhUAAACgS+hSZ+4kSffu3fODH/wgV111VUaOHJmFCxemvr6+bX9DQ0MWLFiwRs/Zv3/fzh4Tqqq+vl+1R4DVsk4pAuuUIrBOKQLrlCJYn9dpl4s7SXLKKafkuOOOy4knnpjGxsaUSqW2feVyud33HfHss0vS2lru7DHXmfV5AVKZpqbF1R7hTaxT3sg6pQisU4rAOqUIrFOKoCuu046qqSmt8sSVLnVZ1hNPPJF//OMfSZJevXpl+PDh+ctf/pKmpqa2Y5qamtLQ0FCtEQEAAAC6lC4Vd+bMmZNzzjkny5cvz/Lly3PnnXdm3LhxmTVrVp588sm0tLTk1ltvzZ577lntUQEAAAC6hC51WdawYcPy6KOPZv/990+3bt0yfPjw7LPPPtl0001z8sknZ9myZRk2bFhGjhxZ7VEBAAAAuoQuFXeS5OSTT87JJ5/cbtuuu+6am2++uUoTAQAAAHRdXeqyLAAAAADWjLgDAAAAUGDiDgAAAECBiTsAAAAABSbuAAAAABSYuAMAAABQYOIOAAAAQIGJOwAAAAAFJu4AAAAAFJi4AwAAAFBg4g4AAABAgYk7AAAAAAUm7gAAAAAUmLgDAAAAUGDiDgAAAECBiTsAAAAABSbuAAAAABSYuAMAAABQYOIOAAAAQIGJOwAAAAAFJu4AAAAAFJi4AwAAAFBg4g4AAABAgYk7AAAAAAUm7gAAAAAUmLgDAAAAUGC1a/sEra2t+fvf/56ZM2dm8eLFOfLII7NixYrMnz8/gwYN6owZAQAAAHgLaxV3Jk2alB/+8IdZsGBB27Yjjzwyc+fOzahRo7L33nvn/PPPT8+ePdd6UAAAAADerOK4853vfCc//elPUy6XU1NTk5qamrS0tCRJ5s+fn5aWlvzmN7/J/Pnz87Of/Sy1tWt9khAAAAAAb1DRZ+78+c9/zn/913+lZ8+e+frXv54HHnggO+64Y9v+XXbZJZdcckl69eqVhx56KL/85S87bWAAAAAA/qmiuDN+/PiUSqVccMEFGTduXPr27fumY/bbb79ccsklKZfLueWWW9Z6UAAAAADerKK488gjj+Sd73xn9t5771Ue98lPfjINDQ2ZMWNGRcMBAAAAsGoVxZ0XXnghAwYM6NCxAwYMyNKlSyt5GQAAAABWo6K4s/HGG2f27NmrPa5cLmfOnDnZZJNNKnkZAAAAAFajorjz4Q9/OC+++GJ+85vfrPK4G2+8MYsWLcqHPvShioYDAAAAYNUqijuf/vSnUy6Xc9555+XOO+980/7W1tZMnDgx5513XkqlUsaNG7fWgwIAAADwZrWVPGinnXbKsccem5/+9Kf5/Oc/nz59+mTFihVJkoMOOiiNjY156aWXUi6Xc8ghh2S33Xbr1KEBAAAAeFVFcSdJzjjjjGyxxRb54Q9/mGeffbZt+2OPPZYk6devX44//vgcd9xxaz8lAAAAACtVcdxJknHjxuXAAw/Mww8/nOnTp2fx4sXp1atXttpqq+y0007p1atXZ80JAAAAwEqsVdxJku7du2fnnXfOzjvv3BnzAAAAALAGKvpAZQAAAAC6htWeufPxj388STJ48OD893//d7tta6Kmpia9evXKFltskZEjR2bs2LFr/BwAAAAAtLfauDN//vwkSe/evd+0rRJPPPFE7rnnnjQ1NeX444+v+HkAAAAA6EDcufDCC5O8everN25bE+VyOa+88kr+8pe/5Pbbb8+1114r7gAAAACspdXGnZVdPrU2l1QdccQR2WmnnfLcc89V/BwAAAAAvGqt75a1psrlcjbddNOUy+V1/dIAAAAA6521ijuLFy/OrFmz8sorr6S1tbXdvpaWlixdujTz58/PH//4x1x55ZVJklKplN/97ndZsmTJ2rw0AAAAAFmLuPO9730vV155ZZqbmyt6fN++fSt9aQAAAAD+v4rizu9+97tcfvnlHTp28ODB2XfffSt5GQAAAABWo6aSB02aNClJMmrUqNx11125//77U1NTk0MOOSSPPfZY7rjjjpxwwgmpqalJuVzOscce26lDAwAAAPCqiuLO3//+9/To0SNf//rXM3DgwGyyySbZeuutc//996e2tjZbbLFFTjvttHzuc5/L7NmzM2HChM6eGwAAAIBUGHdeeOGFbLHFFtloo43atm277baZM2dOFi9e3Lbts5/9bOrq6nL77bev/aQAAAAAvElFcadHjx7p0aNHu22DBg1KkjzxxBNt2/r27ZvBgwensbGx8gkBAAAAeEsVxZ0BAwbk6aefTktLS9u2f/mXf0mSTJ8+/U3Hv/zyyxWOBwAAAMCqVBR3hg4dmhdffDFXXnll27b3vOc9KZfLueOOO9q2LViwILNmzUpDQ8PaTwoAAADAm1QUd4444oiUSqVceumlOfjgg7N8+fLsuOOOGTx4cO65556cffbZ+cUvfpFjjz02zc3Ned/73tfZcwMAAACQCuPOkCFDcs4556Rbt26ZMWNG6urqkiQnnXRSyuVyfv3rX+eb3/xmpk+fnpqampx00kmdOjQAAAAAr6qt9IGHH354dt999/zpT39q2zZmzJi0trbmiiuuyJw5c7L11lvntNNOy3vf+95OGRYAAACA9iqOO0kyePDgDB48uN22sWPHZuzYsWs1FAAAAAAdU9FlWWeffXauuOKKDh173nnn5dOf/nQlLwMAAADAalQUd2688cbcfffdHTp26tSpefTRRyt5GQAAAABWY7WXZTU2Nuamm2560/Z58+bl+9///ls+rlwuZ+7cuXn88cezySabrN2UAAAAAKzUauPOoEGDMnny5DQ2NrZtK5VKmTdvXi6//PJVPrZcLidJPvWpT63dlAAAAACs1GrjTrdu3fKVr3wlP/nJT9q2Pfjgg+nXr1+GDBnylo+rqalJ7969s/322+e4447rnGkBAAAAaKdDd8vaY489sscee7R9P2TIkGy77bYZP3782zYYAAAAAKtX0a3QL7zwwvTv37+zZwEAAABgDVUUd8aOHdvZcwAAAABQgYrizmsWLVqURx99NIsXL05zc/Mqj91///3X5qUAAAAAWImK4853v/vdXHXVVWlpaVntsaVSSdwBAAAAeBtUFHduuOGGXHHFFUleDTebbrppevTo0amDAQAAALB6FcWd66+/PqVSKfvtt1/OPvvsbLzxxp09FwAAAAAdUFHcefzxx7PRRhvlG9/4Rurq6jp7JgAAAAA6qKbSB26xxRbCDgAAAECVVRR3ttlmm8yZMyflcrmz5wEAAABgDVQUdw455JC88MILueaaazp7HgAAAADWQEWfuXPwwQdn6tSpufDCC/Pkk09mr732SkNDwyov0xo0aFDFQwIAAACwchXFnT322CNJ0tzcnPHjx2f8+PGrPL5UKmXatGmVvBQAAAAAq1BR3HnmmWfavu7I5+74bB4AAACAt0dFcefOO+/s7DkAAAAAqEBFcedd73pXZ88BAAAAQAUqulvWG5XL5cyfPz+PP/54u20AAAAAvL3WKu7MmDEj/+f//J/stNNO2WuvvbL//vsnSebNm5fhw4dn4sSJnTIkAAAAACtX0WVZSfL73/8+X/ziF7Ns2bI3naUzb968zJ49O1/96lczc+bMnHXWWWs9KAAAAABvVtGZO08++WS++MUvZunSpRk5cmQuv/zybL/99m37t9566xx00EEpl8v52c9+lrvuuquz5gUAAADgdSqKO1deeWWWLl2aE088MZdeemk+/vGPp2fPnm37N95445x//vk55ZRTUi6Xc91113XawAAAAAD8U0Vx57777kvfvn1z0kknrfK4Y489NhtttFH+9re/VTQcAAAAAKtWUdxZuHBhttxyy9TV1a3yuLq6ugwaNCgvvPBCRcMBAAAAsGoVxZ3evXvnmWee6dCxL7zwQvr06VPJywAAAACwGhXFne222y4LFizIY489tsrjHn744cyZMyfbbbddRcMBAAAAsGoVxZ2xY8emXC7ny1/+cpqamlZ6zMyZM3PGGWekVCpl9OjRazUkAAAAACtXW8mDxowZk5tvvjn3339/hg8fnl122SVPPvlkkuSSSy7JjBkzMmXKlDQ3N+eDH/xgDjjggE4dGgAAAIBXVXTmTk1NTX70ox9l1KhReeWVV3LXXXfl2WefTblcztVXX5177rknzc3N+djHPpbLL7883bp16+y5AQAAAEiFZ+4kr36o8ne/+90cf/zxueOOO/L4449nyZIl6dWrV7baaqvstddeGTp0aGfOCgAAAMAbVBx3XjNkyJAMGTKk3bYlS5akb9++a/vUAAAAAKxGRZdlvWbixIkZN25cVqxY0W771772tXziE5/Iddddt1bDAQAAALBqFZ25Uy6Xc9ZZZ+WWW25Jkjz11FPZZptt2vbPnj07Tz/9dM4999z87W9/yze/+c3OmRYAAACAdio6c+dXv/pVbr755vTo0SNf+MIXMnDgwHb7f/SjH+XLX/5yevXqlRtuuCG33357pwwLAAAAQHsVxZ1JkyalVCrlsssuywknnJA+ffq0219fX5+jjjoq3/ve91Iul3Pttdd2yrAAAAAAtFdR3Jk+fXoGDRqUPfbYY5XH7bnnntlss83y2GOPVTQcAAAAAKtWUdxpaWlJv379OnRs//79s2zZskpeBgAAAIDVqCjubLbZZnniiSeyZMmSVR63dOnSzJw5M/X19RUNBwAAAMCqVRR39txzzyxdujQXXHDBKo/71re+lVdeeSW77757RcMBAAAAsGoV3Qr9yCOPzMSJE3PjjTdm1qxZOfjggzNkyJD07t07L730UqZPn55JkyZl6tSpqauryzHHHNPZcwMAAACQCuPOoEGDcvHFF+fMM8/Mww8/nEceeeRNx5TL5fTo0SMXX3xxttxyy7WdEwAAAICVqOiyrCT51Kc+lZtvvjmHHnpoGhoaUi6X2/7ZdNNNM3bs2Nxwww0ZOXJkZ84LAAAAwOtUdObOiy++mI022iiDBg3KueeemyRZvnx5Fi1alN69e3f4TloAAAAArJ2Kztz5zGc+k8MPPzzPP/9827a6uroMGDBA2AEAAABYhyo6c2fWrFnZdNNNs/HGG3f2PAAAAACsgYrO3OnevXt69+7d2bMAAAAAsIYqijv77bdfZsyYkcmTJ3f2PAAAAACsgYouyzr44IMzbdq0nHbaaZkwYUI+/OEPp6GhIT169HjLxxx00EEVDwkAAADAylUUd/bff/8kSblcztSpUzN16tTVPkbcAQAAAOh8FcWdzTbbrLPnAAAAAKACFcWdP/zhD509BwAAAAAVqOgDlQEAAADoGio6c+f15s6dmz/+8Y+ZNWtWXnrppfTp0ydbbrllPvaxj2Xw4MGdMSMAAAAAb6HiuNPS0pKLL74411xzTVpaWpK8+gHLpVIpSVIqlXLooYfm7LPPTl1dXYef97LLLsttt92WJBk2bFjOPPPMTJkyJRdeeGGWLVuWvffeO6eddlqlYwMAAACsVyqOO2eccUYmT56ccrmcAQMGZPvtt0/fvn3z4osvZtq0aWlqasp1112X559/PpdeemmHnnPKlCn505/+lBtvvDGlUinHHntsbr311nz729/O+PHjs9lmm+WEE07I3XffnWHDhlU6OgAAAMB6o6K48/vf/z633XZb+vTpk2984xsZNWpUu/3lcjm33nprvvaZ8nDZAAAULklEQVS1r2Xy5MnZb7/9stdee632eevr6/OlL32p7UyfbbbZJo2NjRk8eHAGDRqUJBk9enQmT54s7gAAAACkwrhz/fXXp1Qq5YILLsiIESPetL9UKmX06NGpq6vLqaeeml/96lcdijvvec972r5ubGzMbbfdliOPPDL19fVt2xsaGrJgwYI1mrd//75rdDx0dfX1/ao9AqyWdUoRWKcUgXVKEVinFMH6vE4rijuPPfZYGhoaVhp2Xm/EiBFpaGjIY489tkbPP3369Jxwwgk588wz061btzQ2Nrbte/3n+nTUs88uSWtreY0e05WszwuQyjQ1La72CG9infJG1ilFYJ1SBNYpRWCdUgRdcZ12VE1NaZUnrlR0K/TFixdnwIABHTp24MCBee655zr83A899FA+85nP5PTTT8/YsWMzcODANDU1te1vampKQ0PDGs8MAAAAsD6qKO5svPHGmT179mqPK5fLmT17dt7xjnd06HnnzZuXf//3f8+3v/3t7LPPPkmSD3zgA5k1a1aefPLJtLS05NZbb82ee+5ZydgAAAAA652KLsv60Ic+lDvuuCPXXXddxo0b95bHXXvttVm0aFE+9alPdeh5r7zyyixbtiwXXXRR27Zx48bloosuysknn5xly5Zl2LBhGTlyZCVjAwAAAKx3Koo7hx9+eH7/+9/n/PPPz+LFi3P44YenT58+bftfeumlTJgwIT/4wQ9SKpVy2GGHdeh5zznnnJxzzjkr3XfzzTdXMioAAADAeq2iuLPrrrvmiCOOyIQJE/Ld73433//+97Plllumb9++WbJkSRobG9PS0pJyuZzDDz88u+22W2fPDQAAAEAqjDtJ8h//8R9517velcsvvzwvvvhiZsyY0W7/O97xjhx//PH5t3/7t7UeEgAAAICVqzjuJMkxxxyTI488MlOnTs3MmTOzZMmS9OnTJ1tvvXWGDh2anj17dtacAAAAAKzEGsWdadOm5ZFHHslLL72UzTbbLLvttls23XTT7Lbbbi69AgAAAKiCDsWd2bNn56yzzsrDDz/cbnv37t3z2c9+Nqecckq6dev2tgwIAAAAwFtbbdxZsmRJjj766MybNy/lcrndvuXLl+eKK67IokWLct55571tQwIAAACwcjWrO2DChAmZO3du+vTpk69+9au5995788gjj+TXv/51xowZk3K5nIkTJ+aJJ55YF/MCAAAA8DqrPXPnrrvuSqlUyo9//OPstNNObduHDBmSiy++OD179sz111+fO++8M9tss83bOiwAAAAA7a32zJ3GxsZsvvnm7cLO640bNy7lcjn/+7//2+nDAQAAALBqq407S5YsSf/+/d9y/9Zbb50kef755ztvKgAAAAA6ZLVxZ8WKFenevftb7u/Ro0eSZNmyZZ03FQAAAAAdstq401FvvJMWAAAAAG+/Tos7AAAAAKx74g4AAABAga32VuhJsnjx4jz44INrdcxb3W0LAAAAgMp1KO5Mnz49Rx111FvuL5VKqzymVCpl2rRplU0IAAAAwFvqUNzxYckAAAAAXdNq486dd965LuYAAAAAoAKrjTvvete71sUcAAAAAFTA3bIAAAAACkzcAQAAACgwcQcAAACgwMQdAAAAgAITdwAAAAAKTNwBAAAAKDBxBwAAAKDAxB0AAACAAhN3AAAAAApM3AEAAAAoMHEHAAAAoMDEHQAAAIACE3cAAAAACkzcAQAAACgwcQcAAACgwMQdAAAAgAITdwAAAAAKTNwBAAAAKDBxBwAAAKDAxB0AAACAAhN3AAAAAApM3AEAAAAoMHEHAAAAoMDEHQAAAIACE3cAAAAACkzcAQAAACgwcQcAAACgwMQdAAAAgAITdwAAAAAKTNwBAAAAKDBxBwAAAKDAxB0AAACAAhN3AAAAAApM3AEAAAAoMHEHAAAAoMDEHQAAAIACE3cAAAAACkzcAQAAACgwcQcAAACgwMQdAAAAgAITdwAAAAAKTNwBAAAAKDB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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Esto no lo guarda, para guardarlo ver el ejemplo de abajo\n", + "\n", + "#f, (pob, pob_mod, pob_ext) = plt.subplots(1,3, figsize=(10,8), sharex= True) #PREGUNTAR CÓMO SEPARARLOS\n", + "\n", + "X = pob_indigena[\"Año\"]\n", + "fig = plt.figure()\n", + "plt.subplot(1,1,1)\n", + "pob = fig.add_axes([0,0,1,1]) #no entiendo para qué es esto\n", + "pob.bar(X + 0.00, pob_indigena[\"IndPorc_Población_en_situación_de_pobreza\"], color = 'b')\n", + "pob.bar(X + 0.75, pob_indigena[\"NoIndPorc_Población_en_situación_de_pobreza\"], color = 'g')\n", + "pob.legend(labels=['Indigenas en pobreza', 'No Indigenas en pobreza'], fontsize = 25)\n", + "pob.set_title(\"Pobreza (porcentaje)\")\n", + "pob.set_ylabel(\"Porcentaje\", fontsize = 25)\n", + "\n", + "plt.savefig('Pobreza_indigenabarras_comparativo1.png', dpi=96)\n", + "\n", + "X2 = pob_indigena[\"Año\"]\n", + "fig2 = plt.figure()\n", + "plt.subplot(2,1,2)\n", + "pob_mod = fig2.add_axes([0,0,1,1]) #no entiendo para qué es esto\n", + "pob_mod.bar(X2 + 0.00, pob_indigena[\"IndPorc_Población_en_situación_de_pobreza_moderada\"], color = 'r')\n", + "pob_mod.bar(X2 + 0.75, pob_indigena[\"NoIndPorc_Población_en_situación_de_pobreza_moderada\"], color = 'y')\n", + "pob_mod.legend(labels=['Indigenas en pobreza moderada', 'No Indigenas en pobreza moderada'], fontsize = 25)\n", + "pob_mod.set_ylabel(\"Porcentaje\", fontsize = 25)\n", + "\n", + "plt.savefig('Pobreza_indigenabarras_comparativo2.png', dpi=96)\n", + "\n", + "X3 = pob_indigena[\"Año\"]\n", + "fig3 = plt.figure()\n", + "plt.subplot(3,1,3)\n", + "pob_ext = fig3.add_axes([0,0,1,1]) #no entiendo para qué es esto\n", + "pob_ext.bar(X3 + 0.00, pob_indigena[\"IndPorc_Población_en_situación_de_pobreza_extrema\"], color = 'purple')\n", + "pob_ext.bar(X3 + 0.75, pob_indigena[\"NoIndPorc_Población_en_situación_de_pobreza_extrema\"], color = 'orange')\n", + "pob_ext.legend(labels=['Indigenas en pobreza extrema', 'No Indigenas en pobreza extrema'], fontsize = 25)\n", + "pob_ext.set_xlabel(\"Años\")\n", + "pob_ext.set_ylabel(\"Porcentaje\", fontsize = 25)\n", + "\n", + "plt.savefig('Pobreza_indigenabarras_comparativo3.png', dpi=96)\n", + "plt.show()\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 758, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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88pAMGXLzPIHW0NCYX/7y8qy88ipJkkmTJmXVVVfNQw89sMBj/ac2bf6dLpVKY9q0qUmlMu/n9lUqH3wI/Yc/h7m3r6n59/PbtWvXNNNuu30xJ554cpJkxowZTT+7sWNfz/nn/ywXX3xpOnbsmCS59NJL8uab4/KlL+2ZnXf+Qp544vEFztpa3JYJAADLsG226ZVHH30406dPz+zZs/PQQ39ewDbb5t5770mSvPzyS3nllZdTVVWVrbfeJnfccXvq6+szY8aMHHfcUXn22Wc+8lh/+9uT2WqrrfOVr/TP2muvk5EjH0ljY2MeeeTBnHPOmdl++x1z4ok/yIorrpi33po4z3O33nqbDB9+S5Lk1VdfyWGHHZjZs5v/OW6PPTay6Rzvv//e9O69fXr27JU//vHezJ49K/X19bn77jvSs+c2SZIxY17LCy/8K0ly1113Zptttp1vn1tttXUeeuiBvPPO26lUKrn44gG5+eahee+96fnxj3+QE0/8QdZbb/2m7Z944rEcdNCh2W23L+b118ekru6tNDYuPR8M78odAAAswz7zmY2z//5fz9FHH5ZOnTqlW7c15tvmG984KgMGnJ3DD/9aPvWptbLaaqunXbt2+cpX+ueNN8bmiCMOSkNDQ/beu0969twmTz214I9e+J//2T2nnnpyDjvswCTJxhtvkvHj38wRR3wzDzzwpxx66AFp27Zt9thj72y44afnee5JJ/0wF154bg4//GupVCo544yz06HDSs0+z86dV83JJ383U6ZMyR577J1tt90uSfLii8/nqKMOS0NDfT7/+d756lcPTF3dW1lzzbVyzTVXZdy4sdlgg0/nW986bgE/u41yxBHfzHe/++1UKpV8+tMb5ZBDvpGbbrohEydOyLXXDsrVV1+ZJNlrry/nkEO+kXPOOTPt2rVL167d06PHpnnzzXFZc821mn0eLamqsjRdR2yGyZOnp7FxmRp5saqt7ZS6upZ+01yWBdYCc7MemJv1wNysh0U3YcKYdO++btPXrf05d4vDvffenbXWWiuf/ezmmTBhQk444Vu56abbU129bNzId/fdd+avf30yp512VmuPskT951qsrq7Kaqt1/MjtXbkDAICFmDZ1Zot/Hl1LW3fd9TJw4IA0NDSkqqo6J5986jITdjSfuAMAgML16LFpBg++IfX1S8/rwxbF3nv3yd5792ntMZZ6ch0AAKAA4g4AAKAA4g4AAKAA4g4AAKAA4g4AAKAA4g4AABaiU+d2qa3ttNj/dOrc7mOPPX78m9lxx20yevRf5nm8f/8+GT/+zWafQ//+ffLmm83f/u6778y5556VJPnBD76bSZPqmv3ckuy44zatPcIi8VEIAACwEO1XaJsDbjp2se/35gMvz7TM/tjtampqcsEF5+a664alQ4eVFvscH2fgwF8u8WPyyYg7AABYiq2+em169do2l1768/zoR6fN9/3rrhuU++67J9XV1enVq3eOO+67adOmzQL3NX78mzn11B9kgw02zAsvPJ8uXVbLOeecn5VXXiUjRtyVa6+9Oiut1DHdu3fPiit2SPLBVb9LL70itbVdc9FF5+Xpp/+W2tquqaqqyuGHH5WePbfJkCGD8+c/35+GhsZsu23vHHvsdzNhwviPPNZtt92UESPuzqxZM7PCCivkrLPOzTrrrJdf/ernGT36sVRXV2Wnnb6QI4/81jzzz5gxI//v/12QV155OY2NjTn44MPypS/tmbvvvjOPPTYyU6dOzZtvjkuvXr3zgx+cMs9zn3rqiVx77dVp06Ym48ePy6abfjY/+tEZadu2be66644MG3Z9qqqqsvHGm+Skk36YDh0+OP8LLjg3zz33bFZZpXN+/OMz07179xx//Ley8sqr5NVXX87ZZw/I5MmTc/XVv0l9fX3WWGPN/OhHp2XGjBn58Y9/0HT8118fk6OP/nb69t0vAwack7q6tzJpUl222ebzOeWUM1JVVfVfrZPEbZkAALDUO/74E/P446Pmuz1z1KhH88gjD+Wqq4Zk0KAbMm7c2Nx++20L3ddLL72YAw88OEOG3JyOHTvmvvvuyaRJdbn88l/msst+m9/8ZlBmzJgx3/Nuv/3WzJo1M0OH3pZTT/1Jnnvun0mSv/xlZJ5//rn89rfX5ZprbkhdXV3uu++ejzzWe+9Nz0MPPZhf/eqKDBlyc7bffqfcdtvNmTBhfP7yl5G59tobc/nlg/Laa69m9ux5r2xee+3V2XjjTTJo0PW57LIrc911gzJu3BtJkmeeeTrnnnthrr12WEaOfDgvv/zSfOfwzDNP58QTv5+hQ2/L7NlzMnz4zXn55Zdy3XWD8qtfXZnrrrsp7duvmGuu+W3Tc7baqmcGDx6anXf+Qn7xi4FNj2+44adz443Ds/rqXfOb3/wqF1/8q1xzzdB8/vO9c/nll2aNNT6VwYOHZvDgoTniiG9mgw02zFe/ekBGjnwkn/nMRrniimsybNjv8re/PZXnn//XQn9nzeXKHQAALOVWWqljfvSj05tuz/zQk0+Ozhe/uEfat2+fJPnyl/fNPffcla9+9YCP3Neqq3bJRhv1SJJssMGnM3Xq1DzzzN+z2Wabp0uX1ZIku+++V558cvQ8zxs9+rH06bNfqqqq0r37Gtl6615JkieeeDz//Oc/ctRRhyZJZs+elW7dumfzzbdc4LFWWqljzjrrZ/njH+/L2LGv57HHRuYzn9k4q69em3bt2uXYY4/M9tvvlGOPPSHt2s37usQnnng8s2fPyl133ZEkmTVrVl599ZUkyec+t3nTbauf+tSamTr13fnOfcstt8o666yXJNlzz71zxx2/yworrJAddtgpq6zSOUmy7777ZcCAnyZJ2rVrl91336tp+9/+9vKmfW266WZJkn/+8x+ZOHFCvvvdbydJGhsbsvLKqzRt99JLL+ZXv/p5Lr30irRr1y5f+tKe+ec//5Gbbx6a1157Ne+++25mzpw/pj8JcQcAAMuAz3++d9PtmR+qVBrn2aZSSRoa6he6n7Zt2/7HcyqpqqpKpfLvxxZ0W2d1dZv5jpd8EDMHHPD1fO1rhyRJpk2bljZt2uTdd6cs8FgTJ07ICScck69+9YD07r19unRZLS+++Hxqampy5ZWD87e/PZVRox7Nt799RC699Mqss8668xzrjDPOycYbfxCMb789OSuvvEruu++etG3bbr5j/ae5z6uxsZI2bdqksfE/t6ukoaGh6Zz/vb8PXv/4oQ/Ds7GxIZtvvkUuuOCSJMns2bMzc+bMJMmUKVNy+uk/zI9/fEa6d++eJLn11mF54IE/Zd9990v//p/Pq6++vMBZPwm3ZQIAwDLiw9szJ0+elCTp2bNX/vjHezN79qzU19fn7rvvSM+ei/4Oj5tvvmWeffbp1NW9lcbGxvzpT/fPt80223w+f/zjfalUKpk0qS5//euTqaqqSs+evXLvvXdnxowZqa+vz49//P088MD/fuSx/vWvf2attdbOgQcenE022TQPPfTnNDY25IUX/pXjj/9Wtthiqxx//IlZb70N8vrrY+Z5bs+evXL77bcmSSZNmpTDD/96Jk6c0OzzfPrpvzWd44gRd2XbbbfPVlttnUceeajpSt8dd9yerbb64Gc4c+aMPPLIg0mSu+76fbbZ5vPz7XPTTTfLs88+0zTr4MFX5bLLfp76+vqcfvoP07//gfP8TkaPfiz77tsvu+++V+bMmZMXX3whjY3zR/Mn4codAAAsxKz35+TmAy//+A0/wX4X1Ye3Z37ve8cnSXbYYae8+OLzOeqow9LQUJ/Pf753vvrVAxd5v126rJYTTzw5J554XNq3XzHrrbf+fNv07dsvL730Yg477MCsttrq6d59jbRr1y5bbbV1XnrphXzrW99IY2NDtt12++y11z6ZMGH8Ao/Vq1fv/O53t+aQQ/ZPpVLJllv2zCuvvJyNNuqRzTbbPIcddmDat2+fz31ui/Tuvf08zz3yyG/m4osvyKGHHpDGxsYcd9x3s+aaa+Xvf/9rs85z9dVr87Of/SR1dW+lV69t06fPV9KmTZsceugROf74b6W+vj4bb7xJTj75x0mSjh075aGHHshvf/ub1NbW5tRTfzLfPldbbfWccsqZOfPMH6exsSG1td1y5pln509/+mP+8Y+nm24jrVSSXr22zQEHHJSBAwfk+uuvyUordcxmm22+SB9rsTBVlcV1DXAJmTx5+gIunS4/ams7pa5uWmuPwVLAWmBu1gNzsx6Ym/Ww6CZMGJPu3df9+A2XMTU11amv/+RXiEaOfCSVSiU77LBTpk+fniOOODhXX33dPK8vW5o99dQTGTToyvzqV1e29ijN9p9rsbq6Kqut1vEjt3flDgAA+Fjrrbd+zjnnzKY3FTn66GOWmbBbXog7AADgY33qU2vm8suvbu0xPrGePbf5RK9HXJZ4QxUAAIACiDsAAPgPy9jbUlCgDz52omqRniPuAABgLjU1bfPee1MFHq2iUqmkvv79TJkyKW3btl+k53rNHQAAzGXVVWvzzjt1mT59SmuPslhVV1cvts9To2VVV7fJiit2TMeOi/aGNeIOAADm0qZNTVZffY3WHmOx87EY5XNbJgAAQAHEHQAAQAHEHQAAQAHEHQAAQAHEHQAAQAHEHQAAQAHEHQAAQAHEHQAAQAHEHQAAQAHEHQAAQAFqWnsAKE2nlVdM+3ZL5h+t2tpOS+Q4s2bXZ9rUmUvkWAAAfDLiDhaz9u1q0uf7v2/tMRarOy/um2mtPQQAAAvltkwAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIAC1LT2AACwPOi08opp327J/We3trZTix9j1uz6TJs6s8WPA0DziDsAWALat6tJn+//vrXHWKzuvLhvprX2EAA0cVsmAABAAcQdAABAAcQdAABAAcQdAABAAcQdAABAAcQdAABAAcQdAABAAcQdAABAAcQdAABAAcQdAABAAWpaewCAknVaecW0b7dk/lVbW9upxY8xa3Z9pk2d2eLHAQAWnbgDaEHt29Wkz/d/39pjLDZ3Xtw301p7CABggdyWCQAAUABxBwAAUABxBwAAUABxBwAAUABvqAIAsIQtyXfSTbybLiwvxB0AwBJW2jvpJt5NF5YGbssEAAAogLgDAAAogLgDAAAogLgDAAAogLgDAAAogLgDAAAogLgDAAAogLgDAAAogLgDAAAoQE1rD1CCTiuvmPbtltyPsra2U4sfY9bs+kybOrPFjwMAACwe4m4xaN+uJn2+//vWHmOxuvPivpnW2kMAAADN5rZMAACAAog7AACAAog7AACAAog7AACAAog7AACAAog7AACAAog7AACAAog7AACAAog7AACAAtS01I5vueWWXH/99U1fv/HGG+nbt2+++MUvZsCAAZk9e3b22muvnHTSSS01AgAAwHKjxeJu//33z/77758kefHFF/Od73wn3/zmN/P1r389Q4YMyRprrJFjjjkmDz74YHbZZZeWGgMAAGC5sERuyzzrrLNy0kknZezYsVl33XWz9tprp6amJn369MmIESOWxAgAAABFa/G4GzlyZGbNmpW99torb731Vmpra5u+17Vr10ycOLGlRwAAAChei92W+aFhw4bliCOOSJI0Njamqqqq6XuVSmWer5tjtdU6Ltb5+Gi1tZ1aewSWItYDH7IWmJv1wNysh6Wf31HZWjTu5syZk9GjR+f8889PknTv3j11dXVN36+rq0vXrl0XaZ+TJ09PY2Nlsc753yr1H5K6ummtPcIyyXpgbiWuB2vhkylxLSTWwydlPdAaams7+R0t46qrqxZ6satFb8t8/vnns95666VDhw5Jki222CKvvvpqxowZk4aGhvzhD3/Izjvv3JIjAAAALBda9Mrd2LFj071796av27Vrl/PPPz8nnHBCZs+enV122SV77rlnS44AAACwXGjRuNt7772z9957z/PYdtttlzvuuKMlDwsAALDcWSIfhQAAAEDLavF3ywQAAGWvNYkAACAASURBVD5ap5VXTPt2S+Z/y5fUm/nMml2faVNnLpFj8W/iDgAAWlH7djXp8/3ft/YYi9WdF/eN9+Vc8tyWCQAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUABxBwAAUIAWjbs//elP6devX/baa6/87Gc/S5KMHDkyffr0ye67755LLrmkJQ8PAACw3GixuBs7dmx+8pOf5Ne//nXuuOOO/POf/8yDDz6YU089Nb/+9a9z99135x//+EcefPDBlhoBAABgudFicXf//fdn7733Tvfu3bPCCivkkksuyYorrph11103a6+9dmpqatKnT5+MGDGipUYAAABYbtS01I7HjBmTFVZYId/+9rczfvz4fOELX8hnPvOZ1NbWNm3TtWvXTJw4saVGAAAAWG60WNw1NDTkiSeeyJAhQ9KhQ4cce+yxad++faqqqpq2qVQq83zdHKut1nFxj8pHqK3t1NojsBSxHviQtcDcrAfmZj0wN+thyWuxuFt99dWz3XbbpUuXLkmSL37xixkxYkTatGnTtE1dXV26du26SPudPHl6Ghsri3XW/1apC7eublprj7BMsh6YW4nrwVr4ZEpcC4n18ElZD8zNeqC5qqurFnqxq8Vec7frrrvmkUceydSpU9PQ0JCHH344e+65Z1599dWMGTMmDQ0N+cMf/pCdd965pUYAAABYbrTYlbstttgiRx99dA466KC8//772WGHHfL1r389G2ywQU444YTMnj07u+yyS/bcc8+WGgEAAGC50WJxlyT9+/dP//7953lsu+22yx133NGShwUAAFjutOiHmAMAALBkiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIACiDsAAIAC1LTkzg899NC8/fbbqan54DBnn312Xn/99Vx++eWpr6/P4YcfnoMPPrglRwAAAFgutFjcVSqVvPbaa/nzn//cFHcTJ07MSSedlOHDh6dt27b52te+lm233Taf/vSnW2oMAACA5UKLxd0rr7ySJDnyyCMzZcqUHHDAAVlppZXSu3fvdO7cOUmyxx57ZMSIETn++ONbagwAAIDlQou95m7q1KnZbrvtctlll2Xw4MEZNmxY3nzzzdTW1jZt07Vr10ycOLGlRgAAAFhutNiVu6222ipbbbVV09f9+/fPgAEDcuyxxzY9VqlUUlVVtUj7XW21jottRhautrZTa4/AUsR64EPWAnOzHpib9cDcrIclr8Xi7oknnsj777+f7bbbLskHIbfmmmumrq6uaZu6urp07dp1kfY7efL0NDZWFuus/61SF25d3bTWHmGZZD0wtxLXg7XwyZS4FhLr4ZOyHpib9UBzVVdXLfRiV4vdljlt2rRceOGFmT17dqZPn57f/e53ueiiizJq1Ki8/fbbmTlzZu67777svPPOLTUCAADAcqPFrtztuuuu+fvf/56vfOUraWxszEEHHZStt946J510Ug477LC8//776d+/fzbffPOWGgEAAGC50aKfc3fiiSfmxBNPnOexPn36pE+fPi15WAAAgOVOi92WCQAAwJIj7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAApQ09oDAADLjqvO2C3dOndq+rq2ttNCtl42zHp/TqZNmd3aYwD818QdANBs3Tp3ygE3HdvaYyxWNx94eaZF3AHLPrdlAgAAFEDcAQAAFMBtmcB8/vM1Ncmy/7oar6kBAEon7oD5eE0NAMCyx22ZAAAABRB3AAAABXBbJgAL5XPNAGDZIO4AWCivwQSAZYPbMgEAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAAog7gAAAApQ05yNGhsbM2jQoLz44os544wzcsMNN+Too49OmzZtWno+lqCrztgt3Tp3avq6trbTQrZe+s16f06mTZnd2mMAAMAS0ay4u/DCC/P222/nmWeeSZI8/PDDqaury+mnn96iw7FkdevcKQfcdGxrj7HY3Hzg5ZkWcQcAwPKhWbdljho1Kueff37atWuXjh07ZtCgQXn00UdbejYAAACaqVlxV1NTk+rqf2/atm3b1NQ066IfAAAAS0CzCm2jjTbKDTfckIaGhrzyyisZPHhwevTo0dKzAQAA0EzNunJ32mmn5dlnn83kyZPz9a9/Pe+9915OPfXUlp4NAACAZmrWlbuOHTvmvPPOa+lZAAAA+IQWGnfnnntuTjvttHz7299e4Pc7dOiQvn37ZpdddmmR4QAAAGiehcbddtttlyTZY489Fvj9adOm5fTTT8/DDz+8+CcDAGCp5jNyYemy0LjbbbfdkiT77bffPI9XKpWMGTMm6623XiZNmtRy0wEAsNTyGbmwdGnWa+6GDRuWCy+8MDNnzmx6rEuXLnn00Ufzve99r8WGAwAAoHmaFXdXXnllrrnmmlx++eU58cQT8+c//zkTJkxo6dkAAABopmZ9FELnzp2zxRZbZJNNNsnkyZNz7LHHZvTo0c06wAUXXJBTTjklSfLcc8+lX79+2WOPPXLaaaelvr7+k08OAABAk2bFXU1NTd59992su+66efrpp5MkDQ0NH/u8UaNG5Xe/+13T1yeffHLOPPPM3HvvvalUKrn55ps/4dgAAADMrVlxd8ABB+SYY47JF77whdx0003p169fNthgg4U+Z8qUKbnkkkuaPkZh3LhxmTVrVrbccsskSb9+/TJixIj/cnwAAACSZr7m7qtf/Wr23nvvdOjQITfddFOeeeaZbL755gt9zplnnpmTTjop48ePT5K89dZbqa2tbfp+bW1tJk6c+F+MDgAAwIeaFXf9+vVrur2yW7du6datW/bZZ5/84Q9/WOD2t9xyS9ZYY41st912GT58eJKksbExVVVVTdtUKpV5vm6u1VbruMjPYfm1rH/eDouX9cDcrAfmZj3wIWth8fGzXPIWGneHH354nnnmmcyaNSs9e/ZseryxsTGf+9znPvJ5d999d+rq6tK3b9+8++67mTFjRqqqqlJXV9e0zaRJk9K1a9dFHnjy5OlpbKws8vNakoW79Kqrm7bEj2k9LL2sB+a2pNeDtbB0sx74kP9WLD6t8bMsXXV11UIvdi007i677LJMmTIlp556agYMGPDvJ9XUzHOL5X+65pprmv4+fPjwPP744xkwYED22WefPPnkk9l6663z+9//PjvvvPOinAsAAAAfYaFx17Fjx3Ts2DHXXXdd5syZk5kzZ6ZS+eCq2dSpU9O5c+dFOtjAgQNz+umnZ/r06fnsZz+bww477JNPDgAAQJNmveZu2LBhOe+88/L+++83xV1VVVWee+65j31uv3790q9fvyRJjx49cuutt/4X4wIAALAgzYq7q666KjfeeGM++9nPtvQ8AAAAfALN+py71VdfXdgBAAAsxZoVdzvuuGOGDh2aiRMnZsqUKU1/AAAAWDo067bMK6+8MnPmzMnZZ5/d9FhzX3MHAABAy2tW3D399NMtPQcAAAD/hWbdltnY2Jirr746p5xySqZPn54rrrgiDQ0NLT0bAAAAzdSsuLvwwgvz/PPP5+9//3sqlUoefvjheT7UHAAAgNbVrLgbNWpUzj///LRr1y6dOnXKoEGD8uijj7b0bAAAADRTs+KupqYm1dX/3rRt27apqWnWy/UAAABYAppVaBtttFFuuOGGNDQ05JVXXsngwYPTo0ePlp4NAACAZmpW3J122mk577zzMnny5Bx00EHZcccdc9ppp7X0bAAAwDLgqjN2S7fOneZ5rLa200dsvWyY9f6cTJsyu7XHWCTNiruOHTvm2GOPzXnnnZfp06fn9ddfz6qrrtrSswEAAMuAbp075YCbjm3tMRarmw+8PNOybMVds15zN2TIkBx33HFJknfeeScnnHBCbrnllhYdDAAAgOZrVtzddNNNufHGG5Mka6+9dm6//fZcd911LToYAAAAzdesuGtoaEjHjh2bvu7UqVOqqqpabCgAAAAWTbPiboMNNsjAgQMzduzY/P/s3Xl8TPf+x/HXZLckSAyxFEVtVSQSYqve24qKokXpba2lqIZLLy1qJ1Rp1VZ7RKKhimr87G5bSqyhpfY91kg0ERGSTmZ+f7im0tCGZoTJ+/l4eDzMzDnf7+ecfEPe+X7POefOnWPKlCmUK1fOxqWJiIiIiIhIdmUr3I0aNYqzZ8/y6quv0rZtW86cOcPIkSNtXJqIiIiIiIhkV7bulrl+/XqmTZtm61pERERERETkIWVr5u7OzVRERERERETk8ZStmbunn36aoUOH4ufnR/78+a3vBwYG2qwwERERERERyb5shbukpCSSkpI4e/as9T2DwaBwJyIiIiIi8pjIVriLiIgAwGQyYbFYcHZ2tmlRIiIiIiIi8mCydc3d1atX6d69O7Vq1aJGjRp06tSJuLg4W9cmIiIiIiIi2ZStcDd69Ghq1apFdHQ00dHR+Pn56VEIIiIiIiIij5FshbszZ84QHByMh4cHRYoUoW/fvsTGxtq6NhEREREREcmmbIU7k8lEWlqa9fXNmzcxGAw2K0pEREREREQeTLZuqNK8eXO6dOlC69atMRgMLF++nKZNm9q6NhEREREREcmmvwx3x44do2LFigBs27YNs9lM69atadu2rc2LExERERERkez503C3fPlyJkyYQNmyZYmNjWXSpEk0atToUdUmIiIiIiIi2fSn4S4iIoJVq1ZRvHhx9u3bx+TJkxXuREREREREHkN/eUOV4sWLA+Dj40NiYqLNCxIREREREZEH96fh7o93xHR0dLRpMSIiIiIiIvJwsvUohDv0+AMREREREZHH059ec3f06FF8fX2tr2/duoWvry8WiwWDwcDevXttXqCIiIiIiIj8tT8Ndxs3bnxUdYiIiIiIiMjf8KfhrlSpUo+qDhEREREREfkbHuiaOxEREREREXk8KdyJiIiIiIjYAYU7ERERERERO6BwJyIiIiIiYgcU7kREREREROyAwp2IiIiIiIgdULgTERERERGxAwp3IiIiIiIidkDhTkRERERExA4o3ImIiIiIiNgBhTsRERERERE7oHAnIiIiIiJiBxTuRERERERE7IDCnYiIiIiIiB1QuBMREREREbEDCnciIiIiIiJ2QOFORERERETEDijciYiIiIiI2AGn3C7gQTk4GHK7hHsqViRfbpeQI4z5PXO7hByVW+PFHsaDvY0F0Hj4OzQecoY9jAXQeMgpGg+PJ/1f8fDsbSzA45c9/qoeg8VisTyiWkRERERERMRGnriZu8TEG5jNeTePenkV5OrVlNwuQx4DGgtyN40HuZvGg9xN40Hu0Fh48jk4GChSpMB9P3/iwp3ZbMnT4Q7I88cvv9NYkLtpPMjdNB7kbhoPcofGgn3TDVVERERERETsgMKdiIiIiIiIHVC4ExERERERsQNP3DV395KRYSIxMR6TKT23S7G5K1ccMJvNuV2GPAZsPRacnFwoUsSIo6Nd/DMhIiIiYvfs4qe2xMR43NzyU6CANwbD4/Usipzm5OSAyaRwJ7YdCxaLhRs3kklMjKdo0RI26UNEREREcpZdLMs0mdIpUMDD7oOdyKNiMBgoUMAjT8yGi4iIiNgLuwh3gIKdSA7T95SIiIjIk8Vuwt3diri7YDS65/ifIu4u2eq/YUO/B6p3/vzZzJ8/G4AuXd584OO1B5cuXaRt2xa5XcbftmbNKkJCRuZ4u3v37iE4uEeOtysiIiIi9sMurrn7Iyc3V7a1apPj7Tb4djlct+0ytbCwSJu2LyIiIiIi9skuw93jYu/ePURELMDNzY0zZ05ToUJFRowIwdnZmcjIcKKivqFQocK4u7tTteqzwO1Zv61b95CSksLYscM5f/48JUuWIj4+jnHjJlGyZAmmTZvMvn0xZGSYCQp6hfbt3/rTvmbPnkFMzG6Sk5MpWrQoo0ePx8OjEOPHj+LUqZMAvPba67Rs+Vqm+n/99SoTJ44jLi4OBwcHevZ8D3//usyfP5uEhHjOnYslLu4yr7zSis6du2Xad82aVURH/0hiYiJXrybQoEEjgoP7YzAYCA8PZcOGtTg4OODvH0Dv3n0BSE9PZ9iwQcTGnqVUqdIMGjQMDw8P2rZtQbVq1Tl+/ChffDGPHTui+frrxZjNFipXrsL773/IsWNH+PTTCdb+T506wahR46hevQbjx48hJeU6CQnxBAW1oHv3XveodSvJyddISIinVavWXL58mb17d+PhUYhJk6bi6urK6tVRLFmyCIPBQOXKVenf/wPy58/PunWrWbhwPgUKFMTb25t8+fIDcPjwQaZO/Yy0tFsUKlSYgQOHULJkKYKDe+DhUYjTp08yevR49u//iXXr1nDr1k2cnZ0ZOTKEMmXKsWvXDqZO/QwXFxfKli1nrXffvhjmzPmCtLQ0rl+/Tt++/WnU6IUcGbMiIiIi8uSyy2WZj5NfftlP//4f8OWXy4iLu8zOnds5cuQQq1dHERr6JZ9//gXx8Vey7LdgwVzKlCnLokVLefvtd6wh7NtvvwEgNPRL5s5dyI8/bubnn/fdt6/z588RG3uGWbNCWbJkBcWLe7N+/VoOHPiZ5ORkFiyIZOLEKdY27jZlyiSaN29JaOgiPv74MyZOHEdq6g0ATpw4zuTJM5gzJ4xFixZy/fr1LPvv3/8zY8Z8TETEUg4e/IUtW75n+/ZtbN26hXnzIggN/ZILF86xcuVyABITf6Vt2/YsXLiYUqVKExY219pWQEB9Fi9eQWJiIqtWrWTmzFDCwiIpUsSTxYsjeO65moSFRRIWFkmzZs0JCGjACy+8yMaN62nSpClz5oQRHv4VS5cuJikpKUuthw8fZPz4SXz22XSmTZtMQEB9Fi5cAsCuXds5efIE4eGhTJ8+h/Dwr3Bzy8eCBXNJSIhn5sypzJgxl1mzQklNTQXgt99+4+OPxzJiRAihoV/yxhsdmDAhxNpfhQoVWbx4BSVLlmLLls1Mnz6biIil1K/fiOXLl5Kenk5IyAjGjp1AaOgiXF1drfsuX/4VgwYNIzw8kkGDhjJ37sw/G4IiIiIikkdo5s7Gnn66AsWKFQegbNmnuX49mdjYswQENCB//tszPP/4x0tkZGRk2m/Pnp0MHz4WgCpVqlG+fAUAdu/eybFjR4mJ2QPAzZupnDx5gnLlnr5nX6VLP0VwcH9WrVpJbOxZDh48QKlSpSlfvgKxsWd5//1gAgIa8N57/85S+549uzh79izz5t2+HtBkMnHhwnkAfH39cHZ2pkgRTzw8PLhxIwV3d/dM+zds+Dyenl4AvPhiIDExu3FxceWll5ri5uYGQPPmLVm7djX16zekTJmy1KzpA0DTpkGEhIywtlWtWnUA9u3bw/nz5+jZs+v/avqNSpWqWLfbvXsHq1atZNasBRgMBt58syN79+4hMjKC06dPYjL9xq1bN4HCmWp97rmaFChQkAIFCgJQu7Y/AN7eJbh+/To//RRDgwaNKFTo9n4tW77G+PGjqFbtWapXr2E9zsDAZsTE7ObcubNcvHieQYPet/Zx48aNLMdToEBBRo4cy6ZNGzh3LpadO6N55pnKnDp1Ai8vI+XKPQ1As2avWEPcsGFjiI7+kc2b/8uBA/u5efNmlq+diIiIiOQ9Cnc25uLy+01YDAYDFovlf3chtFjfd3R0zBLuHBzu/YBqs9lM7959adz4nwAkJSWRL18+Dh48cM++jhw5zMiRH/HGG2/yj3+8iKOjAxaLhUKFChMRsZTdu3eyffs23n67AxERSzMFtIwMM1OnzsTDoxAACQkJFClShC1bfrhnX39098OvLRYzjo5OWCyZj8liuf0Q+jvn4e7tnZx+3//OzFVGhpl//vMl+vUbCEBqaqr13J07F8vHH4/l00+nUbDg7ZA2bdpkLl68QJMmL/P88y+wZ8+ue9bq7Oyc6fXdfd8+73/cx0JGRsb/jv3uY3a01lmyZCnrNZQZGRkkJv6a5Xji4i7Tp09P2rRpR0BAfTw9vTh+/CiQdYzc8d577+DrWxs/P398fPwYNWpoluMRERERkbxHyzJzgZ+fP9u2/UhKSgppaWls2fL9Pbapy8aN6wA4efIEp06dxGAwULu2P1FRKzGZTKSmptK7dzcOHjxw375++ikGH5/avPpqW556qgzR0Vsxm81s3bqZMWOGU79+Q/r1G0C+fPm4ciUu0761a/uxYsXXAJw+fYpOndqTlnYr28e5c2e09Rg3blxPQEB9fH392bRpPWlptzCZTKxZE4Wv7+27i549e4Zjx44AsHr1Kvz8guhhAwAAIABJREFU6mZp08enNlu2/EBi4q9YLBY+/XQ8S5dGcuNGCoMHD6BfvwHW2S64PQP65psd+ec/XyI29izx8VfuGZr/io9PbbZu3UJy8jUAoqJW4uPjR40atTh4cL+13e++2whA2bLlSE5Oti53Xb06ipEjP8rS7pEjhyhd+inat3+LqlWrsWXL95jNGVSs+Ay//vorx48fA2DTpvUAJCdf49y5s3Tr1ot69Rrw44+bH+p4RERERMT+aOYuFzzzTGVef/1fdO/eCXd3d4oXL5Flmy5dujFu3Cg6d36DkiVL4+VVFFdXV1q3bkNs7Fm6dn2TjIwMgoJa4Ovrx969e+7Z14svBjJkyEA6dWoPQOXKVbl06SJdu77DDz98R8eO7XBxcaFp0yAqVKiYad/+/T/gk09C6Nz5DSwWC8OGjSZ//gLZPs7ChYswcGBfkpKSaNo0iLp16wFw/PhRunXrREaGiTp1AmjTpj3x8VcoVao0CxbM48KFc5QvX5EePXrf49xVomvXd+jbtxcWi4WKFSvRoUMXvvrqS+LiLrNwYSjz588BoFmz5nTo0IUxY4bj6upKsWLeVKlSjYsXL1CqVOlsHwdAxYrP0LFjV4KDe2AymahcuSoDBw4mf/4C9Os3kH79euPmls8aLF1cXBgz5mOmTJlEeno6+fMXYOjQUVna9fcP4JtvltGhw+tYLBZq1fLl1KmTODk5MXJkCGPHDsfR0dG69NTDoxCvvNKKjh3b4ezsjI+PH7du3eLmzZvky5fvgY5JREREROyLwXKvNWqPsatXU7Iskbt8+Sze3mWtr4u4u+Dk5vrHXf820600Em38KIQ71q9fQ4kSJalRoxaXL1+mT58efPXVSlxcnDCZHv+ZmjVrVrFvXwwffTQyt0uxW05ODjYfC3/83pLHl9HoTnx81hsbSd6k8SB303iQOzQWnnwODga8vAre93O7nLlLvJ5u8+fR2VrZsuWYOHE8ZnMGBoMDAwcOwcFBq2hFREREROTe7DLc2YMqVaoxf35Ebpfx0IKCWhAU1CK3yxARERERyTM0FSQiIiIiImIHFO5ERERERETsgMKdiIiIiIiIHdA1dyIiIiKPmK3u7H0/RqO7zft4lHcVF5F7U7gTERERecSc3FzZ1qpNbpeRoxp8u/yJv1u5yJPOLpdlFinsitHonuN/ihT+69+wXbp0kYYN/di9e0em99u2bcGlSxezfQwPuv2aNasICRkJwIABfUlIiM/2vvakYUO/3C7hb9u7dw/BwT1yvN1Lly7Stq3uYCoiIiJir+xy5s7J2YWYDQNzvN3agROBtL/u38mJCRNCCA9fQv78BXK8jr8yadLUR96niIiIiIjkLrsMd7mtaFEj/v51mTbtcz788KMsn4eHh7Jhw1ocHBzw9w+gd+++ODo63rOtS5cuMmTIAMqXr8CxY0fx8vJi9OiP8fAoxLp1q1m4cD4FChTE29ubfPnyA7dn/aZNm43RWIyJE8exf/9PGI3FMBgMdO7cDV9fPyIiwvj++41kZJipWzeAd9/ty+XLlzL15enpxZgxt/tavvwr1q1bw61bN3F2dmbkyBDKlCnH9Omfs3v3ThwcDDRq9AJvv515xik1NZXPPpvAqVMnMZvNvPVWJ5o0eZk1a1axc2c0ycnJXLx4AX//AAYMGJRp371797Bw4XwcHZ24dOkC1ao9y4cfDsPFxYXVq6NYsmQRBoOBypWr0r//B+TPf/v4J0wI4fDhgxQqVJjBg4fj7e1NcHAPPDwKcfr0SUaPHs/Vq1eZP38WJpOJEiVK8eGHH5GamsrgwQOs/cfGnqV79160avUa48ePIT7+CgkJ8fj51WHQoGEYDIZMtYaHh+Ls7MylSxdp0OB58uXLx48/bsZisTBp0hQ8Pb3Ytu1H5s6dicVipmTJUgwcOARPTy927drB1Kmf4eLiQtmy5aztnj9/jkmTxpOcfA1XVzf69x9IpUpVCAkZSXLyNc6fP8e77/YlPT2dJUsWkZaWxm+/pTN48HCee64mx44d4eOPxwBQsWIla7unTp1g8uSJ3Lx5k8TEX+nYsQuvvto2O8NbRERERB5Tdrks83EQHNyPXbu2Z1meuX37NrZu3cK8eRGEhn7JhQvnWLly+Z+2deLEcdq3f4uIiKUULOjOhg1rSUiIZ+bMqcyYMZdZs0JJTU3Nst/Klcu4desmkZHLGTJkBIcPHwJgx45ojh49zNy54SxY8CXx8fFs2LD2Hn0VZMOGtdy4kcKWLZuZPn02ERFLqV+/EcuXL+Xy5Uvs2BHNwoWLmTkzlDNnTpOWlnlmc+HC+VSuXJXQ0EXMmDGH8PBQLlw4D8CBA/sJCfmEhQuXEB39IydPnshyDAcO7Kdfv/8QGbmctLR0VqxYysmTJwgPD2X69DmEh3+Fm1s+FiyYa93Hx8eXsLBInn/+BaZMmWR9v0KFiixevIKiRYsxa9Z0Pv10OgsWRFKnTgAzZ06jRImShIVFEhYWSdeu71C+fAXatGlHdPRWnnmmErNnL2DJkm/46ae9HD16JEuthw4dZMCAwcybF8GKFUspXLgI8+dHULHiM2zatIHExF+ZOHEc48dPYuHCJTz3XE0+++wT0tPTCQkZwdixEwgNXYSr6+/Lf0NCRtC7d19CQ7/kgw8+YsSIIdbPChUqzJdfLqN+/YZ8++1yPvnkcxYuXMybb3YiIiIMgLFjR/Duu30IDf2SkiVLWfddtepbOnfuxrx54UydOosZMzTbKyIiIvKk08ydjRQoUJAPPxxqXZ55R0zMbl56qSlubm4ANG/ekrVrV9OmTbv7tlWkiCeVKlUBoEKFCiQnJ3PgwM9Ur14DT08vAAIDmxETszvTfrt376RFi9cwGAx4e5egdm1/APbs2cWhQ7/QrVtHANLSblG8uDc1atTK1Ff58hVJTk6mQIGCjBw5lk2bNnDuXCw7d0bzzDOVKVrUiKurK++++zb16zfi3Xf7ZAomd/pKS7vF6tVRANy6dYvTp08B8NxzNazLVkuWLEVy8rUsx16rlg9lypQD4OWXg4iK+gZnZ2caNGhEoUKFAWjZ8jXGjx8FgKurK4GBzazbz50709pWtWrVATh06Bfi4i7Tt28vAMzmDDw8Clm3O3HiONOnf860abNxdXWlSZOXOXToF5YujeTMmdNcu3aNmzezhuny5StQvLg3cDt4+fnVAaB4cW+uX0/m0KGDVK36LCVKlPxf3a2JiAjj1KkTeHkZKVfuaQCaNXuFuXNnkpqayuHDhxg3brS1j5s3b3LtWhIAzz57+3gcHBwYN24i27b9SGzsWfbti8HBwYGkpCQSEhLw9w+wtvt///ctcPuXDzt3biciYgEnT5645/GIiIiIyJNF4c6G6tQJsC7PvMNiMWfaxmKBjAzTn7bj4uJy1ysDFosFg8GAxfL7u/da1ung4JilP7gdZtq1+xdvvNEBgOvXr+Po6Mi1a0l/6AssFgtxcZfp06cnbdq0IyCgPp6eXhw/fhQnJyfmzAnjp5/2sn37Nnr16sq0aXMoU6Zspr6GDRtD5cq3A+Ovv17Fw6MQGzasxcXFNUtff3T3cZnNFhwdHTGb/7idhYyMDOsx/97e7esf77gTPM3mDGrUqMmECZMBSEtL4+bNmwAkJSUxdOgHDB48DG/v20Ft2bIl/PDDd7Rs+Rpt29bh9OmT96z17r7+WPvtev74tb9TtwGwZNnPbDbj4uJKWFik9bMrV+KsQfTO8aSmpvLOO50JDGxGzZo+VKhQkeXLl2IwZD6njo6/1zd8+CDc3T1o0KARL74YyKZN67Mcj4iIiIg8WbQs08buLM+8ejUBAF9ffzZtWk9a2i1MJhNr1kTh6/vgd3isUaMWBw/uJz7+Cmazme++25hlGz+/OmzatAGLxUJCQjz79sVgMBjw9fVn/fo1pKamYjKZGDz4P/zww3/v29eRI4coXfop2rd/i6pVq7Fly/eYzRkcO3aE4OAe1KzpQ3BwP8qVK09s7NlM+/r6+rNy5TIAEhIS6Nz5X8TFXc72ce7f/5P1GNetW03duvXx8anN1q1brDN9UVEr8fG5fQ5v3kxl69bNAKxe/a119uxu1apV5+DBA9Zaw8LmMWPG55hMJoYO/YC2bdtn+prs3r2Tli1bExjYjPT0dI4fP4bZnDU0/5Vq1apz6NAB611Qo6JW4Otbm4oVn+HXX3/l+PFjANagVbBgQUqXfor169f8r44dvPde1rtonjsXi8FgoFOnt/H19WPz5u8xm80UKlQYb29voqO3ArBx47q7jmkX3bv3olGjF9ixIxrAGpBFRERE5MmkmTsbu7M88/33gwFo0KARx48fpVu3TmRkmKhTJ4A2bdo/cLuenl706zeQfv164+aWz7qk726tWrXmxInjdOrUHi+vonh7l8DV1RUfn9qcOHGMHj26YDZnULdufZo1e4XLly/dsy9//wC++WYZHTq8jsVioVYtX06dOkmlSlWoXr0GnTq1x83Njeeeq0lAQP1M+7799jt8+ukEOnZsh9lspnfvvpQqVZqff96XreMsWtTI2LEjiI+/gr9/XVq0eBVHR0c6duxKcHAPTCYTlStXZeDAwQAULOjOli0/MHfuLIxGI0OGjMjSppdXUQYNGs7w4YMxmzMwGoszfPhovvtuE7/8st+6jNRiAX//urRr9yaTJo1n0aIFFChQkOrVazzQYyru8PT0YuDAjxgyZAC//WbC29ubQYOG4+TkxMiRIYwdOxxHR0frsliAESPGMnHiOCIjw3Fycmb06HGZbuQCULHiM1SsWIk332yLg4OBOnXqsX//TwAMGzaG8eNHMXfuFzz7bI1MX5d33+2Oq6sLFSo8Q4kSJbl06SKlSz/1wMclIiIiIo8Hg+Ve68seY1evpmRZlnf58lm8vX9fCliksCtOzi5/3PVvM/2WTmLSXz8KwZacnBwwmbI3axQdvRWLxUKDBo1ISUmha9e3mD8/PNP1ZY+zvXv3EBo6h+nT5+R2KY+lBxkLD+uP31vy+DIa3YmPv57bZchjQuPh8Wc0utvlQ8w17h5v+rfhyefgYMDLq+B9P7fLmbvbASx3Q9jjoFy5pxkzZrj1piLdu/d8YoKdiIiIiIg8GLsMd3JbyZKlmDlzfm6X8dB8ff0e6npEEREREZG8SDdUERERERERsQN2E+6esEsHRR57+p4SERERebLYRbhzcnLhxo1k/TAqkkMsFgs3biTj5JTzNyYSEREREduwi2vuihQxkpgYT0pKUm6XYnMODg4P9Yw1sT+2HgtOTi4UKWK0WfsiIiIikrPsItw5OjpRtGiJ3C7jkdAtbOUOjQURERERuZtdLMsUERERERHJ6xTuRERERERE7IDCnYiIiIiIiB1QuBMREREREbEDCnciIiIiIiJ2wC7uliki8rgq4u6Ck5vrI+nLaHS3eR+mW2kkXk+3eT8iIiLy4BTuRERsyMnNlW2t2uR2GTmmwbfLQeFORCRH2dsvAkG/DMwtCnciIiIiIrnI3n4RCPplYG7RNXciIiIiIiJ2QDN3IiIij8CjXHYFugZTRCQvUrgTERF5BLTsSkREbE3LMkVEREREROyAwp2IiIiIiIgdULgTERERERGxAwp3IiIiIiIidkDhTkRERERExA4o3ImIiIiIiNgBhTsRERERERE7oHAnIiIiIiJiBxTuRERERERE7IDNw92ECRMYNGgQAIcPH6Z169Y0bdqUjz76CJPJZOvuRURERERE8gSbhrvt27fzzTffWF8PHDiQ4cOHs379eiwWC0uXLrVl9yIiIiIiInmGzcJdUlISkydPplevXgBcuHCBW7duUatWLQBat27NunXrbNW9iIiIiIhInuJkq4aHDx9O//79uXTpEgBXrlzBaDRaPzcajcTFxT1wu15eBXOsxieV0eie2yXIY0JjQXKDxp3cTeNB7qbxIHfTeHj0bBLuvv76a0qUKEG9evVYsWIFAGazGYPBYN3GYrFkep1dV6+mYDZbcqzWJ43R6E58/PXcLkMeAxoLTwZ7/I9N4+7h2ONYAI2Hh6XxIHfTeJDscnAw/Olkl03C3Zo1a4iPj6dVq1Zcu3aN1NRUDAYD8fHx1m0SEhIoVqyYLboXERERERHJc2wS7hYsWGD9+4oVK9i1axfjx4/nlVdeISYmhtq1a/Ptt9/y/PPP26J7ERERERGRPMdm19zdy6RJkxg6dCgpKSk8++yzdOrU6VF2LyIiIiIiYrdsHu5at25N69atAahSpQrLli2zdZciIiIiIiJ5js0fYi4iIiIiIiK2p3AnIiIiIiJiBxTuRERERERE7IDCnYiIiIiIiB2wabibMmUKQUFBNG/e3Pp4hOjoaFq0aEFgYCCTJ0+2ZfciIiIiIiJ5hs3ulrlr1y527NhBVFQUJpOJoKAg6tWrx5AhQ4iIiKBEiRL07NmTzZs307hxY1uVISIiIiIikifYbOauTp06hIeH4+TkxNWrV8nIyCA5OZmyZcvy1FNP4eTkRIsWLVi3bp2tShAREREREckzbLos09nZmalTp9K8eXPq1avHlStXMBqN1s+LFStGXFycLUsQERERERHJE2x+Q5W+ffuyfft2Ll26xJkzZzAYDNbPLBZLptciIiIiIiLycGwW7k6ePMnhw4cByJcvH4GBgezcuZP4+HjrNvHx8RQrVsxWJYiIiIiIiOQZNgt358+fZ+jQoaSnp5Oens5///tf3njjDU6fPs3Zs2fJyMjg//7v/3j++edtVYKIiIiIiEieYbO7ZTZu3Jj9+/fz6quv4ujoSGBgIM2bN8fT05M+ffqQlpZG48aNefnll21VgoiIiIiISJ5hs3AH0KdPH/r06ZPpvXr16hEVFWXLbkVERERERPIcm99QRURERERERGxP4U5ERERERMQOKNyJiIiIiIjYAYU7ERERERERO6BwJyIiIiIiYgdserfMvKKIuwtObq6PrD+j0d3mfZhupZF4Pd3m/YiIiIiISM5QuMsBTm6ubGvVJrfLyFENvl0OCnciIiIiIk8MLcsUERERERGxAwp3IiIiIiIidkDhTkRERERExA4o3ImIiIiIiNgBhTsRERERERE7oHAnIiIiIiJiBxTuRERERERE7ICecyeSwx7lQ+0fxQPtQQ+1FxEREXkSKNyJ5DA91F5EREREcoOWZYqIiIiIiNgBhTsRERERERE7oHAnIiIiIiJiBxTuRERERERE7IDCnYiIiIiIiB1QuBMREREREbEDCnciIiIiIiJ2QM+5ExERkWyrHToLNy+j9bXR6J6L1eQM02/pJCal5XYZIiJ/m8KdiIiIZJubl5GYDQNzu4wcVTtwIqBwJyJPPi3LFBERERERsQMKdyIiIiIiInZA4U5ERERERMQOKNyJiIiIiIjYAYU7ERERERERO6BwJyIiIiIiYgcU7kREREREROyAwp2IiIiIiIgdULgTERERERGxA065XYCIiIiIPJlqh87CzctofW00uudiNX+f6bd0EpPScrsMkYemcCciIn/K3n54A/0AJ5JT3LyMxGwYmNtl5JjagRMB/dsgTy6FOxER+VP29sMb6Ac4ERGxT7rmTkRERERExA4o3ImIiIiIiNgBhTsRERERERE7oGvuRCSLP95AA578m2joBhoiIiJi7xTuRCQL3UBDRERE5MmjZZkiIiIiIiJ2QOFORERERETEDijciYiIiIiI2AGFOxERERERETugcCciIiIiImIHFO5ERERERETsgMKdiIiIiIiIHdBz7kRERERE5G+pHToLNy9jpveMRvdcqiZnmH5LJzHpyXpGrsKdiIiIiIj8LW5eRmI2DMztMnJU7cCJwJMV7rQsU0RERERExA4o3ImIiIiIiNgBhTsRERERERE7oHAnIiIiIiJiBxTuRERERERE7IDCnYiIiIiIiB1QuBMREREREbEDCnciIiIiIiJ2QA8xF6vaobNw8zJaXxuN7rlYzd9n+i2dxKQn68GTIiIiIiIPS+FOrNy8jMRsGJjbZeSY2oETAYU7EREREckbtCxTRERERETEDijciYiIiIiI2AGFOxERERERETugcCciIiIiImIHFO5ERERERETsgMKdiIiIiIiIHVC4ExERERERsQMKdyIiIiIiInZA4U5ERERERMQOKNyJiIiIiIjYAYU7ERERERERO6BwJyIiIiIiYgcU7kREREREROyAwp2IiIiIiIgdULgTERERERGxAwp3IiIiIiIidkDhTkRERERExA4o3ImIiIiIiNgBhTsRERERERE7oHAnIiIiIiJiBxTuRERERERE7IDCnYiIiIiIiB1QuBMREREREbEDCnciIiIiIiJ2wKbhbsqUKQQFBdG8eXMWLFgAQHR0NC1atCAwMJDJkyfbsnsREREREZE8w8lWDe/atYsdO3YQFRWFyWQiKCiIevXqMWTIECIiIihRogQ9e/Zk8+bNNG7c2FZliIiIiIiI5Ak2m7mrU6cO4eHhODk5cfXqVTIyMkhOTqZs2bI89dRTODk50aJFC9atW2erEkRERERERPIMmy7LdHZ2ZurUqTRv3px69epx5coVjEaj9fNixYoRFxdnyxJERERERETyBJsty7yjb9++vPPOO/Tq1YszZ85gMBisn1kslkyvs8PLq2BOlyh2zGh0z+0S5DGi8SB303iQu2k8yB0aC3K3J2082CzcnTx5kvT0dKpWrUq+fPkIDAxk3bp1ODo6WreJj4+nWLFiD9RuYuINzGZLTpf7t3h5FcS1mPGvN3wCuLgVye0SctTVqymPvE97GQ/2NhZA4+Hv0Hj4++xlLIDGQ07QeHh86f+Kh2dvYwFyZzz8GQcHA0WKFLjv5waLxWKTpLR582amTp3K4sWLAejVqxdt2rThk08+ITw8nNKlS9OzZ0/atGlDs2bNbFGCiIiIiIhInmGzmbvGjRuzf/9+Xn31VRwdHQkMDKR58+Z4enrSp08f0tLSaNy4MS+//PIDtfs4ztw9Sl5eBR+73yBI7tBYkLtpPMjdNB7kbhoPcofGwpMv12bubOXq1ZQ8He6MRnfi46/ndhnyGNBYkLtpPMjdNB7kbhoPcofGwpPPwcHwp/cgsendMkVEREREROTRULgTERERERGxAzZ/FIKIiIiISEaGicTEeEym9NwuJc+6csUBs9mc22VINjg4OJIvX0EKFiz0QI+OU7gTEREREZtLTIzHzS0/BQp4P/BzjiVnODk5YDIp3D3uLBYLGRkmrl9PIjExHk/P7D86TssyRURERMTmTKZ0ChTwULAT+QsGgwEnJ2cKF/YiPf3WA+2rcCciIiIij4SCnUj2GQwOwIM9JUDhTkRERERExA7omjsREREReeQKFXDFJb9LjrebnprOtRtpf7ldw4Z+bN26J9vtzp8/G4Bu3XrSpcubhIVFPnSNT6pLly7Sp09Pli1bldul/KWoqG/Ily8fTZq8nNulPFIKdyIiIiLyyLnkd2GUYVSOtzvCMgKyEe7+jrwY7J40Bw78jI9P7dwu45FTuBMRERGRPGvv3j1ERCzAzc2NM2dOU6FCRUaMCMHZ2ZnIyHCior6hUKHCuLu7U7Xqs8Dvs34pKSmMHTuc8+fPU7JkKeLj4xg3bhLFihXniy+msG9fDBkZZoKCXqF9+7f+tK/Zs2cQE7Ob5ORkihYtyujR4/HwKMT48aM4deokAK+99jotW76Wqf5ff73KxInjiIuLw8HBgZ4938Pfvy7z588mISGec+diiYu7zCuvtKJbt3cy7btmzSqio38kMTGRq1cTaNCgEcHB/TEYDISHh7Jhw1ocHBzw9w+gd+++AKSnpzNs2CBiY89SqlRpBg0ahoeHB23btqBateocP36UL76Yx44d0Xz99WLMZguVK1fh/fc/5NixI3z66QRr/6dOnWDUqHFUr16D8ePHkJJynYSEeIKCWtC9e69MtWZkZNzznH799RI2b/6OadNms3//z4wfP4o+fd5n69YtxMTsxsurKJs2refatWtcuHCOd9/ti5eXF1OnfkZa2i0KFSrMwIFDKFmyFMHBPahcuQr79/9Eeno6vXr14euvl3DmzCnat3+T9u3fIj7+yl/WmpsU7kREREQkT/vll/18+eUyihY10rNnF3bu3E7RokVZvTqK0NAvMRgM9OrV1Rru7liwYC5lypTl448/48iRQ/Ts2RWAVau+ASA09EvS09N5//1gqlSpdt++ypV7mtjYM8yaFYqDgwNjxgxn/fq1VKlSleTkZBYsiCQhIZ6ZM6dlCXdTpkyiefOWNGzYmISEBHr37madWTxx4jhffDGPlJTrtGv3Ku3avUG+fAUy7b9//8+EhUXi7u5Bnz492bLle1xcXNm6dQvz5kXg5OTE0KEfsHLlcurXb0hi4q+0bduemjV9mDFjCmFhc+nb9z8ABATUZ/To8Zw6dZJVq1Yyc2Yorq6uzJo1ncWLI+jSpbu1tq+++pKYmD288MKLLF68iCZNmtKs2SukpKTQunVz2rZ9g8KFC1vrvN85bdu2PVu2fM833yxj2bIlDBkygho1atGw4fP4+NSmbt16bNq0nkKFCvHJJ5P57bff6N69ExMmTMbb25udO7czYUIIU6Z8Adx+DMHcueGEhs7h888nsnDhEpKSEunS5Xa427hx/V/WmpsU7kREREQkT3v66QoUK1YcgLJln+b69WRiY88SENCA/PnzA/CPf7xERkZGpv327NnJ8OFjAahSpRrly1f43/u7OH78GDExt6/pu3kzlZMnT1Cu3NP37Kt06acIDu7PqlUriY09y8GDByhVqjTly1cgNvYs778fTEBAA957799Zat+zZxdnz55l3rzb1wSaTCYuXDgPgK+vH87OzhQp4omHhwcpKdezhLuGDZ/H09MLgBdfDCQmZjcuLq689FJT3NzcAGjevCVr166mfv2GlClTlpo1fQBo2jSIkJAR1raqVasOwL59ezh//pw17Jr4kMCUAAAgAElEQVRMv1GpUhXrdrt372DVqpXMmrUAg8HAm292ZO/ePURGRnD69ElMpt+4desm8Htgut85rVnTh8GDh9OpU3tee+11atSodc+v8Z3azp07y8WL5xk06H3rZzdu3LD+PSCgAQDe3iV49tnncHNzw9u7BCkp1wGyVWtuUrgTyWG2ukD8XoxG90fST3YvThcREXkSubj8/v+2wWDAYrH877ENv9+G3tHRMUu4c3BwwGzO+lDwjAwzvXv3pXHjfwKQlJREvnz5OHjwwD37OnLkMCNHfsQbb7zJP/7xIo6ODlgsFgoVKkxExFJ2797J9u3bePvtDkRELMXd3T1TX1OnzsTDoxAACQkJFClShC1bfrhHX1mP3dHx9zhgsZhxdHTCYsl8TBYLZGSYrOfh7u2dnH7f39XV1VrTP//5Ev36DQQgNTXVeu7OnYvl44/H8umn0yhYsCAA06ZN5uLFCzRp8jLPP/8Ce/bswvKHYu93TgEuX75E/vwFOHbsyF1fu8zurq1kyVLWGcSMjAwSE3+1bnf38dx9rHdkp9bcpHAnksNsdYF4bnoUF6eLiIg8Tvz8/Bk2bBBdu/bA2dmZLVu+t87q/L5NXTZuXMczz1Ti5MkTnDp1EoPBQO3afkRFraRBg+dJT0+nd+9uDBgw+L59/fRTDD4+tXn11bZcu5ZEdPRWGjf+J1u3bmb9+rWMHj2eunXrEROziytX4jKFu9q1/Vix4mu6dOnO6dOneO+9d1i2LCrbx7lzZzQpKSk4OzuzceN6unfvhclkYuHC+bRq9RqOjk6sWROFr68fAGfPnuHYsSNUqlSF1atX4edXN0ubPj61WbJkEZ07d6Nw4SJ8+ul4SpYszRtvvMXgwQPo128A5co9bd1+z56dDBgwmOeeq0l09Fbi469kCc33O6dVqlTjk09CmDDhMxYsmMs33yyjdevX7xnGAcqWLUdycjI//7yPmjV9WL06ig0b1jJ9+pxsna/s1JqbFO5ERERE5JFLT02//ctDG7SbE555pjKvv/4vunfvhLu7O8WLl8iyTZcu3Rg3bhSdO79ByZKl8fIqiqurK6++2pbz58/RteubZGRkEBTUAl9fP/buvfejF158MZAhQwbSqVN7ACpXrsqlSxfp2vUdfvjhOzp2bIeLiwtNmwZRoULFTPv27/8Bn3wSQufOb2CxWBg2bDT58xe4Vzf3VLhwEQYO7EtSUhJNmwZRt249AI4fP0q3bp3IyDBRp04Abdq0Jz7+CqVKlWbBgnlcuHCO8uUr0qNH73ucu0p07foOffv2wmKxULFiJTp06MJXX31JXNxlFi4MZf7822GqWbPmdOjQhTFjhuPq6kqxYt5UqVKNixcvUKpUaWub9zunkyZ9TL16Dala9Vnef/9DevToQkBAffz86jB79hfW2cE7XFxcGDPmY6ZMmUR6ejr58xdg6NDs/1I+O7XmJoPlcZpHzIarV1Mwm5+oknOU0ehOfPz13C5D/oTR6G6XM3cad483/dsgd9N4kLs9LuPh8uWzeHuXze0yctT69WsoUaIkNWrU4vLly/Tp04OvvlqJg4NDbpd2T05ODphMv88yrVmzin37Yvjoo5G5V5T8qT9+3zg4GPDyKnjf7TVzJyIiIiLyEMqWLcfEieMxmzMwGBwYOHDIYxvsJG9QuBMREREReQhVqlRj/vyI3C7joQUFtSAoqEVulyE5SL9aEBERERERsQMKdyIiIiIiInZA4U5ERERERMQOKNyJiIiIiIjYAYU7EREREXnkvAo7YjS65/gfr8KOf9n3pUsXadjQj927d2R6v23bFly6dDHbx/Cg269Zs4qQkJEADBjQl4SE+Gzva08aNvTL7RKyZdu2H1myZFFul/FAdLdMEREREXnkHJzzQ6Qh59t90wL89XP9nJycmDAhhPDwJQ/00O+cMmnS1EfepzyYI0cO5XYJD0zhTkRERETynKJFjfj712XatM/58MOPsnweHh7Khg1rcXBwwN8/gN69++LoeO9ZwUuXLjJkyADKl6/AsWNH8fT0YsyYj/HwKMS6datZuHA+BQoUxNvbm3z58gO3Z/2mTZuN0ViMiRPHsX//TxiNxTAYDHTu3A1fXz8iIsL4/vuNZGSYqVs3gHff7cvly5fu29fy5V+xbt0abt26ibOzMyNHhlCmTDmmT/+c3bt34ujoQMOGjXn77R6Z6k9NTeWzzyZw6tRJzGYzb73ViSZNXmbNmlXs3BlNcnIyFy9ewN8/gAEDBmXad+/ePSxcOB9HRycuXbpAtWrP8uGHw3BxcWH16iiWLFmEwWCgcuWq9O//Afnz3z7+CRNCOHz4IIUKFWbw4OF4e3sTHNwDD49CnD59ktGjx3P16lXmz5+FyWSiRIlSfPjhR6SmpjJ48ABr/7GxZ+nevRetWr3G+PFjiI+/QkJCPH5+dRg0aBgGQ+ZfINzrnG7btoXp06ewcOFi4uOv0KdPT0aNGse3364AwNu7BJcvX+LgwV+4cuUybdq0x9+/LpMmjSc5+Rqurm707z+QSpWqEBIyEje3fBw7doSUlOv06PEe69ev4cSJYzRq9AJ9+vTnxo2UbNX6MLQsU0RERETypODgfuzatT3L8szt27exdesW5s2LIDT0Sy5cOMfKlcv/tK0TJ47Tvv1bREQspWDBgmzYsJaEhHhmzpzKjBlzmTUrlNTU1Cz7rVy5jFu3bhIZuZwhQ0Zw+PDt2aIdO6I5evQwc+eGs2DBl8THx7Nhw9r79nXjRgpbtmxm+vTZREQspX79RixfvpTLly+xY0c0CxcuZs6cUM6cOU1aWlqmGhYunE/lylUJDV3EjBlzCA8P5cKF8wAcOLCfkJBPWLhwCdHRP3Ly5Iksx3DgwH769fsPkZHLSUtLZ8WKpZw8eYLw8FCmT59DePhXuLnlY8GCudZ9fHx8CQuL5PnnX2DKlEnW9ytUqMjixSsoWrQYs2ZN59NPp7NgQSR16gQwc+Y0SpQoSVhYJGFhkXTt+g7ly1egTZt2REdv5ZlnKjF79gKWLPmGn37ay9GjRzLVeb9z2rBhY6pXf46IiAWMGzeK9977NzVq1KJVq9a0atWa5s1bApCensaiRV/z2mttCQkZQe/efQkN/ZIPPviIESOGWPtJSIhn9uwFdOjQhfHjRzFw4GDCwiJZtWolKSkp2ar1YWnmTkRERETypAIFCvLhh0OtyzPviInZzUsvNcXNzQ2A5s1bsnbtatq0aXfftooU8aRSpSoAlC9fkeTkZA4c+Jnq1Wvg6ekFQGBgM2Jidmfab/funbRo8RoGgwFv7xLUru0PwJ49uzh06Be6desIQFraLYoX96ZGjVr37KtAgYKMHDmWTZs2cO5cLDt3RvPMM5UpWtSIq6sr7777Ng0bPs+77/bB1dU1Uw179uwiLe0Wq1dHAXDr1i1Onz4FwHPP1bAuWy1ZshTJydeyHHutWj6UKVMOgJdfDiIq6hucnZ1p0KARhQoVBqBly9cYP34UAK6urgQGNrNuP3fuTGtb1apVB+DQoV+Ii7tM3769ADCbM/DwKGTd7sSJ40yf/jnTps3G1dWVJk1e5tChX1i6NJIzZ05z7do1bt7MHKbvd04B/v3vAXTo8DrPPVeTl15qeo+v8O+1paamcvjwIcaNG2397ObNm1y7lgRAQEB9AIoX9+bppytQpIgnAB4eHly/npytWh+Wwp2IiIiI5Fl16gRYl2feYbGYM21jsUBGhulP23FxcfnDPhYMBgMWy+/v3WtZp4ODY5b+4HaYadfuX7zxRgcArl+/jqOjI9euJd2zr7i4y/Tp05M2bdoREFAfT08vjh8/ipOTE3PmhPHTT3vZuTOaXr26Mm3aHMqUKZupr2HDxlC58u3A+OuvV/HwKMSGDWtxcXHN0tcf3X1cZrMFR0dHzOY/bmchIyPDesy/t3f7+sc77gRPszmDGjVqMmHCZADS0tK4efMmAElJSQwd+gGDBw/D2/t2OFu2bAk//PAdLVu+Rtu2dTh9+mSWWu93TgESE6/i6OjI2bO3Zzb/GIAz12bGxcWVsLBI62dXrsRZw6ezs/M9z80d2an1YWlZpoiIiIjkaXeWZ169mgCAr68/mzatJy3tFiaTiTVrovD1ffA7PNaoUYuDB/cTH38Fs9nMd99tzLKNn18dNm3agMViISEhnn37YjAYDPj6+rN+/RpSU1MxmUwMHvwffvjhv/ft68iRQ5Qu/RTt279F1arV2LLle8zmDI4dO0JwcA9q1vShb9/+lCtXntjYs5n29fX1Z+XKZQAkJCTQufO/iIu7nO3j3L//J+sxrlu3mrp16+PjU5utW7dYZ/qiolbi43P7HN68mcrWrZsBWL36W/z86mRps1q16hw8eMBaa1jYPGbM+ByTycTQoR/Qtm37TF+T3bt30rJlawIDm5Gens7x48cwmzOH5vud04yMDEJCRvHvf/8HH5/azJ8/C7gdzO4E0rsVLFiQ0qWfYv36Nf/rewfvvdcjy3b3k51aH5Zm7kREREQkT7uzPPP994MBaNCgEcePH6Vbt05kZJioUyeANm3aP3C7np5e9Os3kH79euPmlo9y5Z7Osk2rVq05ceI4nTq1x8urKN7eJXB1dcXHpzYnThyjR48umM0Z1K1bn2bNXuHy5Uv37MvfP4BvvllGhw6vY7FYqFXLl1OnTlKpUhWqV69Bp07tcXPLx3PP1bAuG7zj7bff4dNPJ9CxYzvMZjO9e/elVKnS/PzzvmwdZ9GiRsaOHUF8/BX8/evSosWrODo60rFjV4KDe2AymahcuSoDBw4GoGBBd7Zs+YG5c2dhNBoZMmRElja9vIoyaNBwhg8fjNmcgdFYnOHDR/Pdd5v45Zf91mWkFgv4+9elXbs3mTRpPIsWLaBAgYJUr14jy2MqGjZ8/p7nNDIyHE9PTxo3/id+fnXo2LE9zz//T2rV8iUkZCSenp5Z6hsxYiwTJ44jMjIcJydnRo8el+0bomSn1odlsOTUHOA9TJkyhfXr12MwGGjbti1du3Zl8ODBxMTEkC9fPgCCg4Np0qRJttu8ejXlHtO8eYfR6E58/F/f3ldyj9HozijDqNwuI0eNsIzQuHvM6d8GuZvGg9ztcRkPly+fxdv796WAXoUdbz8OIYeZf0vlalLW2ZbHVXT0ViwWCw0aNCIlJYWuXd9i/vzwTNeX5RQnJwdMppyZIbpj7949hIbOYfr0OTnartz2x+8bBwcDXl4F77u9zWbudu3axY4dO4iKisJkMhEUFETjxo355ZdfWLRoEcWKFbNV1yIiIiLymLsdwHI/dOa2cuWeZsyY4dabinTv3tMmwU7yBpuFuzp16hAeHo6TkxNxcXFkZGTg5ubGxYsXGTJkCHFxcTRp0oTg4GAcHHTpn4iIiIjkPSVLlmLmzPm5XcZD8/X1e6jrEcU2bJqqnJ2dmTp1Ks2bN6devXqYTCYCAgIYN24cS5cuZc+ePSxbtsyWJYiIiIiIiOQJNr3m7o6bN2/Sq1cvgoKCaN/+94tRN27cyMqVK5kxY4atS5D/b+/ug6Mq7P2PfzZZQo0beZANtDaNYIEEhADSXlAgymhAQy4QuVxAscpFATVUseVi2BZhSohMptQntMiDBSIQRCgyEC4jXgqEqqBDgJ+JXGGDXDCsgQBR2CS7+/vDYQ1eDCfJnk1y8n7NOHLOZvd8zvAF9+N5QlhZ8Zo7AAAa4siR/6ef/vQXhm86AbR0gYBfX331pXr06GH4PaadlvnFF19o5cqV2r9/vyTJ6XRq69atKi0t1Y4dO+T1etW9e/ernmthBDdUaRoXRePHOZ0xjR3BFMxd08bfDaiJeUBNTWUeIiLsOn++XDfeeBMFr5GYcUMVhF4gEJDPV62LF88pMrL1VX9+G+2GKv/1X/+lzZs3a/fu3YqIiNDdd9+tAQMG6PXXX9eGDRvUuXNn3X333RozZoxZEQAAANBEtGvn1LlzHlVUlDd2lBYrIiIiZM9Tg7kiIiJ1ww0OORx1u7mOaeXu3nvv1cmTJzV27FhFRkbqF7/4hbp166bi4mL97ne/U3V1tfr06aOzZ8+aFQEAAABNRGSkXR06/LSxY7RoTeUoLsxjWrnr2rWr5s+fL0lyu90aP368bDabevXqpZycHElSQUGBli5dalYEAAAAAGgxTH8GwdGjRzVp0iTNnDlTcXFxV51jHQgEOOcaAAAAAELA1HJ34MABPfroo3ruuec0evRoderUSR6PJ/i6x+PhYeYAAAAAEAKmlbvTp0/rqaeeUk5OjlJTUyVJSUlJOn78uEpKSuTz+bRlyxYNGTLErAgAAAAA0GKYds3dsmXL5PV6lZ2dHVw3btw4ZWdnKyMjQ16vV8nJyRo+fLhZEQAAAACgxTBU7vx+v5YvX66jR4/qD3/4g3JzczV58mRFRkb+6HtcLpdcLtc1X9u8eXP90gIAAAAArsnQaZkLFy7U559/rsLCQknS7t27tWDBAlODAQAAAACMM1Tu9u3bp+zsbLVu3VoOh0PLly/X3r17zc4GAAAAADDIULmz2+2KiPj+R6OiomS3m3a5HgAAAACgjgw1tG7duik3N1c+n0/Hjh3TW2+9pYSEBLOzAQAAAAAMMlTuZs+eraysLJWVlWn8+PEaNGjQj94spSVqc2NrRUVHhW17TmeM6duo/LZS57/xmr4dAAAAAKFhqNw5HA5lZWWZnaXZioqO0lzb3MaOEVJzAnMkyh0AAADQbNRa7ubPn6/Zs2dr6tSp13w9OjpaI0eOVHJysinhAAAAAADG1FruBg4cKEkaNmzYNV+/ePGiXC6Xdu/eHfpkAAAAAADDai13Q4cOlSSNHj36qvWBQEAlJSW69dZb9fXXX5uXDgAAAABgiKFr7tauXauFCxfq0qVLwXXt27fX3r17NWPGDNPCAQAAAACMMVTulixZohUrVuj111/XM888ow8++EBfffWV2dkAAAAAAAYZeoh527ZtlZSUpMTERJWVlWnatGn6+OOPzc4GAAAAADDIULmz2+06f/684uPjVVhYKEny+XymBgMAAAAAGGeo3I0dO1ZTpkzR3XffrXXr1ik9PV1dunQxOxsAAAAAwCBD19w9+OCDeuCBBxQdHa1169bp0KFD6t27t9nZAAAAAAAGGTpyl56erujoaElSx44dde+992rSpEmmBgMAAAAAGFfrkbvf/OY3OnTokC5fvqx+/foF1/v9fvXq1cv0cAAAWEWbG1srKjoqbNtzOmNM30blt5U6/43X9O0AAIyptdy99tprKi8vV2ZmphYsWPD9m+x2OZ1O08MBAGAVUdFRmmub29gxQmpOYI5EuQOAJqPWcudwOORwOLRy5UpVVlbq0qVLCgQCkqQLFy6obdu2YQkJAAAAAKidoRuqrF27VllZWaqqqgqWO5vNps8++8zUcAAAAAAAYwyVu6VLl2rNmjXq2bOn2XkAAAAAAPVg6G6ZHTp0oNgBAAAAQBNmqNwNGjRIb7/9tkpLS1VeXh78BwAAAADQNBg6LXPJkiWqrKzUvHnzguu45g4AAAAAmg5D5a6wsNDsHAAAAACABjBU7vx+v1asWKGjR4/K5XIpNzdXkydPVmRkpNn5AKBZC+eDq3loNQAALZuhcrdw4UKdPXtWhw4dUiAQ0O7du+XxeORyuWp930svvaTt27fLZrNpzJgxeuyxx1RQUKAFCxbI6/Xq/vvv17PPPhuSHQGApshqD67modUAADRdhm6osm/fPmVnZ6t169aKiYnR8uXLtXfv3lrf89FHH+mf//ynNm/erA0bNmjVqlUqKipSZmamFi9erK1bt+rw4cPatWtXSHYEAAAAAFoyQ+XObrcrIuL7H42KipLdXvtBv1//+tdauXKl7Ha7ysrK5PP5dOHCBcXHxysuLk52u11paWnKz89v2B4AAAAAAIyVu27duik3N1c+n0/Hjh3TH//4RyUkJFz3fa1atdLLL7+s1NRUDRw4UGfOnJHT6Qy+Hhsbq9LS0vqnBwAAAABIMnjN3ezZs5WVlaWysjJNmDBBgwYN0uzZsw1tYPr06Xr88cc1depUud1u2Wy24GuBQOCqZSNuvtlRp59H/YXj5gxoPpgHXMEsoCbmoXng9wlXMAvWZqjcORwOTZs2TVlZWaqoqNCJEyfUrl27Wt/zxRdfqLKyUomJibrhhhuUkpKi/Pz8q+6w6fF4FBsbW6fAZWUV8vsDdXqP2az6h8TjudjYEZol5gE1WXEemIX6seIsSMxDc+B0xvD7BEnMghVERNhqPdhl6LTMVatW6cknn5QknTt3ThkZGVq/fn2t7zl58qRcLpcqKytVWVmp999/X+PGjdPx48dVUlIin8+nLVu2aMiQIXXYHQAAAADAtRg6crdu3TqtXbtWkhQXF6dNmzZpwoQJ+rd/+7cffU9ycrIKCws1atQoRUZGKiUlRampqWrfvr0yMjLk9XqVnJys4cOHh2ZPAAAAAKAFM1TufD6fHI7vD//FxMQYulYuIyNDGRkZV60bOHCgNm/eXMeYAAAAAIDaGDots0uXLsrJydGXX36pL7/8Ui+99JJuvfVWk6MBAAAAAIwyVO7mzp2rkpISjRo1SmPGjJHb7dYLL7xgcjQAAAAAgFGGTsvcvn27XnnlFbOzAAAAAADqydCRuzVr1pidAwAAAADQAIaO3HXu3Fkul0v9+/dXdHR0cH1KSoppwQAAAAAAxhkqd+Xl5SovL1dJSUlwnc1mo9wBAAAAQBNhqNytWrVKklRdXa1AIKBWrVqZGgoAAAAAUDeGrrkrKyvT5MmT1adPH/Xu3VuPPPKISktLzc4GAAAAADDIULmbN2+e+vTpo4KCAhUUFKh///48CgEAAAAAmhBD5c7tduvpp5/WTTfdpHbt2mn69Ok6ceKE2dkAAAAAAAYZKnfV1dXyer3B5UuXLslms5kWCgAAAABQN4ZuqJKamqpHH31U6enpstls2rBhg4YNG2Z2NgAAAACAQdctd59//rl++ctfSpL27t0rv9+v9PR0jRkzxvRwAAAAVtTmxtaKio4K2/aczhjTt1H5baXOf+O9/g/i/wjnPIRjFiTmobHUWu42bNigF198UfHx8Tpx4oRycnI0ePDgcGUDAACwpKjoKM21zW3sGCE1JzBH4st8vTAPCJVay92qVav03nvvqWPHjvr000+1aNEiyh0AAAAANEHXvaFKx44dJUl9+/bVuXPnTA8EAAAAAKi7WsvdD++IGRkZaWoYAAAAAED9GHoUwhU8/gAAAAAAmqZar7krLi5Wv379gsuXL19Wv379FAgEZLPZ9Mknn5geEAAAAABwfbWWux07djTow1999VVt27ZNkpScnKyZM2eqoKBACxYskNfr1f33369nn322QdsAAAAAAFyn3N1yyy31/uCCggLt2bNHGzdulM1m0+TJk7Vlyxbl5ORo1apV+ulPf6opU6Zo165dSk5Orvd2AAAAAAB1vOauLpxOp2bNmqWoqCi1atVKt912m9xut+Lj4xUXFye73a60tDTl5+ebFQEAAAAAWgzTyl3Xrl3Vp08fSZLb7da2bdtks9nkdDqDPxMbG6vS0lKzIgAAAABAi2Faubvi6NGjmjRpkmbOnKm4uLir7rh55cYsAAAAAICGMbXcHThwQI8++qiee+45jR49Wp06dZLH4wm+7vF4FBsba2YEAAAAAGgRTCt3p0+f1lNPPaWcnBylpqZKkpKSknT8+HGVlJTI5/Npy5YtGjJkiFkRAAAAAKDFqPVumQ2xbNkyeb1eZWdnB9eNGzdO2dnZysjIkNfrVXJysoYPH25WBAAAAABoMUwrdy6XSy6X65qvbd682azNAgAAAECLZPoNVQAAAAAA5qPcAQAAAIAFUO4AAAAAwAIodwAAAABgAabdUEWSXn31VW3btk2SlJycrJkzZ+r555/XgQMHdMMNN0iSnn76ad13331mxgAAAAAAyzOt3BUUFGjPnj3auHGjbDabJk+erB07dujw4cNavXo1Dy8HAAAAgBAy7bRMp9OpWbNmKSoqSq1atdJtt92mU6dO6dSpU8rMzFRaWppefvll+f1+syIAAAAAQIthWrnr2rWr+vTpI0lyu93atm2bBg8erAEDBigrK0t5eXnav3+/3nnnHbMiAAAAAECLYeo1d5J09OhRTZkyRTNnzlSXLl302muvBV+bOHGiNm3apLFjxxr+vJtvdpgRE9fgdMY0dgQ0IcwDrmAWUBPzgJqYB9TEPISfqeXuwIEDmj59ujIzM5Wamqri4mK53W4NGzZMkhQIBGS31y1CWVmF/P6AGXHrzaqD6/FcbOwIzRLzgJqsOA/MQv1YcRYk5qG+mAfUxDzAqIgIW60Hu0w7LfP06dN66qmnlJOTo9TUVEnflbmsrCydP39eVVVVWrduHXfKBAAAAIAQMO3I3bJly+T1epWdnR1cN27cOD3xxBMaP368qqurlZKSohEjRpgVAQAAAABaDNPKncvlksvluuZrDz30kFmbBQAAAIAWybTTMgEAAAAA4UO5AwAAAAALoNwBAAAAgAVQ7gAAAADAAih3AAAAAGABlDsAAAAAsADKHQAAAABYAOUOAAAAACyAcgcAAAAAFkC5AwAAAAALMFTu/H6/li5dqv/8z/9URUWF/vrXv8rn85mdDQAAAABgkKFyt3DhQn3++ecqLCyUJO3evVsLFiwwNRgAAAAAwDhD5W7fvn3Kzs5W69at5XA4tHz5cu3du9fsbAAAAAAAgwyVO7vdroiI7380KipKdrvdtFAAAAAAgLox1NC6deum3Nxc+Xw+HTt2TG+99ZYSEhLMzgYAAAAAMMjQkbvZs2fryJEjKisr0/jx4/XNN98oMzPT7GwAAAAAAIMMHblzOBzKysoyOwsAAAAAoJ5qLXfz58/X7NmzNXXq1Gu+Hh0drZEjRyo5OdmUcAAAAAAAY2otdwMHDpQkDRs27JqvX7x4US6XS2C0YtcAABp1SURBVLt37w59MgAAAACAYbWWu6FDh0qSRo8efdX6QCCgkpIS3Xrrrfr666/NSwcAAAAAMMTQNXdr167VwoULdenSpeC69u3ba+/evZoxY4Zp4QAAAAAAxhgqd0uWLNGKFSv0+uuv65lnntEHH3ygr776yuxsAAAAAACDDD0KoW3btkpKSlJiYqLKyso0bdo0ffzxx2ZnAwAAAAAYZKjc2e12nT9/XvHx8SosLJQk+Xw+U4MBAAAAAIwzVO7Gjh2rKVOm6O6779a6deuUnp6uLl26mJ0NAAAAAGCQoWvuHnzwQT3wwAOKjo7WunXrdOjQIfXu3dvsbAAAAAAAgwwduUtPT1d0dLQkqWPHjrr33ns1adIkU4MBAAAAAIyr9cjdb37zGx06dEiXL19Wv379guv9fr969eplejgAAAAAgDG1lrvXXntN5eXlyszM1IIFC75/k90up9NpejgAAAAAgDG1ljuHwyGHw6GVK1eqsrJSly5dUiAQkCRduHBBbdu2DUtIAAAAAEDtDN1QZe3atcrKylJVVVWw3NlsNn322WemhgMAAAAAGGOo3C1dulRr1qxRz5496/Thr776qrZt2yZJSk5O1syZM1VQUKAFCxbI6/Xq/vvv17PPPlv31AAAAACAqxi6W2aHDh3qXOwKCgq0Z88ebdy4UZs2bdKRI0e0ZcsWZWZmavHixdq6dasOHz6sXbt21Ss4AAAAAOB7hsrdoEGD9Pbbb6u0tFTl5eXBf2rjdDo1a9YsRUVFqVWrVrrtttvkdrsVHx+vuLg42e12paWlKT8/PyQ7AgAAAAAtmaHTMpcsWaLKykrNmzcvuO5619x17do1+Gu3261t27bp4Ycfvuoum7GxsSotLa1PbgAAAABADYbKXWFhYb03cPToUU2ZMkUzZ85UZGSk3G538LVAICCbzVanz7v5Zke9s6BunM6Yxo6AJoR5wBXMAmpiHlAT84CamIfwM1Tu/H6/VqxYoaNHj8rlcik3N1eTJ09WZGRkre87cOCApk+frszMTKWmpuqjjz6Sx+MJvu7xeBQbG1unwGVlFfL7A3V6j9msOrgez8XGjtAsMQ+oyYrzwCzUjxVnQWIe6ot5QE3MA4yKiLDVerDL0DV3CxcuVHFxsQ4ePKhAIKDdu3df9VDzazl9+rSeeuop5eTkKDU1VZKUlJSk48ePq6SkRD6fT1u2bNGQIUPqsDsAAAAAgGsxdORu37592rhxo9LT0xUTE6Ply5dr5MiRtb5n2bJl8nq9ys7ODq4bN26csrOzlZGRIa/Xq+TkZA0fPrxhewAAAAAAMFbu7Ha7IiK+P8gXFRUlu732t7pcLrlcrmu+tnnz5jpEBAAAAABcj6Fy161bN+Xm5srn8+nYsWN66623lJCQYHY2AAAAAIBBhq65mz17to4cOaKysjJNmDBB3377rTIzM83OBgAAAAAwyNCRO4fDoWnTpikrK0sVFRU6ceKE2rVrZ3Y2AAAAAIBBho7crVq1Sk8++aQk6dy5c8rIyND69etNDQYAAAAAMM5QuVu3bp3WrFkjSYqLi9OmTZu0cuVKU4MBAAAAAIwzVO58Pp8cju8flhcTEyObzWZaKAAAAABA3Rgqd126dFFOTo6+/PJLffnll3rppZd06623mhwNAAAAAGCUoXI3d+5clZSUaNSoURozZozcbrdeeOEFk6MBAAAAAIwydLfM7du365VXXjE7CwAAAACgngwdubtyMxUAAAAAQNNk6Mhd586d5XK51L9/f0VHRwfXp6SkmBYMAAAAAGCcoXJXXl6u8vJylZSUBNfZbDbKHQAAAAA0EYbK3apVqyRJ1dXVCgQCatWqlamhAAAAAAB1Y+iau7KyMk2ePFl9+vRR79699cgjj6i0tNTsbAAAAAAAgwyVu3nz5qlPnz4qKChQQUGB+vfvb/hRCBUVFRoxYoROnjwpSSooKFBaWppSUlK0aNGiegcHAAAAAHzPULlzu916+umnddNNN6ldu3aaPn26Tpw4cd33HTx4UOPHj5fb7ZYkXb58WZmZmVq8eLG2bt2qw4cPa9euXQ3aAQAAAACAwXJXXV0tr9cbXL506ZJsNtt135eXl6c5c+YoNjZWklRYWKj4+HjFxcXJbrcrLS1N+fn59YwOAAAAALjC0A1VUlNT9eijjyo9PV02m00bNmzQsGHDrvu++fPnX7V85swZOZ3O4HJsbCzX7gEAAABACFy33H3++ef65S9/KUnau3ev/H6/0tPTNWbMmDpvzO/3X3XELxAIGDoCCAAAAACoXa3lbsOGDXrxxRcVHx+vEydOKCcnR4MHD673xjp16iSPxxNc9ng8wVM2AQAAAAD1V+s1d6tWrdJ7772n9evX64033tCbb77ZoI0lJSXp+PHjKikpkc/n05YtWzRkyJAGfSYAAAAAwMBpmR07dpQk9e3bV+fOnWvQxlq3bq3s7GxlZGTI6/UqOTlZw4cPb9BnAgAAAACuU+5+eD1cZGRkvTayc+fO4K8HDhyozZs31+tzAAAAAADXZuhRCFdw8xMAAAAAaJpqPXJXXFysfv36BZcvX76sfv36Be9y+cknn5geEAAAAABwfbWWux07doQrBwAAAACgAWotd7fccku4cgAAAAAAGqBO19wBAAAAAJomyh0AAAAAWADlDgAAAAAsgHIHAAAAABZgermrqKjQiBEjdPLkSUnS888/r5SUFI0cOVIjR47kjpwAAAAAEAK13i2zoQ4ePCiXyyW32x1cd/jwYa1evVqxsbFmbhoAAAAAWhRTj9zl5eVpzpw5wSJ36dIlnTp1SpmZmUpLS9PLL78sv99vZgQAAAAAaBFMLXfz589X//79g8tff/21BgwYoKysLOXl5Wn//v165513zIwAAAAAAC2Cqadl/lBcXJxee+214PLEiRO1adMmjR071vBn3Hyzw4xouAanM6axI6AJYR5wBbOAmpgH1MQ8oCbmIfzCWu6Ki4vldrs1bNgwSVIgEJDdXrcIZWUV8vsDZsSrN6sOrsdzsbEjNEvMA2qy4jwwC/VjxVmQmIf6Yh5QE/MAoyIibLUe7ArroxACgYCysrJ0/vx5VVVVad26dbrvvvvCGQEAAAAALCmsR+4SEhL0xBNPaPz48aqurlZKSopGjBgRzggAAAAAYElhKXc7d+4M/vqhhx7SQw89FI7NAgAAAECLEdbTMgEAAAAA5qDcAQAAAIAFUO4AAAAAwAIodwAAAABgAZQ7AAAAALAA08tdRUWFRowYoZMnT0qSCgoKlJaWppSUFC1atMjszQMAAABAi2BquTt48KDGjx8vt9stSbp8+bIyMzO1ePFibd26VYcPH9auXbvMjAAAAAAALYKp5S4vL09z5sxRbGysJKmwsFDx8fGKi4uT3W5XWlqa8vPzzYwAAAAAAC2CqQ8xnz9//lXLZ86ckdPpDC7HxsaqtLTUzAgAAAAA0CKE9YYqfr9fNpstuBwIBK5aBgAAAADUT1jLXadOneTxeILLHo8neMomAAAAAKD+wlrukpKSdPz4cZWUlMjn82nLli0aMmRIOCMAAAAAgCWZes3dD7Vu3VrZ2dnKyMiQ1+tVcnKyhg8fHs4IAAAAAGBJYSl3O3fuDP564MCB2rx5czg2CwAAAAAtRlhPywQAAAAAmINyBwAAAAAWQLkDAAAAAAug3AEAAACABVDuAAAAAMACKHcAAAAAYAGUOwAAAACwAModAAAAAFgA5Q4AAAAALIByBwAAAAAWQLkDAAAAAAug3AEAAACABVDuAAAAAMACKHcAAAAAYAGUOwAAAACwAModAAAAAFgA5Q4AAAAALIByBwAAAAAWYHq5q6io0IgRI3Ty5ElJUkFBgdLS0pSSkqJFixaZvXkAAAAAaBFMLXcHDx7U+PHj5Xa7JUmXL19WZmamFi9erK1bt+rw4cPatWuXmREAAAAAoEUwtdzl5eVpzpw5io2NlSQVFhYqPj5ecXFxstvtSktLU35+vpkRAAAAAKBFsJv54fPnz79q+cyZM3I6ncHl2NhYlZaWmhkBAAAAAFoEU8vdD/n9ftlstuByIBC4atmIm292hDoWfoTTGdPYEdCEMA+4gllATcwDamIeUBPzEH5hLXedOnWSx+MJLns8nuApm0aVlVXI7w+EOlqDWHVwPZ6LjR2hWWIeUJMV54FZqB8rzoLEPNQX84CamAcYFRFhq/VgV1gfhZCUlKTjx4+rpKREPp9PW7Zs0ZAhQ8IZAQAAAAAsKaxH7lq3bq3s7GxlZGTI6/UqOTlZw4cPD2cEAAAAALCksJS7nTt3Bn89cOBAbd68ORybBQAAAIAWI6ynZQIAAAAAzEG5AwAAAAALoNwBAAAAgAVQ7gAAAADAAih3AAAAAGABlDsAAAAAsADKHQAAAABYAOUOAAAAACwgLA8xR/Pw3Mmn5LilQ3DZ6YxpxDQN56/6VmXlvsaO0Sz9cBYk5gEAAKCpo9whyHFLB+ltW2PHCJmICQFJFxs7RrNktVmQmAcAAGB9nJYJAAAAABZAuQMAAAAAC6DcAQAAAIAFUO4AAAAAwAK4oQoAoFZWu5OuxN1TAQDWRLkDANSKu6cCANA8cFomAAAAAFgA5Q4AAAAALIDTMgEAgGFcgwkATRflDgAAGMY1mADQdHFaJgAAAABYAOUOAAAAACyAcgcAAAAAFkC5AwAAAAALoNwBAAAAgAVQ7gAAAADAAih3AAAAAGABlDsAAAAAsADKHQAAAABYAOUOAAAAACyAcgcAAAAAFmBvjI1OnDhRZ8+eld3+3ebnzZunpKSkxogCAACAenru5FNy3NIhuOx0xjRimobzV32rsnJfY8cA6i3s5S4QCMjtduuDDz4IljsAAAA0P45bOkhv2xo7RshETAhIutjYMYB6C3u7OnbsmCRp0qRJKi8v19ixY/Xwww+HOwYAAACAEPnhUVyJI7mNIezl7sKFCxo4cKD+8Ic/qKqqSo888og6d+6su+66K9xRAAAAAISA1Y7iSs3zSG7Yy13fvn3Vt2/f4PKYMWO0a9cuw+Xu5psdZkWDBTX3/2OE0GIeUBPzgJqYB1zBLKCm5jYPYS93+/fvV1VVlQYOHCjpu2vw6nLtXVlZhfz+gFnx6qW5/aa3JB5P+P9vC/PQdDEPqCnc88AsNG3MA67gvxWoqTHmoTYREbZaD3aF/VEIFy9e1MKFC+X1elVRUaGNGzfqvvvuC3cMAAAAALCUsB+5u+eee3Tw4EGNGjVKfr9fEyZMuOo0TQAAAABA3TXKswieeeYZPfPMM42xaQAAAACwpLCflgkAAAAACD3KHQAAAABYAOUOAAAAACyAcgcAAAAAFkC5AwAAAAALoNwBAAAAgAVQ7gAAAADAAih3AAAAAGABlDsAAAAAsADKHQAAAABYAOUOAAAAACyAcgcAAAAAFkC5AwAAAAALoNwBAAAAgAVQ7gAAAADAAih3AAAAAGABlDsAAAAAsADKHQAAAABYAOUOAAAAACyAcgcAAAAAFkC5AwAAAAALoNwBAAAAgAVQ7gAAAADAAih3AAAAAGABlDsAAAAAsADKHQAAAABYAOUOAAAAACyAcgcAAAAAFkC5AwAAAAALoNwBAAAAgAVQ7gAAAADAAhql3D322GPq3r27unfvrtGjRzdGBAAAAACwlLCXu127dqmgoEDvvPOO3n//fX322WfKzc0NdwwAAAAAsJSwl7s333xTDodDvXr10s9//nPdcsstWrZsWbhjAAAAAICl2MO9wTNnzsjhcASXO3TooC+++MLw+yMibGbEarA28W0aO0Jo3Bjf2AlCqrHmxRLzYLFZkJiHBmEeQsISsyAxDyHCPDRN/LeiASw2C1LT6x7Xy2MLBAKBMGWRJN13332qrKzUrl27JEljx47V8ePH9fHHH4czBgAAAABYSthPy+zYsaMqKiqCy2VlZYqJiQl3DAAAAACwlLCXu8cff1wVFRX65JNPdOrUKf3v//6v/vVf/zXcMQAAAADAUsJ+Wqb03aMQ9u3bp0AgoM6dOys/Pz/cEQAAAADAUhql3AEAAAAAQqtRHmIOAAAAAAgtyh0AAAA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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#GRÁFICA FINAL 4\n", + "#Para guardar la gráfica\n", + "\n", + "#mega_fig, (fig, fig2, fig3) = plt.subplots(3,1) #Crea una figura macro\n", + "\n", + "\n", + "X = pob_indigena[\"Año\"]\n", + "fig = plt.figure()\n", + "pob = fig.add_subplot(1,1,1)\n", + "#plt.subplot(1,1,1)\n", + "#pob.add_axes([0,0,1,1]) #no entiendo para qué es esto\n", + "pob.bar(X + 0.00, pob_indigena[\"IndPorc_Población_en_situación_de_pobreza\"], color = 'b')\n", + "pob.bar(X + 0.75, pob_indigena[\"NoIndPorc_Población_en_situación_de_pobreza\"], color = 'g')\n", + "pob.legend(labels=['Indigenas en pobreza', 'No Indigenas en pobreza'])\n", + "pob.set_title(\"Pobreza (porcentaje)\")\n", + "pob.set_ylabel(\"Porcentaje\")\n", + "\n", + "X2 = pob_indigena[\"Año\"]\n", + "pob_mod = fig.add_subplot(2,1,2)\n", + "#plt.subplot(2,1,2)\n", + "#pob_mod.add_axes([0,0,1,1]) #no entiendo para qué es esto\n", + "pob_mod.bar(X2 + 0.00, pob_indigena[\"IndPorc_Población_en_situación_de_pobreza_moderada\"], color = 'r')\n", + "pob_mod.bar(X2 + 0.75, pob_indigena[\"NoIndPorc_Población_en_situación_de_pobreza_moderada\"], color = 'y')\n", + "pob_mod.legend(labels=['Indigenas en pobreza moderada', 'No Indigenas en pobreza moderada'])\n", + "pob_mod.set_ylabel(\"Porcentaje\")\n", + "\n", + "X3 = pob_indigena[\"Año\"]\n", + "pob_ext = fig.add_subplot(3,1,3)\n", + "#plt.subplot(3,1,3)\n", + "#pob_ext.add_axes([0,0,1,1]) #no entiendo para qué es esto\n", + "pob_ext.bar(X3 + 0.00, pob_indigena[\"IndPorc_Población_en_situación_de_pobreza_extrema\"], color = 'purple')\n", + "pob_ext.bar(X3 + 0.75, pob_indigena[\"NoIndPorc_Población_en_situación_de_pobreza_extrema\"], color = 'orange')\n", + "pob_ext.legend(labels=['Indigenas en pobreza extrema', 'No Indigenas en pobreza extrema'])\n", + "pob_ext.set_xlabel(\"Años\")\n", + "pob_ext.set_ylabel(\"Porcentaje\")\n", + "\n", + "plt.show()\n", + "fig.savefig('Pobreza_indigenabarras_comparativo.png', dpi=96)\n", + "\n", + "\n", + "#plt.savefig('Pobreza_indigenabarras_comparativo.png', dpi=96)\n", + "\n", + "\n", + "#fig = plt.figure() #Crea una imagen para guardar las dos gráficas\n", + "\n", + "#ax1 = fig.add_subplot(2,1,1) #Dos gráficas. Esta es la primera\n", + "#ax1.plot(pobreza.Año, pobreza.Porc_Población_en_situación_de_pobreza, 'o-')\n", + "#ax1.set_title('Pobreza en México')\n", + "#ax1.set_ylabel('Porcentaje')\n", + "\n", + "#ax2 = fig.add_subplot(2, 1, 2) #Dos graficas. Esta es la segunda\n", + "#ax2.plot(pobreza.Año, pobreza.Abs_Población_en_situación_de_pobreza, 'o-')\n", + "#ax2.set_xlabel('Año')\n", + "#ax2.set_ylabel('Millones de personas')\n", + "\n", + "#fig.savefig('Pobreza.png', dpi=96) " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Dispersion" + ] + }, + { + "cell_type": "code", + "execution_count": 659, + "metadata": {}, + "outputs": [], + "source": [ + "estados = pd.read_csv(\"estados.csv\", encoding=\"latin-1\")" + ] + }, + { + "cell_type": "code", + "execution_count": 660, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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Entidad_federativaAñoPoblación_milesRezago_educativoCarencia_por_acceso_a_los_servicios_de_saludCarencia_por_acceso_a_la_seguridad_socialCarencia_por_calidad_y_espacios_de_la_viviendaCarencia_por_acceso_a_los_servicios_básicos_en_la_viviendaCarencia_por_acceso_a_la_alimentaciónPoblación_con_ingreso_inferior_a_la_línea_de_pobreza_extrema_por_ingresosPoblación_con_ingreso_inferior_a_la_línea_de_pobreza_por_ingresos
0Aguascalientes20181342.5913.0711.4042.324.582.4912.998.8536.46
1Baja_California20183648.1214.0216.8645.259.478.9414.155.7930.01
2Baja_California_Sur2018839.6812.1410.7541.0614.1713.2517.844.6422.74
3Campeche2018952.2817.2511.7061.5516.5338.9927.4418.5050.84
4Coahuila20183073.5111.6713.2030.364.443.8818.276.4733.74
5Colima2018763.3016.6410.8448.899.3910.5321.629.7136.28
6Chiapas20185463.3429.1917.5983.6023.5957.1122.3450.7078.92
7Chihuahua20183826.8815.1311.3142.106.985.0217.709.7436.52
8Ciudad_de_México20188781.328.1220.0648.355.082.9213.877.8338.31
9Durango20181820.7413.5613.0648.104.785.6618.7714.3947.61
10Guanajuato20185964.9719.0213.6657.069.0911.9520.6915.9350.85
11Guerrero20183629.0323.6913.7875.5828.8358.6335.5638.6469.51
12Hidalgo20182990.3017.5014.4370.819.7625.6322.7314.6847.64
13Jalisco20188222.6917.0119.3549.797.088.1215.118.3436.09
14México201817666.7812.8619.7559.229.6510.3319.8413.8351.44
15Michoacán20184695.2824.1621.1969.4812.6917.6721.0615.5650.91
16Morelos20181994.1316.9016.8166.5011.2919.9324.5919.6356.55
17Nayarit20181296.9517.0213.6556.0811.8717.2318.9013.4639.67
18Nuevo_León20185321.3010.1112.9634.573.062.3912.193.0821.11
19Oaxaca20184091.3827.0616.2676.1825.1158.2827.9237.4568.99
20Puebla20186388.0919.4420.8072.0711.6626.4920.8422.3065.04
21Querétaro20182100.0114.7811.8352.668.4812.6713.877.6733.92
22Quintana_Roo20181722.5715.0415.6451.7420.9921.7817.926.9531.66
23San_Luis_Potosí20182831.8616.938.9655.528.5726.4116.9519.0350.77
24Sinaloa20183066.4416.5213.1645.408.5014.9224.527.5037.35
25Sonora20183061.9611.4312.6340.998.6310.7221.538.3636.91
26Tabasco20182460.8816.4512.6569.0512.2846.0146.7720.8256.17
27Tamaulipas20183672.3314.3911.9843.367.708.8916.7315.1348.29
28Tlaxcala20181334.8013.1213.7467.788.7110.1320.2414.9156.01
29Veracruz20188236.7324.9616.7567.5216.8742.0826.9832.2167.93
....................................
66Baja_California_Sur2014747.5714.8714.2146.6316.4712.3924.5710.5635.86
67Campeche2014896.9518.7812.4760.1419.5438.8124.2619.2047.59
68Coahuila20142935.8512.4915.5734.204.985.5822.0311.8041.25
69Colima2014713.1517.4612.7051.9110.919.5925.4410.5740.70
70Chiapas20145197.5730.6720.6582.7626.9057.3827.5248.4678.71
71Chihuahua20143679.9117.2614.5743.367.927.9418.7017.8546.36
72Ciudad_de_México20148820.108.8419.9446.285.441.6511.698.2036.38
73Durango20141751.4215.5016.5451.265.7612.9819.9420.7553.95
74Guanajuato20145763.6820.9615.4257.859.7714.9222.9417.9155.13
75Guerrero20143550.2826.7819.2478.1032.8957.9738.4635.5867.87
76Hidalgo20142850.3019.0517.3168.909.2027.0531.6824.6859.41
77Jalisco20147860.7517.6919.1049.576.567.0416.5311.2043.25
78México201416673.0915.3019.6760.6310.2912.3621.2920.0758.92
79Michoacán20144571.7427.5726.2171.2615.4426.5634.6624.4263.33
80Morelos20141901.0816.5616.6366.2013.4224.6126.8520.5358.41
81Nayarit20141206.8817.3616.2654.3510.1215.3124.1418.8047.02
82Nuevo_León20145021.7310.7813.6733.444.564.3314.166.3729.49
83Oaxaca20143989.1327.2019.9377.9124.5360.4836.1142.1168.85
84Puebla20146134.1722.9521.1775.1518.9330.6123.8531.8569.66
85Querétaro20141977.1016.4115.8254.318.9414.7915.7712.2742.00
86Quintana_Roo20141541.2015.1518.4651.4918.4218.0623.2414.3042.13
87San_Luis_Potosí20142725.1818.4410.7159.1211.0028.1421.6523.2256.74
88Sinaloa20142964.4019.1015.2049.3310.7817.9829.6413.4746.27
89Sonora20142902.3612.1114.4241.8010.138.8724.869.6936.63
90Tabasco20142359.8416.9616.9272.7513.4143.9445.0317.8751.92
91Tamaulipas20143508.9215.9615.0245.528.2111.4919.5116.1449.15
92Tlaxcala20141264.5014.9317.4871.479.4212.1024.0027.0566.59
93Veracruz20147989.3527.8021.7368.4616.8440.0430.0029.1863.02
94Yucatán20142088.9321.8214.4854.4517.4840.3718.3720.7252.81
95Zacatecas20141566.1021.6114.8663.374.8913.3516.8326.7159.67
\n", + "

96 rows × 11 columns

\n", + "
" + ], + "text/plain": [ + " Entidad_federativa Año Población_miles\\n Rezago_educativo \\\n", + "0 Aguascalientes 2018 1342.59 13.07 \n", + "1 Baja_California 2018 3648.12 14.02 \n", + "2 Baja_California_Sur 2018 839.68 12.14 \n", + "3 Campeche 2018 952.28 17.25 \n", + "4 Coahuila 2018 3073.51 11.67 \n", + "5 Colima 2018 763.30 16.64 \n", + "6 Chiapas 2018 5463.34 29.19 \n", + "7 Chihuahua 2018 3826.88 15.13 \n", + "8 Ciudad_de_México 2018 8781.32 8.12 \n", + "9 Durango 2018 1820.74 13.56 \n", + "10 Guanajuato 2018 5964.97 19.02 \n", + "11 Guerrero 2018 3629.03 23.69 \n", + "12 Hidalgo 2018 2990.30 17.50 \n", + "13 Jalisco 2018 8222.69 17.01 \n", + "14 México 2018 17666.78 12.86 \n", + "15 Michoacán 2018 4695.28 24.16 \n", + "16 Morelos 2018 1994.13 16.90 \n", + "17 Nayarit 2018 1296.95 17.02 \n", + "18 Nuevo_León 2018 5321.30 10.11 \n", + "19 Oaxaca 2018 4091.38 27.06 \n", + "20 Puebla 2018 6388.09 19.44 \n", + "21 Querétaro 2018 2100.01 14.78 \n", + "22 Quintana_Roo 2018 1722.57 15.04 \n", + "23 San_Luis_Potosí 2018 2831.86 16.93 \n", + "24 Sinaloa 2018 3066.44 16.52 \n", + "25 Sonora 2018 3061.96 11.43 \n", + "26 Tabasco 2018 2460.88 16.45 \n", + "27 Tamaulipas 2018 3672.33 14.39 \n", + "28 Tlaxcala 2018 1334.80 13.12 \n", + "29 Veracruz 2018 8236.73 24.96 \n", + ".. ... ... ... ... \n", + "66 Baja_California_Sur 2014 747.57 14.87 \n", + "67 Campeche 2014 896.95 18.78 \n", + "68 Coahuila 2014 2935.85 12.49 \n", + "69 Colima 2014 713.15 17.46 \n", + "70 Chiapas 2014 5197.57 30.67 \n", + "71 Chihuahua 2014 3679.91 17.26 \n", + "72 Ciudad_de_México 2014 8820.10 8.84 \n", + "73 Durango 2014 1751.42 15.50 \n", + "74 Guanajuato 2014 5763.68 20.96 \n", + "75 Guerrero 2014 3550.28 26.78 \n", + "76 Hidalgo 2014 2850.30 19.05 \n", + "77 Jalisco 2014 7860.75 17.69 \n", + "78 México 2014 16673.09 15.30 \n", + "79 Michoacán 2014 4571.74 27.57 \n", + "80 Morelos 2014 1901.08 16.56 \n", + "81 Nayarit 2014 1206.88 17.36 \n", + "82 Nuevo_León 2014 5021.73 10.78 \n", + "83 Oaxaca 2014 3989.13 27.20 \n", + "84 Puebla 2014 6134.17 22.95 \n", + "85 Querétaro 2014 1977.10 16.41 \n", + "86 Quintana_Roo 2014 1541.20 15.15 \n", + "87 San_Luis_Potosí 2014 2725.18 18.44 \n", + "88 Sinaloa 2014 2964.40 19.10 \n", + "89 Sonora 2014 2902.36 12.11 \n", + "90 Tabasco 2014 2359.84 16.96 \n", + "91 Tamaulipas 2014 3508.92 15.96 \n", + "92 Tlaxcala 2014 1264.50 14.93 \n", + "93 Veracruz 2014 7989.35 27.80 \n", + "94 Yucatán 2014 2088.93 21.82 \n", + "95 Zacatecas 2014 1566.10 21.61 \n", + "\n", + " Carencia_por_acceso_a_los_servicios_de_salud \\\n", + "0 11.40 \n", + "1 16.86 \n", + "2 10.75 \n", + "3 11.70 \n", + "4 13.20 \n", + "5 10.84 \n", + "6 17.59 \n", + "7 11.31 \n", + "8 20.06 \n", + "9 13.06 \n", + "10 13.66 \n", + "11 13.78 \n", + "12 14.43 \n", + "13 19.35 \n", + "14 19.75 \n", + "15 21.19 \n", + "16 16.81 \n", + "17 13.65 \n", + "18 12.96 \n", + "19 16.26 \n", + "20 20.80 \n", + "21 11.83 \n", + "22 15.64 \n", + "23 8.96 \n", + "24 13.16 \n", + "25 12.63 \n", + "26 12.65 \n", + "27 11.98 \n", + "28 13.74 \n", + "29 16.75 \n", + ".. ... \n", + "66 14.21 \n", + "67 12.47 \n", + "68 15.57 \n", + "69 12.70 \n", + "70 20.65 \n", + "71 14.57 \n", + "72 19.94 \n", + "73 16.54 \n", + "74 15.42 \n", + "75 19.24 \n", + "76 17.31 \n", + "77 19.10 \n", + "78 19.67 \n", + "79 26.21 \n", + "80 16.63 \n", + "81 16.26 \n", + "82 13.67 \n", + "83 19.93 \n", + "84 21.17 \n", + "85 15.82 \n", + "86 18.46 \n", + "87 10.71 \n", + "88 15.20 \n", + "89 14.42 \n", + "90 16.92 \n", + "91 15.02 \n", + "92 17.48 \n", + "93 21.73 \n", + "94 14.48 \n", + "95 14.86 \n", + "\n", + " Carencia_por_acceso_a_la_seguridad_social \\\n", + "0 42.32 \n", + "1 45.25 \n", + "2 41.06 \n", + "3 61.55 \n", + "4 30.36 \n", + "5 48.89 \n", + "6 83.60 \n", + "7 42.10 \n", + "8 48.35 \n", + "9 48.10 \n", + "10 57.06 \n", + "11 75.58 \n", + "12 70.81 \n", + "13 49.79 \n", + "14 59.22 \n", + "15 69.48 \n", + "16 66.50 \n", + "17 56.08 \n", + "18 34.57 \n", + "19 76.18 \n", + "20 72.07 \n", + "21 52.66 \n", + "22 51.74 \n", + "23 55.52 \n", + "24 45.40 \n", + "25 40.99 \n", + "26 69.05 \n", + "27 43.36 \n", + "28 67.78 \n", + "29 67.52 \n", + ".. ... \n", + "66 46.63 \n", + "67 60.14 \n", + "68 34.20 \n", + "69 51.91 \n", + "70 82.76 \n", + "71 43.36 \n", + "72 46.28 \n", + "73 51.26 \n", + "74 57.85 \n", + "75 78.10 \n", + "76 68.90 \n", + "77 49.57 \n", + "78 60.63 \n", + "79 71.26 \n", + "80 66.20 \n", + "81 54.35 \n", + "82 33.44 \n", + "83 77.91 \n", + "84 75.15 \n", + "85 54.31 \n", + "86 51.49 \n", + "87 59.12 \n", + "88 49.33 \n", + "89 41.80 \n", + "90 72.75 \n", + "91 45.52 \n", + "92 71.47 \n", + "93 68.46 \n", + "94 54.45 \n", + "95 63.37 \n", + "\n", + " Carencia_por_calidad_y_espacios_de_la_vivienda \\\n", + "0 4.58 \n", + "1 9.47 \n", + "2 14.17 \n", + "3 16.53 \n", + "4 4.44 \n", + "5 9.39 \n", + "6 23.59 \n", + "7 6.98 \n", + "8 5.08 \n", + "9 4.78 \n", + "10 9.09 \n", + "11 28.83 \n", + "12 9.76 \n", + "13 7.08 \n", + "14 9.65 \n", + "15 12.69 \n", + "16 11.29 \n", + "17 11.87 \n", + "18 3.06 \n", + "19 25.11 \n", + "20 11.66 \n", + "21 8.48 \n", + "22 20.99 \n", + "23 8.57 \n", + "24 8.50 \n", + "25 8.63 \n", + "26 12.28 \n", + "27 7.70 \n", + "28 8.71 \n", + "29 16.87 \n", + ".. ... \n", + "66 16.47 \n", + "67 19.54 \n", + "68 4.98 \n", + "69 10.91 \n", + "70 26.90 \n", + "71 7.92 \n", + "72 5.44 \n", + "73 5.76 \n", + "74 9.77 \n", + "75 32.89 \n", + "76 9.20 \n", + "77 6.56 \n", + "78 10.29 \n", + "79 15.44 \n", + "80 13.42 \n", + "81 10.12 \n", + "82 4.56 \n", + "83 24.53 \n", + "84 18.93 \n", + "85 8.94 \n", + "86 18.42 \n", + "87 11.00 \n", + "88 10.78 \n", + "89 10.13 \n", + "90 13.41 \n", + "91 8.21 \n", + "92 9.42 \n", + "93 16.84 \n", + "94 17.48 \n", + "95 4.89 \n", + "\n", + " Carencia_por_acceso_a_los_servicios_básicos_en_la_vivienda \\\n", + "0 2.49 \n", + "1 8.94 \n", + "2 13.25 \n", + "3 38.99 \n", + "4 3.88 \n", + "5 10.53 \n", + "6 57.11 \n", + "7 5.02 \n", + "8 2.92 \n", + "9 5.66 \n", + "10 11.95 \n", + "11 58.63 \n", + "12 25.63 \n", + "13 8.12 \n", + "14 10.33 \n", + "15 17.67 \n", + "16 19.93 \n", + "17 17.23 \n", + "18 2.39 \n", + "19 58.28 \n", + "20 26.49 \n", + "21 12.67 \n", + "22 21.78 \n", + "23 26.41 \n", + "24 14.92 \n", + "25 10.72 \n", + "26 46.01 \n", + "27 8.89 \n", + "28 10.13 \n", + "29 42.08 \n", + ".. ... \n", + "66 12.39 \n", + "67 38.81 \n", + "68 5.58 \n", + "69 9.59 \n", + "70 57.38 \n", + "71 7.94 \n", + "72 1.65 \n", + "73 12.98 \n", + "74 14.92 \n", + "75 57.97 \n", + "76 27.05 \n", + "77 7.04 \n", + "78 12.36 \n", + "79 26.56 \n", + "80 24.61 \n", + "81 15.31 \n", + "82 4.33 \n", + "83 60.48 \n", + "84 30.61 \n", + "85 14.79 \n", + "86 18.06 \n", + "87 28.14 \n", + "88 17.98 \n", + "89 8.87 \n", + "90 43.94 \n", + "91 11.49 \n", + "92 12.10 \n", + "93 40.04 \n", + "94 40.37 \n", + "95 13.35 \n", + "\n", + " Carencia_por_acceso_a_la_alimentación \\\n", + "0 12.99 \n", + "1 14.15 \n", + "2 17.84 \n", + "3 27.44 \n", + "4 18.27 \n", + "5 21.62 \n", + "6 22.34 \n", + "7 17.70 \n", + "8 13.87 \n", + "9 18.77 \n", + "10 20.69 \n", + "11 35.56 \n", + "12 22.73 \n", + "13 15.11 \n", + "14 19.84 \n", + "15 21.06 \n", + "16 24.59 \n", + "17 18.90 \n", + "18 12.19 \n", + "19 27.92 \n", + "20 20.84 \n", + "21 13.87 \n", + "22 17.92 \n", + "23 16.95 \n", + "24 24.52 \n", + "25 21.53 \n", + "26 46.77 \n", + "27 16.73 \n", + "28 20.24 \n", + "29 26.98 \n", + ".. ... \n", + "66 24.57 \n", + "67 24.26 \n", + "68 22.03 \n", + "69 25.44 \n", + "70 27.52 \n", + "71 18.70 \n", + "72 11.69 \n", + "73 19.94 \n", + "74 22.94 \n", + "75 38.46 \n", + "76 31.68 \n", + "77 16.53 \n", + "78 21.29 \n", + "79 34.66 \n", + "80 26.85 \n", + "81 24.14 \n", + "82 14.16 \n", + "83 36.11 \n", + "84 23.85 \n", + "85 15.77 \n", + "86 23.24 \n", + "87 21.65 \n", + "88 29.64 \n", + "89 24.86 \n", + "90 45.03 \n", + "91 19.51 \n", + "92 24.00 \n", + "93 30.00 \n", + "94 18.37 \n", + "95 16.83 \n", + "\n", + " Población_con_ingreso_inferior_a_la_línea_de_pobreza_extrema_por_ingresos \\\n", + "0 8.85 \n", + "1 5.79 \n", + "2 4.64 \n", + "3 18.50 \n", + "4 6.47 \n", + "5 9.71 \n", + "6 50.70 \n", + "7 9.74 \n", + "8 7.83 \n", + "9 14.39 \n", + "10 15.93 \n", + "11 38.64 \n", + "12 14.68 \n", + "13 8.34 \n", + "14 13.83 \n", + "15 15.56 \n", + "16 19.63 \n", + "17 13.46 \n", + "18 3.08 \n", + "19 37.45 \n", + "20 22.30 \n", + "21 7.67 \n", + "22 6.95 \n", + "23 19.03 \n", + "24 7.50 \n", + "25 8.36 \n", + "26 20.82 \n", + "27 15.13 \n", + "28 14.91 \n", + "29 32.21 \n", + ".. ... \n", + "66 10.56 \n", + "67 19.20 \n", + "68 11.80 \n", + "69 10.57 \n", + "70 48.46 \n", + "71 17.85 \n", + "72 8.20 \n", + "73 20.75 \n", + "74 17.91 \n", + "75 35.58 \n", + "76 24.68 \n", + "77 11.20 \n", + "78 20.07 \n", + "79 24.42 \n", + "80 20.53 \n", + "81 18.80 \n", + "82 6.37 \n", + "83 42.11 \n", + "84 31.85 \n", + "85 12.27 \n", + "86 14.30 \n", + "87 23.22 \n", + "88 13.47 \n", + "89 9.69 \n", + "90 17.87 \n", + "91 16.14 \n", + "92 27.05 \n", + "93 29.18 \n", + "94 20.72 \n", + "95 26.71 \n", + "\n", + " Población_con_ingreso_inferior_a_la_línea_de_pobreza_por_ingresos \n", + "0 36.46 \n", + "1 30.01 \n", + "2 22.74 \n", + "3 50.84 \n", + "4 33.74 \n", + "5 36.28 \n", + "6 78.92 \n", + "7 36.52 \n", + "8 38.31 \n", + "9 47.61 \n", + "10 50.85 \n", + "11 69.51 \n", + "12 47.64 \n", + "13 36.09 \n", + "14 51.44 \n", + "15 50.91 \n", + "16 56.55 \n", + "17 39.67 \n", + "18 21.11 \n", + "19 68.99 \n", + "20 65.04 \n", + "21 33.92 \n", + "22 31.66 \n", + "23 50.77 \n", + "24 37.35 \n", + "25 36.91 \n", + "26 56.17 \n", + "27 48.29 \n", + "28 56.01 \n", + "29 67.93 \n", + ".. ... \n", + "66 35.86 \n", + "67 47.59 \n", + "68 41.25 \n", + "69 40.70 \n", + "70 78.71 \n", + "71 46.36 \n", + "72 36.38 \n", + "73 53.95 \n", + "74 55.13 \n", + "75 67.87 \n", + "76 59.41 \n", + "77 43.25 \n", + "78 58.92 \n", + "79 63.33 \n", + "80 58.41 \n", + "81 47.02 \n", + "82 29.49 \n", + "83 68.85 \n", + "84 69.66 \n", + "85 42.00 \n", + "86 42.13 \n", + "87 56.74 \n", + "88 46.27 \n", + "89 36.63 \n", + "90 51.92 \n", + "91 49.15 \n", + "92 66.59 \n", + "93 63.02 \n", + "94 52.81 \n", + "95 59.67 \n", + "\n", + "[96 rows x 11 columns]" + ] + }, + "execution_count": 660, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "estados" + ] + }, + { + "cell_type": "code", + "execution_count": 590, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Pobreza y Rezago Educativo')" + ] + }, + "execution_count": 590, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Hacer el scatterplot\n", + "\n", + "sns.scatterplot(x=\"Población_con_ingreso_inferior_a_la_línea_de_pobreza_por_ingresos\", y=\"Rezago_educativo\", hue=\"Año\", \n", + " data=estados, palette=\"Set2\", size=\"Año\", alpha=0.8).set_title(\"Pobreza y Rezago Educativo\")" + ] + }, + { + "cell_type": "code", + "execution_count": 589, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Pobreza y Sin Acceso a Salud')" + ] + }, + "execution_count": 589, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(x=\"Población_con_ingreso_inferior_a_la_línea_de_pobreza_por_ingresos\", y=\"Carencia_por_acceso_a_los_servicios_de_salud\", hue=\"Año\", \n", + " data=estados, palette=\"Paired\", size=\"Año\", alpha=0.8).set_title(\"Pobreza y Sin Acceso a Salud\")" + ] + }, + { + "cell_type": "code", + "execution_count": 594, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Pobreza y Sin Seguridad Social')" + ] + }, + "execution_count": 594, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(x=\"Población_con_ingreso_inferior_a_la_línea_de_pobreza_por_ingresos\", y=\"Carencia_por_acceso_a_la_seguridad_social\", hue=\"Año\", \n", + " data=estados, palette=\"Greens\", size=\"Año\", alpha=0.8).set_title(\"Pobreza y Sin Seguridad Social\")" + ] + }, + { + "cell_type": "code", + "execution_count": 592, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Pobreza y Sin Servicios Básicos en Vivienda')" + ] + }, + "execution_count": 592, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(x=\"Población_con_ingreso_inferior_a_la_línea_de_pobreza_por_ingresos\", y=\"Carencia_por_acceso_a_los_servicios_básicos_en_la_vivienda\", hue=\"Año\", \n", + " data=estados, size=\"Año\", palette=\"Blues\", alpha=0.8).set_title(\"Pobreza y Sin Servicios Básicos en Vivienda\")" + ] + }, + { + "cell_type": "code", + "execution_count": 620, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Ahora las juntamos ahorita en uno solo\n", + "\n", + "f, ([ax1, ax2], [ax3, ax4]) = plt.subplots(2, 2, figsize=(10,10), sharex=True) #sharex hace que compartan eje x\n", + "\n", + "sns.scatterplot(x=\"Población_con_ingreso_inferior_a_la_línea_de_pobreza_por_ingresos\", y=\"Rezago_educativo\", hue=\"Año\", \n", + " data=estados, palette=\"Set2\", size=\"Año\", alpha=0.8, ax= ax1)\n", + "ax1.set_title(\"Pobreza y Rezago Educativo\")\n", + "ax1.set_xlabel(\"Pobreza\")\n", + "ax1.set_ylabel(\"Rezago Educativo\")\n", + "\n", + "sns.scatterplot(x=\"Población_con_ingreso_inferior_a_la_línea_de_pobreza_por_ingresos\", y=\"Carencia_por_acceso_a_los_servicios_de_salud\", hue=\"Año\", \n", + " data=estados, palette=\"Paired\", size=\"Año\", alpha=0.8, ax=ax2)\n", + "ax2.set_title(\"Pobreza y Sin Acceso a Salud\")\n", + "ax2.set_xlabel(\"Pobreza\")\n", + "ax2.set_ylabel(\"Sin servicios salud\")\n", + "\n", + "sns.scatterplot(x=\"Población_con_ingreso_inferior_a_la_línea_de_pobreza_por_ingresos\", y=\"Carencia_por_acceso_a_la_seguridad_social\", hue=\"Año\", \n", + " data=estados, palette=\"Greens\", size=\"Año\", alpha=0.8, ax=ax3)\n", + "ax3.set_title(\"Pobreza y Sin Seguridad Social\")\n", + "ax3.set_xlabel(\"Pobreza\")\n", + "ax3.set_ylabel(\"Sin seguridad social\")\n", + "\n", + "sns.scatterplot(x=\"Población_con_ingreso_inferior_a_la_línea_de_pobreza_por_ingresos\", y=\"Carencia_por_acceso_a_los_servicios_básicos_en_la_vivienda\", hue=\"Año\", \n", + " data=estados, size=\"Año\", palette=\"Blues\", alpha=0.8, ax= ax4)\n", + "ax4.set_title(\"Pobreza y Sin Servicios Básicos en Vivienda\")\n", + "ax4.set_xlabel(\"Pobreza\")\n", + "ax4.set_ylabel(\"Sin servicios en vivienda\")\n", + "\n", + "plt.show()\n", + "\n", + "plt.savefig('DispersionesPobreza.png', dpi=96)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Scatter Matrix" + ] + }, + { + "cell_type": "code", + "execution_count": 667, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "#Vamos cambiar el nombre de las variables\n", + "#Copiamos el df\n", + "estados_copy = estados.copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 670, + "metadata": {}, + "outputs": [], + "source": [ + "#Rename variables\n", + "estados_copy = estados_copy.rename(columns={\"Entidad_federativa\":\"Entidad\",\n", + " \"Población_miles\":\"Pob\",\n", + " \"Rezago_educativo\":\"RezagoEdu\",\n", + " \"Carencia_por_acceso_a_los_servicios_de_salud\":\"SinSalud\",\n", + " \"Carencia_por_acceso_a_la_seguridad_social\":\"SinSegSocial\",\n", + " \"Carencia_por_calidad_y_espacios_de_la_vivienda\":\"SinEspVivienda\",\n", + " \"Carencia_por_acceso_a_los_servicios_básicos_en_la_vivienda\":\"SinServicios\",\n", + " \"Carencia_por_acceso_a_la_alimentación\":\"SinAlim\",\n", + " \"Población_con_ingreso_inferior_a_la_línea_de_pobreza_extrema_por_ingresos\":\"PobExtr\",\n", + " \"Población_con_ingreso_inferior_a_la_línea_de_pobreza_por_ingresos\":\"Pob\"})" + ] + }, + { + "cell_type": "code", + "execution_count": 671, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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EntidadAñoPoblación_milesRezagoEduSinSaludSinSegSocialSinEspViviendaSinServiciosSinAlimPobExtrPob
0Aguascalientes20181342.5913.0711.4042.324.582.4912.998.8536.46
1Baja_California20183648.1214.0216.8645.259.478.9414.155.7930.01
2Baja_California_Sur2018839.6812.1410.7541.0614.1713.2517.844.6422.74
3Campeche2018952.2817.2511.7061.5516.5338.9927.4418.5050.84
4Coahuila20183073.5111.6713.2030.364.443.8818.276.4733.74
5Colima2018763.3016.6410.8448.899.3910.5321.629.7136.28
6Chiapas20185463.3429.1917.5983.6023.5957.1122.3450.7078.92
7Chihuahua20183826.8815.1311.3142.106.985.0217.709.7436.52
8Ciudad_de_México20188781.328.1220.0648.355.082.9213.877.8338.31
9Durango20181820.7413.5613.0648.104.785.6618.7714.3947.61
10Guanajuato20185964.9719.0213.6657.069.0911.9520.6915.9350.85
11Guerrero20183629.0323.6913.7875.5828.8358.6335.5638.6469.51
12Hidalgo20182990.3017.5014.4370.819.7625.6322.7314.6847.64
13Jalisco20188222.6917.0119.3549.797.088.1215.118.3436.09
14México201817666.7812.8619.7559.229.6510.3319.8413.8351.44
15Michoacán20184695.2824.1621.1969.4812.6917.6721.0615.5650.91
16Morelos20181994.1316.9016.8166.5011.2919.9324.5919.6356.55
17Nayarit20181296.9517.0213.6556.0811.8717.2318.9013.4639.67
18Nuevo_León20185321.3010.1112.9634.573.062.3912.193.0821.11
19Oaxaca20184091.3827.0616.2676.1825.1158.2827.9237.4568.99
20Puebla20186388.0919.4420.8072.0711.6626.4920.8422.3065.04
21Querétaro20182100.0114.7811.8352.668.4812.6713.877.6733.92
22Quintana_Roo20181722.5715.0415.6451.7420.9921.7817.926.9531.66
23San_Luis_Potosí20182831.8616.938.9655.528.5726.4116.9519.0350.77
24Sinaloa20183066.4416.5213.1645.408.5014.9224.527.5037.35
25Sonora20183061.9611.4312.6340.998.6310.7221.538.3636.91
26Tabasco20182460.8816.4512.6569.0512.2846.0146.7720.8256.17
27Tamaulipas20183672.3314.3911.9843.367.708.8916.7315.1348.29
28Tlaxcala20181334.8013.1213.7467.788.7110.1320.2414.9156.01
29Veracruz20188236.7324.9616.7567.5216.8742.0826.9832.2167.93
....................................
66Baja_California_Sur2014747.5714.8714.2146.6316.4712.3924.5710.5635.86
67Campeche2014896.9518.7812.4760.1419.5438.8124.2619.2047.59
68Coahuila20142935.8512.4915.5734.204.985.5822.0311.8041.25
69Colima2014713.1517.4612.7051.9110.919.5925.4410.5740.70
70Chiapas20145197.5730.6720.6582.7626.9057.3827.5248.4678.71
71Chihuahua20143679.9117.2614.5743.367.927.9418.7017.8546.36
72Ciudad_de_México20148820.108.8419.9446.285.441.6511.698.2036.38
73Durango20141751.4215.5016.5451.265.7612.9819.9420.7553.95
74Guanajuato20145763.6820.9615.4257.859.7714.9222.9417.9155.13
75Guerrero20143550.2826.7819.2478.1032.8957.9738.4635.5867.87
76Hidalgo20142850.3019.0517.3168.909.2027.0531.6824.6859.41
77Jalisco20147860.7517.6919.1049.576.567.0416.5311.2043.25
78México201416673.0915.3019.6760.6310.2912.3621.2920.0758.92
79Michoacán20144571.7427.5726.2171.2615.4426.5634.6624.4263.33
80Morelos20141901.0816.5616.6366.2013.4224.6126.8520.5358.41
81Nayarit20141206.8817.3616.2654.3510.1215.3124.1418.8047.02
82Nuevo_León20145021.7310.7813.6733.444.564.3314.166.3729.49
83Oaxaca20143989.1327.2019.9377.9124.5360.4836.1142.1168.85
84Puebla20146134.1722.9521.1775.1518.9330.6123.8531.8569.66
85Querétaro20141977.1016.4115.8254.318.9414.7915.7712.2742.00
86Quintana_Roo20141541.2015.1518.4651.4918.4218.0623.2414.3042.13
87San_Luis_Potosí20142725.1818.4410.7159.1211.0028.1421.6523.2256.74
88Sinaloa20142964.4019.1015.2049.3310.7817.9829.6413.4746.27
89Sonora20142902.3612.1114.4241.8010.138.8724.869.6936.63
90Tabasco20142359.8416.9616.9272.7513.4143.9445.0317.8751.92
91Tamaulipas20143508.9215.9615.0245.528.2111.4919.5116.1449.15
92Tlaxcala20141264.5014.9317.4871.479.4212.1024.0027.0566.59
93Veracruz20147989.3527.8021.7368.4616.8440.0430.0029.1863.02
94Yucatán20142088.9321.8214.4854.4517.4840.3718.3720.7252.81
95Zacatecas20141566.1021.6114.8663.374.8913.3516.8326.7159.67
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96 rows × 11 columns

\n", + "
" + ], + "text/plain": [ + " Entidad Año Población_miles\\n RezagoEdu SinSalud \\\n", + "0 Aguascalientes 2018 1342.59 13.07 11.40 \n", + "1 Baja_California 2018 3648.12 14.02 16.86 \n", + "2 Baja_California_Sur 2018 839.68 12.14 10.75 \n", + "3 Campeche 2018 952.28 17.25 11.70 \n", + "4 Coahuila 2018 3073.51 11.67 13.20 \n", + "5 Colima 2018 763.30 16.64 10.84 \n", + "6 Chiapas 2018 5463.34 29.19 17.59 \n", + "7 Chihuahua 2018 3826.88 15.13 11.31 \n", + "8 Ciudad_de_México 2018 8781.32 8.12 20.06 \n", + "9 Durango 2018 1820.74 13.56 13.06 \n", + "10 Guanajuato 2018 5964.97 19.02 13.66 \n", + "11 Guerrero 2018 3629.03 23.69 13.78 \n", + "12 Hidalgo 2018 2990.30 17.50 14.43 \n", + "13 Jalisco 2018 8222.69 17.01 19.35 \n", + "14 México 2018 17666.78 12.86 19.75 \n", + "15 Michoacán 2018 4695.28 24.16 21.19 \n", + "16 Morelos 2018 1994.13 16.90 16.81 \n", + "17 Nayarit 2018 1296.95 17.02 13.65 \n", + "18 Nuevo_León 2018 5321.30 10.11 12.96 \n", + "19 Oaxaca 2018 4091.38 27.06 16.26 \n", + "20 Puebla 2018 6388.09 19.44 20.80 \n", + "21 Querétaro 2018 2100.01 14.78 11.83 \n", + "22 Quintana_Roo 2018 1722.57 15.04 15.64 \n", + "23 San_Luis_Potosí 2018 2831.86 16.93 8.96 \n", + "24 Sinaloa 2018 3066.44 16.52 13.16 \n", + "25 Sonora 2018 3061.96 11.43 12.63 \n", + "26 Tabasco 2018 2460.88 16.45 12.65 \n", + "27 Tamaulipas 2018 3672.33 14.39 11.98 \n", + "28 Tlaxcala 2018 1334.80 13.12 13.74 \n", + "29 Veracruz 2018 8236.73 24.96 16.75 \n", + ".. ... ... ... ... ... \n", + "66 Baja_California_Sur 2014 747.57 14.87 14.21 \n", + "67 Campeche 2014 896.95 18.78 12.47 \n", + "68 Coahuila 2014 2935.85 12.49 15.57 \n", + "69 Colima 2014 713.15 17.46 12.70 \n", + "70 Chiapas 2014 5197.57 30.67 20.65 \n", + "71 Chihuahua 2014 3679.91 17.26 14.57 \n", + "72 Ciudad_de_México 2014 8820.10 8.84 19.94 \n", + "73 Durango 2014 1751.42 15.50 16.54 \n", + "74 Guanajuato 2014 5763.68 20.96 15.42 \n", + "75 Guerrero 2014 3550.28 26.78 19.24 \n", + "76 Hidalgo 2014 2850.30 19.05 17.31 \n", + "77 Jalisco 2014 7860.75 17.69 19.10 \n", + "78 México 2014 16673.09 15.30 19.67 \n", + "79 Michoacán 2014 4571.74 27.57 26.21 \n", + "80 Morelos 2014 1901.08 16.56 16.63 \n", + "81 Nayarit 2014 1206.88 17.36 16.26 \n", + "82 Nuevo_León 2014 5021.73 10.78 13.67 \n", + "83 Oaxaca 2014 3989.13 27.20 19.93 \n", + "84 Puebla 2014 6134.17 22.95 21.17 \n", + "85 Querétaro 2014 1977.10 16.41 15.82 \n", + "86 Quintana_Roo 2014 1541.20 15.15 18.46 \n", + "87 San_Luis_Potosí 2014 2725.18 18.44 10.71 \n", + "88 Sinaloa 2014 2964.40 19.10 15.20 \n", + "89 Sonora 2014 2902.36 12.11 14.42 \n", + "90 Tabasco 2014 2359.84 16.96 16.92 \n", + "91 Tamaulipas 2014 3508.92 15.96 15.02 \n", + "92 Tlaxcala 2014 1264.50 14.93 17.48 \n", + "93 Veracruz 2014 7989.35 27.80 21.73 \n", + "94 Yucatán 2014 2088.93 21.82 14.48 \n", + "95 Zacatecas 2014 1566.10 21.61 14.86 \n", + "\n", + " SinSegSocial SinEspVivienda SinServicios SinAlim PobExtr Pob \n", + "0 42.32 4.58 2.49 12.99 8.85 36.46 \n", + "1 45.25 9.47 8.94 14.15 5.79 30.01 \n", + "2 41.06 14.17 13.25 17.84 4.64 22.74 \n", + "3 61.55 16.53 38.99 27.44 18.50 50.84 \n", + "4 30.36 4.44 3.88 18.27 6.47 33.74 \n", + "5 48.89 9.39 10.53 21.62 9.71 36.28 \n", + "6 83.60 23.59 57.11 22.34 50.70 78.92 \n", + "7 42.10 6.98 5.02 17.70 9.74 36.52 \n", + "8 48.35 5.08 2.92 13.87 7.83 38.31 \n", + "9 48.10 4.78 5.66 18.77 14.39 47.61 \n", + "10 57.06 9.09 11.95 20.69 15.93 50.85 \n", + "11 75.58 28.83 58.63 35.56 38.64 69.51 \n", + "12 70.81 9.76 25.63 22.73 14.68 47.64 \n", + "13 49.79 7.08 8.12 15.11 8.34 36.09 \n", + "14 59.22 9.65 10.33 19.84 13.83 51.44 \n", + "15 69.48 12.69 17.67 21.06 15.56 50.91 \n", + "16 66.50 11.29 19.93 24.59 19.63 56.55 \n", + "17 56.08 11.87 17.23 18.90 13.46 39.67 \n", + "18 34.57 3.06 2.39 12.19 3.08 21.11 \n", + "19 76.18 25.11 58.28 27.92 37.45 68.99 \n", + "20 72.07 11.66 26.49 20.84 22.30 65.04 \n", + "21 52.66 8.48 12.67 13.87 7.67 33.92 \n", + "22 51.74 20.99 21.78 17.92 6.95 31.66 \n", + "23 55.52 8.57 26.41 16.95 19.03 50.77 \n", + "24 45.40 8.50 14.92 24.52 7.50 37.35 \n", + "25 40.99 8.63 10.72 21.53 8.36 36.91 \n", + "26 69.05 12.28 46.01 46.77 20.82 56.17 \n", + "27 43.36 7.70 8.89 16.73 15.13 48.29 \n", + "28 67.78 8.71 10.13 20.24 14.91 56.01 \n", + "29 67.52 16.87 42.08 26.98 32.21 67.93 \n", + ".. ... ... ... ... ... ... \n", + "66 46.63 16.47 12.39 24.57 10.56 35.86 \n", + "67 60.14 19.54 38.81 24.26 19.20 47.59 \n", + "68 34.20 4.98 5.58 22.03 11.80 41.25 \n", + "69 51.91 10.91 9.59 25.44 10.57 40.70 \n", + "70 82.76 26.90 57.38 27.52 48.46 78.71 \n", + "71 43.36 7.92 7.94 18.70 17.85 46.36 \n", + "72 46.28 5.44 1.65 11.69 8.20 36.38 \n", + "73 51.26 5.76 12.98 19.94 20.75 53.95 \n", + "74 57.85 9.77 14.92 22.94 17.91 55.13 \n", + "75 78.10 32.89 57.97 38.46 35.58 67.87 \n", + "76 68.90 9.20 27.05 31.68 24.68 59.41 \n", + "77 49.57 6.56 7.04 16.53 11.20 43.25 \n", + "78 60.63 10.29 12.36 21.29 20.07 58.92 \n", + "79 71.26 15.44 26.56 34.66 24.42 63.33 \n", + "80 66.20 13.42 24.61 26.85 20.53 58.41 \n", + "81 54.35 10.12 15.31 24.14 18.80 47.02 \n", + "82 33.44 4.56 4.33 14.16 6.37 29.49 \n", + "83 77.91 24.53 60.48 36.11 42.11 68.85 \n", + "84 75.15 18.93 30.61 23.85 31.85 69.66 \n", + "85 54.31 8.94 14.79 15.77 12.27 42.00 \n", + "86 51.49 18.42 18.06 23.24 14.30 42.13 \n", + "87 59.12 11.00 28.14 21.65 23.22 56.74 \n", + "88 49.33 10.78 17.98 29.64 13.47 46.27 \n", + "89 41.80 10.13 8.87 24.86 9.69 36.63 \n", + "90 72.75 13.41 43.94 45.03 17.87 51.92 \n", + "91 45.52 8.21 11.49 19.51 16.14 49.15 \n", + "92 71.47 9.42 12.10 24.00 27.05 66.59 \n", + "93 68.46 16.84 40.04 30.00 29.18 63.02 \n", + "94 54.45 17.48 40.37 18.37 20.72 52.81 \n", + "95 63.37 4.89 13.35 16.83 26.71 59.67 \n", + "\n", + "[96 rows x 11 columns]" + ] + }, + "execution_count": 671, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Verificamos que estén bien los nombres\n", + "estados_copy" + ] + }, + { + "cell_type": "code", + "execution_count": 673, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.pairplot(estados_copy, hue=\"Año\", palette=\"husl\")\n", + "plt.savefig('Pairplot.png', dpi=96)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/your-code/Read_me.txt b/your-code/Read_me.txt new file mode 100644 index 0000000..0bfdd6d --- /dev/null +++ b/your-code/Read_me.txt @@ -0,0 +1,62 @@ +Proyecto de Visualizacin de Datos + + Ramiro Maravilla + + +En este proyecto quiero explorar la relacin entre pobreza y desigualdad indgena. +Me parece que este proyecto es importante en el contexto en el que el presidente +Andrs Manuel Lpez Obrador declar que bajara la edad de retiro de los indgenas +de 68 a 65 aos. Ante estas declaraciones varios usuarios en redes sociales salieron +a acusar al presidente de racista. + +Frente a estas declaraciones, quiero visualizar los datos para responder a la siguiente +pregunta: Es justificable disminuir la edad de retiro de las personas indgenas en Mxico +de 68 a 65 aos? + +A diferencia de otros estudios, no parto de una hiptesis respecto a si es justificable o no. +Espero que la visualizacin de datos responda mi pregunta de investigacin + +Los datos con los que trabajo corresponden a las cifras de Pobreza de los Censos del +Consejo Nacional para la Evaluacin de la Poltica de Desarrollo Social (CONEVAL). + +A continuacin, se describe el proceso por el que realice este ejercicio de visualizacin: + +Visualizacin de ingreso por deciles: +1. Descargu la base de Coneval de ingreso por decil y la cargu usando pandas +2. Examin la informacin para observar sus variables. +3. Transpuse la base de datos en la variable "Decil". +4. Limpi la base de dato quitando columnas que no me servan para el anlisis. +5. Realic varias grficas para mostrar los ingresos por decil. Decid que me convena + hacer una grfica de burbujas que mostrara la media de ingresos de cada decil. + +Visualizacin Pobreza en Mxico +1. Cargamos base +2. Hacemos una grfica de lineas con dos subplots que muestre la evolucin de pobreza + en trminos absolutos y relativos de 2008 a 2018. + +Visualizacin Boxplots de comparacin pobreza indgena y no indgena +1. Cargamos la base. +2. Renombramos las variables para tenerlas ms cortas y poderlas graficar mejor +3. Utilizamos seaborn y hacemos una grfica de boxplot que muestre la distribucin de la pobreza + indigena y no indigena. Esta misma grfica tambin muestra la pobreza extrema no indigena + y no indigena. +4. Adicionalmente, se hizo una grfica de barras con tres subplots que graficaran la evaluacin + de 2008 a 2018 de pobreza indigena y no indigena, pobreza moderada indigena y no indigea, + pobreza extrema indigena y no indigena. + +Visualizacin de dispersin. Relacin de pobreza con carencias en derechos sociales bsicos. +1. Se carg una base de datos con la dispersin de pobreza por estado en 2012, 2014, 2016 y 2018. +2. Se agreg poblacin de personas viviendo con carencia por rezago educativo, acceso a salud, + sin seguridad social, servicios bsicos de vivienda. +3. Se hizo una grfica con cuatro subplots que muestra la relacin positiva entre pobreza y todas esas + carencias. + +Visalizacin de pairplot +1. Finalmente se hizo una relacin pairplot de todas las variables estatales que se tienen con las carencias + exploradas en las grficas anteriores y el indice de pobreza. + +Estas grficas demuestran que la poblacin indgena es ms vulnerable a la pobreza y por lo tanto merece +un trato diferenciado de la poblacin no indigena. + +Estas grficas se presentan en un power point. + diff --git a/your-code/decil.csv b/your-code/decil.csv new file mode 100644 index 0000000..68dc332 --- /dev/null +++ b/your-code/decil.csv @@ -0,0 +1,62 @@ +Ao,Decil,Ingreso corriente total per cpita,Total ingreso corriente monetario,Remuneraciones por trabajo subordinado,Ingreso por trabajo independiente,Ingreso por renta de la propiedad,Otros ingresos provenientes del trabajo,Transferencias,Total ingreso corriente no monetario,Pago en especie,Transferencias en especie +2008,I,490.358,463.701,155.951,99.582,2.889,33.634,171.644,26.657,4.059,22.599 +2010,I,448.118,425.259,132.702,77.197,2.723,36.950,175.687,22.860,2.175,20.684 +2012,I,492.355,463.872,135.885,98.986,3.021,47.212,178.767,28.483,5.742,22.742 +2014,I,537.247,506.846,160.820,99.073,4.823,43.474,198.656,30.401,6.400,24.001 +2016,I,640.852,603.494,241.848,120.687,7.011,35.801,198.147,37.359,2.683,34.676 +2018,I,671.904,632.499,259.062,137.922,6.457,35.145,193.914,39.405,3.946,35.459 +2008,II,1061.113,1005.054,531.583,168.400,6.193,69.050,229.829,56.060,14.217,41.842 +2010,II,1004.346,956.486,518.780,141.791,10.251,64.889,220.775,47.860,10.634,37.226 +2012,II,1053.424,1002.383,521.198,159.753,11.005,75.399,235.029,51.041,18.504,32.537 +2014,II,1080.650,1016.788,519.367,154.928,8.932,77.871,255.690,63.862,23.284,40.578 +2016,II,1206.148,1135.619,650.183,174.564,17.507,62.317,231.047,70.529,9.807,60.722 +2018,II,1260.923,1189.134,678.608,198.111,15.715,61.322,235.379,71.789,11.318,60.471 +2008,III,1509.847,1428.328,909.795,199.269,12.461,76.529,230.275,81.519,21.832,59.687 +2010,III,1421.260,1355.634,821.691,194.261,15.868,72.651,251.163,65.626,20.660,44.966 +2012,III,1481.159,1399.582,835.317,196.220,16.570,92.715,258.760,81.577,35.016,46.561 +2014,III,1482.475,1398.179,849.797,172.829,18.448,88.966,268.138,84.297,35.324,48.972 +2016,III,1624.074,1530.287,987.965,190.265,26.637,78.075,247.344,93.788,17.075,76.713 +2018,III,1695.672,1597.700,1055.698,202.497,25.189,65.760,248.556,97.972,18.194,79.779 +2008,IV,1933.527,1822.024,1242.645,228.373,17.880,87.412,245.715,111.503,35.459,76.044 +2010,IV,1836.360,1749.037,1182.002,211.321,22.138,87.367,246.209,87.322,26.097,61.225 +2012,IV,1902.826,1799.545,1173.720,228.324,19.650,99.723,278.129,103.281,51.634,51.647 +2014,IV,1883.086,1775.693,1183.320,196.048,18.232,98.028,280.065,107.392,48.330,59.062 +2016,IV,2031.054,1909.955,1269.884,222.308,31.710,91.184,294.869,121.099,25.935,95.164 +2018,IV,2104.205,1981.623,1345.864,242.652,32.980,84.593,275.534,122.582,32.588,89.994 +2008,V,2419.479,2282.190,1575.805,312.347,24.759,99.060,270.218,137.288,44.109,93.180 +2010,V,2287.041,2163.547,1480.269,262.086,36.776,101.103,283.313,123.494,43.196,80.298 +2012,V,2363.234,2215.830,1467.646,278.221,38.159,122.078,309.726,147.404,74.346,73.058 +2014,V,2322.034,2175.417,1521.525,227.600,27.548,89.969,308.774,146.618,77.055,69.563 +2016,V,2462.506,2315.132,1605.623,255.506,49.369,86.398,318.235,147.374,36.286,111.088 +2018,V,2547.620,2395.807,1673.544,285.724,48.413,88.976,299.150,151.813,42.984,108.829 +2008,VI,2978.245,2804.450,1980.530,331.601,39.572,116.631,336.116,173.795,59.953,113.842 +2010,VI,2841.552,2673.795,1881.125,303.854,44.038,115.123,329.655,167.757,65.100,102.658 +2012,VI,2899.540,2715.939,1878.721,343.195,41.907,127.070,325.046,183.601,109.315,74.286 +2014,VI,2840.772,2653.337,1912.197,265.324,32.723,99.105,343.988,187.435,105.870,81.565 +2016,VI,2970.926,2788.160,1956.636,302.019,63.139,105.941,360.425,182.766,49.642,133.124 +2018,VI,3061.250,2886.603,2081.934,285.439,58.811,112.864,347.556,174.647,53.315,121.331 +2008,VII,3696.851,3472.654,2516.900,416.907,60.965,140.171,337.710,224.197,85.401,138.797 +2010,VII,3470.268,3265.806,2357.291,374.611,60.952,128.772,344.181,204.462,89.884,114.578 +2012,VII,3591.747,3349.571,2362.891,352.360,60.196,150.751,423.373,242.176,141.555,100.620 +2014,VII,3518.878,3250.475,2367.812,323.218,49.873,112.167,397.406,268.403,161.634,106.769 +2016,VII,3638.736,3414.758,2443.038,330.337,88.608,128.866,423.909,223.978,73.980,149.998 +2018,VII,3713.606,3497.181,2499.412,350.407,95.209,126.723,425.430,216.425,75.457,140.968 +2008,VIII,4749.700,4462.852,3244.313,512.878,125.995,145.686,433.979,286.848,120.177,166.670 +2010,VIII,4454.680,4181.870,2983.005,487.390,92.963,152.504,466.007,272.811,128.332,144.478 +2012,VIII,4615.300,4280.684,3026.294,454.026,115.772,150.699,533.893,334.615,210.090,124.526 +2014,VIII,4529.708,4185.290,3061.217,372.462,87.774,147.818,516.018,344.419,218.672,125.747 +2016,VIII,4621.781,4334.270,3054.146,410.782,152.111,144.649,572.582,287.511,97.487,190.024 +2018,VIII,4673.600,4389.256,3121.422,445.687,168.389,145.960,507.798,284.344,106.326,178.018 +2008,IX,6642.784,6221.483,4432.479,682.634,284.182,172.600,649.589,421.300,188.112,233.189 +2010,IX,6345.307,5942.942,4300.819,586.275,202.279,173.072,680.498,402.365,223.849,178.516 +2012,IX,6477.920,5983.882,4283.862,570.333,200.773,178.668,750.246,494.038,333.273,160.766 +2014,IX,6435.625,5922.782,4286.471,542.228,161.127,176.223,756.732,512.844,351.796,161.048 +2016,IX,6429.932,6061.624,4311.762,522.180,270.098,154.911,802.673,368.308,128.036,240.272 +2018,IX,6418.428,6070.246,4245.215,549.233,298.476,175.157,802.165,348.182,146.726,201.456 +2008,X,16561.621,15404.735,9046.468,1566.159,2979.701,303.138,1509.270,1156.885,461.866,695.019 +2010,X,15947.105,14760.275,9883.445,1196.361,1512.252,285.716,1882.501,1186.829,525.679,661.150 +2012,X,15661.695,14528.554,9530.966,1674.718,1114.486,283.138,1925.246,1133.142,626.184,506.958 +2014,X,16167.606,15104.813,10090.900,958.228,1788.379,382.377,1884.929,1062.792,626.244,436.549 +2016,X,17158.648,16393.291,9281.953,1006.845,3597.423,299.457,2207.613,765.356,275.231,490.125 +2018,X,15355.839,14599.563,9098.437,1015.060,2095.004,282.167,2108.895,756.276,298.767,457.509 +,,,,,,,,,,, diff --git a/your-code/deciles.csv b/your-code/deciles.csv new file mode 100644 index 0000000..9c3ad10 --- /dev/null +++ b/your-code/deciles.csv @@ -0,0 +1,62 @@ +Ao,Decil,Ingreso corriente total per cpita,Total ingreso corriente monetario,Remuneraciones por trabajo subordinado,Ingreso por trabajo independiente,Ingreso por renta de la propiedad,Otros ingresos provenientes del trabajo,Transferencias,Total ingreso corriente no monetario,Pago en especie,Transferencias en especie +2008,I,490.36,463.70,155.95,99.58,2.89,33.63,171.64,26.66,4.06,22.60 +2010,I,448.12,425.26,132.70,77.20,2.72,36.95,175.69,22.86,2.18,20.68 +2012,I,492.35,463.87,135.89,98.99,3.02,47.21,178.77,28.48,5.74,22.74 +2014,I,537.25,506.85,160.82,99.07,4.82,43.47,198.66,30.40,6.40,24.00 +2016,I,640.85,603.49,241.85,120.69,7.01,35.80,198.15,37.36,2.68,34.68 +2018,I,671.90,632.50,259.06,137.92,6.46,35.14,193.91,39.40,3.95,35.46 +2008,II,"1,061.11","1,005.05",531.58,168.40,6.19,69.05,229.83,56.06,14.22,41.84 +2010,II,"1,004.35",956.49,518.78,141.79,10.25,64.89,220.78,47.86,10.63,37.23 +2012,II,"1,053.42","1,002.38",521.20,159.75,11.00,75.40,235.03,51.04,18.50,32.54 +2014,II,"1,080.65","1,016.79",519.37,154.93,8.93,77.87,255.69,63.86,23.28,40.58 +2016,II,"1,206.15","1,135.62",650.18,174.56,17.51,62.32,231.05,70.53,9.81,60.72 +2018,II,"1,260.92","1,189.13",678.61,198.11,15.72,61.32,235.38,71.79,11.32,60.47 +2008,III,"1,509.85","1,428.33",909.79,199.27,12.46,76.53,230.28,81.52,21.83,59.69 +2010,III,"1,421.26","1,355.63",821.69,194.26,15.87,72.65,251.16,65.63,20.66,44.97 +2012,III,"1,481.16","1,399.58",835.32,196.22,16.57,92.72,258.76,81.58,35.02,46.56 +2014,III,"1,482.48","1,398.18",849.80,172.83,18.45,88.97,268.14,84.30,35.32,48.97 +2016,III,"1,624.07","1,530.29",987.96,190.27,26.64,78.08,247.34,93.79,17.07,76.71 +2018,III,"1,695.67","1,597.70","1,055.70",202.50,25.19,65.76,248.56,97.97,18.19,79.78 +2008,IV,"1,933.53","1,822.02","1,242.64",228.37,17.88,87.41,245.71,111.50,35.46,76.04 +2010,IV,"1,836.36","1,749.04","1,182.00",211.32,22.14,87.37,246.21,87.32,26.10,61.23 +2012,IV,"1,902.83","1,799.54","1,173.72",228.32,19.65,99.72,278.13,103.28,51.63,51.65 +2014,IV,"1,883.09","1,775.69","1,183.32",196.05,18.23,98.03,280.07,107.39,48.33,59.06 +2016,IV,"2,031.05","1,909.95","1,269.88",222.31,31.71,91.18,294.87,121.10,25.94,95.16 +2018,IV,"2,104.21","1,981.62","1,345.86",242.65,32.98,84.59,275.53,122.58,32.59,89.99 +2008,V,"2,419.48","2,282.19","1,575.81",312.35,24.76,99.06,270.22,137.29,44.11,93.18 +2010,V,"2,287.04","2,163.55","1,480.27",262.09,36.78,101.10,283.31,123.49,43.20,80.30 +2012,V,"2,363.23","2,215.83","1,467.65",278.22,38.16,122.08,309.73,147.40,74.35,73.06 +2014,V,"2,322.03","2,175.42","1,521.53",227.60,27.55,89.97,308.77,146.62,77.06,69.56 +2016,V,"2,462.51","2,315.13","1,605.62",255.51,49.37,86.40,318.23,147.37,36.29,111.09 +2018,V,"2,547.62","2,395.81","1,673.54",285.72,48.41,88.98,299.15,151.81,42.98,108.83 +2008,VI,"2,978.25","2,804.45","1,980.53",331.60,39.57,116.63,336.12,173.79,59.95,113.84 +2010,VI,"2,841.55","2,673.79","1,881.12",303.85,44.04,115.12,329.66,167.76,65.10,102.66 +2012,VI,"2,899.54","2,715.94","1,878.72",343.19,41.91,127.07,325.05,183.60,109.32,74.29 +2014,VI,"2,840.77","2,653.34","1,912.20",265.32,32.72,99.11,343.99,187.43,105.87,81.57 +2016,VI,"2,970.93","2,788.16","1,956.64",302.02,63.14,105.94,360.42,182.77,49.64,133.12 +2018,VI,"3,061.25","2,886.60","2,081.93",285.44,58.81,112.86,347.56,174.65,53.32,121.33 +2008,VII,"3,696.85","3,472.65","2,516.90",416.91,60.97,140.17,337.71,224.20,85.40,138.80 +2010,VII,"3,470.27","3,265.81","2,357.29",374.61,60.95,128.77,344.18,204.46,89.88,114.58 +2012,VII,"3,591.75","3,349.57","2,362.89",352.36,60.20,150.75,423.37,242.18,141.56,100.62 +2014,VII,"3,518.88","3,250.48","2,367.81",323.22,49.87,112.17,397.41,268.40,161.63,106.77 +2016,VII,"3,638.74","3,414.76","2,443.04",330.34,88.61,128.87,423.91,223.98,73.98,150.00 +2018,VII,"3,713.61","3,497.18","2,499.41",350.41,95.21,126.72,425.43,216.42,75.46,140.97 +2008,VIII,"4,749.70","4,462.85","3,244.31",512.88,125.99,145.69,433.98,286.85,120.18,166.67 +2010,VIII,"4,454.68","4,181.87","2,983.01",487.39,92.96,152.50,466.01,272.81,128.33,144.48 +2012,VIII,"4,615.30","4,280.68","3,026.29",454.03,115.77,150.70,533.89,334.62,210.09,124.53 +2014,VIII,"4,529.71","4,185.29","3,061.22",372.46,87.77,147.82,516.02,344.42,218.67,125.75 +2016,VIII,"4,621.78","4,334.27","3,054.15",410.78,152.11,144.65,572.58,287.51,97.49,190.02 +2018,VIII,"4,673.60","4,389.26","3,121.42",445.69,168.39,145.96,507.80,284.34,106.33,178.02 +2008,IX,"6,642.78","6,221.48","4,432.48",682.63,284.18,172.60,649.59,421.30,188.11,233.19 +2010,IX,"6,345.31","5,942.94","4,300.82",586.27,202.28,173.07,680.50,402.36,223.85,178.52 +2012,IX,"6,477.92","5,983.88","4,283.86",570.33,200.77,178.67,750.25,494.04,333.27,160.77 +2014,IX,"6,435.63","5,922.78","4,286.47",542.23,161.13,176.22,756.73,512.84,351.80,161.05 +2016,IX,"6,429.93","6,061.62","4,311.76",522.18,270.10,154.91,802.67,368.31,128.04,240.27 +2018,IX,"6,418.43","6,070.25","4,245.21",549.23,298.48,175.16,802.16,348.18,146.73,201.46 +2008,X,"16,561.62","15,404.74","9,046.47","1,566.16","2,979.70",303.14,"1,509.27","1,156.89",461.87,695.02 +2010,X,"15,947.11","14,760.28","9,883.45","1,196.36","1,512.25",285.72,"1,882.50","1,186.83",525.68,661.15 +2012,X,"15,661.70","14,528.55","9,530.97","1,674.72","1,114.49",283.14,"1,925.25","1,133.14",626.18,506.96 +2014,X,"16,167.61","15,104.81","10,090.90",958.23,"1,788.38",382.38,"1,884.93","1,062.79",626.24,436.55 +2016,X,"17,158.65","16,393.29","9,281.95","1,006.85","3,597.42",299.46,"2,207.61",765.36,275.23,490.12 +2018,X,"15,355.84","14,599.56","9,098.44","1,015.06","2,095.00",282.17,"2,108.89",756.28,298.77,457.51 +,,,,,,,,,,, diff --git a/your-code/estados.csv b/your-code/estados.csv new file mode 100644 index 0000000..d85886b --- /dev/null +++ b/your-code/estados.csv @@ -0,0 +1,98 @@ +Entidad_federativa,Ao,"Poblacin_miles +",Rezago_educativo,Carencia_por_acceso_a_los_servicios_de_salud,Carencia_por_acceso_a_la_seguridad_social,Carencia_por_calidad_y_espacios_de_la_vivienda,Carencia_por_acceso_a_los_servicios_bsicos_en_la_vivienda,Carencia_por_acceso_a_la_alimentacin,Poblacin_con_ingreso_inferior_a_la_lnea_de_pobreza_extrema_por_ingresos,Poblacin_con_ingreso_inferior_a_la_lnea_de_pobreza_por_ingresos +Aguascalientes,2018,1342.59,13.07,11.40,42.32,4.58,2.49,12.99,8.85,36.46 +Baja_California,2018,3648.12,14.02,16.86,45.25,9.47,8.94,14.15,5.79,30.01 +Baja_California_Sur,2018,839.68,12.14,10.75,41.06,14.17,13.25,17.84,4.64,22.74 +Campeche,2018,952.28,17.25,11.70,61.55,16.53,38.99,27.44,18.50,50.84 +Coahuila,2018,3073.51,11.67,13.20,30.36,4.44,3.88,18.27,6.47,33.74 +Colima,2018,763.30,16.64,10.84,48.89,9.39,10.53,21.62,9.71,36.28 +Chiapas,2018,5463.34,29.19,17.59,83.60,23.59,57.11,22.34,50.70,78.92 +Chihuahua,2018,3826.88,15.13,11.31,42.10,6.98,5.02,17.70,9.74,36.52 +Ciudad_de_Mxico,2018,8781.32,8.12,20.06,48.35,5.08,2.92,13.87,7.83,38.31 +Durango,2018,1820.74,13.56,13.06,48.10,4.78,5.66,18.77,14.39,47.61 +Guanajuato,2018,5964.97,19.02,13.66,57.06,9.09,11.95,20.69,15.93,50.85 +Guerrero,2018,3629.03,23.69,13.78,75.58,28.83,58.63,35.56,38.64,69.51 +Hidalgo,2018,2990.30,17.50,14.43,70.81,9.76,25.63,22.73,14.68,47.64 +Jalisco,2018,8222.69,17.01,19.35,49.79,7.08,8.12,15.11,8.34,36.09 +Mxico,2018,17666.78,12.86,19.75,59.22,9.65,10.33,19.84,13.83,51.44 +Michoacn,2018,4695.28,24.16,21.19,69.48,12.69,17.67,21.06,15.56,50.91 +Morelos,2018,1994.13,16.90,16.81,66.50,11.29,19.93,24.59,19.63,56.55 +Nayarit,2018,1296.95,17.02,13.65,56.08,11.87,17.23,18.90,13.46,39.67 +Nuevo_Len,2018,5321.30,10.11,12.96,34.57,3.06,2.39,12.19,3.08,21.11 +Oaxaca,2018,4091.38,27.06,16.26,76.18,25.11,58.28,27.92,37.45,68.99 +Puebla,2018,6388.09,19.44,20.80,72.07,11.66,26.49,20.84,22.30,65.04 +Quertaro,2018,2100.01,14.78,11.83,52.66,8.48,12.67,13.87,7.67,33.92 +Quintana_Roo,2018,1722.57,15.04,15.64,51.74,20.99,21.78,17.92,6.95,31.66 +San_Luis_Potos,2018,2831.86,16.93,8.96,55.52,8.57,26.41,16.95,19.03,50.77 +Sinaloa,2018,3066.44,16.52,13.16,45.40,8.50,14.92,24.52,7.50,37.35 +Sonora,2018,3061.96,11.43,12.63,40.99,8.63,10.72,21.53,8.36,36.91 +Tabasco,2018,2460.88,16.45,12.65,69.05,12.28,46.01,46.77,20.82,56.17 +Tamaulipas,2018,3672.33,14.39,11.98,43.36,7.70,8.89,16.73,15.13,48.29 +Tlaxcala,2018,1334.80,13.12,13.74,67.78,8.71,10.13,20.24,14.91,56.01 +Veracruz,2018,8236.73,24.96,16.75,67.52,16.87,42.08,26.98,32.21,67.93 +Yucatn,2018,2207.16,19.70,14.06,55.34,13.58,38.44,19.40,12.51,46.27 +Zacatecas,2018,1615.04,17.75,11.68,62.64,5.42,10.45,16.64,17.16,54.49 +Aguascalientes,2016,1309.93,13.95,12.14,40.41,5.46,2.29,17.19,9.56,38.84 +Baja_California,2016,3549.32,13.30,17.29,42.98,7.77,6.28,14.95,5.36,28.96 +Baja_California_Sur,2016,793.83,13.38,12.46,39.96,13.13,12.82,19.20,6.11,28.58 +Campeche,2016,925.42,17.19,10.74,58.98,16.88,29.19,25.59,15.77,48.56 +Coahuila,2016,3005.81,12.33,12.80,30.57,5.18,5.49,16.12,8.81,37.85 +Colima,2016,739.45,16.26,11.87,47.73,11.38,8.62,21.14,8.00,40.58 +Chiapas,2016,5337.15,29.01,15.04,81.10,24.53,52.30,19.43,49.88,79.81 +Chihuahua,2016,3757.01,15.75,12.24,40.54,7.12,5.35,18.19,11.17,41.73 +Ciudad_de_Mxico,2016,8821.85,8.44,19.63,47.04,5.91,2.09,11.50,7.54,34.39 +Durango,2016,1787.49,14.43,14.09,49.04,7.02,8.09,18.59,12.80,45.38 +Guanajuato,2016,5877.53,20.11,13.45,54.50,7.74,13.48,19.77,15.59,50.56 +Guerrero,2016,3593.87,25.17,13.32,73.95,31.66,50.22,27.83,35.19,67.62 +Hidalgo,2016,2921.43,18.54,14.43,72.09,11.23,28.05,24.46,18.24,55.28 +Jalisco,2016,8048.63,16.31,17.58,49.11,6.06,4.85,15.41,7.71,39.60 +Mxico,2016,17190.72,13.74,15.52,55.47,12.65,11.70,20.78,16.81,57.44 +Michoacn,2016,4636.71,27.35,22.78,68.87,14.81,24.47,25.92,21.00,60.07 +Morelos,2016,1949.46,16.40,15.04,62.13,10.91,16.97,19.50,16.41,57.48 +Nayarit,2016,1252.83,16.82,15.05,55.78,9.66,18.19,19.93,16.43,43.50 +Nuevo_Len,2016,5178.91,10.68,13.32,33.64,4.99,2.73,14.38,3.09,19.57 +Oaxaca,2016,4044.46,27.29,15.88,77.93,26.27,61.98,31.37,40.20,72.73 +Puebla,2016,6272.19,19.91,17.38,69.20,14.47,25.72,20.10,23.12,65.65 +Quertaro,2016,2042.73,14.24,13.17,48.44,9.71,12.75,13.38,9.95,40.05 +Quintana_Roo,2016,1632.90,15.00,17.63,48.99,16.99,19.50,16.39,9.26,33.16 +San_Luis_Potos,2016,2784.95,17.48,9.09,55.64,9.70,24.73,20.11,20.42,53.48 +Sinaloa,2016,3017.80,15.83,12.21,44.71,11.27,12.79,22.74,8.72,38.23 +Sonora,2016,2983.91,12.31,14.69,41.20,9.50,9.72,20.96,7.52,36.05 +Tabasco,2016,2415.04,16.49,13.41,67.00,12.33,48.79,45.29,19.57,53.45 +Tamaulipas,2016,3594.96,14.32,12.75,42.31,6.43,9.75,19.24,12.06,42.26 +Tlaxcala,2016,1300.86,13.05,12.53,66.23,10.24,10.71,22.16,19.58,62.20 +Veracruz,2016,8123.40,25.70,19.43,68.00,17.51,39.20,22.21,30.57,67.13 +Yucatn,2016,2153.88,20.56,14.41,54.18,15.77,35.47,19.28,11.78,47.61 +Zacatecas,2016,1592.27,17.70,11.48,60.44,5.15,10.74,15.06,21.00,57.92 +Aguascalientes,2014,1273.85,14.35,12.48,43.19,3.31,3.58,21.55,12.91,43.68 +Baja_California,2014,3444.11,15.41,19.35,51.84,10.65,12.07,17.18,9.70,35.18 +Baja_California_Sur,2014,747.57,14.87,14.21,46.63,16.47,12.39,24.57,10.56,35.86 +Campeche,2014,896.95,18.78,12.47,60.14,19.54,38.81,24.26,19.20,47.59 +Coahuila,2014,2935.85,12.49,15.57,34.20,4.98,5.58,22.03,11.80,41.25 +Colima,2014,713.15,17.46,12.70,51.91,10.91,9.59,25.44,10.57,40.70 +Chiapas,2014,5197.57,30.67,20.65,82.76,26.90,57.38,27.52,48.46,78.71 +Chihuahua,2014,3679.91,17.26,14.57,43.36,7.92,7.94,18.70,17.85,46.36 +Ciudad_de_Mxico,2014,8820.10,8.84,19.94,46.28,5.44,1.65,11.69,8.20,36.38 +Durango,2014,1751.42,15.50,16.54,51.26,5.76,12.98,19.94,20.75,53.95 +Guanajuato,2014,5763.68,20.96,15.42,57.85,9.77,14.92,22.94,17.91,55.13 +Guerrero,2014,3550.28,26.78,19.24,78.10,32.89,57.97,38.46,35.58,67.87 +Hidalgo,2014,2850.30,19.05,17.31,68.90,9.20,27.05,31.68,24.68,59.41 +Jalisco,2014,7860.75,17.69,19.10,49.57,6.56,7.04,16.53,11.20,43.25 +Mxico,2014,16673.09,15.30,19.67,60.63,10.29,12.36,21.29,20.07,58.92 +Michoacn,2014,4571.74,27.57,26.21,71.26,15.44,26.56,34.66,24.42,63.33 +Morelos,2014,1901.08,16.56,16.63,66.20,13.42,24.61,26.85,20.53,58.41 +Nayarit,2014,1206.88,17.36,16.26,54.35,10.12,15.31,24.14,18.80,47.02 +Nuevo_Len,2014,5021.73,10.78,13.67,33.44,4.56,4.33,14.16,6.37,29.49 +Oaxaca,2014,3989.13,27.20,19.93,77.91,24.53,60.48,36.11,42.11,68.85 +Puebla,2014,6134.17,22.95,21.17,75.15,18.93,30.61,23.85,31.85,69.66 +Quertaro,2014,1977.10,16.41,15.82,54.31,8.94,14.79,15.77,12.27,42.00 +Quintana_Roo,2014,1541.20,15.15,18.46,51.49,18.42,18.06,23.24,14.30,42.13 +San_Luis_Potos,2014,2725.18,18.44,10.71,59.12,11.00,28.14,21.65,23.22,56.74 +Sinaloa,2014,2964.40,19.10,15.20,49.33,10.78,17.98,29.64,13.47,46.27 +Sonora,2014,2902.36,12.11,14.42,41.80,10.13,8.87,24.86,9.69,36.63 +Tabasco,2014,2359.84,16.96,16.92,72.75,13.41,43.94,45.03,17.87,51.92 +Tamaulipas,2014,3508.92,15.96,15.02,45.52,8.21,11.49,19.51,16.14,49.15 +Tlaxcala,2014,1264.50,14.93,17.48,71.47,9.42,12.10,24.00,27.05,66.59 +Veracruz,2014,7989.35,27.80,21.73,68.46,16.84,40.04,30.00,29.18,63.02 +Yucatn,2014,2088.93,21.82,14.48,54.45,17.48,40.37,18.37,20.72,52.81 +Zacatecas,2014,1566.10,21.61,14.86,63.37,4.89,13.35,16.83,26.71,59.67 diff --git a/your-code/pobreza.csv b/your-code/pobreza.csv new file mode 100644 index 0000000..235a871 --- /dev/null +++ b/your-code/pobreza.csv @@ -0,0 +1,7 @@ +Ao,Porc_Poblacin_en_situacin_de_pobreza,Porc_Poblacin_en_situacin_de_pobreza_moderada,Porc_Poblacin_en_situacin_de_pobreza_extrema,Porc_Poblacin_vulnerable_por_carencias_sociales,Porc_Poblacin_vulnerable_por_ingresos,Porc_Poblacin_no_pobre_y_no_vulnerable,Porc_Poblacin_con_al_menos_una_carencia_social,Porc_Poblacin_con_al_menos_tres_carencias_sociales,Porc_Rezago_educativo,Porc_Carencia_por_acceso_a_los_servicios_de_salud,Porc_Carencia_por_acceso_a_la_seguridad_social,Porc_Carencia_por_calidad_y_espacios_de_la_vivienda,Porc_Carencia_por_acceso_a_los_servicios_bsicos_en_la_vivienda,Porc_Carencia_por_acceso_a_la_alimentacin_,Porc_Poblacin_con_ingreso_inferior_a_la_lnea_de_pobreza_extrema_por_ingresos_,Porc_Poblacin_con_ingreso_inferior_a_la_lnea_de_pobreza_por_ingresos_,Abs_Poblacin_en_situacin_de_pobreza,Abs_Poblacin_en_situacin_de_pobreza_moderada,Abs_Poblacin_en_situacin_de_pobreza_extrema,Abs_Poblacin_vulnerable_por_carencias_sociales,Abs_Poblacin_vulnerable_por_ingresos,Abs_Poblacin_no_pobre_y_no_vulnerable,Abs_Poblacin_con_al_menos_una_carencia_social,Abs_Poblacin_con_al_menos_tres_carencias_sociales,Abs_Rezago_educativo,Abs_Carencia_por_acceso_a_los_servicios_de_salud,Abs_Carencia_por_acceso_a_la_seguridad_social,Abs_Carencia_por_calidad_y_espacios_de_la_vivienda,Abs_Carencia_por_acceso_a_los_servicios_bsicos_en_la_vivienda,Abs_Carencia_por_acceso_a_la_alimentacin_,Abs_Poblacin_con_ingreso_inferior_a_la_lnea_de_pobreza_extrema_por_ingresos_,Abs_Poblacin_con_ingreso_inferior_a_la_lnea_de_pobreza_por_ingresos_,CarenciasProm_Poblacin_en_situacin_de_pobreza,CarenciasProm_Poblacin_en_situacin_de_pobreza_moderada,CarenciasProm_Poblacin_en_situacin_de_pobreza_extrema,CarenciasProm_Poblacin_vulnerable_por_carencias_sociales,CarenciasProm_Poblacin_vulnerable_por_ingresos,CarenciasProm_Poblacin_no_pobre_y_no_vulnerable,CarenciasProm_Poblacin_con_al_menos_una_carencia_social,CarenciasProm_Poblacin_con_al_menos_tres_carencias_sociales,CarenciasProm_Rezago_educativo,CarenciasProm_Carencia_por_acceso_a_los_servicios_de_salud,CarenciasProm_Carencia_por_acceso_a_la_seguridad_social,CarenciasProm_Carencia_por_calidad_y_espacios_de_la_vivienda,CarenciasProm_Carencia_por_acceso_a_los_servicios_bsicos_en_la_vivienda,CarenciasProm_Carencia_por_acceso_a_la_alimentacin_,CarenciasProm_Poblacin_con_ingreso_inferior_a_la_lnea_de_pobreza_extrema_por_ingresos_,CarenciasProm_Poblacin_con_ingreso_inferior_a_la_lnea_de_pobreza_por_ingresos_ +2008,44.36,33.31,11.05,32.27,4.66,18.71,76.63,31.72,21.95,38.40,65.00,17.70,22.86,21.74,16.75,49.02,49.49,37.16,12.33,36.00,5.20,20.88,85.49,35.39,24.49,42.84,72.52,19.74,25.50,24.26,18.69,54.69,2.76,2.38,3.93,2.02,0.00,0.00,2.45,3.70,3.20,3.04,2.64,3.73,3.55,3.31,3.11,2.50 +2010,46.11,34.79,11.32,28.06,5.89,19.94,74.17,28.24,20.67,29.23,60.74,15.18,22.93,24.83,19.40,52.00,52.81,39.85,12.96,32.14,6.75,22.84,84.95,32.35,23.67,33.48,69.57,17.38,26.26,28.44,22.22,59.56,2.59,2.19,3.80,1.93,0.00,0.00,2.34,3.63,3.07,2.98,2.54,3.60,3.35,3.03,2.85,2.30 +2012,45.48,35.65,9.83,28.57,6.16,19.79,74.05,23.94,19.24,21.54,61.23,13.55,21.21,23.32,20.05,51.64,53.35,41.82,11.53,33.52,7.23,23.21,86.87,28.08,22.57,25.27,71.83,15.90,24.88,27.35,23.51,60.58,2.37,2.01,3.66,1.83,0.00,0.00,2.16,3.54,2.89,2.84,2.32,3.38,3.17,2.86,2.54,2.09 +2014,46.17,36.62,9.55,26.26,7.07,20.50,72.43,22.12,18.66,18.16,58.47,12.32,21.22,23.35,20.55,53.24,55.34,43.90,11.44,31.48,8.48,24.58,86.82,26.52,22.37,21.77,70.09,14.76,25.43,27.99,24.64,63.82,2.29,1.94,3.62,1.78,0.00,0.00,2.10,3.51,2.81,2.81,2.27,3.31,3.10,2.78,2.46,1.98 +2016,43.56,35.91,7.65,26.80,7.02,22.63,70.35,18.72,17.39,15.54,55.80,12.05,19.31,20.05,17.46,50.57,53.42,44.04,9.38,32.86,8.61,27.75,86.28,22.95,21.32,19.06,68.43,14.78,23.68,24.59,21.41,62.02,2.17,1.88,3.54,1.71,0.00,0.00,1.99,3.44,2.64,2.68,2.16,3.09,2.91,2.60,2.37,1.87 +2018,41.91,34.47,7.44,29.32,6.90,21.87,71.23,18.78,16.89,16.19,57.29,11.07,19.76,20.41,16.81,48.81,52.43,43.12,9.31,36.68,8.63,27.35,89.10,23.49,21.13,20.24,71.66,13.84,24.72,25.53,21.03,61.05,2.18,1.88,3.56,1.71,0.00,0.00,1.99,3.45,2.68,2.66,2.14,3.16,2.92,2.63,2.37,1.87 diff --git a/your-code/pobrezaindigena.csv b/your-code/pobrezaindigena.csv new file mode 100644 index 0000000..cadc2df --- /dev/null +++ b/your-code/pobrezaindigena.csv @@ -0,0 +1,47 @@ +Ao,IndPorc_Poblacin_en_situacin_de_pobreza,IndPorc_Poblacin_en_situacin_de_pobreza_moderada,IndPorc_Poblacin_en_situacin_de_pobreza_extrema,IndPorc_Poblacin_vulnerable_por_carencias_sociales,IndPorc_Poblacin_vulnerable_por_ingresos,IndPorc_Poblacin_no_pobre_y_no_vulnerable,IndPorc_Poblacin_con_al_menos_una_carencia_social,IndPorc_Poblacin_con_al_menos_tres_carencias_sociales,IndPorc_Rezago_educativo,IndPorc_Carencia_por_acceso_a_los_servicios_de_salud,IndPorc_Carencia_por_acceso_a_la_seguridad_social,IndPorc_Carencia_por_calidad_y_espacios_de_la_vivienda,IndPorc_Carencia_por_acceso_a_los_servicios_bsicos_en_la_vivienda,IndPorc_Carencia_por_acceso_a_la_alimentacin,IndPorc_Poblacin_con_ingreso_inferior_a_la_lnea_de_pobreza_extrema_por_ingresos_,IndPorc_Poblacin_con_ingreso_inferior_a_la_lnea_de_pobreza_por_ingresos_,IndMill_Poblacin_en_situacin_de_pobreza,IndMill_Poblacin_en_situacin_de_pobreza_moderada,IndMill_Poblacin_en_situacin_de_pobreza_extrema,IndMill_Poblacin_vulnerable_por_carencias_sociales,IndMill_Poblacin_vulnerable_por_ingresos,IndMill_Poblacin_no_pobre_y_no_vulnerable,IndMill_Poblacin_con_al_menos_una_carencia_social,IndMill_Poblacin_con_al_menos_tres_carencias_sociales,IndMill_Rezago_educativo,IndMill_Carencia_por_acceso_a_los_servicios_de_salud,IndMill_Carencia_por_acceso_a_la_seguridad_social,IndMill_Carencia_por_calidad_y_espacios_de_la_vivienda,IndMill_Carencia_por_acceso_a_los_servicios_bsicos_en_la_vivienda,IndMill_Carencia_por_acceso_a_la_alimentacin,IndMill_Poblacin_con_ingreso_inferior_a_la_lnea_de_pobreza_extrema_por_ingresos_,IndMill_Poblacin_con_ingreso_inferior_a_la_lnea_de_pobreza_por_ingresos_,IndCarenciasProm_Poblacin_en_situacin_de_pobreza,IndCarenciasProm_Poblacin_en_situacin_de_pobreza_moderada,IndCarenciasProm_Poblacin_en_situacin_de_pobreza_extrema,IndCarenciasProm_Poblacin_vulnerable_por_carencias_sociales,IndCarenciasProm_Poblacin_vulnerable_por_ingresos,IndCarenciasProm_Poblacin_no_pobre_y_no_vulnerable,IndCarenciasProm_Poblacin_con_al_menos_una_carencia_social,IndCarenciasProm_Poblacin_con_al_menos_tres_carencias_sociales,IndCarenciasProm_Rezago_educativo,IndCarenciasProm_Carencia_por_acceso_a_los_servicios_de_salud,IndCarenciasProm_Carencia_por_acceso_a_la_seguridad_social,IndCarenciasProm_Carencia_por_calidad_y_espacios_de_la_vivienda,IndCarenciasProm_Carencia_por_acceso_a_los_servicios_bsicos_en_la_vivienda,IndCarenciasProm_Carencia_por_acceso_a_la_alimentacin,IndCarenciasProm_Poblacin_con_ingreso_inferior_a_la_lnea_de_pobreza_extrema_por_ingresos_,IndCarenciasProm_Poblacin_con_ingreso_inferior_a_la_lnea_de_pobreza_por_ingresos_,NoIndPorc_Poblacin_en_situacin_de_pobreza,NoIndPorc_Poblacin_en_situacin_de_pobreza_moderada,NoIndPorc_Poblacin_en_situacin_de_pobreza_extrema,NoIndPorc_Poblacin_vulnerable_por_carencias_sociales,NoIndPorc_Poblacin_vulnerable_por_ingresos,NoIndPorc_Poblacin_no_pobre_y_no_vulnerable,NoIndPorc_Poblacin_con_al_menos_una_carencia_social,NoIndPorc_Poblacin_con_al_menos_tres_carencias_sociales,NoIndPorc_Rezago_educativo,NoIndPorc_Carencia_por_acceso_a_los_servicios_de_salud,NoIndPorc_Carencia_por_acceso_a_la_seguridad_social,NoIndPorc_Carencia_por_calidad_y_espacios_de_la_vivienda,NoIndPorc_Carencia_por_acceso_a_los_servicios_bsicos_en_la_vivienda,NoIndPorc_Carencia_por_acceso_a_la_alimentacin,NoIndPorc_Poblacin_con_ingreso_inferior_a_la_lnea_de_pobreza_extrema_por_ingresos_,NoIndPorc_Poblacin_con_ingreso_inferior_a_la_lnea_de_pobreza_por_ingresos_,NoIndMill_Poblacin_en_situacin_de_pobreza,NoIndMill_Poblacin_en_situacin_de_pobreza_moderada,NoIndMill_Poblacin_en_situacin_de_pobreza_extrema,NoIndMill_Poblacin_vulnerable_por_carencias_sociales,NoIndMill_Poblacin_vulnerable_por_ingresos,NoIndMill_Poblacin_no_pobre_y_no_vulnerable,NoIndMill_Poblacin_con_al_menos_una_carencia_social,NoIndMill_Poblacin_con_al_menos_tres_carencias_sociales,NoIndMill_Rezago_educativo,NoIndMill_Carencia_por_acceso_a_los_servicios_de_salud,NoIndMill_Carencia_por_acceso_a_la_seguridad_social,NoIndMill_Carencia_por_calidad_y_espacios_de_la_vivienda,NoIndMill_Carencia_por_acceso_a_los_servicios_bsicos_en_la_vivienda,NoIndMill_Carencia_por_acceso_a_la_alimentacin,NoIndMill_Poblacin_con_ingreso_inferior_a_la_lnea_de_pobreza_extrema_por_ingresos_,NoIndMill_Poblacin_con_ingreso_inferior_a_la_lnea_de_pobreza_por_ingresos_,NoIndCarenciasProm_Poblacin_en_situacin_de_pobreza,NoIndCarenciasProm_Poblacin_en_situacin_de_pobreza_moderada,NoIndCarenciasProm_Poblacin_en_situacin_de_pobreza_extrema,NoIndCarenciasProm_Poblacin_vulnerable_por_carencias_sociales,NoIndCarenciasProm_Poblacin_vulnerable_por_ingresos,NoIndCarenciasProm_Poblacin_no_pobre_y_no_vulnerable,NoIndCarenciasProm_Poblacin_con_al_menos_una_carencia_social,NoIndCarenciasProm_Poblacin_con_al_menos_tres_carencias_sociales,NoIndCarenciasProm_Rezago_educativo,NoIndCarenciasProm_Carencia_por_acceso_a_los_servicios_de_salud,NoIndCarenciasProm_Carencia_por_acceso_a_la_seguridad_social,NoIndCarenciasProm_Carencia_por_calidad_y_espacios_de_la_vivienda,NoIndCarenciasProm_Carencia_por_acceso_a_los_servicios_bsicos_en_la_vivienda,NoIndCarenciasProm_Carencia_por_acceso_a_la_alimentacin,NoIndCarenciasProm_Poblacin_con_ingreso_inferior_a_la_lnea_de_pobreza_extrema_por_ingresos_,NoIndCarenciasProm_Poblacin_con_ingreso_inferior_a_la_lnea_de_pobreza_por_ingresos_ +2008,71.09,37.82,33.27,22.74,1.65,4.53,93.83,66.80,37.60,49.77,84.32,45.45,59.08,37.93,38.32,72.74,8.45,4.50,3.96,2.70,0.20,0.54,11.16,7.94,4.47,5.92,10.03,5.40,7.03,4.51,4.56,8.65,3.59,3.03,4.22,2.59,0.00,0.00,3.35,4.04,4.04,3.90,3.51,4.16,3.95,4.18,3.89,3.51,41.17,32.77,8.40,33.41,5.02,20.41,74.58,27.54,20.08,37.04,62.69,14.39,18.54,19.81,14.18,46.19,41.04,32.66,8.37,33.30,5.00,20.34,74.33,27.45,20.01,36.92,62.49,14.34,18.48,19.75,14.13,46.04,2.59,2.29,3.79,1.97,0.00,0.00,2.31,3.60,3.01,2.90,2.50,3.57,3.40,3.11,2.86,2.31 +2010,74.76,37.00,37.76,18.86,1.59,4.79,93.62,64.58,36.24,35.97,81.47,40.23,65.33,39.65,45.48,76.36,8.52,4.22,4.30,2.15,0.18,0.55,10.67,7.36,4.13,4.10,9.28,4.58,7.44,4.52,5.18,8.70,3.39,2.78,3.98,2.41,0.00,0.00,3.19,3.88,3.87,3.93,3.38,3.99,3.62,3.93,3.61,3.32,42.94,34.55,8.40,29.07,6.36,21.62,72.02,24.23,18.95,28.48,58.45,12.41,18.25,23.19,16.52,49.31,44.30,35.63,8.66,29.99,6.56,22.30,74.28,24.99,19.54,29.38,60.29,12.80,18.82,23.92,17.04,50.86,2.44,2.12,3.71,1.90,0.00,0.00,2.22,3.56,2.90,2.85,2.41,3.46,3.24,2.86,2.62,2.12 +2012,72.30,41.69,30.61,20.27,2.17,5.27,92.57,56.11,34.10,24.30,81.02,34.29,59.67,34.43,42.37,74.47,8.22,4.74,3.48,2.30,0.25,0.60,10.52,6.38,3.87,2.76,9.21,3.90,6.78,3.91,4.81,8.46,3.04,2.49,3.79,2.35,0.00,0.00,2.89,3.70,3.56,3.72,3.04,3.75,3.35,3.63,3.22,2.96,42.60,35.00,7.60,29.46,6.59,21.34,72.07,20.49,17.64,21.24,59.11,11.33,17.09,22.12,17.65,49.19,45.13,37.08,8.05,31.21,6.98,22.61,76.35,21.71,18.69,22.51,62.63,12.00,18.10,23.44,18.70,52.12,2.25,1.95,3.60,1.79,0.00,0.00,2.06,3.49,2.75,2.73,2.22,3.25,3.10,2.74,2.36,1.95 +2014,73.19,41.37,31.82,18.94,2.87,5.01,92.13,54.79,33.86,19.47,79.41,32.19,61.01,38.76,43.92,76.06,8.72,4.93,3.79,2.25,0.34,0.60,10.97,6.52,4.03,2.32,9.46,3.83,7.27,4.62,5.23,9.06,3.01,2.39,3.82,2.33,0.00,0.00,2.87,3.72,3.56,3.75,3.03,3.82,3.37,3.62,3.24,2.90,43.19,36.10,7.09,27.07,7.53,22.21,70.25,18.52,16.98,18.01,56.16,10.12,16.83,21.65,17.98,50.72,46.63,38.97,7.65,29.22,8.13,23.98,75.85,19.99,18.34,19.45,60.64,10.93,18.17,23.38,19.41,54.76,2.15,1.88,3.52,1.73,0.00,0.00,1.99,3.45,2.64,2.70,2.15,3.14,2.99,2.62,2.25,1.83 +2016,71.87,43.90,27.97,19.04,2.44,6.65,90.91,47.92,31.58,15.09,77.62,30.21,56.27,30.51,41.89,74.31,8.25,5.04,3.21,2.19,0.28,0.76,10.44,5.50,3.63,1.73,8.91,3.47,6.46,3.50,4.81,8.53,2.79,2.25,3.64,2.13,0.00,0.00,2.65,3.58,3.32,3.48,2.81,3.55,3.14,3.39,3.00,2.70,40.63,35.09,5.55,27.60,7.49,24.28,68.23,15.70,15.92,15.59,53.54,10.17,15.49,18.97,14.94,48.12,45.16,39.00,6.16,30.67,8.32,26.99,75.84,17.45,17.70,17.32,59.52,11.31,17.22,21.09,16.60,53.49,2.05,1.83,3.49,1.68,0.00,0.00,1.90,3.39,2.50,2.60,2.06,2.95,2.82,2.47,2.19,1.73 +2018,69.54,41.62,27.92,21.21,2.39,6.87,90.75,48.07,31.10,15.37,78.21,28.46,57.53,31.48,39.98,71.92,8.37,5.01,3.36,2.55,0.29,0.83,10.93,5.79,3.75,1.85,9.42,3.43,6.93,3.79,4.81,8.66,2.83,2.23,3.72,2.14,0.00,0.00,2.67,3.61,3.37,3.39,2.82,3.65,3.18,3.44,3.12,2.74,38.97,33.71,5.26,30.19,7.38,23.47,69.16,15.66,15.38,16.27,55.06,9.21,15.74,19.23,14.34,46.35,44.05,38.10,5.95,34.12,8.34,26.53,78.17,17.70,17.39,18.39,62.24,10.41,17.79,21.74,16.21,52.39,2.06,1.84,3.48,1.68,0.00,0.00,1.89,3.40,2.53,2.59,2.04,2.99,2.82,2.49,2.15,1.73 +,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, diff --git a/your-code/pobrezaindigena.xlsx b/your-code/pobrezaindigena.xlsx new file mode 100644 index 0000000..02cf468 Binary files /dev/null and b/your-code/pobrezaindigena.xlsx differ diff --git a/your-code/pobrezaindigena2.csv b/your-code/pobrezaindigena2.csv new file mode 100644 index 0000000..63269fc --- /dev/null +++ b/your-code/pobrezaindigena2.csv @@ -0,0 +1,13 @@ +Ao,Porc_pobreza,Etnia +2008.00,71.09,Indigena +2010.00,74.76,Indigena +2012.00,72.30,Indigena +2014.00,73.19,Indigena +2016.00,71.87,Indigena +2018.00,69.54,Indigena +2008.00,41.17,No Indigena +2010.00,42.94,No Indigena +2012.00,42.60,No Indigena +2014.00,43.19,No Indigena +2016.00,40.63,No Indigena +2018.00,38.97,No Indigena diff --git a/your-code/pobrezaindigena2.xlsx b/your-code/pobrezaindigena2.xlsx new file mode 100644 index 0000000..341fa07 Binary files /dev/null and b/your-code/pobrezaindigena2.xlsx differ diff --git a/your-code/pobrezaindigena_prueb.xlsx b/your-code/pobrezaindigena_prueb.xlsx new file mode 100644 index 0000000..958348c Binary files /dev/null and b/your-code/pobrezaindigena_prueb.xlsx differ