{"cells":[{"metadata":{},"cell_type":"markdown","source":"# Introduction\nData set includes responses to questionnaires sent to the CDP organization by companies and city authorities and dealing with information related to climate change and water consumption management (the latter topic has an impact only on companies).\nIt is requested to link data with social or environmental performance of territories (states, regions, municipalities). This link can be hard to be found because of some aspects, including:\n* data analyzed may be distorted and may not represent the overall situation (responses may come from companies more committed, performing better results, with larger dimensions or experiencing more pressure on transparency)\n* measuring the impacts of companies’ (or of city authorities’) activities is much more difficult than measuring results of activities\n* linking results of companies/city authorities is difficult without defining a model able to link causes with effects.\nNonetheless, we can connect questionnaires data with 3 social, economic and environmental indicators (life expectancy at birth, percentage of premature births and a measure of income inequality) obtaining interesting conclusions."},{"metadata":{},"cell_type":"markdown","source":"# Companies data – Climate change"},{"metadata":{},"cell_type":"markdown","source":"The data relating to the climate change questionnaire includes the responses to the questionnaires provided by 1278 companies, of which 1134 from the USA and 144 from Canada.\n![Image01.png](attachment:Image01.png)","attachments":{"Image01.png":{"image/png":"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"}}},{"metadata":{},"cell_type":"markdown","source":"720 companies have sent the questionnaire the last 2 or 3 year; probably this is because these companies are more committed on climate change topics.\n![Image02.png](attachment:Image02.png)","attachments":{"Image02.png":{"image/png":"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"}}},{"metadata":{},"cell_type":"markdown","source":"In order to better analyze data, we suggest to examine data relating to the questionnaires because there are more data to analyze; in total we can use the data of 2595 questionnaires relating to 2 countries, 3 years, 13 industrial sectors.\n![Image03.png](attachment:Image03.png)","attachments":{"Image03.png":{"image/png":"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is also useful to analyze questionnaires based on why companies respond to the CDP and the type of questionnaire requested. The compilation of the questionnaire can be requested by investors or by customers (named “supply chain questionnaires”); in this second case, the questionnaire is simplified. The questionnaires requested by investors or by investors or customers are 62% out of the total (1613 questionnaires).\nMoreover, for some industrial sectors CDP provides specific questions to better analyze the company's performance: 854 questionnaires have such sectoral view (in 15 different sectors), 1718 questionnaires have the standard questionnaire and for 41 questionnaires the type of questionnaire is not indicated.\n![Image04.png](attachment:Image04.png)","attachments":{"Image04.png":{"image/png":"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data relating to the start date of the questionnaire compilation we can see that the answers have a peak that probably corresponds to the expiry date of the questionnaire. We can hypothesize that companies that answer the questionnaire before the expiry date have more commitment on issues related to climate change.\n![Image05.png](attachment:Image05.png)","attachments":{"Image05.png":{"image/png":"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"}}},{"metadata":{},"cell_type":"markdown","source":"The questionnaire is divided into 8 sections concerning general information about the company, description of the information management system related to climate change, risk and opportunity management, quantitative data relating to emissions and other information; in 2020 questionnaire, total questions were 55 and the individual data points were 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FfQ6k8wCdP3jPKWzTOW+Sqtpy+p9tAUaQKOc72p70sP+ZfWjbE2+yq/dp/QbF0UqEzddux1HOKYLicKVsAbv6lLHsucK0adOcZy97DqTfFKaa5yp+OuYpSdc2qlp32mZ1X3M1P9GwXcfat7zbvz22lfp9iIYEPSNssh1UzclPt2kS7wGlWhQcdKKjhEIJiQ6iCgaltOGqJR3A1d7GHrB0gNRVFAXWcu3fv98d6qEDntaFTa5tVbRiAUSl2KrOpIRMQVr/tw6q5V4VrUYNh3pQx0zFKOCp7ZZOSIKaEVSyLnTSpf9THfH5VWMda7/Sdqrqbdom1ImTtjOVqgOonE6AFQd0XFbCG/dJaJQaUdVSyjFJx0wVJnuTfh3rvAliFEFtsZVsFEtU0q4a50D+cwol7bpaa8//FOv0n+kcJkw1zneyck4RVGXeT8m5ElpdOAkq8GpqanKHSlPNc5VCdAVe5xPaHvSd/gJ/1B4JekYoCGhnVvDztm3x0wFFB+5CB5SgRM9fUq7EUA/bVsb/8LfX1omOlk8HAFUj1AlP1DZnQVQYoZOFoFJoHdjslcxKqNRQByb16qu2PTqJKKfUW8ujgKzf7PXmN7/ZeVa78yhV0bwUjFWtSonZ17/+dWeaXZ/6X8S2eQp6WLYUvtIaDX61+H8sdfAkxU4WtV3bns1VTc5f+qz/R/+Tls9P08V+l5f+O53M6Df90z/9U58CFq0LLZstZfeytV1s4Vq5VA1NtSpsNbRS2eUIanMHIF72GF1JR5ylxmAve9yPkoDoGK7YpPMFJZl2/oov/phWjGKUPuONTZqn5l0J297erld7PFWHXkHs8Tzo/Kda4jwH0n+i+OqPG0qw9b8q1tn+bOx5RjFh5ztar/qP7H/mf3gTOL1XVaWD4mglwuKzXc64zinsei3WJ4vOs9Vfxfnnn++ci3nZc4Wgpib2HKjQ/lOtc5VSfP/736+owF/LYfdHlI8EPUPU7li0g6uqkjdBUoJgDyg62OpWI172oKTbbdhkQgcAXRnUQV/Jv6UDoab5vyOKoETFJgaq6mYPOkEHH8u29VVJn7c6lpZFpY4KXpUGfUsnMUFXwIPoKriSJbvs+q3qYCNoeXTQ1TSVeOtWMFq/CuCl0nd4/5s5c+Y4z9/97ned7SBsPdqeXe16LPTeJP8/Wo8KBDYw+en/03aqKqraPxRIg5JYLbO2af1fdhvVZ3WVQ/PW1Qnv5/T77f6kz+rERgUnfnZdqDRa/4fos9pOtL3ov9PJUbm0rKqGppMq/wmn3aft77HP/hM7nSxoHQYtP5BX2l8U/5SsaD+t9KTXslWydWz0Hnf1bI8RxVQSg+1xXzHC+1l9969//Wt3rDAdF1W4oO/3syfltpaeFIoVmq51rONPVCpMtAUL+rxdh/p/7HpVIanG9Xt0jLbfb2OBjudxxR+rlN9tj8NRKE54twkNa5osWLDAebYUR7QcSvz1vypmlXpM1zryn+9oW9NFHa3LYsuuQgLFd8X5sG25lPUliqN2vt5tVv+9zjPEVvOv1NSpU53nQs1F9f22aYY6abNt0L10rqD1poJzbzNErb9C54R2+4z7XKVUtsBfy+Cfj84dvPvr+vXrnWfvsdEuU1wFJnnGfdAzRgcsVVGKSp3i2BN7HXR0MuKnYKdebr1XB9UGrVBSZEtjRW2VgiihUGmypat/OmhZ2rntVQDNwztP0cGoUAm0DlDqDMayy6rSXj97yy/7XYV+l0otw+6Rq2XUevL+BqvQZ3WgV1U38f++IN73++mzNtFTIC0UHL3rVXQC6m0Lb/nfl5T/J4j9Ll2N8QYUBQpVPwv6T8T7G3RyoOBfaPvX1XHvyY7a6wWdoFre31JoHYv3fxO9V6Xu9qQjjJb5S1/6krN8hbZN/W/2Hriat9az9365mofaEupkwX8VAMnGfdDjEXZcFe1f/k43/cc8Ow//cVDsa95YG3aMlqB5ez8vhWKVBC2HV9gxSbzfFXas88cJHXNVaOlll6XYdwYd/61i60vVx70F3HqvPhNEyaGOmzZWhP0//nUu9jXv8ob97qjnQF52mQqdUxT6rHc9BS27X5TzHcUIXdEtFEe93xMWR73bZNj6KrS9Fzo/FTX58ybKWuf+bdMKOl/xs1X8/XG12Pm1/zcWOv/wnxNW+1xFibX3nKsQ+78U2r7s69rfVCCm5dCVfu+5gz0fU00ZCv2L4z7oOaIgpR1DO5gOAl4KTNrRvQ8vVafRibot3RQlU/7kXHSw0EHR/x2ap/dWb/756f3auf07v77DOy//VT4/fV7z8X5GwzpARjkQFaIr0N55atk1T62bYlTVybtOi31Wwceumyilv7qSrf9DB2FL4wpk+h5LAUIPveal32WvsFs6sPrXo5bJ/76k/D9BbDW+O++803m21GtyoYDnp5M1/U9aPvufaD1r+/UHPAlLzv2C1nHQ/yZKzv37ZSE7duwwLS0t3b36BtH/phJvnZToWb3Je9nqoWGdEwJZpuOq9nPv/ikaVxzV/u/fTytlj9H+Y4KuyEUVNQYH0THJe6wTDeuY5HfFFVf0iSVaL1pnfjpP0LHOewy1w6q1p89545eWVb8hKr3Xuyz67Vpmf+0z/TZN975Xy6Fl9ibncQn73VHPgYKoYKiUz9rzCH2mWHIuUc53tK7UlE7/nXdZ9Bu1fr1No4LiqOg7vNtk2PoqJGi+2n60HwVdxa7EOeec4yTAKizwKiXu6zfq2KH/327zWnb/+pVqnasoodYyB3VWF0TLoXVaaPuy/5sKgVSwr/MPf21cncNouyA5rxxX0IE60hVOHRDjTlrzxl551olE3CdfteItnS6nuUOp7JURtr904gp69tgaLTr5VuKBLmFXtNHDxhD/FWWUTleelYAGXYVPC1VXVxO4Wl3NtvupChqVzKM4rqADCaTqUio1rUVv+llnS3HVLiut7L2N/bUXqkUdwYi9ny2A+rI1WoBy2FurRe0cDoWpgEPV/5V0ppWalOgqey2ScxUOKTlX4SLJeTxI0IE6USdhOnhyRaByumqu6tyiq1BppE5pVBWwFsFU60iFQ1pnaa1xAGSFOnlSIqBCW4mrwyvkh47pSsjU5wjH9MrpvEy12cq5338SaHtQNX1tD7Wwbt06p5o9NX/iQ4IO1IHaNungSXIeH5XaqjpaGk9OdIKu7cH2+l5tWkdaV5R0A7WnzrnUL4R9XH311c7VJxWaqXoy7TdRKtsHC/2JxEdNzdLaeaqtjVOrc4o0r6ukIkEH6kC3F6EqGiydkKtXYEqfgezzd86lWKCOldTGmrbDKIdu2ar+RCh0hShh1jkFF4HSi07iAABIGTqJAwAgvegkDgAAAACAhCNBBwAAAAAgAUjQAQAAAABIABJ0AAAAAAASgAQdAAAAAIAEIEEHAAAAACABSNABAAAAAEgAEnQAAAAAABKABB0AAAAAgAQgQQcAAAAAIAFI0AEAAAAASAASdAAAAAAAEoAEHQAAAACABGjo6OQOO5YtW+Y8z5o1y3kGkA+79x0wr7y2y3louGt8Z/dresiuzueZoyeYjoM95XvNQwaa5qaux9Ahjc7zuNYmM7a12XkGEK+wWE0cB/KJOA6kR1isJkEHckYB+sV1W5yHAvfiF1/uDuZRvX7WsWb92v3uWHEK7tMmjewM9F3PGj9h1hj3VQClIkEH8os4DqQfCTqQUwrWCtoK3otfXO8MK6BXqtTAXsjrTp7gBHsF+RM7HyqxB1AcCTqQD0mO42ecM8O0jB9hRg9tNGNGDDNvmj3MfQVAMSToQI4omN/35EonkOu5lBL1qOJK0P2UqE+bNMJJ3CmZBwojQQeyy8bxPz65wizqTMyTGsfPuHCuWbuj3QwbMtjc+9IhZ9r8KU1m9vjB5o2dyfr8Kc3ONAB9kaADGafSdBvM4yhZL6ZaCbqfEvUFnY83v26yOwWAkKAD2ZLGOH7ceceZ7fsOmZFDh5q7l7a5U3vTVXU93n3ySHcKACFBBzJIJeq3P7y08/F8TYK5V60SdC8l6W8+czJX1oFOJOhA+qU5jg8dNsgMnXOMM9wwYJh5dFXxeX1kQQtX1gEXCTqQIWqHpmBererrUdQjQbfUMY2uql/0ppnOMJBHJOhAemUhjs+ec5TZMWyoM7x6x2CzcVdXFfcojh450Lmqfvm5Y8ywwf3dqUC+kKADKacArkD+03ufrHkpe5B6JuheqgJ/6TuOc3qUBfKEBB1Il6zFcXUQt/ZAg2kc0N88sKrBnVo6Jeqfe8t4J2kH8oQEHUgpBfSf3PuUE9DrVcoeJCkJuqVq76r+Tlt15AUJOpAOWY3jtoO4kUObzd1LK/9d6lxO7dRpq468CIvV/dxnAAmiIP61m/9kzv8f/2FuvP2xRAX1JHp22Rbz7zctMZ/8l/vMfz221p0KAEB9ZD2O72o/4jwfPBJPFfVFa/aZz9++wfzFd1eZ25/e4U4F8okEHUgQb0D/6b1PkZiXaNX6Hd2J+mNPb3CnAgBQG3mI4+PGD3N6b5cd+3pVxK3YixvbuhP1RWv2ulOBfCFBBxJAAVw9ub73n39GYh4DJer/8p3HnMemrfvcqQAAVEee4vj4CV3V0NX+/KXN1fmdStQX3rTWfPLW9eaVHQfdqUA+kKADdabeXBd+7ZfmCz/4vXnltV3uVMRBV9E/9vm7zfd/8Yw7BQCAeOUtjg8eOsh5HtLYaHa3dVV1r5b7Xtxtzv/GcvO1eza6U4DsI0EH6kSl66oG98lv/SYRPbpm2R33rTDv/4ff0D4dABCb3MbxIV0JekfDAOe5Fn7y+DZzxtdeon06coEEHagDlbZTnb229u47aB5dtcP88KH1Zl/7YXcqAACly3Mctx3Eba1xE/HdbYed9ul6aBjIKhJ0oIZsabuqwlGdvbbUqc3mIwPMI8u3m8/+4kXnGQCAUuzesy/XcdzbQdzLdWobrqvob/7GCq6mI7NI0IEa8Za2o/amnHSM2X+wq8RdV9B1Jf3WP9PTOwAgmsVPLzPv+9iXzYsvrHKn5I/tIG7YkMFm466uRL0e7NV02qYji0jQgRq44fbHnTZqXDWvj5NOnWTW7mh3x3r84fnXzJduX27Wb9vvTgEAoK8bf/Q78+nPf8ds2LjVPPHAIjNlXFeimjdNI5uc54Z+A53nelPbdN2STb2+A1lBgg5Ukaq0f6ozMb/x9sdoa14nQ4cNMu0jhrpjfSk5V5KuZB0AAC9Vaf/0F75rvtOZoO/e01OYu+2559yhfDkysKtjuFq3Pw+j5FxJOlXekRUk6ECVLFu3yanSft+TK90pqIcTF0zrbi8XRtXdb1tEVTkAQJcXV7zsVGn/40NPu1N67Nm915zU2uiO5YftIK5e7c/DUOUdWUGCDlSB2qkt/MTXzLDByagCllez5xxlVpXQRu7O5/abhTetcccAAHmlOP6xT13nVGkv5NnFz5oTJ492x7JvyrTRToF3vdufh1GVd+I40o4EHYjZz355n9NOTVXhNjz1jBk3qnD1alSPqrYPmtDijhU3vHmYWbJuv1m0Zp9TVe6VBF4dAABUnzeOF7NmydOdCWs+rqS3jh3mPPfvX7v7n5eDOI60I0EHYvT1b/+i8/HL7qCuKnANG9Y5w6itE+ZNMZt29+0YLsjIoUPN71/oORGz7dnodAYA8sUfx4tRnJ/YLx99zDQ2dRVE7GxrcJ6TjDiONCNBB2KgTmS++NUfm5/98o/ulB6bX91ijmvucMdQC6qGt7E92gmEquo9vKpvIq9buHz0prVm0ZoE9YQDAKiKsDhezEvPLstFVXfbQdyq19JxZZo4jrQiQQcqpKCu0vY77n7MndKXgve8qflpp1ZPqto+esa47nueh2kc0N+s3NavM4h3dXrjp+C+kOAOAJkWJY4Xo6ruWW/Spg7iFDeT2v48CHEcaUSCDlSgq8T9J5GC+hP3PZKrzmTqZe4pk8zLO4tXbddJxt5DTWblluLvJbgDQDaVEsfDqKp7S/tudyx7bAdxTYMHu1PShTiONCFBB8pkS9yDbr9SiErYp4wb6Y4hbuPGDzObj0TsvKZ/s9MpXFQEdwDIlnLieJgs15azHcQdPNLfeU4j4jjSggQdKFM51eFUwr7tuedy0+NrrU068ZhIVdvVY/sDy/e5Y9ER3AEgOyqt1h5EteWyWBDfOLzJed64q3iMTTLiONKABB0og3p5LTeo56nH11o645wZkaq2q1O4R1eXv/4/eevL9AoLAClXSRwvpm3NKncoO440dDUNe25D+s9fiONIOhJ0oES6P2o5vbx6qRrcaeOb3TFUKmrV9qZBjeaxtUcKdgoXhe0VlvurAkA6xRHHw+juLfMmjXDHsmHz3sNmSGM2av8Rx5F0JOhACRTUVSUuDk89+qQ5deoYdwyVmBahartK/jftHVhRcm519Qq7xh0DAKRFnHE8zBMPLDKzJ7a6Y+mmDuIUYzsaIvbxkgLEcSQZCToQ0YsrXjY3/uh37lg8nr7v4cwE8Ho56dRJZnWEqu0HTVOsVfNU8k5wB4D0qEYcD7PhqWcy0efMuIldbeq3ZqzpNnEcSUWCDkSwYeNW8+nPf8fs3hO91++oFMCzfu/UatE9z9tHFF936hTu0VXx/3eL1uwzn799gzsGAEiqasbxQtTnzLSuvtVSrd/gQc7zyxmsEq44/rV7NrpjQDKQoANF2NuwKLhXgwJ4w4Z17hhKceKCac59WcOMHDrU/P6F6p2Q3f70DnPfi9m99y0ApF2143iYZxc/a06cnO5br+04eMTpYHXjrvB4m1Y/eXwbcRyJQoIOFKHqcHHdI7UQdShzXHOHO4YoZs85yqwqcrKgE4qHVxWv/l4pXUWnR1gASKZaxPEwa5Y8ndqacqqppoLwhn4D3SnZRBxHkpCgAyEU0KvZ06uXenafNzXdpey1ohOGQRNa3LFg6hRu5bZ+sXQKV4w6m/nkrevdMQBAUtQyjheimnIt7em8Qjt6zDDnOWvtz/2I40gSEnSgAFWF++JXf+yO1cYT9z2S+qpwtXDCvClm0+7CV8aVnO891GRWbqn+1XNLnc0Q3AEgOeoRxwtJayG87SAui+3P/YjjSAoSdKAAtVerZWcylqrCTRnXFRDRl273srG9wR0roH+zWbKu9v+d2rDRjg0AkqFecbwQFcKnLr4PGZTp9ud+xHEkAQk6EED3Sa1XezVVhdv23HOZuDVL3FS1ffSMcaH3PFeP7Q8s3+eO1Z7asamqHACgfuoZx8O0rVnlDqXDrvYjpn//7Nz/PAruzoJ6I0EHfFQlrpb3SQ2iJH1iv/ju2Z0Vc0+ZZF4Ouee5SvkfXV3f9abknOAOAPWThDheiDqFnT85vA+VpLAdxO1sK1JrLWNoj456I0EHfJJSJU7t1U4b3+yOYdz4YWbzkcKl+E2DGs1ja490BtbqdwpXjKrHLVqT8R51ACChkla13W/J/Y+loqr7xEldBQmrXst++3M/4jjqiQQd8FB1uCRViXvq0SfNqVPHuGP5NuWkYwpWbVencJv2DkxEcm598taX3SEAQK0kLY4XoqZsSXHr9e80d37vvd2P6z57njN9xOhmJ77mpf25H3Ec9UKCDrh279lnvpPAKnFP3/ewmT2x1R3LpzPOmWHW7ihctf2gaTLPbUhWkwBVkbvhT1vcMQBAtSU1jgdRU7aTWpPR18wHrvytefvH/7P7MXtai/nny840f3/RceY7H5lrln5pjvM4bXKT+4l8II6jXkjQAddPf/lH8+KKZJaWbnjqGTNu1FB3rHzP3/QPzuOur/+VO6XHh84/pfv1//Ppd7lTKzd35uheJfP//7UXuq9EozZwYVXb1Snco6uSWZXxJ49vc27bAgCoviTH8SDPLn62rFurhsXy02Yd3f16ofcU8+dnXjWnHT/OHOkw5lO3rjFzvrTU/HzRNvPTv5qSuySdOI56IEEHOqlDGfX4mlQqaW/eWX4prhJuBeq5C//d3P/USndqDwXwS998svP62k073KmVU3L+r//jDea396/sLpnftae9pCT9hNfNKFi1feTQoXXvFC6MSt+/ds9GdwwAUC1Jj+OF6NaqUe/aUiyWKzn/yeffb27+r6ed9+ghpSbpw5obzYD+/cx/PLjebNzVFX+/fNdGs3Zru/nYmfmq0UccRz2QoAOd1NtrkjuUkTUr1pnjmjvcsdL8/Td/0x2og7ztsz9yHnF77/mzzIbNe8x3b+1pD/iZr99vJowdat71xhnulMJOOnWSWV2g13b12P7wqvZEtTsPoo5mXtzY5o4BAKohDXE8SCl3bSkWy//qrac5hexf/tn97hRjrvqPe83kcSOd5D0KxeY5M1pN+8EjZs3Wtl7Nx1a9dsBMGz3IHcsP4jhqjQQduafqcHfc/Zg7lmzq2X3e1NKrwyWNkvaTZ491x4Kpanv7iOBq/eq0ZuW2folPzi1K3wGgetIUx4MotpdT1d1v2oRWs2rDVnesyxPLXjE79rSZt8yf5U4Jpo7h1Azt4xefZFa/vNMcPnLEDGlMRhv5JCCOo5ZI0JF7aelQxnrivkdiCeS18PSLmwOvlqv6XDEnLpjm3H/VT8n53kNNZuWWwp3GJc2iNfsofQeAKklbHA+iqu5x9DVTLtVus03R+vdrMEMGDTBTO+O3l66e6yp6HhHHUUsk6Mi1xU8vS8XtWPwUyNNwD9Xf/HGF+d5tzzgl8t6O4oqZPecos6rQbV36N5sl69JXjfHzt29whwAAcUlrHPdTVfeW9t3uWHl09VxX0b1UtX3k0MHmnkXL3CnF/Z+bn3KeP3hGz21ev/C28WZya6P54aO9r9DnCXEctUKCjlxLa5U4BfK2NasidyxTT0rSbam8fYRR1fbP//Xp5j8+dmL345sfnOu8ph7bH1i+zxlOG5W8U/oOAPFKc9V2v0qbsf3o7iec9uZf+FDXfczl2r++wGmXrqruUbW0dPXUfuiI6b7F2gfntzi9uT+xNp0xOA7EcdRKQ0cnd9ixbFlXCdusWeFtVYC0U4+vF77/C+5YOh17wizzwt4Gd6ww27Orn9qlnfX333GCuXpx93tm5avm0mtvdcd6vH7WsWb92vKuYtue3XVlXcm73+veeKxZvbd32/KvvO9Ys7+9w1z8gzWpaXce5E2zh5lvf2CSOwaULyxWE8eRF1mI40GOed0ZZk3AHVWKxXLxv6ecOP7Lb15k9h48Yt5wXd8YnXfEccQlLFaToCO31ONrFtqtnXLmqeaJjXvdsdqoJEH/58vOdHqI/cCVv3Wn9JgybbRpmDC6z23VrrhgmhnZ3Ggu/Gb6Txb+cMVMc/TIge4YUB4SdCA7cdxv7FFjzMYhLe5YdXjjuL/p2bbdB8y1d20wv3+hNs3JHv3HY83Ipv7umHGu1CcZcRxxCIvVVHFHLu3esy+V90sN8tSjT5pTp/a0E0syJednnHSU+dOi9e6UHqraPnrGuD7JuTqFG9352ra9wfdCT5sb/lT+/ewBAF2yFMf9Nr+6xcybNMIdqz5/M7T/84fVZmuNyv2VnK/d1u4k5Xrc/9Jup0p9khHHUW0k6Miln/7yj6m8X2ohT9/3sJk9sXfHMEmg3tu9ncMpOf/H//1Ar/uiW3NPmWReDrjn+V/On2SOGjHQ/O8/bHKnpJvupwoAqEzW4rjfEw8sqltc39V+xLy846A7Vj0fOqPFuXJ+yQ9Wu1OMufyW9WbHvsNOp3RJpTi+uy0bFw2QTCToyKX7M9Djq9+Gp56p6y1aggR1EPf88tfcV3uMGz/MbD4ywB3r8Q8XzjBvnD3cfOXujZnpmEZB/SePb3PHAADlyGIc91NcrzU1NTvUMcBsLHQnlTLc/ckZ3Z3Neb3gdrh22uSuTuksJe1rtyb3VqqK479+eqc7BsSPBB25o9uxvLjiZXcsO9Sze/POdFa7mnLSMX2qtn/9/ceZ449ucqq8/ezP2Upof/p4fm9TAwCVymoc91NcP6m1tndrGTFyiOnfv2+BeTl0hVxJ+c8XbXMK2v1U8K5E/NsX93S6pmRe05Ie94njqCYSdOTOHfc87g5lz5oV68xxzb36fUy8M87pDMY7epeUf+uDc83ooV0dsNhSdz1uuCQbPae+suOg8wAAlC7Lcdzv2cXPmhMnl3/rtVI1jWwyO9uK3x0mCiXZxQrZ3/rtFebO53Z2x/lVrx1wpiUdcRzVRIKOXFGnMoufeskdy6ZK76NaS+oYzl+1XZ3CfeAHq7s7jPE+1DYtK+hkBgBKl4c47rdmydM1a8J2ZOCAziS5domnkvLjJwzpjvN2WhpwFR3VQoKOXFn81LJMdypjPXHfIzUtcS/XCa+b0atqu5LzvYeazMotyW17Fhc6iwOA0uUljnupqntLe21ixv4j/WJtfx5GHcGpQzh/J3Gq4p6GGnO0Q0e1kKAjV/JULU4l7lPGjXTHkuekUyeZ1f5e2/s3myXr8nHipU5mqB4HAKXJUxz3qkXtOHUQ136k537k9bJj/2HT0hxPO/hqUhxftKZG96NDrpCgIzfyVi1OJe5ta1aZYUNq28FMFKra3j6id3W94c3DzAPLs9FTe1RUcweA6PJYvd1LteOqWfDeOnaYOVjDBP3Ld210emz3Xi1Xx3InTRxi7nw2HVenb+cqOqqABB25kcdqcZtf3WIm9jvgjiXHiQumme37eqrQDRsy2Dy6OnnLWW1UcweA6NISxz/4vjeaZx/8rvP41lcvc6d2eeh313W/psfPv/NZ95VoVPBeLYOGDTYbd8V7f+9H//FYp03559/adV9z2xmcvbWa2p2fd+yw7ul634d/tCY1d28hjqMaSNCRG398uPb3E00CVYs7bXyzO1Z/s+ccZVZ52rc1DWo0j609Yna3HXGn5AfV3AEgujRUb//dzf/LXPIX55oTzvmEWfvyZndqj9e/4zPOa/Zx4typfZL4MCp4nz+5xR2L1+F+/c1zG+ItLD/zX1/q7gDO+9At1qyw15KOOI5qIEFHbqjkPa+eevRJc+rUMe5Y/ahq+6AJPScW6hRu096BuUzOLUrfASCaF5cn/04e77j0n51HVPc/8t9m2uSuq8tRLbn/sapUdd97uOv2pigNcRxxI0FHLry44mWzYWPyb4ehkndb7c1LpeveKnH+16N4+r6H695p3AnzpphNu3s6hjtomioqrVcPsLZanIYtVZ2z04NeT5LFdDADAEWlJY7XStxV3dVB3P7DpAXlII4jbuyJyIUlCe9UxrZXu+X//sl87Vu/cKf2+NQ/3dirStx/P7/aacdWqm3PPVeze6n6KfhvbG9wx7o6hXt0VfltCdWuzd47Vbdp8VL1OG91ua/cvdF8cH6L0/lM0ixak6+O8QCgHEmP4+VQ7D/vrBOd2F8qVXU/qTW+TmDVQdyOfR3uGEpBHEfcSNCRC4ufXu4OJdPPf/VHJ/HWcxTXfec/zcjhzebUE2e4U6JRz+7NO2vfc7iqto+eMa77nucjhw6tuFM4tWvz3js1jDqb0X1VXzctOW3xLW7TAgDFJT2Ol0Idw6lQ/nOfer+TnEeN/X7PLn7WnDg5nluvNQ5vMi9tzl9nrXFQHH9xY5s7BlSOBB25kIZ2a7WyZsU6c1xzbUvJ554yybzs3vNcPbY/vKo91+3O/V7cyEkRAITJUhz/4N99vbtG3NxjJzvN28q1ZsnTsdxOtd0MIC5XgKvoiBMJOjIvi+3WvvmVv3OquT/53yvcKaVRz+7zpsZT6l7MuPHDzOYjA5xhdQq3clu/mp8E6B6rk1sbzeW3JPMEj/ZrAFBYmuL456/4QHdfMZMnjnWqsGu40O3UVCNO7yu1RpylmnFx3E517+Ha3f88i4jjiBMJOjJvw6uvuUPp5r2v6s5de50S+Eo8cd8jsVWNCzPlpGOcqu1KzvceajIrt/R0Eldt9v6ruseq7quaVJS8A0BhaYrjX/nGrd1Xx72PSmN2GBW6VxLP1UfMlj3uCMpCHEecSNCReSp5zwLbTl0PtVlTol5uibulqnHV7Nn9jHNmmLU73IS8f7NZsq78TuHK4b3/6rcvnuRcSU8itV/TAwDQV1bieBDViNP90sutEWcpnpfbCey4iSPNy9zLuyLEccSJBB2Z91JKArt6ZVfSrU5jxF4tD0rClawroC+85AJ3SnlUNU63aomj/ZqfOoazVdvVY/sDy+MtXVaybW+hNrKpv9NLu4YLJeF3PrfTnDKpyR1LnhfoYAYAAqUljkdhY7t9qEZcKfdNL0TxvKW9vPtxdzQONht3HXLHEFXLYGNOGXvEXDprv/n/Zu8ym1/b4b4CVKaho5M77Fi2bJnzPGvWLOcZSLsL3/+FTN47VZ3KrFq70bkFW6WOPWGWeWFvzy3Qinn9rGPN+rXhV8Nfd8Fcs3pnu9Mp3GNrj9S83bmf7oP+9uNHOFfVk+hzbxlvPrIgebeBQzKFxWriOLImq3G8Gk5701lm8eriTQK8cfy4N51q7lpa2xpuaaNEfHzTYTNu8AEz+NBuc+TQIbN/3z5zoL2n5sFb3nCyWXAKx11EExaruYKOTNu9Z18mg/q3vnqZ06nMTbfc606pjNqvnTY+vluQnXTqJCc5bxrUmIjk/LTJTc4V9qfWJ7eNGB3MAEBf7QfazRknTDUnHTfFHDVulDsVhah/mVKarjm13Wh/3k1Xxc+ZeKj7qvjfTllvPjz2JTOzfakZtuMls2/jGrPtta1mx46dvZJz2bGLduiIB1fQkWlqt/aXH/sXdyy91PvriXOnumNdPvr3/7viNmt+J7/pbPPk6uL3SQ+7gq5gP/2MGWb7/sNma9tg89yG2t9C7ENntJjPv3W8O9bl/pd2J7YXd5k/pcnctHCKOwaE4wo68mLblm3m9pt/6451OdSvv9l3qPO1PW1mx579ZtuOveaZF5LbEWitjT1qjNk4JLxGlo3js+ccZZ46PDp3VdyViE8e3vequBLvcs2efrT5wDvPcseAcGGxmgQdmXbH3Y+ZL371x+4YojjmdWeYNZvC21GFJehnnn+cWdUZ6BsGDDOPrqLKXFTDBvc3f/7cse4YEI4EHXmxfOkK89AfHnHHitt1pL85ePiI2b2/3ax6+TWzedtO8+qm7e6r+XHaG+abxesLJ5s2jp965kzzn6u7+ovJKiXjx48+ZCY2HTTN/Q6ahradfaqnx2HwoIHmc3/3HncMCBcWq6nijkxTFXeUZttzz5XdE6xK4pWcq1M4kvPS0PsrAPSlKu6lGN7vsGkd2GGmDB9o3tgZkz5w9mzzD+99nfnkX55t/vo9Z5v3nH+6Oe91c50q81n2xAOLzOyJre5YiCHJ7Ty1VLbTtrdOOWgWzt5jPjHjVfPXE1eZNw9+zozf86I5tHml2blxXWD19Di0HaAnfMSDBB2ZluVbs1SLeoJt3lm8mrufqrYPmtBiRg4dah5dXftq7VnwCre5AYBetr0Wz9XvAUcOO8m7EveTJwx3kncl7noocf/Iu850kvcstXXf8NQz7lBhG/f3d4fSJait+NuH920rXusLNSTpiAMJOjJt9x6u4pZjzYp15qTW0m69dsK8KWbfoX7m4VXtde8ULq1esfeMBwA4Sr2CXo6sXnVXgXtYLFfB+sqtyU4og66Kq9O2Wl0VL9WOXXT4isrRBh2Z9qvb7jEvb3ituz3agfZDZn/nAVwdyqhd2p69bSTxIQrdrsXfBn3KtNFm4KSxZuX2gWblFpLMIDrJGDm4w4xo7HA6pRkyoMMM7jwpVHu4/uaQMYcOmHPPPMmc2LkugWJog468uO9395u1K9e5Y8mRprbux593lvnvtb1jueL4oCEjzR92Ru/xvdoUJ88Yf9CMajxkhvfbb4607a1KW/FqUidx6iwOKCYsVpOgI9PU86t6gC1GPcIe7mgwBw53OAG3/dARc+Dgoe7eYSWvHc0UCuw2QVcJ/HFnzjKrdgw0S9blp7BDJxJie4EVnVQo4Zb+h/Y6PcJK1BMM7qGKqEjQkRe/+NF/mj270nMfsCT2MD90WLMZMmu22bS9Zz0qjjeNmWTueaX2VdwVPxU7pw4/ZFoHtFWt07Z6II4jKhJ05Fa1ArsCcPuRBnPoSFdCrxJ0scF47/4DnY+2TCT0Cuwtxx/fq2d3b4J+xjkzzKtmhHlgefo75ItylVtJt04kJO6TCQI7oiJBR16kLUEvpKOhn9l9uKFuV92PPWGWeWFvgzvmXkE/Zpb5w4rq1nqbNrLDHDvyUK9bmWUlGQ9CHEdUJOjIrZ9995aatF8Lo6B8uKGhT0Kv6vbbdu8z+zuHk17dXvdU3dsyvrsgwibo48YPM6PmzjR3L03mckdNuA8fOmjaO08W6n3CcO6Cuc4DKIYEHXmRhDhebbW66u5ttqY4vm/cbLNkfZszXinF21rcyizpiOOIigQdufXDb6bvHuhJrW7vLX23Cfr8C040dy0/XNNO4WzVuGGNR0xzZ8KtauWNnUn3QHOkrGrlSaJSd5W+A8WQoCMv0hjH41KNq+7HvO4Mp0bc+SefYB5rm1hy/LYxWIXeebkqXgriOKIiQUdu5SGw17K6/Slnnmqe2LjXSdDHHD3RPLJ1sNm4qyshLle9q5UnCYEdUZGgIy/ynKCHKfequ2rEbRzSYt5+1nzzu1fCbyfHVfHSnTxninn3BfPdMaAwEnTkFoG9N1vdXkFdbEKv4L7/wMFI1e1PftPZZkTTWLN5+HTz3Kt973ceNeFOSrXyJCGwIyoSdOSBqrarijuis4l72FV3VXUfOn6m+eOrw53xQlfFdesylIY4jqhI0JFLBPbK+avb26vzw2cca9o6mpyke8CRA6bjyCGquMWAwI6oSNCRB8TxeNnkffu+dtN4zAzTNLCRq+IxI44jqrBY3c99BoA+Bhw5bAZ16H6kh03rwA4zZfhAM3NMs+k/ssMc2rzS7Ny4zmzdvMlse22rU9JOgAcAIJkU01uH9Ddjjj/GDO63z4nhxG4geUjQkVmNgxrdIcRpSOtIs6QzIR8yosmdgrgMZpsFgG7E8XgN7Fyfr44fbR7btdscanfbugFIHBJ0ACU50DjQeW4c09V2DQAAJNuwlhHm2dYR5pndXfeU37+zq+NVxIuCdsSBBB2ZRul7/J5p72qHvnTPLucZAIBqIY5XbvjYVvPHgf3NK21dHbu2Ng1xngEkEwk6gMhUAm8D/L6DB83IqWOdYcRj8KCu2gkAAMShefIEc19Dh9l1sKdK+6D+/d0hxI04jjiQoCPThg4f6g4hDkeGNbtDXV7poGOZOI0c3nv9AkDeEcfLN2jK0eY3u/f0Ss6lpZFaCdVCgo44kKAj06gaF68tDQ3uUJcNnYGfzuLiQ2AHgN6I46VTZ3CHp040d+3a7U7pbYDpHcsRHwraEQcSdGTaIAJ7bBTwn9+/3x3rcWTcMHcIlSJBB4DeiOOlUazeedQY86edhfuJ6dfhDgBIJBJ0ZBpV4+Kj26v5q8nJql27uYoeE0reAaA34nh0tqd23UYtTP9DR9whxG38mJHuEFA+EnRkWqN7SzBUbmOBdanO4rjlGgCgGpIex99x8dvMxz79Uecx7uhx7tTe5px8nPO6nqtFyfniwY3dHbmGOkyCDiQZCToyrWVMizuESq1zb68WhFuuVU5Xz7mCDgC9JTWOKxlX0v3apq3mzl/d404NNuek2Wbzxi1m6dMvuFPiNXzC2F63USvmAPdArwo1UyOOIw4k6Mg02q7Fw3t7tSDccq1ytD8HgL6SGsc3vbLJ/PCbPzaP/+nP7pRgumo+fORws+ql1e6UeDm3UTt8KLAJGmqL5BxxIUFHpnEFPR7tEdoAvtaPKnOVoN0aAPSV9jg+7dipZteOXbFfPVdncP2nTgy8jVqYpoEDzX6uoFcFcRxxIUFHpun2LNyipXKvdBTv8nX1jp10FleBwWynANBHmuO4qsGPHT/GLH3mRWf8gx//gHnzO9/oDFdCyXnbhLHm3pCe2gsZOXiQO4S4EccRFxJ0ZB5X0SujE4Fndu9xx8Jxy7XyTZk4xh0CAHilNY7PO/s0c6DtQKxXz6PcRi3MoP793SHEjTiOuJCgI/NaSdAr0jh+tDtUnG65hvJQNQ4AgqUxjtur5ytjbHse9TZqYZpJ0KuGOI64kKAj88YXuO0JotnS0OAOFafO4kbMGO+OISp6fgWAwpIax9/30fc4Pbm//X1vccb1bG+nNnXmFGeaenDXND0GDR5kjpk2yRkudEu2QoaPbS2pp/ZCBpjoMR3REccRp4aOTu6wY9myZc7zrFmznGcg7doPtJufffcWdwylUFW6R0cOLbkDmqM30gFNKaZMHGsWvu9cdwwoLixWE8eRNVmJ42qDvmnDZvNfv/2jOyUa9dT+p7a2WHpqnzd8lNmxerM7hrgQx1GqsFjNFXRkHh3FlW9I68iSTwicq+gTaFZQCqrFAUBheY7jSs5L7ak91GHuuFINxHHEiQQduUBHceU50Fjevbnbhlbvnt6XvOts86Ur3t/rMfnovh2zfHLh24q+JynoWAYAwuUtjqsG22H3Nmpx6jhEgl4NxHHEiQQduXAU7dDL8kx7uztUmue2bqvaLddu+c3D5kvf+EX346VVG8zF7zzLfbWLknOx71n0zArzV395XmKTdEreASBcFuL4z793a6Tq7ZX21B6mfW+bO4Q4EccRJxJ05EJaSt7VaYztTMY+/PdMVecz/vcsOPcM99X4qLfYSjqj6TduuDtUXavWbTJNg3uqPioJbx051PzmD4vdKcbcdf+TZuuOPebM0451pySHgjodywBAuKMm5qMD0qahzebV8aMr6qk9zP6d9BETN+I44kaCjlyYPP2YVLRf2/TKJvPDb/64+3Hnr+5xenxVUm7pfqre9zz+wCKnl9hSe4Qt5siwyoLNsl3xl/wHmXbMOLOvredK/9xZk5zxta9scad0eW3bLjO6pTaFBqVQxzIAgHDjOxP0rLdDV8H4k8ObzDMxV2u3WpuGuEOIE3EccSNBR24oSU8bJewH2g6Y4SMLJ5ZK2CXu+8SWcnu1IOosbuTU6gYtXS0/dtoE89xL69wp6TN7+gR3CAAQJo1xPKq4bqMWZhD3QK8K2p8jbiToyI003g9dV8V139RdOwpfjbZX17du2eY8x0Ht357fv98dK9+qQ9Vr63bGyTOdduVqg64q7Nbzy9Y7Vd797c119VxX0ZNE902l5B0AokljHI9CPbXf19ARX0/tBZCgx09xfPb0o90xIB4k6MiNNJa8v/7NZzrJub1KHuSUM04ymzduca62x6Wc26sF2bpvf1U6i1NP7m899xRz95+ecjqN81LVdrU3f9f589wpxrztvFOddumPPvGSOyUZSM4BILosXkHv7/bUXu3kXJpJ0GNHHEc1NHR0cocdYTdNB9Lurv/8vdn48kZ3LNk++PEPOM/q9bUQdRCnBP5XP/61OyUe+6YcHVsHNce3tpgDy+IrPPibi99kJh7V6o71UFL+7Zvucse6enJXUm6pN/ek+cA7z6LkHWUJi9XEcWRZmuJ4GNVUa5swtio9tRdycmur2bustutOtzn1evnVreYHt93njnVRjTgVultB70kq4jjKFRarSdCRK8uXrjAP/eERdyyZVK397e97i3NV/He39SScXqrWvuAN8826Vesj3bKlVC9OGBNrO7gTDw2k51gfVYu74mPvcJ6BUpGgI6/SEMeLsbdRq1ZP7YXMGz7K7Fi92R2rDyXsuvWpbZpmk3PViPvz08udaSpg37//QOKTdOI4KhEWq6nijlxJevU4Jd5KzmXs+DG9bqVme2nXLdWUnIt6ePe+Jw6V3l4tSOOY5PWeXm+qFkdQB4DSpL2au2Lss60jap6cOw4fcQfqR7XdRgzrafp2wrHHOFfMbXIuuk2qasr5+5JJGuI4qoUr6MgdlbyrBB7BBk052twV84lD08CB5uiNXEH3olocKsEVdORZWuO4knP11F6L9uZBTu03xOzeUt/OUv1X0NVsTfxXy//xE+927tDi7QQ2aYjjqARX0AGPrPYCG5dXepfZxaIWt1xLk5HDmwnqAFCmNMbx4RPG1jU5l0Pt9ftuUTK+r629V9K9YfP2wKvluhtLkhHHUU0k6MidmXNmmKHDezoPQw+1i3tm9x53LF6vdBx0h3DynCnuEACgVGmL485t1A4fqmtyLvXsC0btypWI/+t3b3endFGyrivqum2qrq7bhxL5JCOOo5pI0JFLWbxVSxyGjG1xh+K3oTPxr8Yt19JG7dUI7ABQmTTEcRV61/I2amFam4a4Q7WnhNt5LnA3FSXpes37SPIVdOI4qo0EHbmke4ejr41VvkfqkXHD3KH8UqcyqhoHAChf0uO47an93hreRi3MoDrcA13V1m1yrtueeq+Qq/f2Quxrzy9b7zwnDXEc1UYnccgtOovrTScTj3YG0GqW8quzuCk7DpqDbfmt7r7wfec6wR2oBJ3EAcmN4/W6jVqY41tbzIFlm9yxZFNb9SFDBplv3xR8q9l6I44jDnQSBwSYe/Jx7hBkSOvIqlfBU2dxTRNb3bH8UUAnqANAPJIYx+O6jdrPP/we53Hdu893p3Q5dmxr92v28ZnzFrivFjbANLhDyabkXG3VF3luu5YkxHHUAgk6cqtlTIvzQJcDjbW5l+fSPcmo7lcPC04pXKUPAFCapMXx4Z3Js3pqf6XtgDuldEq2lXR/8Ke/Nk++/Ko7tcdLm7c6r9nH//r9g+bUiUeZC2dPd98RrF/8N2iJxdvOO7VX1Xcl52qD7r0vepIQx1ELJOjItQXnzHOH8Ex7bXpMzest18aPGcktWQAgZklpi+701N7QUXFNtOvuf9xJvKNSwr7nQLsZX6RX+/6HjrhDyRLUQVxSEcdRKyToyLXxE8dzFb2TquRVUuJfqtf6JfNEoZoWnEJ7YACIm3pzr3ccHzTl6Lr11K4q70MHNZqNu4rcIvVw/uJu3IjjqBUSdOQeV9GNOTKstr2Rrt6xM1e3XFN7NW7JAgDVUa84rs7gDk+daO6qY2dwf3vmqWbj7j3m9y+udKcEO1DHe6BnAXEctUSCjtzTVfS83xd9S0O0zmO8ndNc89Y3uFN7qA1c1E5r8nTLtXMXzHGHAABxq0dtONtT+5/qeBu1773/7WZoY6P5zO1/cKegWojjqCUSdKDTGTm+iq6TjOf373fHClNCfuW5C5y2cSte2+ZO7aGeZi+YPc15XaX5xaxK0O1nqokeXwGg+t78jvPcoeprGtpsVo1pqdtt1GxhuWLtx39xpzs13H6uoJdN7c6J46glEnSg09DhQ83MOTPcsXyJenu1q+9+IPREQCX4pZTi56WzOErdAaD6ahXH1WfLk8ObzLJ91Ul4vTXV1Dv7+GFDnWFdLRfVVPvnC89xhmeMbul+rx76bJAJnfNA+ei5HbXW0NHJHXaE3TQdyLL2A+3mZ9+9xR3LD7WfK7WKnq3erqQ9iK6mb9i52+mNNkzTwIHm6I3ZLdVXhzJvecPJ7hgQn7BYTRxHXlU7jus2anH01F5rU0eOMANWvuaOoRTEcVRLWKzmCjrgahzUaF5//lnuWH4sP1C73tv9dBV9xIRs9qI/eNBAc+6Cue4YAKDaFMer1WQtrtuo1UNz//7uEEpBHEe9kKADHqoel6fbrtX69mpB2oYOdIeyRUFdwR0AUDtzT5kTexzvP3Vi3W6jFocBJlpHsOiNOI56IUEHfGrZ0Uy9tQ+vf7u057Zuy9wt19ShDPdLBYD6iCuO29uo3VvHntrjMPAg90AvFXEc9USCDviooxmVwOfBK727oAjlvYWaOqaxndOovbl8dP5J3a+rUxt1bqPhoNux+Q0YO9wdSj+qxAFAfcURx5NwG7XYHCZBLwVxHPVGJ3FAAbff/FuzbUvf24llhU4+7mke7I7VV5Y6i1NnMpS6o9roJA4ortw4ruZfiwc31r0JWFxOHzTM7NyQ3fOZuBHHUQt0EgeUIetV3YeMTU5b+6zcco0qcQCQHOXEcfXU/seB/TOTnEv73jZ3CMUQx5EEJOhAAaoil+Ve3TcmrFfXVYfSfQIxcnizefcF890xAEC9KY6X0qv78EnjU9tTe5j9O7N7O9M4EceRFCToQAj16j55+jHuWLasa293h5Jh6779qe4sTlXi6O0VAJJFbdGjxHHnNmqdcTFryXlr0xB3CMUQx5EUJOhAEbqKrlL4LBk+YWwiq+8dGTfMHUoXVYdTtTgAQPKExXH1x5L226iFGcQ90CMhjiNJSNCBIho7g/fb3nuhO5YNBxqTWUKcxluunTxnilPqDgBIJsXxoPbotqf2tN9GLQwJenHEcSQNCToQgUres5SkP5Ow6u1ejWPSc8u18WNGdgb1U9wxAEBStYxpMW/yJOlKzl8dP9o8tmu3OyWbmknQQxHHkUQk6EBE4yeOL6mzmaTS7WOS3Dvt0j3puJKhdmrqTIb2agCQDmqLrjbpioPPto4wz+ze476SXQNMgzsEP+I4kooEHSiBArs6jkuzI8Oa3aFkSsMt12xQV8k7ACA9VNDeNnNypm6jFmbgwSPuELyI40gyEnSgROpsRlfT02pLQ/JL01/pOOgOJY8N6nQmAwDp9OEFp5jjxo12xzLuMAm6H3EcSUeCDpRB7dHVni1t1Obu+f373bHk2rB7T2I7i1NbNYI6AKTblecuMJNHjXDHsuvw/uT2OVMvxHEkHQk6UKY0JulDWkem5jYySbzlmnp5VW+vAIB0a2ocaL54weszn6Qfas/ereMqQRxHGpCg18FNN91krrrqKnesuvQ9119/vTuGONnbr6UpSd/eucxpsWrXbjNwcHI6bjl3wVznPqkAQBzPhjwk6ft37nOHQBxHWmQ2QVcwq1XwRH6lLUlffiD5neJ0PHqf6bj7l2bvb242zz/4S7Ns0e1m89r/dl+tDwV1PQDUDnEctZDlJL21aYg7VFvrnn/Aid3eB3EciI4r6B533HGHufzyy92xdCm07Ndee6258sor3TFUQ1qS9KTfXs2sfNFJzM3gIabhrX/pPJrfdamZNf/dZuzkE9031Z6qwxHUgXQgjqMcWU3SB9X4HujbXl3mJOMDGgc7sdv7qFcctx3CEceRJolO0N/+8f+M9ADqTUn6uy99Z6J7d28fPtQdqp7BB6cXfQTasdV0LHvWNMw6wTSceqY70b3l2jH16WnXBnWqwwHlC4rZQQ+g3pSkf+Udb8xU7+4tjaU3a1s/fHbRR5C2PdvMa+uXmtGT5pgJM89wp9aX4rg6hKPNOdKmoaOTO+xYtmyZ8zxrVv1PSqMG7Tu/9153qIeqxm3fvt0peRZVkzv99NPNkiVLzMqVK51po0aNMjfccIMzrFJrvd/rsssuM2effbbz2QsvvNAsWrTI+fwFF1xgFi5c6LxHJd633XabMyz6Dn9Jt9qq3Xvvve6YcT6vZbDLJvr+efPmdc9XbJsz7/z836d5LV68OHTZ9TvD5hG0zMXWFwp76A+PmOVLV7hjyfHa5Anmmd173LHqKJiAe7QN7NqevDqefNR59ibn1tSRI8yAla+5Yz1UUq+TAWvoqKO6Two2LP+z8+w/SVj19D1m5LhppuWoruObqtzt2LTKGZZj5pxjBg9tcYL61tWPm4ve9c4++32UfcO/zwftO1H3saB93nuc8H/XNddcY2bOnOmOIavCYjVxvAdxnDheju89+oR5cOU6dyy9Tm5tNXuXbXTHoimUgHtN2vWiO9SjUNwNQxzvQhzPp7BYnasq7to5tCPdfPPNzkO0U4h2posvvtjZsezrCozWjTfeaKZPn+5MtzuVPqt52vfroR3UBmSxO533Pd6dsBT2+7Tj2nlpWYotu1eUZbbC1hcK033STznjJHcsGQYOaqx6cl6RndtMw4jgJgKrd+zsc8s1BWQFdW/1uba927sD+tBRE8ye7a86w9au19abQ+1tvYL6nu0buj+vUv91Sx8048eMNJ/44AWdwb0xcL+XYvuG3mtf00PzCKq6Wmw+hfZ5S6/rxN6+puPA1Vdf7b4KZE/YPkMcJ47H5eNnnmb+4sTj3LH06tfrElx1KQYPHjrKHSuOON5FrxPH4ZerBF0lVhdddJE7ZpySblviVYz/s6IArR3J65JLLnFK0pYvX+6MB71H8yqHnVclpWpRltmqZH3l3SkLTnbapSeFbq+WaG37Oxeyd2c2Hff/zmmTrsczf+gKepZKyxWIvUZPnOsEc1WzGz56ktMGTqXzloK4SuctzWPCjPnumHEC/qDBTWbM4D1m5PBmZ1rQfi+l7hvz58/vc3VMis2n2D6v16+44gp3zDjz0gm+SuuBLKokLgXtz1FiYtB7NK9yFNuno4iyzFYl6yvv3nvSbKddepr1P3TEHao+Jc4DBvaO47ra7e0ozos43kWvE8fhRydxZbJBcM6c3gcXW+K9adOmgu8pRxzzirLMiI/ao6td+tAatP0uZmNjcm5XFlXDee/o6ixu1gnulC4K3NI0rHc7QQVzaW/b6zw7pe/bekrfFfQ1Tew8VNLuPXk40LbPDBhQeac62tcuvfTS7odK8O30qIrt8/Z1lbR7vyvoBAJAX1FiYrH9sBRxzCvKMiM+ao+uduljhvauxZUah2uXoAeZdvJbuq9sexHHu9jXiePwI0EHqkg9u7//r95rJk8/xp1SH+va292hhFL19h1dwbaQkVPHukPRDG+d6FSXUxBXCbxK4m3wt3TicOLr/9L84xe/0l29LKikvVQKtioxt/NUW9Jqsd/hfcTxGwAAxunZ/RvvudCcPqnnym1aHKjhPdAHN49yYm6ciOPIKxL0MtmqKkuX9nRuIQ8//LDzPG7cuO73RCnRbmkJv0VXoe8rRZRlRnW86R3nmTPOmeeO1dbwsa3Jvr1ap4ZxR5uOtSs6k/St7pS+Vh1qc57V+Yvs29274zi1TZPGwV3V2pxOYjpPGHZtfdkpgbel7mLnMejITqedWpw9vBYrMY+q2D5vX7f7L4DSRImJ9j3EcfzDuQvMh0+v3y0/k25oy1FOlXN7ZTsMcbyLfZ04Dj8SdI/W1lanWknU6itqd6KOH7zvVxUYdRZhdzoN22oxltqb+KnzCe90zVPtydTmxdK8/N9nRV32KMuM6ph7yhynynut75d+oGmwO5Rg02d3nll2JumP/dG5H3qQrfv2m2FjhjvD6sFVnct4TwQ2rnqiM3gf1R20RScMbXu2OyXwKom31LvrtJmzzbNL7jdbNm1wp8YjKCDfcsst7lBpwvZ5sceXYvs9kBfEceJ4Nb3luOlOlfe03C99fw2voKv9t2Kwqpx7240XQhzvYo8vxfZ75AsJuofacGlHsW1BinXQoF4YVf3F23ZEgdN7qxMNa572dfseP83L+z5btca2KxPNS5/1fp/ttTXqskdZZlSPknMl6bXs5f2ZpFdvd+kWa2pzrvuh287hnEfnuFMFvlP7qK4OaMZOPrG7t1bb7kzB3n87Fp0wKKirBN4GfPXuuvB955l/ueaf++xPesQRJFUVTgHZzlMn7uUI2+cl6HU9CPTIK+I4qk3JuZL0pPfyPmFY7fu/UQxWlXMl3t524RpXHPaqNI6/+4L5xHFkVmbvgw4k3bYt28yDf3jEea6WYS0jzO2mdvdZKfc+6KU48dDAsq4KqLT93AVzzclzpjrDQJrl4T7oQNKt3b7TfO+RJ5znpJk6coQZsLJ3FfIoyr0Pei0Qx5ElYbE60Qk6kAfPP7XU/PnBxe5YvJonTzC/SfL9z8twakur2b18ozsWzZSJY81b3nCyU+oOZEFaEnQgD+55YaX56ZL/dseS4fjWFnNgWXZ69SeOI2vCYjVV3IE6U9v0j336o2bmnBnulPhsaWhwh7Ljxd273KHibDW4he87l6AOAKgKtU3/+YffY86p8x1bvAaYbMR/3c9ciTlxHHlCgg4kxOvPP8tpnx5Xoj5wUKN5fv9+dyw79h08WPSWa6r61hXQz4u1Z1cAAAr5+JmnOe3Tk5CoDzxY33ugV8rGcfXQvuAUagMhX6jiDiSQ2qU///QLZvnSFe6U0g2fMNb8uq3r1mRZo85vmtf0vd8q7dOQF1RxB5JN7dLveWGFeXDlOndKbc1rHmF2rCu9DXq9KXYrIdeDOI4sC4vVJOhAglWSqPefOtHcuzN6dfC08XYWR2KOvCFBB9KhXon66YOGmZ0bqtcJbdyI48gbEnQg5cpJ1F+cMMa80nbAHcsedYBz1L4OM3v6BAI6cocEHUiXWifq5d7xpNbU+RtxHHlEgg5kiHp9V7K+Z1fh3tlrfXu1WmpqHOjch/bD804045qaCOjIJRJ0IL3U6/s9L64wW/ZUL4GeufWgO5Q8itvjx4xy2pirEzjiOPKIBB3IoLUr15l1q9YHXlXP4u3Vjhs3uvMxxul8Z8zQJncqkE8k6ED6LVn/qnli/YbYr6q3Ng0xLeuT18RNV8unTBxj1HmrEnMgz0jQgYzzJ+v7phxtHtu12xlOM10pP23SBHP6MUc5wwC6kKAD2RJnsl6oI9V60K3RZk8/2nlwmzSgBwk6kCNK1h/cvqMz0L9a1epz1WCrr+tKOUk5UBgJOpBdStZf2LSl7Dg+deQIM2BlfXpwt9XXdaWcpBwojAQdyKl97QedQL82oQm7NyGfM360M6xpAMKRoAP5UE4cVyeqB5Ztcseqy5+Q06YciIYEPcRVV11lRo0aZa688kp3SmGlvLeebrrpJrNy5Upz7bXXulMQJOr/mZb/PSon0G/baV7bu9d5Vs+ytWCT8cktI8yY5mZzXGdCPqa5iYQ8JvXe7++44w5z2223OcPTp0/n+FNlJOg9iOP5RRwPjuMnt7aavcs2umPxscm4roqPHN7ktCknIY8PcTxfcpmgX3/99WbJkiXuWI+bb77ZHepCYM+vvAb2ICqRV4BXSb2G9x1s7x6W1/Z2Pe/tnObV7CbXTQO7ntV5mxJuPZSEKxnvGi6ciBfaV738+y36qud+v3z5cnP11Vebyy67zJx99tnuVFRTHhJ04jhxvBjieA9vHO/Ye8Ds377XtB1oNzt2dcXvHbv2Os+a5jd4UGN3km0Tbk1TEq5kvGu4cCJOHI8HcTxfcpugb9++vddG/vDDD5sbb7zRXHPNNWbmzJnu1OgI7LWlkrx7773X3HDDDe6U6qr19yHYpZdeai6++GJz0UUXuVOSI8nbSD33e/ad2stLgk4cJ46XgmNRMhDHy0Mcz5ewWN3PfU6kOV9aGukRlUqETj/9dLN0afTPAIjuS9/4RdEHgPwIitlBj6iI40B1BcVt/wNAdSX6CnrUoL30S3PcoR5BJe+i6WpXYUv1/KXptnTe0mu2NKnQe73vCfu8l0rJVFJlBb1P36cTEVUbUomaBL3PP68LLrigaAmcSspsOxPR93ivKNjvrvQ9EuW7LrzwQrNo0SLnt2r5Fy9e7Px/XrbazeWXX27mzZtnFi5c6L7S9b+KnW+Udaf3aJo+o3kW+j7v+yz/OvdfzYm6HWRNlMD9pSve7w4FCyt5L7bfBG1LdjuJsp+E/a9h20ga9ns732L7a9g6CFq/+k67nJa3ilw5+7/+s6D1YD+r/V3Txb9u4lzH/mUP257KvaJbrrRcQSeOV2d/FuJ413s0TZ8hjseDON6l0P9dbPklyrYrUX6Pl51vsf01bB0ErV99p11OizhefaGxWgm610svveQ8kuC4q5+P9Ahy3XXXdXzxi190x7rcfvvtHZdccok71kXv0Xstvf7QQw+5Y71536v36L2ap1fY58Novp07gzvWRd/n/w6950c/+pE71uEM+3+Txv2/3SvoM5qvdz3Y7/bSuPe7o7ynlO/yr0uN+9eJ+NeBaH7F5un/nN7j/Uyh7/O/T/Pwvk+fC1oP5WwHaXf1v99W9FFM0LZQiP4X739RaFsK2g41rvdbUf7XQtuI3pf0/d7O10vj/vmGrYNC67fQeglaTr2v2L4qdrp3vWrc/17//PwqXcedAdSd0qPYeqqFsFhNHCeOi/1uL417vzvKe0r5Lv+61Lh/nYh/HYjmV2ye/s/pPd7PFPo+//s0D+/79Lmg9VDOdpB2QXHb/ygmaFsoRP+L978otC0FbYca1/utKP9roW1E70v6fm/n66Vx/3zD1kGh9VtovQQtp95XbF8VO927XjXuf69/fn6VruM0xvFEV3GvlEpUVIpnHxoP66RCHSTIuHHjnOdCbCmbv3Qw6ueDzJ8/v0+pnqikx/sdKnH2lnKp5EfL4aXPhAn6TOdG6ZRC2d8g/vnoM96SJin2nlK+K6iktRLF1l259JuuuOIKd8w436FSO5XSSSXbAUoTtN8EbUv6zzoPxO5YF/+2W+x/LSQt+7343xO0vxZbB0Hrt5Cg5Sxl/9d0W4IvKi3Xw79ugtahVek6DipNj7KeEA/9J8TxvkrZt7z0GX3Wq9h7Svku7++MQ7F1Vy79JuJ4MhDHe/h/TxD/e4L2V+J4F7vsaYzjmU7QVQVOgVw7tFa6vwqIn/5AvU+9GOpEQAHcTxtkUFCXKJ+3tFF7TzpstRrvxl6Mfe+cOX2rBhZS6DN259m0qfB9M+1nwpbR+55Kviup7G+y/7F9eA8cpWwHKI3Wv3e9R9lv7GthgTfK/1pIGvb7QoL213LWQZBCy1mN/X/btm3uUPXXcdzrCeGI430V+gxxPBr7m8L2YeJ49Wj9e9c7cbwyQftrOesgSKHlJI5XX6YTdEsbkoK8bd8URm0XdDKgwK0NQu1VvFTqo3l5S6u8in3e0kah9+i99uQD6WH/N+/De6IXdTtAaaq939j5eh/+E/ggWdrv7bJ5H1HWQVLUah171499pGk9pQ1xHHGz/5v3QRyvPuJ49dll8z6I43151499JGU95SJBF5W6q9pD1FJQ/UHqLEClKf4SG9t5gzooKCTs82GlOqVQiZ+UUoJlP+PvAdeul7DSSX1GJYx2HkG876nku8K0tLS4Q7Vnf1Mc2xFKU+5+Y/+zsP2k1P+1kKTu94UE7a+VrgPLzi/u/T9M3OvYv+wS93pCdMTxLpXsW959vpCg40Lc+zFxPJ/K3W/sf0Yc7ytof610HVh2fnHv/2HiXsf+ZZe411M15CZBF7WZUKlYVPZPtX+kl0radKIQVppf6PNBG80tt9ziDpVGVwL8v6nQVQFLbTbUo6H3wKN5aF7eZfXPR59R+w6vYu+J+l1BWltbAw+Q/isfel1VFtVGpRKFvs/PrvNi77PCtiNEV8l+o//M/17/thvlf42yjSR1v5di+2up23Yxlez/5Yh7HfuX3Yp7PSE64ngX4ngw4niyVbLf6D8jjhffX0vdtoshjtfHAPc5F1RFbsWKFU47A1Vj8FNJin9nUSlaIXpN1TBUDUaBvpTPq7qG3qsNR7ShKDiVyt6qQL/J0s7k7STBT7cXUGmblt3SZ7y3OxFN88+31PdE/a4g+r90ywb7WVV3UcmmPqu2Kt7v1Wu2TUy5Cn2fn9a5bs3g/U2i/1oHllK3I0RX7n4TZT8p9r9K0DaiYJ+G/V6K7a9R1kEpKtn/yxXnOvavC81L0+NeT4iOON4l6r5VbJ+XYu+J+l1BiOPwI453KWe/l2L7a5R1UIpK9v9yEccTfh901I+q/amEO2wHjPIeIKkUGEUH6Txgf82WsFhNHIcQx5F1xHGkWViszlUVdwAQXR1RaWyl1SkBAEDtEceRZSToADLPViOzD1WdUjWmSqtTAgCA6iOOI0+o4g4AQMpQxR0AgPSiijsAAAAAAAlHgg4AAAAAQAKQoAMAAAAAkAAk6AAAAAAAJAAJOgAAAAAACUCCDgAAAABAApCgAwAAAACQACToAAAAAAAkAAl6ma666ipz/fXXu2Pli2s+cbvpppucZQOyIEv7a72XoZzv53iCJMrScSEI+x2yJEv7a72XoZzv53hSW5lN0LXhXXrppYGP5cuXu+8CkATsrwD8OC4A6cH+CsSnoaOTO+xYtmyZ8zxr1iznOa10oNi+fbu59tpr3SkohUrKVq5cWdL6u+OOO8y9995rbrjhBncKEA37a3QqwR41apS58sor3Sm1Vc73l3M8QbiwWE0chxDHUUvsr9ERxyFhsTrRV9A/+NNfR3oASIYffvPHRR8A8iMoZgc9ACRDUNz2PwBUV6KvoEcN2j//8HvcoR5RS/JUinT66aebJUuWOCVDonGVKmkemi4qafKWKPtLnx5++GFz4403OsPifX/Ya0GlWCrBvu2229yxnuWxgpbZv3xh3xlEJWMqNbcuuOCCXiVl/tf987v88sud9e112WWXmbPPPrvoZ5EdUQL3xz79UXeoB/tr9P3VLoPmZfe56dOn91p3es+FF15oFi1a5Hyv9ueFCxc6r/n3x2uuucbMnDnTHSu+rxdal973FTueWGHrLmib0HGmpaWl1zS9T/S5uNd1kqXlCjpxvIt325ZqbKvF9rti+zZxHEIcJ45LseOJRRwvX2isVoLu9dJLLzmPJLj0J/830iPIdddd1/HFL37RHStM77nkkks6HnroIXdKhzOux+233+5O6ejoDFLOPC19zjvun4dX2Gv++fzoRz9y3u8V9N1By6fPWmHf6Rf0nRoPW39aHn2nl5bHPy1I0GeRDf/xjZuKPoJomwjb3iy77ed5f7Xz6zywu1O65qfpVtB3ir7Tu+/pdf/y++m3eD/jXQdaZv/3RD2eFFt3dt6Wfq9eD/qMXXdBv1uvl7uukywsVhPHu/7noG3Bv296x8O2jbDX/PMptm1L3Ntq1P3OS8uj7/TS8vinBQn6LLIhKG77H0G0TYRtb5bd9vO8v9r5Ece7aJpdd0G/W6+Xu66TLCxWZ7oXd5W8+DuqUImQn0qFVEJsqeRGj4suusidYsy8efP6lCxbtvOLcePGOc9eYa8FUWnVxRdf7I516dwQnZIkbycbWmb/8tmSpji+U/MPM3/+/ILro5hKPovsYn+N9p2i3+stLb/iiiuc+YV9p2h59V5Lr6vkWSXghRTaX20Jtn6/93uiHk+KrTv9x1o2fY8sXbrUucKgh51mn73bQ9zrGvXFcaH87wza77yI44gb+2u07xTiOHE8TKYTdG0AN998c6+HrR5Sjm3btrlDvWkH0wZ49dVXOwcju7FJ2Gt+dqObM2eO82zZjXbTpk3OczFxfKef3mcPtnrYqiX282Eq+Szyg/21+HcWonlI2Hfa5bXfYx/+oB1lf1XwDQrqhdaJX9R1p21C1ftEwdkGdjttxYoVznhUcaxr1BbHhfK/00/v07zsgziOuLG/Fv/OQjQPIY6Hi2NdpwH3QY+J2j7oQKQNXRu82lhYYa9VS9zfqR1B87IH3Msuu8x9pbhKPgtUQ9b31zB2P/Q+vME5yv6qkn8FVJWeV5NK/W2puZ51InDWWWf1mqb3lKIe/y/SIevHBeI4siTr+2sYux96H8TxbCFBj5l2EHXWoNIsb0mVhL0mtvRMVUC8bOlQOdU5on5nlBK7YqVpQSr5LFBtadtfC4nynXZ5w0qbS9lfbQcv6tDFinI8kajrzpbE2+n6nPd36OqKfU+pyl3XyL60HRei7Hel7Nt+lXwWqLa07a+FRPlOb/wrpJT9lTieXCToVWA3VrsBeoW9Jmp3od4QvRuaSof8bVVKUew7NW99h5e3RM1+zrsT3nLLLe5Qj9bW1j47SdTPAvWStv1V/G3jtE9F+U67rxcKZPbzUfdXlWKr9Nv2wCrFjidW1HWnEv7f//73Ths0S9O0XKVUiwsSZV0jn9J2XCi239nPFdu3ieNIo7Ttr0IcJ46HGeA+Z5I2OLVP8FOVCJW6xEUlQP4NWSU6EvZaELXVsW0rLO0ApbThKfU7dVsD7ZjedaXvtNVPRNVjNE/tiKKdTwcXL5WAqU2JXXa7nqN8FmB/7RH2naJ9yPudGvfeEqYQvUcd9ng/K/o+G9xK3V/1Wc1PVcwU6KMcTyTqulPVNy2PbjdjKaBrmUqtFlfOukZ9cVzoEfadxHEkAftrj7DvFOI4cTxMou+DDgAA+gqL1cRxAACSLSxWU8UdAAAAAIAEIEEHAAAAACABSNABAAAAAEgAEnQAAAAAABKABB0AAAAAgAQgQQcAAAAAIAFI0AEAAAAASAASdAAAAAAAEoAEHQAAAACABCBBBwAAAAAgAUjQAQAAAABIABJ0AAAAAAASoKGjkzvsWLZsmfM8a9Ys5zmtrr/+erNkyRJ3rLdrrrnGzJw50x0DUG/sr0BpwmI1cRxArbG/AqUJi9WJTtBPOOcT7lC4Zx/8rjvUQweK7du3m2uvvdadAqDa5i78d3eosOdv+gd3qAf7a3Xccccd5t577zU33HCDOwVZkZYEnTgOpAtxPFmI49kVFqup4g4AAAAAQALk/gr6VVddZU4//XSnWs7KlSudaaNGjepTUnXTTTc5JViWt7qO5nHhhReaRYsWOfO54IILzMKFC53X/J/Ta/oeLVehZaQUEmlV7ZL3cvdX734n/tfLmYdV7NjgX16NX3nllc5vttUBg75fSp23dz6XX365s069LrvsMnP22We7Y0gzrqD3II4D8SGOE8dRG1xBL+K2225zdpCbb77ZeYh2KEvDixcv7n794osvNldffbX7apcbb7zRTJ8+3XndH9Tt5/Tw7qTvfOc7nR1y+fLl7hTjDGtH/chHPuJOAeAVZX8N2+9E+6j3de27CoRWlHlIlGODllcn/vY92r8vvfTS7uOFHqJA7xV13oXWhQK8PqNgb18nqCOriONAehDHexDHESTTCbqCpnYg78Nu9F4qUbvooovcMWPmzZvXXZIl2qGvuOIKd8w479XOonYhln8eos+ppMtL77NUgqad8re//a07xZhHHnnE2eFt6RqQF3Hur2H7XZD58+f3KqWOOo+oxwZvQNU+r4f/N/hLycs57vjXBZB2xHEgPYjjxHHEI9MJurdkyz5sqXhUtlRcJV7eA45/J/Sznxs3bpzzXIgOKCqJs7Qzq5QOyJs499di+53e592fdeXMTi9lHlLqsaGQbdu2uUPxzxtIK+I4kB7EceI44kEV94j8Bxw9vCVe5VKJnC1N00PDVF8BqksBU9XG7L7sL2UvhfeYYB9xHBukmvMG8qZa+xNxHKg94jiyjAS9CFtF7eGHH3aeo7Kf27Rpk/McRtVbVOKuR7EqPAAKi7Lf2VLtOXPmOM9+Uffdco8NUVRz3kDelLs/RT0WCHEciEeU/Y44jqwjQY9A7UxUdcYeEKLS52655RZ3rIuCt59K0myVF0rVgMoU2+9s0Fy6dKnzLP73R913yz02RBHHvFtbW51jSzWWD0iTcvenqMcC4jgQn2L7HXEcWZe7TuL08HbOEIVupaAScX87kmI7iz6n9jjezxQqWdf71DEEkFdx7q/F9jtVhVPPqfZ1vd8r6r5b7rEhijjmrWq2OkGw8yh1XQL1RhwH0oM43lsc8yaO51Oi74OeRfYWDNppLVV/UQmb2qUAiF/QfleqOOYBxCUt90HPIuI4UHvEcWQN90FPCAVw9fSqHl+9Fi1a5JSOAYhfof2uFHHMA0D6EceB2iOOI2+4gl5FKqnTwcDrmmuu6W47IzpgqNTdPx1AeaLsd8XEMQ+gmriCXhvEcaD2iOPIg7BYTYIOAEDKkKADAJBeYbGaKu4AAAAAACQACToAAAAAAAlAgg4AAAAAQAKQoAMAAAAAkAAk6AAAAAAAJAAJOgAAAAAACUCCDgAAAABAApCgAwAAAACQACToAAAAAAAkAAk6AAAAAAAJQIIOAAAAAEACkKADAAAAAJAAJOgAAAAAACQACToAAAAAAAlAgg4AAAAAQAI0dHRyhx3Lli1zhwAAQJLNmjXLHepBHAcAIB2C4nifK+jDhg1zhwAAQFIVitfEcQAAkq9QvO5zBR0AAAAAANQebdABAAAAAEgAEnQAAAAAABKABB0AAAAAgLoz5v8B0QiytAI8CSQAAAAASUVORK5CYII="}}},{"metadata":{},"cell_type":"markdown","source":"In total, the answers contained in the questionnaires contain around 2 million data points. On average, each completed questionnaire contains 792 data points; the average of information contained in a questionnaire varies in relation to the motivation for completing the questionnaire (the questionnaires requested by investors contain more information), to the specific questionnaires for the various sectors (the questionnaire relating to financial companies is the one with the fewest dates average points) and to years (each year the requests may vary).\n![Image07.png](attachment:Image07.png)","attachments":{"Image07.png":{"image/png":"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average number of data points is lower for the questionnaires requested by customers and in some sectors the average improves by the data relating to the \"breakdown\" (breakdown of emissions) and \"energy\" sections (detailed data relating only to companies in the energy sector ). Excluding these aspects, data are more homogeneous.\n![Image08.png](attachment:Image08.png)","attachments":{"Image08.png":{"image/png":"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half of the answers are blank. Answers breakdown by questionnaire sections varies if blank answers are excluded. On average, each questionnaire (excluding those requested by customers) contains 367 responses. The average number of responses can be used to assess the completeness of the questionnaires. A detailed compilation of the section on targets, for example, can demonstrate the maturity of companies. The presence of answers in the emissions section is also important, because this section contains one of the most important information: quantification of company's greenhouse gas emissions.\n![Image09.png](attachment:Image09.png)","attachments":{"Image09.png":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAfsAAAE9CAYAAAAMOst7AAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAAEnQAABJ0Ad5mH3gAAD1VSURBVHhe7d0NkBVnne/xhyQEAuQFJmYqb24ShkkcVo0lgynBdU1FuFuR4JauCHEpSmt9gVURd83uZpGLVFxZDSamYLW2kuWyNxCymy1ZzL0F5upmA1YCWEazwQSGGM3bEgPkBWIICVy+z/R/5jk9fc7p8zbT3fP7UF19us/Tffpl6H8//+c5p0ecOMmJiIhIYZ0SjUVERKSgFOxFREQKTsFeRESk4Mq22e/Zsyd6JSIiIlnW2dkZvUpWNdhXW4GIiIgMjbSxWml8ERGRglOwFxERKTgFexERkYJTsBcRESk4BXsREZGCU7AXEREpOAV7ERGRglOwFxERKTgFexERkYJTsBcRESk4BXsREZGCU7AXEREpOAV7ERGRglOwFxERKTgFexERkYJTsBcRESk4BXsREZGCU7AXEREpOAV7ERGRglOwl8JZu3atmzdvXjRVu0aXl2z67W9/688r51dkuFGwF5FM3+AQpJcuXep+9rOfRXPq8/jjj/txR0eHH+cF+83+cxxE6qVgL6lYMEgzcGESaZbvfOc77plnnnEXXXRRNKc+PT09fnz55Zf7cV6w3wcPHvTHQaReCvaSGXZDsW3btmhOPnGzw37kyYIFC9z69eujqfq0Yr83bdrk9u3b5z75yU+6t7zlLdHc+rCe8ePHN7yewcb2zp0712//hg0borkitVGwl1QsGITDxIkT/RCfv2LFimgpkcZs3brV/41Nnz49mlM/sgOsK4/Y/ylTprgf/vCH0RyR2ijYi0gmEegPHTrk3ve+90Vz6ke792uvvebOP//8aE7+/P7v/77fB7IdIrUaceKk6HWJPXv2+HFnZ6cfi8RZ23y1mjzp+Z07d/oLN6hdcQGfMWOGnyZtv2bNGv86buHChX21ulWrVvlUpq2HCze1HVKcIT6PQEGWoRI6PN17771920aKt7u7278XX37v3r3u7rvv9p/PBRfsx8yZM/u2zz43ia0rzXrK4Xi/+uqrvuyWLVvcc8895+dPnjzZvf/9709cnu0Jy3LM3v72t/tMTSjpmNn5nT9/vtu8ebP7r//6L7/NHCfO3ezZs/37afabY/3P//zPfesYPXq03++PfexjbtKkSb5MHOd7165dA86j/b3wt3HgwAH3n//5nyXH4tOf/vSAVD0BcuPGjSV/T9wAPPbYY+6JJ57oOx/h+yE+8/7773ePPvqon+Y4/sEf/EHfMQjVUpa/h/ix5W/w2muvTWxuoDmDoL9kyZJojgx3aWO1avbSUl/+8pd9ILAADS6sBAiGWnDhD9fDBZ4L5T/8wz9Ec9Ij+HzjG98o2TbGTBM84vbv3+8v3hagwX4QdMoFuiSNrod95rhZcAPrS1qe4xIvy2vKWSCvhm37u7/7O3/sbZs5TgTOWvabYx2ugzHbzfEop1ra/Y477vDbET8WfFbcs88+68cWyAnI3/zmN/3fT/x8xLGfHF/KGT6Tz47/7dVSlkCfdGxZR9I+4MILL/TnRKRWCvbSMnQm4kJHzYYaEzU0hjlz5viaHRc1LnhcgJlvNf2wbFjLsnk2UDtlPQ888EBUIj1q9LZtf/mXf+nXd+utt/ptO+OMM6JS/WwbbaDsrFmz/Hv2+davwQJUWN6kWU81HB+Ws+XtuIXpXWqtrI/jwz7Z57Es+0zASJsOpiZpx4jBtpeMCKrtN9vCsabWbdttQ3h+41iGmm45nCf2zda5fPlyv28sx2eG6Ikfv3GgLBkmtr9cUwE3hXfddZc/juy3fRbLsG0cY24cai2LdevW+SDPZ7PtlOU4s53sQ9LNMO+FN7wiaSnYS8tQY+HC91d/9VclF3XSmaQjsX37dj+uB0GO9Gg9Hnnkkb5te9e73uXnkTZl2yyVX4n1kI4HkFrVsx6OpaV4GRNMaM4gCFiQe/DBB/2Y4xymj1mWfWbfOT9pkDK2YwS2l+Ur1YZD48aNi17VbsKECdGrgThP7JsdC5oDOA44cuSIHxuC5wUXXBBN9R6Hm2++2X3uc5/zf0dJN3jgeLKfH/zgB/1+22exjDUf8beEWspyY8ANFzdAbIM1ZXCcv/CFL/jja2VFmkHBXlqGCyxBzC56IQv+taQkqeksWrSo7/v8NBHUe0GstG1JuDjThkzwtM8nFc73n2vRrPXEUfuGBTnS1gSM8CbLsM+NpoNZPi0LwqS2v/jFL/r9JaVNVqfZLr744uhVP6tNh8E+LUv/X3HFFX4csmNrZWopaz/wc9lll/lxyM4Pf6MizaJgL7lAcCDtH6YwuRg2ckEsV5tLEm9zBsGy1pRqs9aTN2QHSFWT3ialTRPAsmXL/DmtpNGbIDz11FN+3NXV5cf1qCU7UUvZMWPGRK9EWkvBXlrG2oapzcZZbStt+pr2TtZnbZsMtIla2rZWBJy0NVu2lZsKPitsc7Y24rSatZ4k9OZGe3u7H1OL5YYibCM2nI+h+M45NXzS2QT+lStX+nmV+ilwTJpxE0Rve7Ic5Xr9V2LZgKQmj3jGoJay9it+dt5Cdn6S/ib4m63Uj0GkHAV7aRm+4kXAoTYbBh06htGTGtOmTfNj2EVsx44dfoykGwUwnzZSLor1oL2XQHLTTTf1pZNZJ9uW1Bs/jmV2796dGIxsP8IOcOX2o9J6yqE2bOtjeZo3CDAEbwtoHHtwnMPt4DxwPjgv9d4olVPLfnPuCMCVNKvnOanzWpodQrShs538mA0dTm1/OAf2a3ZXXXWVH9dSllQ954umjbBJg+PCz+KWOz95/mEgGVr6nr3Uzb6+Vel79rSrl0u1k9K1jkvgQsfXoUJ0bqIDmn3nuhxqyIbgxwU2nBfHhZigV6kZIFyevgLlAjIX3/AYcGHnK10h+/52LeuJ43iXC34Emc9//vMlHekIIuVqznQMu/HGG6Op8t+z5/OSjmPSuS+33+DraEk4t5zjJGwP2xUvww0L67O/jZC9Z8eb80w/gaSylY4nbL+5eeGrc0noSU8HO1NLWf7eb7vttpImHUOtng6EITsefAMh6Tv7Mjzpe/aSCfT85kIbph4Jalx4w0APAhUXMitLALPXf/qnf+ovlmFtkPXY18BqRc2KbaP2FF8n2xC3ePFiHyBDbE9S7Yv9CreVfRg7dqx/Xct6yuHYhSle1vfXf/3XJYEeBBb2JSzLa85HGOibpdx+07TANobHmWkCchjE4+zvplKqvxoCKhp50h2BlW0NzxvHkWMbBm/UUpbzxXkL/wbZX/abv804Uv6UU6CXeqhmL5ITlWraRWU1Zaup18oyFvSRSPvNiyyyjEU8Gyaimr2I5B61WLIt9D0o1/5fCTdH1JbzHOjZb5pIOA4K9FIvBXsRyTR+ZIYOdk8//XQ0J70idGhjv/lxIY6DSL2UxhfJieGYxheRypTGFxEREU81exERkZxSzV5EREQ8BXsREZGCU7AXEREpOAV7ERGRglOwFxERKTgFexERkYJTsBcRESk4BXsREZGCU7AXEREpOAV7ERGRglOwFxERKTgFe5EM43ev7bev82Tv3r1+u8s8eiOz8rrdyOu29/T0+O0+fvx4NCcf2GaGvFCwFxERKTgFexERkYJTsBcRESk4BXsREZGCU7AXEREpOAV7ERGRglOwFxERKTgFexERkYJTsBcRESm4ESfK/NyS/TJQZ2enH4vI4LP/h7c/nK9fFzv2xjHnTl5ZRo4cGc3Jh7xuN/J+zE8beZobcfKfWfbhSW7M6adGU9mTlRiZdjsU7EUyzP4frtz2mh9LPnz9o5e79rNGRVMnz9+9+9ye/UeiKUnjtk9MVrBPIe12KI0vItJEt14/2R157U33qTt+0Tco0MtQU7AXEWmSz19ziTty9A130w96ojki2aA0vkiGKY1fOwLulW89K5rqlTaNfvsn3xG9cu7w0TfdF+98NJrqlbTusBy1+s0/2+/u2/2Cn5b6KY2fTtrtULAXaYF58+a5OXPmuNmzZ0dz6qNg3zgCdEf72AGBO45A//BvXna33fekn77xQx3uvLNHlSzHvLGjT3V/86+PR3P6dZ78jBuuneieeP5Vd9l5Y6K5zv1o9wF354PPRFOSloJ9Omm3Q2l8KZRFixb5QFtuWLp0aVRShotfPnvYjRtVOWhcf9WFvoZugR6k4lnumq5zoznOB3ra45O8te0MP37yhd/1tdWTUbi6q82vX2QoKdhLoaxevdqtX7/eDwsXLvTzli9f3jdvxYoVfl5aq1at8oPk19suGOcDeSWXnHuGe/6lo9FUv/0vH/XLm7GjTnMvv/ZGNJUsrMXTdEBNn/WLDCUFexEpLFLrtLHv2PdiNKd+rIuaPusj5c/AvLj4PG4OyAiIDCUFexnWqLWHaf5Nmzb5+Xv37vXTu3bt8oO9b2gOsHkMqv1nD+l32tBph6/WZk7qnfb5OL4rTzMAqKWHX6ejLZ71W5rfOuV1X3qOH5uzRp9WNvUvMlgU7GXYImAfOnSoL8VPun/jxo0+4E+aNMnPmzJlih+sjKE5wOYx7Nu3TwE/Q+iUN/eqC9yGB58taYc3dLTjh28MNwPU2lnOUIb0f7me9SxDmv89l/UHd24saKM33AjQWe+hJxrPLIg0QsFehqVt27b5AD1//vxojvMBfsaMGW7r1q3RnPS6u7v9jYMMPYK0fT2OgG8p9zC4J6G2HqboSb1X68Efr7FzY0HAt3XYDYe+iidDTcFehqUDBw648ePH+wAf6ujoSBW0qf2HaXxuEA4ePBi9K0OJXvRhut2G8OtylEn6+ly58uVwQxDvsEfAD9ejQC9ZoO/ZS2FRe1+zZo1Pz8eDOsGaAE3v/ZAtYyl7S80vWbLEj5G03rVr17qdO3f2rY8bgGZ+z/4bdw5MRWfZG8d6a7ynjcx+x7Tlfz7dnXHGaf71k7960p04+e/SSy45eXXsfyhLknPOGOlOO3WEe+l3x9yxNxMvo4Oqlm3Pkl8/+Wt3/MRxd8nvXeJGnNK/3eeOOz16lU15+569gr0UVqVgX+69eNBOCvZJNwqtDvZfuvkRP5bmu/vb17mxY3qfFEfHTC6J/E2MyFHARF63vaenxx0/ftxn1U45JT/J5rwFe6XxZViaPn26mzhxorvllluiOb03AARx2u3NhAkTfNt+qK2tzaf6ubiCcT3t/CIig0XBXoYtetQT8K3dnZo+P8QT1sYXLFjgx1aGwM6NAjcEy5Yt8/MY02NfRCSrlMYXybCspPHvWjXLnTm2vw312s/cE73qd+/3PhK96rf5x/vcd+962L/+7MevdLM+MNG/xkM/f859bc1PoqmhozT+0FIavzFK44tIUxDon9l/2Ad4BgJ4PLBPntT7wzLf2/jzvnIM8UD/lW/d3/fee955vvvqwvf690WktRTsRaSs667u8DX6L6/8cTTH+QD+7POHSwL1xIt7f1hm31PJPx7z7sntvib/6N7+r6Fx09DV0f8DNCLSOgr2IlKzp557xV18/pnRlHMXnNf7sJgwmId4/+HHno+mej3w06f9jYRlBUSkdRTsRaSsf/9Rjx/H0+1nn1n6O/KTfm+8H5PeZ7j5hg/4aRHJBgV7EanI2tctkDNc2N7/2FeQ5re2eAbe/8cVM6N3nU/7X3nFedFUr/e9+yL3ypHXy2YDRKR5FOxFpKowkDPQYa+S9T/4pU/dW4r+p4/u9zcMYcqeDnu7ew5EUyLSSgr2IlIzau6025cT76hHpz465P39X7y/LzvAdBa+eicyHCjYi0hNrIf+PT/s/X5vEuudH6boCfhhdsC+liciracf1RHJMPt/eHbbRX481MaMPs0H+mNvHHcHX3otmlvq9JGnuPFnjXaHj7zqjvzu5OUl4z/w0t42JnqlH9UZCvpRncak3Q4Fe5EMy+v/wxdffNE9//zzuQs8CvaDT8G+MWm3Q2l8EWm63/72t9ErEckCBXsREZGCU7AXEREpOAV7ERGRglOwFxERKTgFexERkYJTsBcRESk4BXsREZGCU7AXEREpOAV7ERGRglOwFxERKTgFexERkYJTsBcRESk4BXsREZGCU7AXEREpOAV7ERGRglOwFxERKbgRJ06KXpfYs2ePH3d2dvqxiAw++394+8PH/Tgvjr1xzLmTV5aRI0dGc/Ihy9u97MOT3JjTT42mBtq7d6/jcj5p0iQ3YsSIaG729fT0uOPHj7uOjg53yin5qX9mJUam3Q4Fe5EMs/+HK7e95scyfN32ickK9hmSt2CvNL6IiEjBKdiLiIgUnIK9iLTU7Z98hx++/tHLoznpsMznr7kkmirFfFsvw/VXXRi90y98v1I5keFAwV5EWsIC8qfu+IV7+DcvR3PTYdnDR990t933ZDSnH+9d+daz/HoZVt67z13d1VYSyDvbx/rxhgef7SvHcOeDz/j5IsNNboM9nVHmzZvntm3bFs0ZHM383EWLFrlNmzb510O1P0OllfvbrHUPt3PSbARqAmw9COY9+49EU6U6TgbyH+0+EE05t+dkOW4mJl80Lprj3FvbzvDj3xz4nR+LDHd1BXsugJWGVatWRSWHnl2wRQYDf/t2Ayf1sRp6Uq2eGvu4Uae6nb96MZrT65fPHnbtZ42Kplzfa24ERKTOYL9+/fq+Yc6cOQPmLVmyxM9La+nSpW7t2rXRVHPdcsstfduYZXxdhmM3ffr0aI4MtXrOyaxZs9zGjRuVDWjA1Inn9KX9b/xQR81t/bjk3N6avbXVsx6R4azQbfZWw5o9e7Yfi7QaNwgzZsxwW7ZsieZILajVU3Pf8shvozmlqKnTlt996TnRnF5vu2Cc2//y0WjKuZt+0FPSVn/e2aPqumkQKYpBCfbU3C3Fz2C1HsZM79u3z23dutW/ph3b8DpcrtbaP+vkwhsXrpdtCzEv3gzBNPOT2D7QXBBiXrx2F35u/DPi7cM2bWMbko5BfH8YKqWSbX/i60yzL7Y9rN+WD99HmjJxVj6u3HwT/9uKb3t4bKodu3gZ249az8m0adP833R8W6QUKXlq3dd0nRvN6a3VP/H8qxXT77Tl0yHPsB7a+B99+nA0Z6DNP9vvU/vWcU9kuGl5sOdiOn78+L4U/8KFC92aNWv8BZT0KPMmTpzogzKvV69eHS3p/GtbjoHgnXTBTsKF9tChQ66rqyua04vt6e7u7lsnwsDLvF27dvUFGMZMW9l68bnsp30ur9m+apYtW9a3DMeOYxAGkfh6p0yZ4gNNOewP71t5hgULFkTvpheug2YSzmk8uKUpYzj/HOcQ55p9K5eZYd9hn8FAzdrweYsXL/bzk44d6vkbq3ZO2Aa2e/v27dGc4cmCOQPBmGDL61uvnxyVKGXt8ZedN6ZvOV7bcmFbPml+K3PDtRN9r/tKPe3VUU+Gu5YGewILAS1swyfAE5DqSXOy3MGDB6Opynbv3u1vMsKLP9szYcKEkuA2c+bMAUGGC7i1uzJmuhFJx4EAxvZVs3z58uhV77FjGfYNrBe1rJft4Bg0irZpw2cS3DZv3hzN6ZWmjOGccHMQ1v537tzpz3kSO6YrVqyI5gzEebPzHz925aT5G6t0Tgzz0v6tFhW18zCVbsMX73y05P37dr9QMh0O1PJJz/M6DObW098GW0c51ju/UsZApMhaGuy5GHOBj2NemgshNawwXUpQZp31YlkCSrhOan9xXMCpafIeY6YbUe44NIr11hq4+f1pOwZWM24G9q/aualWhkC7Y8cO/9puZMrV6pt1TJv9N2Y4L81Yjznx6//O1XCs5xk/JL1X0/D6MeeOvZn8XsLwP2d1uJUfu6JkWDX3bW7uVRe4N948MeC9+PC57tHus92j3Mo/uTzx/aEcKv0uvkg1me2gx8We9GiYYi1Xy6sF6wjXaUOc3YwUrXbGjYvtMwGJAJe2aaTVpk6d2pdlYUxzSyu16m+sFfb/9yuDMtz6lT90dyyf0TcklUkzHDjwqh+S3qtlOPb6m+7NN48nvpc0TBg70p077vSS4ewzep9gd9qpIwa8Fx/OHj3CnT1qhGtLeG+oB5FGtDTYk8qkFhnHvGo10mbV3ELltieOIECw4eLP2GqZSdrb26NX5bUqpdvoekmBk7mwY5JmX8phHdXOV7Uy3IjwPp3uKFupL0Hac1lJK/7GDOeFbcyTu1bNcs/sP+yu/cw9fnjo58+5e7/3kejdofHllT92f7ZU32wQaVRLg721H4c93i2Q0lZuki7c8Xm05VqtLw065nExDztOsT3MC7cnjvJhO72135frWEabMNsatkVTU2aepf/tc8OOgBwH5jXC1hvWzGtdL8eYbUWafTFhGT6T9dALPZSmTBw1a8pxE1KJpfcrnctq2K9G/sYq4Rw0o2/EYLnu6g535tjTfXA1X1vzE/fKkdfdZz9+ZTRHRPKq5Wl8611vbaIETjo4hcGDDmZcdK0MuJhz4bd5tJ/XkmK1wBXvOEVtnVqXrZfBAgYBnZ7WYTs9Y6aZXy7gs48ECVsfqeHwWwWwLIGV4XUzapWsl8+z9XIcLXgniX/tDmEHvzT7AmsCYLBzGnaGRJoycfbtiWo3BUg6l2EHv2oa/Rsrh7+TNDc2WbLvqd5fpJs8qf9rcOAG4NnnS7/SRm2f4R9X9N+wG5a398uVEZHBN+LESdHrEll5MH8jqE2WC1ZFRuAiIxGvjTeD3RBVCtxpypRj2Y/wBiRvyIYQ7Ct9UyAt+3/4pZsf8eNWIjAT3D++pDcjY4Ha0uhfXfhe9553nu9T/Ly++PwzS1LsBPq//4v3u80/3ue+e9fDfl58Ha1297evc2PH9LbR14O/XS6J/N2OGDEimpsPed32np4ed/z4cd95+JRTMtuNbICsxMi025GfI1sHS/VmpQPaYCBYJqXd84KsAh318ooLLjeYYTNVXhCQ/2PHU3218qeee6UkSJPWJ9CX85EPdvosgAV63LLup+6C88YNyBiIyOAqdLAHP6rCxbeoLAVtA23Fec1kcKNC00Zeb1RAPwV+QCiP+0CAn/R74/s66Nm8tKjpc4MQenTvC77d/33vviiaIyJDofDBnpQWbbtFxb6FQzNSx5XY8ayUnk9TJgmp+1Zvf6uxD5ZRyhM64RGU4x30qKmTsheRfCt8sBeR+r18+HV39pn9j46thFo9tfsQ6Xv6ATzw06ejOSIyFBTsRcS3sxOUw1o8X8e74rIJ7v6dT0VzKrvnh3t8+3z4Vb3F89/tswOk80Vk6BS6N75I3g1mb3zE2+i/8q37+wK19baPI/1vPfjjZR574mBJ00CrqTe+euMPlrz1xlewF8mwwQ72eadgr2A/WBTsRaRp7P/h2W356s3+5JO/8oHn0ksuPXmVGbzA0942JnpVHwX7wadg3xgFe5ECyOv/w7wGHgX7wadg35i026EOeiIiIgWnYC8iIlJwCvYiIiIFp2AvIiJScAr2IiIiBadgLyIiUnAK9iIiIgWnYC8iIlJwCvYiIiIFp2AvIiJScAr2IiIiBadgLyIiUnAK9kNs6dKlbtWqVdFUNjRrm9auXevXZbK4ryIiw8GwDfYEnXnz5lUcsoRAuWnTpmhKREQkvWEb7JcsWeLWr1/fN2DOnDkD5qVFIF60aFE01VzUkDF79mw/zqsVK1b44y4iIoNLafwc2Lp1q5s5c2Y0JSIiUhsF+5SouYcp/rDtmRr9xo0b3aFDh/re37Ztm3+PWnm4XK21f5afOHGimz59ejSnV3y9e/fujd7pb6IIsT3MC5sC4vtkGYQ4tjn+Hp8Rb3+Pb1NcvM3emiYY2zLljk983UyznIiIVDfixEnR6xJ79uzx487OTj8uOgIIafykVDmBhdp1mNonKBGELS1N0KLM6tWr/XQ5BLt9+/b1lSNgjR8/vmx6m/f5nAULFkRzerdn586dfevgs7nZCLePz+Hmg9Q54vtn+7R8+XI3adIkP8/Et4l97e7uLtkGC9pWJukY8Zlsu21DfL1McyzC7Ur6rDTrLir7f3j7w8f9OC+OvXHMuZNXlpEjR0Zzsm/Zhye5Z379hOOSyP+JESNGRO/kAzf8edz2np4ed/z4cdfR0eFOOSU/9c+sxMi026GafQoEGgJSaO7cuW7Xrl0lNeo0pk6d6oNwWgRD/hOE2J7FixdHU71t+QTRsNZOQD148KAPlATVKVOmlNzI2D7FA329ko7RjBkzolflUSbcLgI9+xxi3QsXLoymeqVZd5G8cPj1XA0vvXbCvXT0ROJ7WR1EikzBvgoL5l1dXX5sLK2+f/9+Py6H5amF2rBmzZq++fWw5ZYtW1ay3qQbCG4ICJQE/TBzUG6f6tXs9YVs3e3t7X4sIiK1U7BvMYIyNV5S0AzxGmq9bH3hENaQYTcitWQSRESkeBTsq7A09+7du/3YWAe8SjXOVtR4bXvs8yshi8CNBil8Uvmm3D6VM2HChOhVMltftSxHPVq5bqnNNV3nuts/+Y6+4cYP9TcvdbaPLXkvHK6/6sKoVC8rG58vIq2jYJ8C7cN0gLPgDQIpQdSCUVtbm69Bh2WSguqGDRuiV+nQCY0OLCE+l88PPysubKcP2+8N78X3qRy2geYAwzL0V6D/gbFtCoXLNIJ1x49bs9Yt6RDo5151gdvw4LPuU3f8wg9jR5/aF/D37D/SN9+GH+0+4N+788Fn/Nj8Sff5bv/LRwfMF5HWUbBPgZ7h1JDDdnJuAMJ2cNrwCUpWxjrLkbYnqNpyBM5aUD7eYY3P5fPj7fYWuAn08XZ6a7+3gJ+0jvhX6Qz7z75ZOWuaCL8OyPrCMgzN6kTHujkOrVi3pPOey85xTzz/qrtv9wvRHOfWPvC0u+y8Mb6mnmTqxHPcw795OZrqRVmWefTpw9EcERkM+updDhDcuGmIf9d+OIt/9a+o7P/hym2v+fFQsRr8TT8ozTLdev1kt2PfiwNq6ZYJWHnvPl/rN5+/5hLXcTLgf/HOR6M52XHbJybrq3dDQF+9a4y+elcg1GJrTf8XGf0V4s0I0lpPvvC7xFr8uFGnRq9KXd3V5jMBYaDHlW89y98c4Osfvbyk3V9EWkfBPgdIo9NJLvwe/XBCLT5M4dM3gB8DUqZj8FBzpw3+hmsnlnS+O3z0zahEP24I2s8a5R56ojeoG2r1UFu9yOBTsM8Jfiku/tW64YJUffxrhtb5UQYPQTreCS+pZm8d8ML2fVCrj7fhi8jgULAXkbrQLo+dvyqtwSd1wLOyBHzLClD7pyyv7X0RaQ0FexGpCz30qcHHO+CR2o+n6qnlx7MCLEu7Pq/jWQARaS71xhfJMPt/+I07n/TjrLjxz97jJl50tlv/fx9z9z34m2iuc9+54QPuoUeec/9rU29v+9NGJnfgW/7n090FbWc4rj4v/u5YNHdonTvu9Nz2aId64w+uvPXGV7AXyTD7f/ilmx/x46Hy2Y9f6WZ9oPQ3Iq79zD3Rq15fXfhe9553nj9gfpK7v32dGzsme0/EU7AffAr2jUm7HUrji0hV373rYR/EwyHua2t+kirQi8jga2mw52tSQ/l1sXo/n1+gC39adqhxx86+MJbmGeq/TxGRwaKafQ7YQ2D0dbPs4yYxSzeKuO7qDnfv9z4yYJg86Vyfek96j8Eklblr1azoXRHJAwX7HKBNq9bf1Jd+/ChP0u/+Jz0WuFH8ABLPIMhSxuCC88b5cTwN/+jeF/pS7+Hw7POH3WNPHPTL4OwzR/l5YZmPL9kcvSsieaBgnwM8CEfBPj94SFCWnsp33oQx7pUjr0dTlZEF4Obgjn/r7xB41rjT3cuH0y0vItnU8mDPY19pG7UhnuJkHhYtWuRfh89pp+3cluP9uPB9hnJPbTN8dlK5cD28ThL/ydaw5sa2hftlbezxfaVcuBxlrKwNSftAsKenqql2XJifZr1p1gPe43Wlc8P6bX+Zju87ys0H8219DJXOUdK2xs8P22rHgN/RZ7D3DK/jNfD4euLvM6/asSVbwN99eLyGEjXztMH+/d0X+1o8tX5z5tjT3UuvHI2mRCSPWh7sd+7c2fcTp/yeefiYVcMFk0ewUsZ+75yL+/jx4/uWpWbLvBA/IWvvMxAU4xdew2fy2WxD+KQ0W6etY+bMmQMeKUsZLt5WhnXw2FoLBN3d3SXL8Px6tj2cR4BgHfG0MY+LZX22XoJSGCRYDrUcF1Rbb9r1lDs3sGXnzp3r1294cA/nPWTHijR3HNvFubH1McTPUaVt5TXHOlyebaWPA6959C6DvVcO66l0nk21Yws+b8eOHdHU0LqwfZyvrVt7O1+jS0Ib/hWXTXCbf9z/d8s8gj1fqbPlmSci+dLyYB8+d5yLLynOeCDg8a1h5zMunPHnsc+aNctf0C34JSHocrGOCwN9/HNY5/z586M5vUE1TJknlWEd7JelaqdNm1YS2HnN++G87du3+wAQF+47Yz6bNnpjNw6o5bhUWm+964EdD260TPyY2Q1NGCQJiJyfJAcOHOjbx7hq22rbww1JI2w9lc6zqXbOwIOLkv4WhwLt69bW/pVv3e+/L0+nu7iPfLDTZwD+/Uf9+0INP2yr50bg7//i/T7dLyL5Meht9m1tbVUvglz8KUOt0gZqU3EEk7AMF2UCQ4iaWVKghwWZ+PxQuTKk1W0/eI8yFtwIGl1dXT4IhPPCgJhWuFza41JNI+ux41ENgd1q+xZIk2r14FiF2xOqtq3lzk+tyq0nPM+1YF3xv8UsIHg/9PPnXFdHWzSnH7X3/9jxVDSVjO/bk+Yn3S8i+ZHZDnoEOEunhoNdjAkgBHJLpzKEWQRDJgGbN7e297Cl8q1mzHZSk2ceGNfT8zsM9qh2XNJq1nrKsWwHx4N0dlJWw/CZ9vmUI6CHzTGt3tbh5vmDr0av+llqn2BejTrrieTPoAd70p3VaobU/i1IllNLjc7aVeN9BdJkGaxMPL0d3w8LbqTdLThTY2UetftKwa4cPpPPZj1Ic1zSaGQ9aY4ZOC/s87p16/yxJ/WeBul6btBs+6pta7nzU6ty60nz95qEdZHKz6Kk3vl/OPViX+NPg9756rAnki8tD/ZheycXUqaTauAh2oC5wCb1ujbxi7OtOwmBh3ZW3g/bke1zws5elnI21h59yy23RHN6y8T3w246CGxTp071r20eZe0GoBb8mE54Q5PmuKTRyHps2bDmHT9mhuPAfIK+7UMaLGOBstq22vvh+YljXZVuGMB60pzntEjhs13NcsfX/6gpw7/cOtun6885a3TfPH4gh054l1x0dknZpOH7q//Yd/brvHR84vs2fPXTV7ilf3a5u+Om/5H4fhZ/F1+kyFoe7LmAhm2t1NrSpLNXr17tL9K2LEN4wefizEWYddq6K9WeKc9nk/oPAxWfw4XZPmPDhg0D1kNntHA/1qxZ428e4vthqXw+y7AcNyX1pPCpVcZrh9WOS1qNrIdl2U9bbsuWLYk3M3Yc7OannPjX7lh32AGw2rYmvR/e1FlfAXuvXBYg7XlOI7zpa4b2tjFNGcaMPs2vj7HNI9AjLFduGHla7yVj/MmbhaT3bZhw1ul+OC/hPQYRGVx66l2GkXEg+JTr2JYlBF9uvsLASBCPB+7hgBsNMgLchDQqr/8PuaHK4xPY8rrdyOu2U6nRU+/qp6feFQCBMvwxnawiqCdlL/iKZT19FfKO7FE9qX8RkVZRsM8wepyHTQJZQS3eUt0M9sNJIesMWU8KPM/Y73iGQ0RkqCmNL5JhSuMPLqXxB5/S+I1RGl9EREQ8BXsREZGCU7AXEREpOAV7ERGRglOwFxERKTgFexERkYJTsBcRESk4BXsREZGCU7AXEREpuNwFe36OtJ6nvLVSs7aJR6ry87Mmi/vaaq3c52atezieFxHJt9TBnid5hb+HnjQQrLKCC3L4KFsREZHhKnWw58EePOzEBh69yhPNwnm1PLSF33HmBoFxs3HTwSNGlyxZEs3JJx5t24zHpEpz6byISN4Uss1+y5YtesSoiIhIpGXB3mruNoRtnKTXly1b5l8z5n3S7rB263CopfbP8jwHntpXKL5emiWMNVHEmyGYFzYFxPdp6dKl0TulWCb+Hp8Rb+eNbxNPfwrF24ataYJxuFzS8Ymv25YpJyzLYOtMsy+2XZSz5eP7mqZMnJ2XuHLzkeYcxY9NePzi78XfB/tS73kRERkKp0XjpuKCuWbNGrdw4cK+1D4XQy6QpD9Jr3MhJNAvX77cP5LRUD5sDuDCnlSuHAImTQwh2x5bh312W1ub/yx79jhl7LMJEjRTWFOArWPOnDlNeVZ50jFKCkxxu3bt6ms+Acd13bp1bsWKFX4ata6b98iExG+QasF2xT+PIdyuNGVCHGeaY/gbCI858zgPcWnO0aFDh3zmp9zxY9ts+5D27y/NeWnEDXc/Fr3Kh2NvHHPuhHMjH348mlO7ZR+e5Macfmo0JSKNaEnNnospF77woknQ5ELLxbMWdtHev3+/H1dDrT4e7NkeAoBdrBmzfTt27PDT4HOYR/Chhnbw4MG+QA/bp3JBpFZJx2jmzJnRq/LYt3C7pk6d6vc5xLoJ3mnXzb6OHz8+mqoP2xV+3vz58/12EYBNmjJx7AfB3VCWv6Ok85DmHLGfYQBOOn6htH9/ac5LI144/HpTh5Ufu6JvWDp7UmIZ5oflksqUG1567YR76eiJxPfSDiLSPC0J9gSPeMAF87hQV0MGIEyH4sCBA35cD7Zn48aNJeukJhbHxZqyBJfFixdHc3uV26d6NXt9IdZdS/BmO+z4cKPTDNxQsQ2VzluaMgRb/mbshsBuZJI065g2++8vSzrbx7rbP/kO96PdB9yn7viFH75456PRu/0o07P/SF8ZBhHJr8x10KNmzQXbevhbWrRRpI/DdTKENTFjNyNpMwlFwHHgeJCq5kaHAJel9mbLwrBN1JanTZsWvdN8rfr7y4oF77vIPfybl92dDz4TzRnoxg91uCeef9Xddt+T0RwRybuWBPsJEyYkpjCZV63G2YoaL9sT7/yWhAs9gYWUP22/oXL7lISy1VAmTZajHvWum5o2wY1ztHv3bj8vzb4kITCzDV1dXdGcgdKUwaxZs3wmhjZwzo81x8TVco7KaWXGZahRq28/a1TVIH7ZeWPcv+x8LppKZhkCG77+0cujd0Qki1oS7Gkf5uIcts8TSAki1gZqF2wLKiZ+waajUy24UMcv+AQI6+hVTthOzzayDNtsmI7vUzkdHR1+G8K2aD6/u7s7murfprAMKepmsHWHtfO067YATOdFpNkXxMsQmDkXYWBOUyYJ79t5JfCXU8s5KqfRv78s6770HLf/5aPu1usnlwRqAre5putcd/jomz4DEJZhvqH8DddOLGkKOPLamwr4IhnWkmBPJyxSwmE7OeI/REIN2srYRZXOU1ywbTkCT7VsQMiCU4jgTRo/3m5vQYFATwAL2+mt/d4CftI6yn11jP237ICVJViFvd1ZX1KZZrB129caq63byjCwDMtaR7o0+wLmcUNhZRDviZ6mTDksy1DpxqCWc1ROo39/WTZh3Ehfs199smZvQZqATeC2gM/740adWhLINzz4rJt71QV9AX/m29/ibxrCpoCbftDjlw1vCkQkO0acOCl6XWLPnj1+3NnZ6cd5Yu2ujXyVrGi4seGGphW//MbNEjdYlQJ3mjKVEHjDr+0NF/b/cOW21/y4EZ+/5hJ3/jmj3N/8a+nX4ajp79j3og/e1191oZs68ZwBnfaotT/34lHfBFBuPWGZZrjtE5MH/at3ZLa4JHJTOWLEiGhuPuR122liPX78uK+onXJKS+qfLZGVGJl2O/JzZGtAM0I8jT3cUduNp97zghsVatfDLdC3wthRA39a48jRN3yt31CzjyNNf9bo3mV/+ezhxFp80rpFJBsKGewJCnw9a/PmzdGc4YXgaGloG0jF5zXTwY1Kua/bSXoEaQJ52EYPgvTBw8f8652/etGPBwTy0ae6l197w7++b/cLfan9sF1fRLKrkGl8kaJoZhof1onOUvCk5K9861m+bd7w1bvzzh7Vl8ontX91V5tbee8+t2f/ET8vCc0BfDdfafyhoTT+4FIaX0Qyy4K81cbjgR50tnv+paN9ZdIEerIFZA3IHohI9ijYiwwzBHzraR8P9IaAH5apFOhBD32+skeKX0SyR2l8kQyz/4ffuDO7v2b3hXnvclde/hb3/x76jbvz/zzmlv/5dLf/v592J07+u/SSS05eZepLKZ877vTo1eBRGn/wKY3fmLTboWAvkmH2//BLNz/ix1lw3dUd7jNz3hlN9frKt+53j+7trdXf/e3r3LPPPJnLwKNgP/gU7BuTdjuUxheRmvz7j3rctZ+5p2SwQC8i2VToYM8PuYQ/eRti/lD/FGo921Bpn4YKv1LXyE/UiohIa6lmLw0Lf0tfsumuVbPczTd8IJrq9dmPX+nu/d5HEofJk8715cN5rENE8knBXhpiD7bRr9tlF0H9zLGnuy+v/HE0p9d373p4QDr+sScOumefP+zT8pQP33vlyOvuH1fMjJYWkTxRsJeG0LmG5xBIdv3h1It9EK+G2vwVl01wm3+c/Jhg5l9w3rhoSkTyZMiDPW3Q4c+6xp9SRvs07cGMy5Ux8XWlwbqsfFJbOPOovdK2Thk+A/HPoidsqNp+JeFz4mXT7FP853Hj/QCYju8bnxGfRzlblvfSHHcebhMP9pWOTdr1otp6ks4L4ssxTXkkHQuUm5939JynVn/Hv1Xvzf+RD3b62jsd8ESkWIY82PN77evXr+8bCBzxiz+/jc6zyq0Mwos7mObhN+G6mK6ER5nyWFsrHz7SNsTjXdkuyrC9fNbOnTv7lrPHyYbS7FeIwMXnsC57Ml2afaIMxycsQwC2oI2pU6eWPPbXgmY4D0xT1qQ57hwzvjJj0hybtOez2nri5wUsV+mY8Tx89jO8ceA1fwvz58+P5hTHrA9M9LV60vJfXfheV6nd/T3vPN/9x46noqmB+LrdQz9/LpoSkTzJXBqfYEOHrxAPQeFZ5Yant8UDFRd0AkKo2sNTCDh8J9UQ+OOBAPHP57PCZ9/zHk9lq9QjPWm/TBjo459TbZ+SysydO9cHL9sP2tPZPj4Hu3fv9kGSwebZOGx7r3bcWT/71N7eHs1Jd2zSns9a1wOW41G4ofCYcb457+FDkrZv3+6PRfi3UATU6km737+zfAA3tOuDdvxQ2ImPm4avrflJ9I6I5MmQB3sCRphyJejZ/LSsbFdXlx/Xyy72+/fv9+Mk9lnUMsPtjgfytPtFUE4K9Gn2qVwZC9jhfhDMduzY4V8TWC3Y27x62t65aSAA23FLe2yqqXc9tlx485GEGy+Ou+EGgcciFw21ejrbpUnL066fVGsPO/Ht/fUhH/RFJH+GPNhzQSfQWco1XivLqjBNbEMYrNPuF7VMgiwBp5XCVD5jbhCmTZtWMi9M4adhNw1x4TGxIV4DT6NZ64mzTAdZAgZeF/HbBNTqGaxmTpqe9ntek9I31q5/zw97f4mrHAI/bfqWBRCR/BjSYJ+m9ppGmhp5GpbKrlQztM+ysklq3a8VK1b4cdhfIM0+WRlq2KGk/bBgZu+xbLgvtL3XGvDiwT7NsUmj3vXYcmn+Dkjtc4PFEKb5iyT82hwDNXeCNa/DdHzYri8ixTSkwd4uzmGw2rBhQ/SqNtSQLVVuqtWWw3Zt8Nnxdvwk9lnhsqF69otOeQTPsGNdmn0iUNHhLdwWlknaDwLzli1bfBu5YR7bllRDr4a0evyGptqxSave9bBc/Fgn/R2QIbBmgaRsgfXyN2wH02FHwniZVrrj63/U8HDl285zY8eMLJn3v795ra/9t587pmR+0vD91X/sMwBT33F+4vs28Bkiki1DnsYnvU2wsnbZeoIOlixZ4i/0th6GajU2yoftwnw266mGMqw73qYcBqZ69mv58uX+BsR67afZJ3qh01wQbgtlkvbDUvlh73m2i6BXawo/zBCE0hybNOpdD8uxT+Ey8WNmKBfe+GRZe9uYhodRp5/qThkxomTe+LNG+/UzDucnDSNP671cJL0XDiKSPXrqndSFGi43DtYEkWWWLQlvgLhZIXNAP4Asy+v/Q27K9NS7wZXXbddT7xqjp95JS5XrnJc1BHWyJfHMBd9CIGsiIjIcKNhLXajR2w/ZZIm1o9tA7Z3mkbDzod0A8AM7IiLDgdL4IhmmNP7gUhp/8CmN3xil8UVERMRTsBcRESk4BXsREZGCU5u9iIhITqnNXkRERDwFexERkYJTsBcRESk4BXsREZGCU7AXEREpOAV7ERGRglOwFxERKTgFexERkYJTsBcRESk4BXsREZGCU7AXEREpOAV7ERGRglOwFxERKTgFexERkYJTsBcRESk4BXsREZGCU7AXEREpOAV7ERGRghtx4qTodYk9e/b4cWdnpx+LyOBYu3at27p1azTl3Jw5c9zs2bOjqaGxadMmt3Hjxmiq3/r166NXzs2bNy965dz48ePd6tWro6l+acrUIzxmCxcudNOnT/evy4nvz4wZM9yCBQuiqV7NKlPJ3r173bJly/zrKVOmuCVLlvjX5aQ5D2jluVi6dKnbt29fNJV+2fhyy5cvd5MmTYqmejWrTJKkY5fmbyX+eYifq8H4Wykndawm2Cd5/PHH/SAig+ef/umfTsydOzeaOnHi5H9kP/39738/mjM02K6TF8ZoaiC2kTLm5ptvHlA+TZl6hOvl9QMPPOBfl8OxpBzH1sS3rVllKgn3n9cM1bDuascsvg2tPhd/+7d/W3XbKcNgko5ds8qkZctWw3GpdE7T/B2kKVOvtLFaaXyRDNm5c6evyRtqLNQAdu3aFc0ZGgcPHnQTJkyIpkpRY6F2F9ZSqPUcOnTIbdu2zU+nKVMvarW11JA4lhzTsDbIMefYm2aVqYT9rzWzUek8YCjOxcSJE/2y5ZC9oGY8f/78aI7zmSqW2759u59uVpladHV1+THrrYR943iVMxh/K82gYC+SEVx0uLDYRch0dHQMSCMOtkoXPLaNC24c83p6evzrNGUGC9vCMQ1xzNlHu/A3q0yzVToPGIpzwfoqbdPu3bv9+2GgA5/HsmhWmVqwPsTXF7Lz2NbW5sdJ+Ows/q3EKdiLSFVcrKid0M7L0GhtXOqTtfNAloBtmjVrVjQnP2g/p7Zdid0QrFmzxh/vRYsW+ek8UrAXyQhqGNRc7AJjqG0l1cQGE6lyGxYuXOgvflzoUa5mFdZm0pQZLGxLvAYbrzU2q0yzVToPGMxzQadIAibbUWl/y9Vg+Ty2Bc0qkwbLE7jpZFet+YdmgvCY8zksG2JeFv9W4hTsRTKku7u7pMcuFyZ6mXNhygp6L7M91DDBBZGLMBd/s2rVKn8hs57Oacq0CsEwvECz7RzTMGhwzDn2plllGsV2h8E8FD8PGKxzQQ919p0AmLQM77NOEMwIduvWrfPTsIzAtGnT/HSzylRDeb79QHs5/RTieD8ezEO2DOVMVv5WqtFX70QyhoswFwZDzanVAbFWbCMX2RUrVkRzSr/KxUU5fM+kKVMrgkoY8AwXdAIbF2YurAQmY/OMlQ01q0w5pOCpmceFx4XjVWmdSecBrTwXpLK5WYgjJW41ZYI9Nw9hQI1/hS08H6ZZZZLE/18ZttM6Sib9rcSx/+xreE5a/bdSSdpYrWAvIjWzWltS7UgGj87D4OMmKUs34GljtdL4IlITakjUpKdOnRrNkaGg8zD4qNUPRtNTK6hmLyIVxdOPSJs6lebReRh88SYD2t6zlkVRGl9ERKTglMYXERERT8FeRESk4BTsRURECk7BXkREpOAU7EVERApOwV5ERKTgFOxFREQKTsFeRESk4BTsRURECk7BXkREpOAU7EVygN9F52lb4fOwZXDwZDkegGLi0yJ5oGAvEuEpYgTUagMPxxju7FgxLsfKiMjQU7AXiSxYsMA/RcyG5cuX+/lz5swpmb9ixQo/vxbVAmNebd261W3bti2aEpGsUrCXQvnUHb9IPQxn137mnlRDJTzXm2HDhg3RHBHJKgV7EanLoUOH3Ny5c/2YdmwRyS4Fe5EG0YZv7fkMYZu+vQdS3lbGUt90uLN54ZAX06dPdzNmzHC7du2qKZ0f3994Ewc3Dwzx41Otv0Ta5ZhOWhfLqvOdFJGCvUgDCCQHDx4sadNn2gIG7fvMA0HRyhAkMWnSpL55NpAaZ715QV8HtnnNmjXRnPK4IWDfpkyZ0re/9I3gRohAG+IGYtmyZSXHZt++fQPKxdW7nEiRKdiL1Mlqo6tXr/ZjwzSp7Xo75JEaB1+3y4vFixf7cbWa95YtW9zEiRPdkiVLojm9NzwLFy4ckB3gBoJAHeImgcBdSb3LiRSZgr1InXbu3OmDSJJGgkt7e3v0Kj8I2HxrgX0ud5NCap33k44ZmQ6CdE9PTzQn2YQJE/yNVK3qXU6kKBTsRRpAECmHdH4a1IZJbdtACjqPZs+e7QP5xo0bfWAneCdpa2uLXg2U9piJSG0U7EUaUCk4VboRMAT6eJu/fb8/jyw9v27dOj9OcuDAgejVQGmOmYjUTsFepE60PdPOnIT5vG/K1XIJ9N3d3dFUMdD+TrqeTnchUv0ch6RjRls9afaOjo5oTmuxHUk3amyDbjikiBTsRepktdj4V7WYJpjQS90QQGjjj0uaf8stt0Sv8sm+jpfURk7nQ24Ewp7xpPzpyU8TgH1LodWmTp3qty/sRElfg3J9CkTyTsFepAGk3QnYYZs7Nfp4D32+gkdwsTIWZOynd8PlCZTlMgF5wY1OmNkwBHOOGbV721/6KNC5L+yh32psh33lz7aDvgZkJeh7IFI0I06cFL0usWfPHj/u7Oz0YxEREcmWtLFaNXsREZGCU7AXEREpOAV7ERGRglOwFxERKTgFexERkYJTsBcRESk4BXsREZGCU7AXEREpOAV7ERGRglOwFxERKTgFexERkYJTsBcRESk4BXsREZGCU7AXEREpOAV7ERGRgqv6PHsRERHJtrqfZ3/mmWdGr0RERCSr0sTrsjV7ERERKQa12YuIiBScgr2IiEjBKdiLiIgUnIK9iIhIoTn3/wEbw0DLEVxUcQAAAABJRU5ErkJggg=="}}},{"metadata":{},"cell_type":"markdown","source":"Finally, we can deepen a simplified subset of data by excluding the questionnaires requested by customers, the sections of the questionnaire \"breakdown\" and \"energy\" and blank data.\nCompared to the initial approximately 2 million data points, the analyzed data set includes 473 thousand of data points.\n![Image10.png](attachment:Image10.png)\n![Image11.png](attachment:Image11.png)","attachments":{"Image10.png":{"image/png":"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"},"Image11.png":{"image/png":"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"}}},{"metadata":{},"cell_type":"markdown","source":"In the questionnaire section dedicated to emissions data, direct (scope 1) and indirect greenhouse gas emissions are quantified. Indirect emissions are divided into two categories: those linked to energy consumption (scope 2) and those not linked to energy consumption (scope 3); the latter cannot be summed because can contain duplications.\nIn total, 2020 questionnaires analyzed include 1531 million tons of CO2e direct emissions and 324 million tons of CO2e indirect emissions related to energy consumption. Total emissions vary across sectors.\n![Image12.png](attachment:Image12.png)","attachments":{"Image12.png":{"image/png":"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"}}},{"metadata":{},"cell_type":"markdown","source":"By combining information collected we can calculate an indicator of questionnaire quality. In particular, we can consider the number of questionnaires sent in the 3 years, the submitting date of the questionnaires, the average number of answers in the target section, the presence of a quantification of greenhouse gas emissions. The indicator will range from a minimum of zero to a maximum of 24 points.\n![Image13.png](attachment:Image13.png)","attachments":{"Image13.png":{"image/png":"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data relating to companies’ headquarters, we can calculate the quality index also by country and by state. Using data relating to the total greenhouse gas emissions of the various territories, we can finally calculate the coverage of the emissions reported in the questionnaires with respect to the total territorial emissions: states with low coverage percentages will have fewer answers.\nThe following matrix presents the summary of the analysis. In the upper right quadrant we find states that have high quality questionnaire responses and high coverage with respect to the state's greenhouse gas emissions. In the upper left quadrant, we find states that have a high coverage of territorial emissions but a low questionnaires quality of: the companies located in these states should improve the compilation of the questionnaire. In the lower right quadrant we find states with a high questionnaires quality but with a low coverage of territorial emissions: in this case it is necessary to increase the number of companies that respond to questionnaire. Finally, in the lower left quadrant we find states with low quality of completed questionnaires and low coverage of total emissions: in this case it is desirable to increase both the number and the quality of the answers.\n5 states are in the upper right quadrant, 8 in the lower right quadrant and 14 in the lower left.\nThe size of circles can be used to understand how the various states are arranged and to link data with 3 social, environmental and economic indicators. For this analysis we will use the life expectancy at birth (which can be linked to the social maturity of the territory), the percentage of pre-birth births (which can be linked to the environmental situation of the territory) and an economic indicator that measures the inequality in distribution of income (the Gini coefficient).\nThe most populous states are located on the left side of the matrix, with a quality level of responses below average.\n![Image14.png](attachment:Image14.png)","attachments":{"Image14.png":{"image/png":"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"}}},{"metadata":{},"cell_type":"markdown","source":"The states found in the upper left quadrant account for approximately 12% of total emissions.\n![Image15.png](attachment:Image15.png)","attachments":{"Image15.png":{"image/png":"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"}}},{"metadata":{},"cell_type":"markdown","source":"Let us now analyze the relationship between responses and some indicators that explain social, environmental and economic situation of the territories.\nIf we consider the life expectancy at birth, we can see that there is no relationship between best answers and social situation of the territories: in the upper right quadrant there is only one state among those in the best quintile  and one in the second best quintile, in terms of life expectancy at birth.\n![Image16.png](attachment:Image16.png)","attachments":{"Image16.png":{"image/png":"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"}}},{"metadata":{},"cell_type":"markdown","source":"Even considering the indicator of the percentage of premature births (and assuming that this indicator is connected with the environmental situation of the territory), it can be seen that in the upper right quadrant there are states with worse performances (the larger circles correspond to lower values of the percentage of premature births). No country in the best quintile and in the second best quintile are found in the upper right quadrant.\n![Image17.png](attachment:Image17.png)","attachments":{"Image17.png":{"image/png":"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"}}},{"metadata":{},"cell_type":"markdown","source":"Considering an indicator of inequality in the distribution of income, in the upper right quadrant there are no states in the best quintile and in the second best quintile (the larger circles correspond to lower values ​​of the income concentration index).\n![Image18.png](attachment:Image18.png)","attachments":{"Image18.png":{"image/png":"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"}}},{"metadata":{},"cell_type":"markdown","source":"# Conclusions\nAnalyzing data of 1278 companies responses to the questionnaire relating to climate change, we can highlight a good coverage of total greenhouse gas emissions of territories (the companies that respond to the questionnaire represent about 30% of the total emissions) and a good quality level of responses (the quality index has an average value of 18, on a scale ranging from 0 to 24).\nIf we compare the quality and completeness of the questionnaires with indicators that measure economic, social and environmental territories maturity, we note however that the states with the best performance have an insufficient level of response to the questionnaire from a qualitative and quantitative point of view. This conclusion is influenced by questionnaires’ sectoral composition: companies in the power generation sector represent 37% of total emissions of the states located in the upper right quadrant, have a very high share of direct emissions (30% of the total) and a better than average quality questionnaires’ score (19 compared to the average of 18). In the states located in the lower left quadrant, on the other hand, there are many more companies that belong to sectors other than power generation and that have lower quality levels of response to the questionnaire.\nIn conclusion:\n* for states located in the lower part of the matrix, the number of companies that respond to the CDP questionnaire should be increased\n* for states located in the left part of the matrix, the qualitative level of responses to the questionnaire by the companies that already respond should be improved\n* improvements should be greater in states with better environmental, social and economic performance\n* for companies in sectors other than power generation, the qualitative level of responses should be improved, in particular in terms of analysis and quantification of indirect emissions."}],"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat":4,"nbformat_minor":4}