From 6de204f503e5a0c8f9f2d4138a31e46ef3d0abdd Mon Sep 17 00:00:00 2001 From: Madhu Shree Aravindan <116413038+ellow0rld@users.noreply.github.com> Date: Mon, 11 Dec 2023 19:14:00 +0530 Subject: [PATCH 1/2] added chemicals in cosmetics analysis --- .../Dataset/README.md | 5 + ...rand_names_with_highest_no_of_products.png | Bin 0 -> 18025 bytes .../categories_with_5_or_more_chemicals.png | Bin 0 -> 48048 bytes .../Images/commonly_used_chemical.png | Bin 0 -> 330874 bytes ...nds_with_3_or_more_avg_no_of_chemicals.png | Bin 0 -> 57502 bytes ...ies_with_3_or_more_avg_no_of_chemicals.png | Bin 0 -> 28998 bytes ...panies_with_highest_number_of_products.png | Bin 0 -> 23457 bytes ...etic_products_with_5_or_more_chemicals.png | Bin 0 -> 60355 bytes .../Images/missing_values.png | Bin 0 -> 120366 bytes .../Chemicals_in_Cosmetics_Analysis.ipynb | 2912 +++++++++++++++++ .../Model/README.md | 3 + .../requirements.txt | 4 + 12 files changed, 2924 insertions(+) create mode 100644 Chemicals in cosmetics analysis/Dataset/README.md create mode 100644 Chemicals in cosmetics analysis/Images/brand_names_with_highest_no_of_products.png create mode 100644 Chemicals in cosmetics analysis/Images/categories_with_5_or_more_chemicals.png create mode 100644 Chemicals in cosmetics analysis/Images/commonly_used_chemical.png create mode 100644 Chemicals in cosmetics analysis/Images/cosmetic_brands_with_3_or_more_avg_no_of_chemicals.png create mode 100644 Chemicals in cosmetics analysis/Images/cosmetic_companies_with_3_or_more_avg_no_of_chemicals.png create mode 100644 Chemicals in cosmetics analysis/Images/cosmetic_companies_with_highest_number_of_products.png create mode 100644 Chemicals in cosmetics analysis/Images/cosmetic_products_with_5_or_more_chemicals.png create mode 100644 Chemicals in cosmetics analysis/Images/missing_values.png create mode 100644 Chemicals in cosmetics analysis/Model/Chemicals_in_Cosmetics_Analysis.ipynb create mode 100644 Chemicals in cosmetics analysis/Model/README.md create mode 100644 Chemicals in cosmetics analysis/requirements.txt diff --git a/Chemicals in cosmetics analysis/Dataset/README.md b/Chemicals in cosmetics analysis/Dataset/README.md new file mode 100644 index 000000000..ac6966183 --- /dev/null +++ b/Chemicals in cosmetics analysis/Dataset/README.md @@ -0,0 +1,5 @@ +## DATASET + +Dataset can be found at below link. + +https://www.kaggle.com/datasets/willianoliveiragibin/chemicals-in-cosmetics \ No newline at end of file diff --git a/Chemicals in cosmetics analysis/Images/brand_names_with_highest_no_of_products.png b/Chemicals in cosmetics analysis/Images/brand_names_with_highest_no_of_products.png new file mode 100644 index 0000000000000000000000000000000000000000..253d61d786f5532cee4df59d8e7f94cecd06d072 GIT binary patch literal 18025 zcmdsf1yt4P-zUzDI`%l~2ue5tB1niJNZUvwsia6rcbDy`gkHK;;?gMHjG`b?!X=~y z1O=p|r1$gq#_rj(@9z8V{?FNW*K-^OxcB~kzbC%mPd(mOR+QehdEaI_I=XE#7tX5C 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CasNumber ChemicalId ChemicalName \\\n", + "0 ... 13463-67-7 6 Titanium dioxide \n", + "1 ... 65996-92-1 4 Distillates (coal tar) \n", + "2 ... 140-67-0 5 Estragole \n", + "3 ... 13463-67-7 7 Titanium dioxide \n", + "4 ... 13463-67-7 8 Titanium dioxide \n", + "... ... ... ... ... \n", + "114630 ... 13463-67-7 68059 Titanium dioxide \n", + "114631 ... 13463-67-7 68060 Titanium dioxide \n", + "114632 ... 13463-67-7 68061 Titanium dioxide \n", + "114633 ... 13463-67-7 68062 Titanium dioxide \n", + "114634 ... 13463-67-7 68074 Titanium dioxide \n", + "\n", + " InitialDateReported MostRecentDateReported DiscontinuedDate \\\n", + "0 06/17/2009 08/28/2013 02/01/2011 \n", + "1 07/01/2009 07/01/2009 NaN \n", + "2 07/01/2009 07/01/2009 NaN \n", + "3 07/09/2009 08/28/2013 NaN \n", + "4 07/09/2009 08/28/2013 02/01/2011 \n", + "... ... ... ... \n", + "114630 06/19/2020 06/19/2020 NaN \n", + "114631 06/19/2020 06/19/2020 NaN \n", + "114632 06/19/2020 06/19/2020 NaN \n", + "114633 06/19/2020 06/19/2020 NaN \n", + "114634 06/23/2020 06/23/2020 NaN \n", + "\n", + " ChemicalCreatedAt ChemicalUpdatedAt ChemicalDateRemoved ChemicalCount \n", + "0 07/09/2009 07/09/2009 NaN 1 \n", + "1 07/01/2009 07/01/2009 NaN 2 \n", + "2 07/02/2009 07/02/2009 NaN 2 \n", + "3 07/09/2009 07/09/2009 NaN 1 \n", + "4 07/09/2009 07/09/2009 NaN 1 \n", + "... ... ... ... ... \n", + "114630 06/19/2020 06/19/2020 NaN 1 \n", + "114631 06/19/2020 06/19/2020 NaN 1 \n", + "114632 06/19/2020 06/19/2020 NaN 1 \n", + "114633 06/19/2020 06/19/2020 NaN 1 \n", + "114634 06/23/2020 06/23/2020 NaN 1 \n", + "\n", + "[114420 rows x 22 columns]" + ], + "text/html": [ + "\n", + "
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CDPHIdProductNameCSFIdCSFCompanyIdCompanyNameBrandNamePrimaryCategoryIdPrimaryCategorySubCategoryId...CasNumberChemicalIdChemicalNameInitialDateReportedMostRecentDateReportedDiscontinuedDateChemicalCreatedAtChemicalUpdatedAtChemicalDateRemovedChemicalCount
041524ULTRA COLOR RICH EXTRA PLUMP LIPSTICK-ALL SHADESNaNNaN4New Avon LLCAVON44Makeup Products (non-permanent)53...13463-67-76Titanium dioxide06/17/200908/28/201302/01/201107/09/200907/09/2009NaN1
141523Glover's Medicated ShampooNaNNaN338J. Strickland & Co.Glover's18Hair Care Products (non-coloring)25...65996-92-14Distillates (coal tar)07/01/200907/01/2009NaN07/01/200907/01/2009NaN2
241523Glover's Medicated ShampooNaNNaN338J. Strickland & Co.Glover's18Hair Care Products (non-coloring)25...140-67-05Estragole07/01/200907/01/2009NaN07/02/200907/02/2009NaN2
341523PRECISION GLIMMER EYE LINER-ALL SHADES �NaNNaN4New Avon LLCAVON44Makeup Products (non-permanent)46...13463-67-77Titanium dioxide07/09/200908/28/2013NaN07/09/200907/09/2009NaN1
441523AVON BRILLIANT SHINE LIP GLOSS-ALL SHADES �NaNNaN4New Avon LLCAVON44Makeup Products (non-permanent)52...13463-67-78Titanium dioxide07/09/200908/28/201302/01/201107/09/200907/09/2009NaN1
..................................................................
1146305HYDRA-LIP TRANSLUCENT COLOR LIPSTICK65001.0Rosa Soft1259Yanbal USA, IncYANBAL44Makeup Products (non-permanent)53...13463-67-768059Titanium dioxide06/19/202006/19/2020NaN06/19/202006/19/2020NaN1
1146314HYDRA-LIP TRANSLUCENT COLOR LIPSTICK65002.0Malva Spirit1259Yanbal USA, IncYANBAL44Makeup Products (non-permanent)53...13463-67-768060Titanium dioxide06/19/202006/19/2020NaN06/19/202006/19/2020NaN1
1146323HYDRA-LIP TRANSLUCENT COLOR LIPSTICK65003.0Rojo Fashion1259Yanbal USA, IncYANBAL44Makeup Products (non-permanent)53...13463-67-768061Titanium dioxide06/19/202006/19/2020NaN06/19/202006/19/2020NaN1
1146333HYDRA-LIP TRANSLUCENT COLOR LIPSTICK65004.0Terra Mystic1259Yanbal USA, IncYANBAL44Makeup Products (non-permanent)53...13463-67-768062Titanium dioxide06/19/202006/19/2020NaN06/19/202006/19/2020NaN1
1146342OLD SPICE GENTLEMENS BLEND ALOE AND WILD SAGE ...NaNNaN86The Procter & Gamble CompanyOld Spice6Bath Products159...13463-67-768074Titanium dioxide06/23/202006/23/2020NaN06/23/202006/23/2020NaN1
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The color/scent/flavor name is entered as free-text into the reporting database and may contain misspellings or other errors. Not all products have specific colors, scents or flavors.\n", + "* **CompanyId** - CDPH internal identification number for company.\n", + "* **CompanyName** - Company name as entered by manufacturer, packer and/or distributor. The company name is entered as free-text into the reporting database and may contain misspellings or other errors.\n", + "* **BrandName** - Brand name as entered by manufacturer, packer and/or distributor. The brand name is entered as free-text into the reporting database and may contain misspellings or other errors.\n", + "* **PrimaryCategoryId** - CDPH internal identification number for category.\n", + "* **PrimaryCategory** - Type of product (13 primary categories: Baby Products, Bath Products, Fragrances, Hair Care Products (non-coloring), Hair Coloring Products, Makeup Products (non-permanent), Nail Products, Oral Hygiene Products, Personal Care Products, Shaving Products, Skin Care Products, Sun-Related Products, Tattoos and Permanent Makeup). See attachment for sub-categories within each primary category (Cosmetics-Chemicals-CA-CDPH-DataDictionary-Subcategories.csv).\n", + "* **SubCategoryId** - CDPH internal identification number for subcategory.\n", + "* **SubCategory** - Type of product within one of the 13 primary categories. See attachment for sub-categories within each primary category (Cosmetics-Chemicals-CA-CDPH-DataDictionary-Subcategories.xls).\n", + "* **CASId** - CDPH internal identification number for chemical.\n", + "* **CasNumber** - Chemical Abstracts Service registry numbers of the reported chemical ingredients, names of reported chemical ingredients, the number of reported chemicals for each product, and dates of reporting, product discontinuation or reformulation if applicable.\n", + "* **ChemicalId** - CDPH internal identification number for this chemical's record specific to this product.\n", + "* **ChemicalName** - Name of chemical substance in cosmetic product. Note that chemical substances may have more than one Chemical Name. What appears here is the chemical name selected by the manufacturer, packer and/or distributor. The California Safe Cosmetics Act requires cosmetics companies to report products containing ingredients known or suspected to cause cancer or developmental or reproductive harm.\n", + "* **InitialDateReported** - Date the product profile was created by manufacturer, packer and/or distributor, that is, the date that the product was first reported to CDPH.\n", + "* **MostRecentDateReported** - Date the product profile was last modified by manufacturer, packer and/or distributor. The product profile contains all information about the product with the exception of chemical information, which is stored separately. This field defaults to the InitialDateReported value initially.\n", + "* **DiscontinuedDate** - If applicable, date the product was discontinued.\n", + "* **ChemicalCreatedAt** - The date that this chemical was first reported to CDPH for this product.\n", + "* **ChemicalUpdatedAt** - Date this chemical report was last modified by manufacturer, packer and/or distributor. This field is unique from the product profile. This field defaults to the ChemicalCreatedAt value initially.\n", + "* **ChemicalDateRemoved** - If applicable, date the chemical was removed from product, i.e., reformulation.\n", + "* **ChemicalCount** - Total number of current chemicals reported for this product. This number does not include chemicals that have been removed from a product. This number is a calculated field based on current reporting.\n", + "* **primary key** - These fields together are the unique identifier for an individual product/chemical profile: CDPHId, CSFId, SubCategoryId, ChemicalId\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n" + ], + "metadata": { + "id": "fQCuuV7i70_D" + } + }, + { + "cell_type": "code", + "source": [ + "msno.matrix(df)" + ], + "metadata": { + "id": "Li5_P6i6kER2", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 654 + }, + "outputId": "0610dfd1-deb7-4bef-fd5e-1e6d6ca68760" + }, + "execution_count": 12, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 12 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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lFPz8/BAYGIicOXNi6dKl2jENALZt24anT5/i1q1bKFmyJEqVKoWMGTPacUvIkTDEQEREREREREREREREDicuLg5bt25F7969cevWLVSpUgXbtm2Di4tLgqEES5DhbQwwEFFSZDlmLVy4EJ06dUKbNm0wZ84cuLu7a+tUrFgRly5dQvv27TFixAikSpXqncc6osTEX1UiIiIiIiIiIiIiInIIZrMZlmc7nZycUKtWLUydOhW5cuVCSEgIevXqhaioKOh0OphMJpv3vmtQjwEGIkqKLMesgwcPwsPDA8OGDdMCDGazGeXLl8ehQ4fQvXt3jBw5EqlSpUJoaCiePXumrUNkL/xlJSIiIiIiIiIiIiKiZOntQTidTmcTRnBxcUHNmjUxefJkZMuWDd9//z0GDBiA6Oho6PX6eEEGIqIPidFoxOXLl+Hm5gYnJycAgMlkQqVKlXDkyBEMHToUAwcOhJeXFwDgypUraNeuHe7evcuAFtmV4c9XISIiIiIiIiIiIiIi+rCYTCbo9XoAwJ49e3Dx4kXs3r0b+fPnR9GiRfHll19Cp9PB1dUVtWrVwowZM9CjRw/MmjULADBx4kS4urrafA4RUVJlNBphMPw+9GsJYen1ejx79gwvX75Ezpw54wUYUqRIob3Hz88Ply5d0irWENkLQwxERERERERERERERJSsmM1mLXgQGBiISZMm4fXr1zbr/PLLL2jXrh1q1KiRYJBBr9dj7NixcHNzs8cmEBH9LQaDAWFhYQgKCsLYsWO1Y2Djxo2xb98+fP/99zhx4gSOHz8OX19fDBgwwCbAMGbMGOzevRs9evRAxowZ7bUZRAAAJYzSEBERERERERERERFRMjR06FCMGTMGJUuWRM+ePWEymXDr1i1MmTIF4eHhqFSpEgYOHIj69esDAGJjY7F161Z89913uHXrFr766ivMnz+flRiIKMkTEVSvXh179+7Fjh07UL16dQDAwYMH0ahRIzx//hxOTk7o378/Bg4ciJQpU2rvnTdvHgICApAhQwasX78eOXLksNdmEAFgJQYiIiIiIiIiIiIiIkqG1qxZg7Fjx6JGjRoIDg5GkSJFtGVVqlTBqFGjEBISAk9PT+TPnx958+aFs7Mz6tSpA5PJhHbt2sHb25sBBiL6ICilUKNGDYSEhGD37t1aiKFChQoYP348OnbsiLi4OISHh+Pp06eIiYmBiGDMmDGYP38+3NzcsGLFCgYYKElgJQYiIiIiIiIiIiIiIkp2evbsidmzZ2PHjh3w8fGBiNhMM7Fv3z58++23uHDhAgIDAzF06FDtvbGxsbh37x4+/vhjAG+ecFZK2WU7iIj+qj179qB69epwcXHB3r17UaZMGW3ZggUL0KNHD8TExCBNmjRInTo1Xr9+jadPn6JEiRJYvnw5ChQoYMfWE/1OZ+8GEBERERERERERERER/VdEBBEREdi0aROcnZ2RLVs2mM1mAIBer4fl2c7KlSvD19cXwJvBvYcPH2rrOTs7awEGs9nMAAMRfRB8fHzQq1cvxMTEYPfu3QDehLIAoGPHjti4cSMGDBiADBkywGAwoFSpUpg6dSo2btzIAAMlKazEQEREREREREREREREyU7FihVx4sQJ7NmzB+XKlbOppmD5++XLlyhTpgxev36N06dPI3PmzHZuNRHRH0voWAa8CVzpdDps2bIFX375JbJkyYJjx44hZcqUMJlMNlPjREdHQ0Tg5uZml20g+jOsxEBERERERERERERERMlO3rx5ERsbi/Hjx+PJkydQSuHt5zpTp04Ng8EAvV4Pg8Fgp5YSEf01RqMRSikYjUZEREQkeFz79NNPUa5cOVy/fh3z5s2DiNgEGEQErq6uWoCBz7tTUsQQAxERERERERERERERfXDeNfAWFxcHAOjatSs+/vhj7NmzB/PmzcOLFy+0wT/Lk8s7duzAlStXUL58eXh4eGjTSRDRv2f9HRURmEwmm+X8vv19BoMBERERqFevHpo3b47Tp0/j1atXAACdTgeTyQRnZ2f4+vrC09MTe/bssanaACDe9DicLoeSIoYYiIiIiIiIiIiIiIjog2IymbSBt6ioKDx8+BAPHz4EADg5OQEA8ufPjxYtWsBoNGLGjBkYPXo07t69q1Vc2L9/P8aOHQsAaNOmDdzd3aHTcdiE6L9gNpttBseVUlo1gL59+2LHjh38vv1Ds2fPxr59+7B582b4+PigQ4cOWLFiBQBofZozZ07kypULW7ZsweLFiwEwrEAfFiWsEUJERERERERERERERB8Iy7zvADBjxgz8/PPPOHLkCFxcXFCuXDnUrl0bzZo1Q/r06XHv3j0EBwdj+fLlePr0KdKnT4+aNWvCZDJh8+bNCAsLw6RJk9CnTx8AtvPLE9G/V61aNVSrVg0jRowAAPTv3x/BwcFo2rQpFi9erE1pQH/d69evERsbi7Fjx2L37t04deoUAKB+/fqoUKECevbsCQ8PD6xduxbNmjXD559/jqVLl8LNzY3HN/pgMMRARERERERERERERPQePXjwAG5ubkidOrW9m5KsDBkyBOPGjYO7uzty5syJBw8eIDQ0FC4uLqhRowZmz56NbNmy4dGjR9i8eTOWLFmCkJAQAICbmxsKFCiA7777Dm3btgVgG44gon9v06ZNaNiwIQDg+++/x2+//YaxY8eiefPmGD58OAoVKmTnFiZ91sEqk8kEvV5vc6y6f/8+tm3bhunTp+O3335DeHg4ChcujLZt2yJfvnyYNWsW9u3bhz179qBs2bL23BSiv4UhBiIiIiIiIiIiIiKi92T//v344osvMGjQIHTo0IFBhv/IsmXL0LlzZ9SoUQPDhw+Ht7c3bty4gbVr1+LHH3/ElStXULVqVaxYsQKZM2eGyWQCAOzcuRPR0dHInj070qZNixw5cgBggIHejfvGv7NgwQJ07txZ+/dWrVrB398fuXPntmOrPgyW0IIlyHD79m1kzZoVZrMZzs7ONuvevn0bV69eRVBQEI4fP47IyEh4eHggderUuHfvHlq1aoXFixdDp9OxGgN9EBhiICIiIiIiIiIiIiJ6D0QEo0ePhp+fHzJmzAhfX1+0atWKQYZ/wDKYZ9GxY0fs2rULGzduRJEiRbTl4eHh2LdvHwYOHIgLFy6gW7duGD9+PNzd3d85cMcpJMji7X0hLi4OTk5OiImJwa1bt5A/f347tu7D5ePjg3379kFEMGjQIIwZMwYAYDQaYTAY7Ny6pMnSN1FRUZgwYQKOHj2KAwcOoECBAsicOTNGjRqFPHnyxAszREdH49ChQ1i1ahVWrVqF0NBQGAwGnD9/Hvny5bPT1hD9fQwxEBERERERERERERG9J1FRUZg6dSomTJgAvV4PPz8/Bhn+hT59+qBUqVLYsWMHMmbMiHHjxsFkMtk8XRwbG4v169ejR48eyJAhA7Zu3Yps2bLZueWU1FkCDFevXkVMTAzy588PZ2dnhIWFoXTp0qhUqRJGjx6NDBky2LupH5R169ahbdu2yJMnD86dOwcAmDRpEvr06QOAlS4SYh3KqlWrFg4fPoyUKVNCRCAiCAsLQ7Zs2TB8+HA0adIEadOmtXmfxe7du3Hq1CnUrVsXBQoUsNfmEP0jPCoQEREREREREREREb0HZrMZbm5u6N27N/r06YPY2FiMHDkSK1aswPPnz+3dvA/Orl27MHXqVLRr1w7/+9//8OTJEwCAXq+3eXre2dkZ1atXR65cuXDx4kVs27bNXk2mD4glwFCgQAG0b98ejx8/xuvXr1G5cmVcvXoVH330EdKkSWPvZiZ5bz87Xb58eUyfPh3r16/HokWLAAD9+vXDlClTAAA6nQ5mszne+xz5GWy9Xo/o6GjUq1cPp06dQt++ffHbb7/h7Nmz2LFjB+rUqYN79+7B19cXa9euRXR0tPY+4M1vDwBUq1YNffr0YYCBPkgMMRAREREREdmJI9+UISIiInIkbm5uGDZsGPr06QN3d3cEBQVh1apVDDL8TdWrV8fw4cMBAGFhYXj48CGePn0abz2TyYR06dKhSZMm2rpEf4VSCp988glOnTqFNm3aoFSpUrh06RLGjh2Lfv36wWAw8DruLSEhIfjhhx/w6tUrAG/60DKIbjKZkDlzZnz11VfIlSsXvvrqK8ycORMA0LdvX5sgg6VfT548iTNnzjjsFC+WfpgxYwb27duH9u3bIyAgAGnSpEGOHDlQunRpbNy4Ed26dcPz588xatQoXLp0yea91pUtHLUf6cPHEAMREREREVEiOnnyJLZv3w6j0cibCURERETJmGWKAwBYvnw5/Pz8sGnTJsTFxeHRo0cYP348Vq1ahRcvXti5pR8Gk8kEAPD398ewYcMAANu3b8f69evjrWd5Gjk0NBQAOJUE/SUigrx582LLli3w8fHBvn37cPPmTXzzzTfo0aMH3NzcYDKZeB1nZdeuXfDx8cHXX3+NZs2aYciQIXj58iWMRiOA3wfTrfusW7dumDVrFoA3QYbJkydr6548eRLfffcdSpQogbt37zpkYMTSV0eOHIG7uzt69+4Nd3d3LRhiNBqh0+kwdepUNGjQAPfv38egQYMQHR3NfZOSFYO9G0BEREREROQoLl26hE8++QSFChXC5MmTUa1aNRgMvCwjIiIiSm5ERBtIHzx4MGbMmIGUKVOifv36KFiwII4cOYJr164hMDAQIoKWLVuyTL0VEYk3GKfX6xEXFwcnJycEBARAr9fD398fXbp0gZubG9q0aaOtBwCHDx/GsmXLkDJlSuTKlSvRt4E+PJZ9Lm3atLhw4YJWUeDcuXO4d+8ePv74Y16//T/Ld9QSQFBKYc+ePdixYwd+/vlnVK9eHV999RVKly4N4E1AwTpg1LVrVwDAt99+i379+iEqKgoFChRAcHAwDh48iICAAGTPnt0+G5cExMTE4PLly3Bzc4OTkxOA3/dPg8EAk8kEg8GACRMm4PDhw7h//z6ioqLg6upqz2YT/adYiYGIiIiIiCiRODk5oXHjxrh27RqGDx+OnTt3ak+oEBEREVHyYRlsmjFjBsaPH4/PPvsMmzdvxty5c7FkyRIcPXoU3bp1Q1hYGAICAvDjjz9yaon/Z/2k+8uXL3H58mWcOHECL1++tFnPz88P/v7+AIB27dphyJAhWLNmDV68eIHly5dj8ODBuHfvHoKCglCqVKlE3w76MCT0pP9vv/2GihUrokuXLqhWrRpCQkLQpUsXnD9/Pt76jlgpAPj9GDd48GBkyZIF6dKlw6JFi+Dj44P79+9j1qxZqFChArp3745ly5YB+D1gZKmq0rVrV8yfPx8AMGzYMDRt2hSHDx9GcHCwVm3FUn3AkVj2KWdnZzx//hw///wzgDd9blmm1+thNpuRKlUquLm54cqVK7hz547D7o+UPCnhHk1ERERERJRorl+/jpEjR2LFihUoU6YM/P398emnn/KJHiIiIqJkREQQGhqKevXq4dixYzh8+DBKliwJ4E0pcIPBgMjISAQEBGD8+PHIkiULfH190bx5c6RNm9bOrbcf6ye1p0+fjmXLluHYsWMAgBw5cqB+/fro0qULihYtqr0nMDAQfn5+2r8XL14cp0+fRuHChdG9e3ftiW+z2WwzTzw5tpcvXyJlypTQ6XQJ7htPnz5F+vTpcf/+fbRv3x47d+6Ej48PgoODUaxYMSilbPbXV69eIVWqVHbYEvt68OCBFj6YM2cOOnbsiJ07d2Lt2rVYuHAhRAQignr16qF+/fpo2LAhMmfObPMZO3fuxI8//ohUqVKhSpUqaNiwIQB+Z2fPno2ePXuiSpUqGDdunFbVwtKnlr7Jly8fvLy8EBISAnd3d3s2meg/xRADERERERFRIrHc5Lpy5QoCAwOxcuVKlChRAoGBgfj000+1MpFERERE9OG7desWChUqhI8++ggXL160mSLBMjgXFRWFpk2bYsuWLciWLRuGDBmC5s2bO+TUEtb9M2jQIEyYMAEZM2ZEgwYN8PTpU9y8eRNnz55F7ty5sXjxYlSoUEF7r7+/v1aVoUePHvDz80N4eDhy5swJgIOhZKtHjx44deoUfHx80Lt3b2TIkEFbltBUJlevXkWPHj2wY8cOLchQpEgRLYi+ePFinD59Gl9//bVNwMZRrFu3Dk2bNkWZMmXw888/I2PGjADehBOOHDmCOXPm4N69e3BxcUGmTJkwaNAgFC9eHOXKldM+wzJVjIUjfGetQzDWLNt+8uRJdO/eHUeOHEG7du3Qs2fPeFVlpk6dij59+qBz586YOnUqp5OgZIUhBiIiIiIiokTw9g2KnTt3YubMmVi/fj18fHwwcOBABhmIiIiIkpFnz56hePHicHd3x/Hjx+Hl5WUzMGc5P9yzZw9q1qwJFxcXKKXg5+eHnj17wsXFxc5bYB/Tp09H7969Ua9ePQQEBKBEiRIwm80ICwtDuXLlcPPmTbRt2xaTJ0+Gq6urNpDs5+eHwMBAAMDmzZtRu3ZtAL9XviACgIULF6JTp07av2fPnh3NmjVDw4YNUblyZe11y/fT8p21DjJUrVoV48ePR7FixbBq1Sr0798f4eHhuHr1KrJmzWqPzbKrBw8eoHHjxjh16hTWr1+PevXq2Szfv38/2rdvjxs3bgB4MxWCq6sr+vbti0qVKqFKlSoOd7yzHJeio6OxdetW3LlzBx9//DEKFy6MXLlyaestX74cQ4YMwb179/DZZ5+hYcOGaNasGXQ6HebOnYtp06ZBp9Nh3759Nu8jSg74y01ERERERPSemc1mLcAwadIkrFmzBjdv3kRkZCQAYM+ePdrcv5xagoiIiOjDZyn37eHhgWvXrmH+/Pno27cvdDqd9qS3JcyQMWNGeHh4oH79+li5ciW8vLwcbkDP4sGDB1i4cCEyZ84Mf39/lChRAgCg0+kwZcoUXLlyBQ0bNkTnzp3h6elp815/f38YDAb4+fmhbt26WLNmDb744gsYDIYEn64nxxQeHg4A8PLyQrp06fDixQtMmjQJkyZNQvfu3VGhQgW0bNnSJoBuNpuRL18+zJgxA7169cL27dvx1VdfIWXKlDhz5gw8PT1x+PBhhwgwJBQKypIlC2rXro3jx48jMDAQpUuXRvr06aGUwv379zFjxgzcuHEDtWrVQsOGDRESEoLVq1cjMDAQSils374dn376qZ22KPGZzWYYDAZERESgdu3aOHDgAIA3x7lMmTJh2bJl8PHxAQC0bt0aIoIpU6bg119/xbZt2zBhwgRERkbiyZMnyJkzJzZt2sQAAyVLrMRARERERESUSHx9fTF27FhUrFgRvXv3hru7O+7evYuxY8fi9u3bKFu2LEaOHMkgAxEREdEHwjI4bj1Ibv33okWL0LFjR+TIkQOTJk3CF198AcC2dPrKlSvRvXt37NmzB0ajURu4d0QHDx5EpUqV4Ovri1GjRmmvBwQEYOTIkahbty5GjRqF4sWLAwCuXbuGtGnT2ky/MWrUKIwYMQLAm6eYW7ZsmajbQElf5cqVce7cOYwdOxZZs2bF5s2bMXfuXG15zZo10apVK/j4+GhTklhcv34d48ePx4YNGxAWFoZSpUph3rx5KFCgQGJvRqLZtm0bFi9ejMWLF8PJycmmyqClUsWjR49Qp04dPHz4EOvWrUOFChVw79499OrVC+vXr0fNmjWxbds2AG+Of1u3bsW8efNQr149dO3a1Z6bZxcxMTFo0KABduzYgbp16yJ//vy4ePEitm3bBicnJyxfvhxNmzbV1j906BAOHDiAmTNnwmw2I3PmzKhYsSJ69eoVbx8lSi4YYiAiIiIiIkoEq1atQsuWLVGpUiXMmjULRYoU0ZadPXsWw4cPx8aNG1GhQgUMGzaMU0sQERERJXHWA3kxMTEICwuDUgoeHh7avOS3bt3CsGHDsGLFChQpUgT9+/dHu3bttM84dOgQBg4ciFevXmHv3r3aYLwjzAefUPBj8eLF6NChA0aOHKkFEawDDEFBQShWrBiANwOh3377LcqWLYuOHTvaVD8bPXo0hg0bBr1ejxcvXsDT05OVGEj7zk6cOBEDBw5EkyZNsHbtWgDAr7/+imPHjmHatGl48uQJdDodsmXLBl9fXxQrVgxly5bVPufly5d48eIFQkNDkStXLqROndpem/TehYWFoWjRorhz5w5at26NRYsWwWAwxJsuMSoqCj179sTChQvRpUsXBAYGolu3bvjpp59Qq1YtbN26FYBtJYfQ0FCkTJkSgGMc86zt27cPLVq0QIcOHWwCW/369cPkyZPh5OSEZcuW4csvv7R5X3h4OEQEKVKkcLg+I8fDR3uIiIiIiIgSwYkTJwAAAwcORJEiRbQSw0opeHt7Y8yYMXjx4gUOHDiACRMmAABq1KjB8rdERERESZD1AN4PP/yATZs24fjx49DpdChevDgaNGiADh064KOPPkLXrl0RGRmJ9evXo3379ti1axcKFCgAEcG8efNw+/ZtzJ0716aaQHIcmHr16hVevnyJixcvIn/+/MiWLZsW9rCc7+bIkQMA8OTJEwBAYGBgggEGAFixYgUWLFiAMmXKQCkFvV6v/f/i6+sLJycn1KxZEylSpEj8jU1kvF74ayzf2caNG2Ps2LFYt24dli5dirZt26JmzZqoWbMm2rZtiw0bNmDu3Lk4f/48vv32W6RJkwZt27ZFs2bN4O3tjdSpUyfr4IK1FClSYMWKFWjXrh2WL18Oo9GIpUuXxgsyuLm5oU+fPli9ejWWL1+OkydP4tixY6hZs2aCAQYAWoBBRJLlMc/a29/Rw4cPIyYmBkOGDAHwJgjn4uKCSZMmwc3NDaNHj0abNm0AQAsyWKYosnwOv/OU3DHEQERERERE9B84ffo00qZNi+zZs9u8bjabYTabsXfvXgCAs7MzgPg3agoVKoSgoCD4+Phg9+7diIuLg4igRo0arMhARERElIRYP/E/ePBgjB8/Hi4uLihUqBAiIiKwfv16rF+/HmfOnMGUKVNQqVIluLu7o2DBghgzZgyWLFkC4E1Qwc3NDdOnT0fnzp0BJN/B6BMnTiAoKAiHDx/Go0ePkDJlSrRv3x4tWrRA2bJltfPiLFmywNXVFbNmzcKDBw+wfv161KtXDyNHjrQJMISEhGDMmDHw9vZGxYoVtdetgwwDBgxI9O183yzbJiIwmUx4+vQpUqdODRcXF3s37YMhIsiTJw8GDBiAoUOH4ujRo2jbti1MJhMAIHv27MiePTtCQ0MBAJUqVUJISAgmT56MDRs2IFWqVJg3b55DTftSoUIFLF++HM2aNcOqVasAAEuWLLGZWsJsNiNv3rxo3Lgxli1bhmPHjqFu3brYtGkTgPgBBmvJ8Zhnzfp7Gx0dDb1eD3d3d9SvXx8eHh4wGo1wcXHR1rNUZng7yPB2PyX3fiNK3tEmIiIiIiKiRHDgwAGULFkSTZo0wd27d22W6XQ6GAwGFC1aFABw+/Zt7XVrZrMZZcuWxSeffILcuXPjwIED6NOnDx4+fJg4G0FEREREf4nlPG78+PEYP348PvvsM+zevRsnTpzAhQsXsHPnTgDAtGnTMHfuXABAyZIlERQUhAMHDmD69On49ttvsWDBAmzZsgXdu3cH8OZ8MDkOSu3atQu1atXC+vXrodPpkDNnToSGhuL777/HmDFjcPbsWW3d/PnzIyAgAACwfv16fPLJJ5g6dSpKlSqlrbNv3z74+fnhzp07GDhwIAoVKmTz37MucZ+cGI1G6PV6REVFwd/fH3Xr1kX58uVRsWJFDB48GMePHwfwZpCegPPnzyMmJibe65bvWMmSJWE2mzFz5kwcPHgQer0eer0eW7duRZ8+fXD37l1MnjwZe/bswY4dO1C/fn08e/YMJ06cgIeHR2Jvjt2YzWYAQNmyZbFp0ybkzJkTq1atQqtWrRAXF6cFh3Q6HZydnfHZZ58BeFPBITAwEMAfBxiSO0swITIyEn369EHdunXRoEEDTJs2DQcOHMC9e/e0vrH0JQCMGjUKvr6+iIuLQ4cOHbBs2TJ7bgaRXTDEQERERERE9C/FxcXBxcUFJ06cQLt27eIFGQCgSJEiAIAxY8bgzJkzNsssVRlcXFyg1+tRuHBhNGzYEF27dtVK6hIRERFR0nHu3DnMmDED+fLlw7hx41CuXDkAbwahLOd6DRo0gLe3t837ypcvj+7du2PGjBn46quvUKlSJQDJdz74HTt2aFM6TJ8+HWfPnsWhQ4fQqVMnxMXFYceOHVrFMsvgXYsWLdCpUycAwNWrV7F37168ePECv/32GxYsWIAOHTpg7969GDNmDFq1agUg+Q/cm0wmGAwGREREoHr16ggICMD58+fh4eGBe/fuYcKECahVqxY2bdqULIMwf9fAgQNRvHhxbNy4EbGxsQmuU7NmTXzzzTcAgJ9++gkAtFDRzZs3ERwcjN69ewMAqlevjsWLF2P//v24ceMG8uXLlzgbYmeWcAIAXLx4EU+ePEGLFi2g1+vx008/oU2bNlqQIS4uDgDQunVrNGrUCBEREdizZw8Ax60YICLQ6/WIiIhAtWrVMG3aNBw+fBghISG4du0aXr16hS1bttiEbd4OMgwfPhyRkZHo168fwsLC7LUpRPYhRERERERE9K/t3btXMmTIIEop8fHxkTt37oiIiMlkEhGRiIgIqVOnjiil5PPPP5fz58/bLBcR2bFjh7i5ucnPP/9s87rZbE7ELSEiIiKiP/PTTz+JUkrmzp1r87qfn58opaRevXpy6tQp7XXLuaGI45zb7dixQ3Q6nRQsWFB++uknm2Vms1k6d+4sSikpV66cREZG2iy/cOGC9O7dW5RSopQSLy8vMRgMopSSzJkz2/S79XlzchYVFSU+Pj5iMBjku+++kxcvXkhoaKhERETIt99+K0opyZgxo1y8eNHeTbUrk8kkHTt2FKWUZMuWTdauXSsxMTHx1hER2bRpk3h6eoq3t7csW7ZM8ubNK0opmTJlirZuXFxcorY/qbD+Xvn5+clHH32kfV+VUuLq6ipKKWnRooXExsaKiEhsbKyYzWaZOHGiKKWkcOHCEhYWZq9NSBJMJpN8/fXXkjJlSunbt6+cOXNGjh49Kj4+PqKUkjx58sj27dvj7WdGo1H7e9SoUXLu3LnEbjqR3SW/aCcREREREZEdVKlSBatWrUL69Omxd+9erSKDTqeDiMDV1RWdOnVCkSJFsH79enTv3h179+7VnhoLCQnB+PHj4eHhgTRp0mhPvEgynReZiIiI6EN24cIFAECGDBm01wICAhAQEIC6desiKCgIxYsXBwC8fv0aQUFB2L59OwDHeCp5165dqF27NtKmTQs/Pz80adIEwJuKEyaTCUopTJkyBenTp4fRaIxXSaFQoUIYP348/ve//6Ft27aoWLEiatasiRkzZmD9+vXaE/TJtYJFQubNm4e9e/eiY8eOGD16NFKnTg0vLy+4u7vj9OnTSJs2LVq1aoXMmTPbu6l2I/9f4W727Nno06cP7t+/j549e8aryGDZZ6pUqYLChQvj3Llz6Ny5M65fv45JkyZpFRjMZrPDToNg6SN/f38EBATA29sbe/bswYEDB3DgwAH4+/sjc+bMWLVqFdq1a4e4uDg4OTlBKYWuXbuiWLFiuHjxIqZPn65NSeEojEYjgDf7o9FoxLlz5/D5559j1KhR8Pb2RunSpbFu3Tp89dVX+O2339C9e3fs2rVLex9gW5Fh6NChWmVHIkfimEdfIiIiIiKi/4jlxqmIwMfHB6tWrULz5s21IMOSJUuQPXt2KKVQr149REZGYsaMGQgJCUG1atVQvnx5uLi4ICQkBGazGVOmTNHKCgPJ/ya3dUiDgQ0iIiKyt7fPTcxmM/R6fbz1nJycAADPnj0DAPj5+SEwMFALMBQrVkxbd+HChfj+++/RsGHDRNgC+xIRREdHo3fv3jCZTEidOjVcXFy0AU7roG5YWBg8PDxQokQJ7N27F25ubsiTJw+8vLzg5eUFZ2dnNGrUCLVq1YKbm5v2Gdb/LUcJMADAvn37kDJlSvj5+cHNzQ3Am2uRihUr4siRIxg6dCgGDBgALy8vhIWFISYmBunSpbNzqxOXUgomkwlOTk4ICgqCiGDKlCno3r07RAQNGjSAi4sLgDdTJaRIkQLDhg1DmzZt8Pr1a8yYMQPffvstAMcKyLzL0aNHMXHiROTLlw+jR49G4cKFAbyZFqdUqVIoWbIkOnTogFWrVkFEsHTpUjg5OcHDwwONGjXCmTNn8PHHHztcP1qmfunZsyfKlCmDa9euYdq0aXBzc4PZbIaIIHXq1JgyZQqUUvjhhx/Qo0cPzJgxA9WrV9eCMwn99hA5Esc6chAREREREf2HrOcItdzstgQZ3q7IAAAuLi5o3rw5Zs+eja5du8LLywtHjhzBsWPHULhwYSxcuBC9evUCAId4WsXyFJ6FUirZz2dMRERESZfZbI53bmIZRBo0aBDWrVunLStTpgz0ej1WrlwJX19fBAYGok6dOvECDLt27cLEiRNRvnx5bQAwOVNKwc3NDStXrkTx4sVx7do1BAQEYN26dYiMjAQAxMXFQSmFJ0+e4PXr15g/fz7q1auH6tWro3jx4mjcuDGCg4Nx6NAhANAG7J2cnGzOFR0p/Prs2TOcOXMGadKk0YIcZrMZlSpV0gIMAwcOhJeXFwDg9OnTmDBhAp48eWLPZtuVq6srgoOD0alTJ4SHh+O7777DL7/8gpiYGAC/DxDnyZMHGTNmBAB4enoCcLyAzLvcuHEDERERaN26NQoXLgyTyaRdpzo7O6NGjRqYNm0a0qRJg9WrV6NVq1aIi4sDAFStWhULFixA8+bN7bkJdiEiCAgIwA8//IA5c+bAYDBowQTL74rZbEbKlCkxefJktG/fHtevX0ePHj2wZ88em4oMRI6MR2EiIiIiIqJ/yHLj65tvvkH37t211/8oyODk5IQSJUpg1qxZWoDhxIkT2Lx5M9q3bw/AcZ76Saj/HOlmNBERESUtlvOv4sWLw8/PT3u9X79+mDBhAtatW4fw8HAAgLe3N4oWLYpdu3Zh/PjxqFevHoKDg20CDAcOHEBQUJA2gJozZ87E3SA7MZvNKFy4MH788UcUKVIEp0+fxtixY/HLL78gNDQUTk5OeP36NVq2bIkXL14gT548KFmyJIoUKYJXr15hz5496N+/P+rXr49SpUph0KBBePXqFYDke65oHc54ewBTRODh4QFPT09ERkYibdq0AIAKFSrg8OHDWoAhRYoU2nsGDhyIHTt2ONyT3EajEXq9HpGRkRg6dCi+/PJL7NmzB3FxcXjw4AH69OljE2QAgAIFCmjVF+bOnYtbt24l2/3sr7Lsj48ePQIAREVFAXhz/fb2dap1QOunn35C8+bNERsbi2rVqqFDhw4AHCOgb00phdatW6NFixa4desWnj9/jtWrVyM2Nlbbt3Q6XYJBhhYtWmDfvn123gKipCH53xUjIiIiIiJ6jy5evIj58+fj3Llz2s0d66klEgoyWOa2zJcvH0qUKIF8+fIhS5Ys2nsdIcBgkVD/EREREdnLzp07cfbsWQQGBuL777/HsGHDMHnyZDRr1gy+vr7w9PSE2WxGunTpsGTJEqRLlw5msxmvXr1C2rRp8fLlS0RHR2P16tXo3Lkzdu/ejcDAQDRt2hQAHKLqlGVwLn/+/FizZg2KFCmCM2fOICgoCIcPH8aTJ09QuXJlXL16FQMGDMD58+dx/PhxnD17Ftu2bUNwcDAqVqwIZ2dnnDp1Ch999BFSpUpl7816LyzXBZbz4NjYWBgMBoSFhaFZs2aIioqCUgpOTk4oWrQoHj9+jJEjR6Jq1ao4evQohgwZEi/AEBgYiOPHj6N+/fpaZQZHYDabtTL+Pj4+mDVrFh4+fIiePXuic+fOKFasGO7evYtevXph06ZNiI2N1d5bq1YtFCxYEJcuXcK1a9fsuBVJg2WgPVeuXACAkJAQ7VrWmoggU6ZMqFSpErJnz47UqVNj/fr12Llzp816jnR9a+Ht7Y2hQ4eiTp06cHV1xebNm7Fr1y7tOw/EDzJ88cUXiI6ORo4cOezYcqIkRIiIiIiIiOgfe/78uVStWlWUUrJp06Z4y3fv3i0ZMmQQpZT4+PjInTt37NDKpOvP+o+IiIgosa1cuVKUUto/bdu2latXr9qsYzKZRETkwIEDkjlzZlFKSfbs2aVIkSJSsGBBUUpJqlSpZNasWfHe4ygs23v58mUpUqSIKKXE29tbcuTIIc7OzjJu3DiJiIgQEZHo6Gib9758+VJu374tv/zyS6K3O7EdPHhQ8uXLJ3v27BERkdDQUClWrJgopWThwoXaelu3btX2SWdnZwkKCpLIyEibz5o7d65kyZJFypQpI3fv3k3U7UgKYmJi5PPPPxellPj7+0t4eLi2LCoqStq0aSNKKcmaNav89NNPEhUVpS3v3LmzKKWkevXqYjKZxGw222MTkpTffvtNChcuLK6urvLDDz/YLDMajdrfXbp0kZo1a0pISIgsWrQokVtpXwntJ9bH+vPnz0uzZs1EKSWVK1eWHTt22PSd9fqhoaHy4MGD99tgog+I48WfiIiIiIiI/kNp0qRBw4YNAQBLly5FRESETbnMtysyfP3117hz5469mpvkJNR/4gBPKBIREVHSY5nLvXnz5qhatapWij9LlizImzcvgN9L/et0OoiIVtK/c+fOyJw5M54+fYqYmBj0798fa9euRbdu3QA4znRh1nQ6HUwmE/Lnz4+1a9eicOHCOHfuHB48eIAmTZqgY8eOcHd3h8lkgouLC4DfK1V4eXkhR44cqFu3LoDkW45eRDB//nxcu3YNnTt3xq5du1ClShVcvnwZo0ePRosWLbR1P/vsM4wbNw7Am301Li4Obm5uCA0NRUREBHx9fdG/f38YjUYsXrwY2bJls9dm2c21a9dw4MABlCpVCsOGDYOHhwdMJhOMRiNcXV0xb948tGvXTptaYvPmzYiMjATwZoq7EiVKYMqUKdDpdA4xpcSffa8+/vhjNG7cGDExMejevTvWrFmD6OhoAL9PDXjo0CHs3LkTefPmReXKlW2mSEzuTCYTlFIwGo24c+cOtm/fjrNnz+K3337T1ilcuDBGjBiBL7/8Evv378fIkSOxd+/eBCsyeHl5IXPmzPbYFKIkSQnvDhEREREREf0jIgKlFJ48eYLq1avj9evXOHDgALJnz64ts9izZw/atGmDBw8eoESJEti7dy88PT3t2Hr7+zv9R0RERPQ+mUwmbVBu+/bt6NSpE1KmTIkLFy4AACZMmIB+/foBsA0kWN5nMplgMpnw6tUruLm52ZT3d4QAw7u20TL8oJTCpUuX8OWXX+LixYsoWrQoRo0aBR8fH5u+ckQvXrzA0KFDMXfuXDg5OUFEMGnSJC3kYd23L1++xOzZszFs2DAAb0rWOzk54enTp7hz5w4KFiyItWvXomDBgvbcJLtZu3YtmjVrhpYtW2L58uWIiYnRAjKWfjQajahYsSKOHTuGrFmzYurUqahfvz5iY2MRExODtGnT2nkrEof1MW/nzp24fPkyzpw5gxQpUqBp06bInTs3MmTIAABo164dli1bBjc3N/To0QOVKlVCpUqVsHfvXkycOBHHjh3DypUr8fnnn9tzkxKV0WiEwWBAZGQkevbsib179+LGjRvw8PCAp6cn+vTpg+7du8PDwwPAm2kU/f39sWbNGlSsWBH+/v42YTkiii95nzkRERERERH9B6yfkgB+f6rEMsieOnVqeHt74969e5gyZUqCA/A+Pj5YsmQJDAYD6tev71ABhv+i/4iIiIjeF7PZrA0kjRkzBjNmzEBwcDCOHDmCtWvXAgAGDBiA4OBgAL8/NSsi2vv0ej2cnZ2RIUMGpEiRwqayVHIPMJhMJm0br127hh07duDHH39ESEgInj17pp3XWQbYLRUZhg8fjq1bt2pPwjsiEUGaNGkwYsQIrWqAh4cHihUrBnd3dxiNRpv9J3Xq1PD19cW6detQvXp1vHr1Crdu3UL27NkRGBiIbdu2OWyAAQDSp08PpRSeP38OAHBxcdG+i5YAg8FgQIMGDaDT6fD69Ws0b94cW7Zsgaenp8MEGKyPef7+/vj888/Rs2dPzJ8/H5MnT0atWrXg6+uLvXv3AgCWLFmCbt26ISYmBhMmTECjRo1QoEABNGnSBAcPHsS4ceMcKsBgNpthMBgQERGBKlWqYNGiRUiTJg26dOmCRo0a4enTpxg8eDB69uyJu3fvAgAKFSqEkSNH4ssvv8SBAwcQGBiIX3/91SEqVhD9UwZ7N4CIiIiIiCgps745fejQIRQuXBheXl7acqPRCCcnJwwaNAjbtm3D8ePHERsbq90wsx6Mr169Om7evImsWbNqn53cB+v/y/4jIiIieh8sg8SjRo3CiBEjULNmTRQuXBju7u5o0qQJFi9ejK+++gr9+/cHAPTt21cLMiilcOrUKcTGxqJs2bLaZzrKOYz1YOi4ceMwa9YsbdAOAMqXL4927dqhS5cuAIACBQpg7dq1+PLLL3H27FmMHj0aSinUrVsX7u7udtkGe1JKwWQyISAgACKiBTy++uorLF++HBUqVEjwnLhx48aoWbMmYmJiEBYWhuzZsyf7sMxfkTlzZri5uWH79u1YtmwZ2rRpA6WU1oeWPsqfPz8yZMiAChUqYPv27ShUqJCdW564LP0wYsQIjBo1CqVLl0bfvn2RPXt2HD9+HBs2bMDChQvx7NkzeHl5oUSJEpg5c6ZWwWLbtm1wcnJCrVq10KhRIzRt2hSAY1SdAd70X2xsLFq3bo2TJ09i8ODB8PPz06p+tGjRAg0bNsS6detQp04dZM2aFTqdDgULFsTIkSOh1+uxcuVKuLm5oUqVKg557CP6S4SIiIiIiIgSZDKZtL/9/PxEKSXFixeXH374QU6ePGmz7oMHD6Rq1aqilJJly5b9rc9Ort5n/xERERH9W9bnKtevX5dcuXJJ/fr15fz58yIiYjQateVLly4VpZQopWTSpEna6ydPnpTKlSuLUkquX7+eeI1PAsxms/b3oEGDRCkl+fPnl4kTJ8qYMWOkQ4cO4uzsLEop8ff3t3nv5cuXpWjRoqKUkkKFCsmyZcts+tvR7Nu3T1avXi1PnjyRDh06iFJKcuTIIYcPHxaR3/v6j64hrP//SM4S2k6z2ay9PmzYMNHpdFK1alXZsWOHtk50dLT2d9u2baVixYpiMpnkyZMn77/RSdD69evF2dlZqlSpImfPnrVZZtkHmzZtKleuXIn33ufPn0tYWJjExMRorznC9a21zZs3i6urq3z++ecSFRWlvW4ymaRy5cri4eEhAwcOlBcvXsR779mzZ6VDhw5y4cKFxGwy0QeHlRiIiIiIiIgSYD1H6KFDh2AwGFChQgUcPHgQHTp0gLu7uzYfaN26dZE5c2Z07doVISEh2LhxI5o1awa9Xv/OJ1GS+xMq77v/iIiIiP4NEdHOMy5cuIAXL15oJcALFy4M4M0UEZYni9u0aQPgzdzw/fv3x+vXr5E9e3YsWrQIBw8eREBAAHLnzm237bEHS3WARYsWYfz48ahTpw7Gjh2LokWLaus8efIEu3fvxunTp3H//n1kzZoVZrMZ+fPnx5o1a9CoUSNcunQJSimHmhte/r8ygGV6g0qVKmnnz5MnT0ZcXByWL1+OZs2aYfXq1Shbtqy2LgD88ssvqF69Otzc3LTPdITqH5Y+MpvNeP36Ne7fvw8PDw9kypQJrq6uAIDPPvsM+/btQ0hICIKCgvD8+XM0a9ZMe0p+/vz52LVrFz799FOICNKlS2fPTUp0ln1v586diIuLg7+/v813dtSoUfjhhx/QoEEDDBo0CPny5QNge32XJk0a7bMsHO267dChQ4iJiUGfPn20fc9sNqNixYo4cuQIhg4digEDBsDLywuvX7/G7du3tX4uWrQo5syZA2dnZ3tuAlGSp8T6KENEREREREQ2JVv79euH48ePY/jw4ahRowZ+/vlnhISE4Pvvv0d4eDgAoEqVKujUqRMyZcqEoKAgHD9+HEePHnXY+WjZf0RERPShGDp0KObMmYOqVavi5MmTuHz5MpydnW0G5KxLpK9YsQLt2rXT5jE3GAwYP348vvvuu3jrOoLIyEg0a9YMe/fuxfbt21G+fHltmb+/P/z9/dGgQQMMGzYMpUuXjvf+ixcv4uTJk1pIJLmzHggGgOjoaG0AFIAWVAgPD0e3bt2wfPlyZM+eHStXrtT6dvny5Wjfvj0qVKiAvXv3OswUbJa+iYyMxODBgxESEoLLly/DxcUF1apVQ4MGDdCxY0cAwPr16xEcHIwDBw5ARNCkSRPkyJEDt2/fxv/+9z9kzJgRISEhyJs3r523KvGZzWZERESgZMmSiI2Nxfnz55EiRQoAQEBAAEaOHIm6desiKCgIxYoVAwCcPHkSERERqFy5sj2bnmgS+k69fWz/5ptvMH/+fOzcuRPVqlWDyWRC5cqVcfjwYQwdOhQDBw7U+vW3335D06ZNERwcjGrVqiXqthB9yFiJgYiIiIiI6C2WGxbTp0/H5MmTUb16dWTIkAEA0KhRIzRq1AitW7fGuXPnMHXqVOzfvx8hISFIlSoV9Ho9IiIiMHfuXEycOBF6vd4hbipaY/8RERHRhyA0NBSvX79GaGgotm/fDi8vL4SHhyNdunQ2A1Y6nU7791atWiFTpkz49ddfoZRC5cqVUadOHQCOF2AAgIcPH2Lfvn2oUaOGTYAhICAA/v7+qFu3LgICArTB0EuXLsFkMqFIkSIwm80oVKgQChUqBCD5959lED46OhrLly/HyZMncePGDfj4+KBatWooU6YMDAYDjEYjPD09MXv2bABvQguNGzfGggULcPLkScydOxcpU6bElClTADhOBQaDwYCIiAj4+PjgxIkTKFiwIOrWrYv79+9jw4YN2LBhAy5duoSJEyeicePGSJs2LdavX48ZM2Zg3bp1AAB3d3eUKFECy5cvd5gAw9vBGZ1OhxQpUiBFihQIDQ3VBtpHjhyJgICAeAEGAJg1axa2bNmCU6dOadd1ydmdO3fw6NEjvHr1CpkyZUKxYsWg0+ls+tLDwwMA8PjxYxiNRlSuXFmrwGAdYACAQYMG4e7du0ifPr1dtsderMMgjhK2ov8WKzEQERERUZJmudDhBQ8lBuubEmazGfXq1cPr168xZ84cFC1aFCJiU3oYAMLDw3HixAmsXLkSW7duxe3btwEAlSpVwvbt2+Hq6uow+y/7j4iIiD40d+7cwYIFCzBp0iRERkaiX79+mDBhAoD4g+p/dE6S3AfggYS38cSJEyhXrhzq1auH9evXA3j309zAm+k4UqRIgUmTJtlUIEjuLOfJ4eHhaNy4MXbt2mWzPF++fOjSpQv69OkD4PfAQ0REBHr37o2FCxdq63700UfYuHGjNu2Jo4iJiUHjxo3x66+/on///hg6dKg2ULxs2TK0a9cOLi4uWLVqFRo2bAjgzXf27NmzuHz5Mh4/fowSJUogX758yJgxoz035b15+ztq/e/r169H+fLlkTFjRkRFRaF27drYt28fVq5ciUuXLsHf3x916tTB6NGjbb6zGzZsQIsWLdC0aVPMnj1bG7xPrubOnYuFCxfizJkziI2NRfbs2dG0aVNMmjQJABAXFwcnJyds2bIFn3/+OYoXL47o6GicPXsWvr6+GDhwILy8vLTPCw4OxogRI9CiRQtMnTo12faf9e+j2WyG2WyGwWBAbGysNm0Gr+vpbxMiIiIioiTEZDL9rX8neh9++ukn2bRpk7i6usqiRYveud7b++PZs2dlxYoVkjVrVlFKyaxZs95zS5Mm9t+fM5vN9m4CERGRwzKbzTbnIbdu3ZIRI0aIu7u7pEmTRubOnastc9Trj7e3Ozo6Wvv7+vXr2t+3bt2STJkySaFChUREZNy4caKUknr16snp06dtPmPNmjWilJJhw4Y5VL9atjUiIkJKly4tOp1OWrduLdevX5fz589L//79Ra/XS+bMmSUgIEB7X1xcnPZ3cHCw9OrVS4YMGSK3bt1K9G1ICn788UdRSkmbNm0kMjJSe91oNErlypXF09NTBg0aJC9evLBjK5OG4OBgOXnypPbvPXv2FA8PD1m0aJG2X61Zs0YMBoNkzJhRlFJSv359OXfunM3nHDx4UMqXLy+ZM2eWHTt2JOo22MPAgQNFKSV6vV6KFi0qHh4eYjAYRCklXbt2tVn38ePHUrlyZVFKiYuLi/Tu3Vtev35ts86sWbMkS5YsUrhwYbl582Yibknishzjbty4Ic+fP9deDwsLk0KFCsmgQYPs1TT6wDHEQERERERJhtFo1P7etm2bjBkzRlq0aCHdu3eXVatWycOHD+OtR/Rfmz59uiilpHHjxvLxxx/L/v37RcT2JuLb3r4Ju2nTJlFKSfv27d9rW5Mi9t8fu3z5sty+fVtEGGQgIqK/zvo3w/pvRxoI/jf+Sj/dunVLhg4dKi4uLvLxxx/LwoUL/9b7kxPrfWzz5s02y3r16iWpUqWSCxcuiMiba7NPP/1UlFJStGhRUUpJo0aN5NixYzbvO3DggJQoUULy5MkjR44cef8bkcTExMRI69atxdXVVYYOHSrh4eEiInLz5k1p2bKlKKXEyclJXFxcZNSoUTbvs+bI5489evQQpZRcuXJFe81kMkm5cuW0cExoaKiIvBk8vXr1qr2aalfdu3cXpZR069ZNHj16pA3MN27cWK5du6atd+vWLWnWrJk4OztLqlSpZPLkyTafs2XLFqlYsaIopWyCXcnVd999J0opqV27tuzbt09ERLZv3y5du3YVZ2dnUUrJ8uXLReT334TLly9rIZBKlSrJ1q1b5eTJk3L69Gnp1KmTODs7S/r06bXjZXJ2/vx5UUpJgwYNtNeKFCkizs7OEhQU9If3A4jehSEGIiIiIkoSrG8MDh8+XFxcXEQpZfNPmTJl5NKlS/HWJ/ov/fTTT1KqVCntRsXIkSO1ZX/lpmFcXJxcv35dMmTIIClSpJC7d+++z+YmOey/dzt27JgYDAZp2bIlgwxERPSXWQK8RqNRYmJi5OLFi/Lo0SM7t+rDYR2APnXqlKxfv178/Pxk9erVcubMGZt1b926Jb6+vgwy/L8aNWqIUkp++OEHERHp37+/KKWkSZMmNtUYjh07Jjly5BCllOTOnVsOHz5s8zm7d++WKlWqiMFg+MMqXcnZxo0bxdPTU1q0aCFhYWEiInLlyhVp27atKKXk66+/lgULFoibm5ukSpVK/P39tffGxsZqfzvSuaNlW00mk0RGRspnn30mTk5OWrUAk8kk5cuX1wIM1k/BnzhxQlq3bh2vsoAjWLp0qZQvX15cXFy0YFHLli3l8uXL8dbdvXu31K5dW5ycnCR79uzSuXNnCQwMlI4dO4qbm5sopWzCDcl1/+vXr58opaRZs2bxAgfnzp2TL774QpRSEhQUpL1uGZS/fPmylChRQrtv5e7uLgaDQQwGg1SqVCnBfk+O9uzZI1myZBGllDRv3lwKFCighbKioqLs3Tz6QDHEQERERERJyogRI0QpJRUrVpRNmzbJuXPnZMeOHdKwYUNRSkm2bNnkzp079m4mJXMbNmyQKlWqiF6vl08++UQOHjz4l95nfXP7k08+kZw5c8rTp0/fVzOTLPZffGazWTZs2CAff/yxuLq6SseOHRlkICKiP2UZJImIiJCePXtKqVKlRCkl6dKlk2rVqsmvv/7K0ul/wPrcYty4cZI9e3abkLSTk5NMmTJF+00WEbl9+7ZNkMEygO9owsLCtGkOMmbMKDVr1hSllLRo0SLeIF9kZKTMmzdPG8D64osv5MCBA7JlyxYZO3asZM6c2WEGQxNiNBrF39/f5lr2zp070qVLF1FKyTfffCMiIo8ePdKCI5kyZbIZMHUUJpNJO+5Zvr+WfaV169ai0+nkxo0bIiJStmzZBAMMIiI1a9aU7NmzJ+sS/n9k9+7d2hR9H3/8sWzatElbZjKZbL5/hw8flv79+0vKlCm1Y6Onp6d8+umnsnr1apv3JUd9+/YVpZRUq1ZNCwiaTCab7V22bJkopaRPnz7aa9Z9eO/ePVmwYIG0bt1aGjZsKB06dJA1a9bI48ePE29D7CwqKkpOnTolBQoU0KbkGDp0qLY8ue4/9H4xxEBEREREScamTZvE3d1dKleuHO+JiWHDhombm5t8+umncuLECTu1kJI76xKHGzZs0EqTtm3b9m+VgFywYIFWUvLly5fvoaVJE/vvj0VHR8vGjRulWLFiotfrGWQgIqI/ZKkgEB4eLp988okopaRgwYLSsGFD8fb2FqWUZMyYUfz8/OTBgwd2bm3SY/3bOmjQIFFKSd68eSUwMFB69uwpjRo10gbsevToYVN6/s6dO+Lr6yseHh6SLVs2mT17tj02we7Cw8Nl8uTJWj998skn2iD821P8vXjxQlauXCl58uSJV1GvQIECNmGQ5DaY9a7zOOvtPHLkiPz888/a+rNnzxaDwSCtW7e2ec/o0aNFKSUeHh6ilJJJkya9v4YnAZb96MmTJzavv379Wry9vbWy/iK/903NmjW1CgxDhgyJF2AYN26cuLq6Sq9evRzuCXDLPte7d29RSkmGDBnEYDDIt99+G+967O2pia5cuSJr1qyRRYsWyenTp20q/iS376zFqVOntGNWoUKF5OjRo9oys9ms7Z87d+6UjBkzyvDhw2XVqlWybdu2d1YJTa599Ve8evVKcuXKpR37W7RooX0HHblf6J9jiIGIiIiIkoxhw4aJUkq2bNli87qlOkO9evVsAgzR0dEiwsE/+vvevoB+1/yMGzdulNKlS4tSSjp27CgXL17808++ePGi+Pj4iIeHx19a/0PE/vvnoqOj5eeff5bixYuLTqeTjh07ak+I8VhGRERvi46Oljp16oher5fBgwfblJW3DOgVL15ctm3bZsdWJm2LFi0SpZQ0bNhQzp49KyK/n8sEBwdLqlSpRCklvr6+Nuc0d+/e1eaSd9QpEEREevXqpQ1IpU6dWpYtW6YtS2hQ6uXLlzJt2jQZPny49O7dWzZu3ChXrlz5w/ckB7du3ZLDhw/L2rVr5fDhwxIaGhpvnZiYGBF5870uUKCAFChQQO7fvy8ib6qtiLx54tvb21sCAwMlW7ZsyfJ8+G1Hjx4VJycnGTt2rIi8eaK7ePHiopSSMWPGaPvMw4cPtQFSFxcX8fX1jfdZs2fPlixZskjx4sVtKqw4ms2bN0vTpk1l6tSpUq5cOXFycpJOnTrF25/+yvcxOV+jGI1GWbZsmRa+L1asmOzatUtEbEMMkyZNihfOSp06tTRp0kTGjx8v165dk8jISJvPTs799i5Lly6Vjz76SDp27CgFCxYUpZS0atVKnj17JiLJ9/hP7w9DDERERESUJERGRkrFihUlTZo02gWOiIi/v78WYDh9+rT2+rVr12TOnDny6tUrezSXPmDWT41t3bpVAgMDpWHDhtK6dWuZMWNGvBs7mzZt0p5+/Prrr22WJ3Rjwmw2y4wZM5Lt3Jfsv3/Gut/MZrP8+OOP4u3tLSlTpmSQgYiI4rH8Hvzwww/afOZhYWE265QuXVq8vLykX79+PCd+B5PJJJ9//rm4u7vLsWPHRMR2YErkzaCnZVDql19+sXn/rVu35MCBA4na5qTCbDbL69evpV69evLll19qYYa0adPKvHnztPWsB6Xers6Q0GcmNyEhITJixAhJly6duLu7i1JK3N3dpWDBgjJv3rwEAxwHDx4UpZQ0adJERGz7pXnz5lKkSBF5+fKlw3yvrb+DEyZMkGLFiomzs7OMHj1ae4rbsm9t375dm56kTp068vz5c7l165bcu3dPevfuLW5ubpI+fXqHCH+8i2U/s4Sy1q1bJ6VLl35nkEHkTWjLsr8lx+9pQizbaTQaZcWKFVr4vlixYrJz505tvZ9//lnbPz/77DOpV6+e5M+fXwwGg/Z6xowZpUSJEg5btcfa8ePHJTw8XA4dOiSFChUSpZS0bt3aJsiQUJiBAQdKCEMMRERERJQkREdHS4UKFcTDw0Pu3r0rIiJ+fn4JBhhE3sxbmDdvXrl+/bo9mksfKOsL4xEjRoibm1u8JyrSpUsnv/76q837rAfiO3fu/M6pEZL7hTf775+xvqE/f/586dKli+TOnVs++ugjbTCgY8eOcuvWLRFxnBuHRET057p06SJubm424T6TyaQ9NTps2DDtie/Q0FCtUkNy/U39ux48eCBubm6SL18+iYmJsam0YN1HlooLjRo1kqioqASrTDlan1rOR16+fCkPHjwQo9EoAQEB2vne999/r61r3V/Wpf2Te5/NmDFDqwyQJUsWqVGjhuTNm1eyZcsmSilJkyaNNG7cOF4Q5vDhw6KUkiJFiticF8+bN0/SpUsn3bt3d6jzQbPZLEuWLNGuJwwGg0yePFk7h7bej2JiYmTTpk2SPXt2UUpJqlSpJGPGjNr0G6VKldLK/DuCP/qOWSp/mM1m+d///mcTZLDe744ePSotWrSQbt26xasmkNz9UZDh/PnzsnfvXm1KHOsqNE+ePJEjR47IkCFDpFq1aqKUEk9PT63ajyP4s+N7TEyM7Nq1K8Egg8WSJUskMDDwfTaTPnAMMRARERGR3VkuHLt27SpKKVm7dq0EBwe/M8CwefNmcXd3l+bNmzvM0yn03xo+fLgopaRKlSqyevVqOXTokIwZM0Zq164tSilxcnLS5qy12LRpkzZg0Lx5c3nx4oWdWm9/7L+/7u35uJ2dnaVAgQLSt29fCQoKklKlSkmqVKnE2dlZOnbsqJW9daQb10REFJ/ld6B8+fKSIUMG7fchLi5Omwt+2LBhNgPG27Ztkxo1ajjcINQfefr0qaRPn15y5MihnXtY/8ZaBkn3798vrq6uUrZsWbu0Myn4K+cez58/l8DAQC2EaR1kEHnzBG6bNm1snmJOrnx9fcVgMEiuXLlk1apV8uTJExF500fXr1+XBg0aiJubm+j1eilXrpzs27dPe29sbKx8/vnn4uzsLJ999pnMmjVLOnXqJJ6enpItWzaHDOpHRkZKunTpRKfTiVJKgoODtWUJDZbeunVLevToIbVq1ZKSJUtKkyZN5Pvvv5cHDx4kZrPtyjoofeHCBfnll19kxYoVsn379gTXtw4ytG/fXs6dOyeHDx+WWrVqiVJKZsyYkVhNT1LeFWTIlSuX6HQ68fb2lo0bN9q85+2qM/v373eofc8SXIuOjpY9e/bI0qVL5ciRI/L48WOb9YxGo02QoU2bNhIeHi4ib6Z6ypYtm6RIkUIePnyY6NtAHwaGGIiIiIgo0VguDq1vkFnfkFixYoXNE92ff/65nDx50uYzDh06JJUrV5aMGTPKli1bEqfhlKz88ssv4ubmJpUqVYpXESAqKkq+/vprbSD+yJEjNss3bNggefPmlSlTpiRmk5MU9t8/M2/ePFFKSYMGDeTcuXPa669evZI5c+ZIwYIFxcnJiRUZiIhIRN6cI5vNZu0Jz/3794uIvDPAICLaoKkjDoC+i8lkkhIlSohSSkaNGiXR0dEiEv+65NmzZ+Lp6Sne3t5a+XpHYj0g9+zZM7l06ZIcP348wcHjFy9eaEGG9OnTy9y5c0VE5MiRI1KvXj1RSsmsWbMSre328N1332nndcePHxcR24FQkTdPIfv5+Um2bNlEp9NJrVq1bJ7S3rBhg/j4+Nhc/xYtWtQhp0Ewm80SEBAgmTNnlrp162r9MXXqVG2dhKYtsZSld8QHG6y/sxMmTJAcOXLY7EtfffWVnDlzJt53eP369VKhQgUtiJQmTRpRSsnEiRO1dRzxGsTSn28HGVxcXGT06NHx1nvXvzsCyzaHh4dLvXr1xNPTU5tGp0mTJrJp06Z46+/atUsKFy4sSikpU6aMtG3bVtzd3SVNmjQ218ZEb2OIgYiIiIgShfXF3fPnz+XJkycJXvBZbggZDAabpy9ERLZs2SJly5YVpRTnGqR/zFIGd82aNdprloECi9atW2uVQF6/fm1z8+fmzZva3454g4f99/eYzWaJjIyU+vXr2wxCifz+BEtkZKQsXbpUcufOLZ6entKxY0etnxyhj4iI6N2mTZumPb1YvHhxLcDw9qDdmDFjxM3NTfr27asN1Ds6y9QaM2bMEHd3d/nkk09k06ZN2u+vZbnIm4E9pZT06NFDRJL/NAjWrK/JZs6cKeXLl9fmei9XrpwsWLAgXglw6yCD5ZwvS5YsopSSCRMmJPYmJKq+ffuKUkpatGhhE+hNqMJHbGys+Pv7S5o0aSRFihQSGBiolfgXETl37pxMmTJFevbsKQsXLpT79+8n3oYkMffv35etW7dKbGysFv5VSsn06dO1dSyhhbcl9LBEcmbdB4MHDxallGTPnl38/Pxk+vTp2m/FZ599Jjt37ozXZ3v27JFOnTpJihQppHLlyvLDDz8k+NnJ1Z9to9FolGXLlmn3nkqUKCEhISHackfZz/5IZGSkFvQoW7asNG3aVAoUKCBKKfn444/lxx9/tFnfaDTKkSNHtMqMHh4eUrx4cYea+oX+GYYYiIiIiOi9s75IDA4OljJlykiOHDmkQoUKsnjxYrlz5462/O7du9KpUyftpkWXLl3ku+++k7Zt22rlOK2f4uYFJP0dsbGx2hNiJ06cEBHbG7eWffXIkSOSNWtWyZEjh9y7d89mmYUj7nvsv3e7c+eOPHr0KMFlT58+lZw5c0rmzJklIiJCROJvf2hoqPTo0UOUUpIhQwb55ptvbAIfRESUPL3rKU7LQPvp06elRIkSWon1nj17xpsuYu7cuZIlSxYpVqyYNu2Eo3i7/yIiImzCCSIiFy9e1Ka8qlChgqxYsULrXxGRgwcPSpUqVcTFxcXhKr1Zn58NHDhQlFKSKlUqadGihXz22WeSLl06yZgxo/Tt2zdeue+wsDCZO3euODs7i4eHh2TPnt1meonkOBg6YMAAUUpJjRo15PLlyyLy7u20vB4dHS1t27YVpZTkyJFDq7hFb1ifE1v/PX369ASDDBZLly6Vw4cPJ0obk6rg4GDR6XTSoEED7dpM5M0UdpYgUtWqVWXXrl0J/tY8ePDAJhCXHL+zb7MOse3fv1/mzJkjc+bMkc2bN8er9rF8+XJtoL5YsWKye/dubXlyu5b9K6y3OSgoSFKlSiV+fn5a9aLTp09Lz549RSklWbJkkRUrVsT7jKioKFm6dKls27bNoabfoH+OIQYiIiIiSjS+vr5alYX06dOLUkpSpEghX3/9tU0COywsTEaNGqWVNrSUpq9Tp4789NNP2nqOcJFN/y2j0SiNGzcWpZSMGTPmneu9fPlSSpUqJUopm/lrHR37L2Hbt2+X9OnTy6hRo+LNAyryptRmoUKFxNXVVavEYH38stwQunTpkjg5OUnKlCm1J/zCwsISZyOIiCjRWc8pvX37dlm0aJHs2bNHnj59arPetGnTJFu2bKLX66Vz585y4sQJCQ8PlwcPHkivXr3E09NT0qVL53BPNFoPyi1cuFA6dOgg+fLlk/Lly8vQoUNl3759Wh8fPHhQKleuLEopSZMmjVSrVk3Gjh0rgwcPlmzZsolSyiGnu7IYO3asKKWkbt26cvDgQRERefz4sbRq1UqUUpIuXTrp0aNHgoHN8+fPy7Fjx+T8+fPaa8nxOu3YsWPatWn9+vVtpn1414CmpR9evXqlzQk/efJk7T3vGsBPzizfW8v2PnnyxGa59b5jHWSYNm2a9vqyZcvE09NTUqdOLREREcm+7xLaviNHjkjevHmlRIkS2pQmUVFRMn78eHFzc5OcOXNKnTp1RCklNWvWlB07dthMw/FX/hvJjfU0CJ9//rl4eXnZTMFRqVIlOX36tPa78fbUEsWKFZM9e/bYcxPsxrq6TExMjLRu3VqqVq0ar/LT48ePteogWbNmtQkyWFehIfqrGGIgIiIiokSxZcsWSZcunTRs2FAOHz4sL1++lGnTpmlz1DZr1symHKeIyLVr1+TQoUOyefNmuXr1qs1gXnK8MUb/nYSeNLG8NnfuXHFycpKGDRvGuxFrfTOxbt264uHh4ZDzSrP//p5mzZppT5xMnDjRpl+MRqNERUVJ06ZNRSklI0aM0JZZjmOWfnv27JnkyJFDBg4cKLlz57aZB5iIiJIX68GUKlWqaJUW3NzcxNvb22ZAWERk8uTJki9fPlFKiU6nkzx58kiqVKlEKSWlSpWyGVB1BNYDbpYBEycnJ21ubqWUFCxYUEaOHKkNnBw/fly6du1qM3e8Xq+Xjz76KNlXEPgjW7dulUyZMkmlSpW0p7mjoqJkypQp4u7uLpkyZZKPP/5YXF1dpUePHlpFhrenE7NIzoOhCxcuFA8PD1FKSfPmzeXIkSPasndtd1xcnMTFxUnLli1FKSUDBgxIrOYmOZbB4aioKBk3bpw0btxYChQoIM2aNZPVq1fLy5cvRcT2WsQ6yODr6yt9+vSRtGnTSvr06eX06dP22IxEc+bMGfntt99ExHb/MplMMnz4cFFKybZt20TkTd9OnTpVPD09JXfu3BITEyM3btyQzJkza1NLvKsigyOwHNcjIiK0sH3dunVl4cKFMn36dKlatao2FcKePXu0ij5vBxly5MjhECH9hEREREilSpWkd+/ekj9/fi1YZF3ZSORNMMnyu/x2RQZH+32lf48hBiIiIiJKFOPGjZNMmTLZlDmMjY2VLVu2SKVKlbQbQX/0RIujzXVJ/96kSZPkl19+sXnt6NGjkjVrVlFKSf/+/eX169faPmW5qN69e7ekSJFCqlevLi9evEj0dicV7L+/JiYmRrsxnT59+nhBBhGRn376SbsBO2/ePO116+PZxo0bxdnZWXbv3m0zzQ6PeUREyVNUVJRUr15dK0/fsWNHbaAkY8aM8Z743Lt3r/j7+0uBAgWkUKFC0rBhQ5k1a5ZDl2SeOXOm6HQ6qVGjhuzYsUMuXboka9eulQYNGoiXl5e4ubnJgAEDtAGp58+fy/Xr12Xy5MkyduxY2bRpk5w9e1b7PEcbYImKipJvv/1WnJycZOfOnSLy5hotODhYPDw8JE+ePHLr1i1ZunSpeHh4SIYMGaR79+42QQZHYCmXLiKyePFicXFx0a5fjx49qi37o3O2MWPGiFJKAgMD32tbkyrL4HlYWJh2/e/h4SFp0qTRKpF16tRJO4e2HmyfP3++zRPzBQoUiPcARHJz8uRJUUpJlSpV5MaNGyJiu3/t2bNH2rdvr72+YcMGyZo1q+TMmVPu37+vrTdx4kQt/FamTBkt9OCIYmNjtaldfH19tWn+RESePXsmadOmFQ8PD5kwYYIYjUatv41Go6xcuVLy5MkjKVKk0IIljmb16tXi7Ows6dKlE1dXV5k0adI713369KkWZMiZM6csWrQo8RpKyQpDDEREiYQ3n4nIkSR0M6t9+/bSunVr7d8tNyWMRqPs2LFDKlasmGCQgejvsP69XbdunfYU3vbt223WW7lypXYTrFu3brJ7927t5vbevXulWrVqopRKcB7H5Iz99/dZz6tqqcjwriDDyJEjbUriWleuOHDggFStWlVy587NAAMRkYPYsmWLZMqUSYYNG6a9ZjabbYJx1nNwW0RGRjrs07Rvb3fNmjWlVKlS8SpX3LhxQwICAiRVqlSSNm1amT9/vpjN5j8cdE+Ov7lvT1fw9jZGRUVJ27ZttUpRJpNJli9fLunTp5dcuXJp5zIPHjyQwoULa/tl165dHSI8M23aNK0aoHXZ9L8TZIiLixOj0SitW7cWpZTMmjUrcRqfhFg/BV+hQgUxGAzyzTffyJMnTyQ8PFxmz54tXl5e4unpKc2aNdOmZ7P+vu/Zs0cmTJggM2fOlLt379plOxLT8ePHpVixYqKUkjp16mgD5yaTySYQYvHll19K6tSp5fDhwyLy+/66YMECSZ06tTRq1EiUUrJmzZpE3pKk4+LFi5IhQwbx8fGxmdogJiZGKlWqJHq9XoYOHZpgCN9oNMratWu1QIkjCgsLk9mzZ2u/BaVKlfrD/nj69KkMHTpUlFJSqFAhCQ0NTcTWUnLBEAMRUSKwHqh79OiRHD58WA4fPixRUVF/OB8ZEdGHyPpGw65du2T16tWycuVK6dGjh7Rs2VJERBvstH7Pjh07tCcyWrVqleyfrKD/nvW+FxsbK/v375cGDRqIs7OzFC9ePN5A/NKlS7XSzenSpZPKlStLvXr1tLkxrZ8sSI43td/G/vvnrOcI/aMgw+PHj2XgwIFakKFOnTrSpUsXGTRokGTJkkWUUjJ79mx7bQYRESWyYcOGSdasWbWnvK2f9u7UqVO8IIPlvoH1b3Zy/419l0mTJsnevXuldOnSMnPmTBGxHdwTEbl3754MGDBAlFLyxRdf2KupSZZl33n58qU2EBURESHVqlWTDBkyyLlz50TkTWhGRKRbt25SpEgRyZMnjyilEgzYJCeTJ0/WBurCw8NF5O8HGay/s0WLFpUSJUrI69evE3Erko64uDjp1KmTuLm5yaBBg7Sn4G/evClt2rQRpZSkTp1a60/LOfTbpeodhdlslhMnTmj3SKyDDG+Hufbu3StKKfHx8ZGoqCib34UxY8ZI/vz55cCBA7Jp06ZE3YakZvHixaKUkoULF2qvmUwmKV++vCilZNiwYdr3MyoqSjZv3hzv3pWjsHzv3h6vCA8Pl5kzZ0rBggXF2dlZfH194wX3rT1+/Fj8/f15f4/+MYYYiIjeM8uPfkREhLRv315y5syp3bj+5JNPZNiwYfLq1SsRYZCBiD581hfLfn5+4ubmJnq9Xjvuffzxx/L06VMRiX/MswQZLHMR1q1b1yHK0NN/w/pGzuTJk6V27dri6ekpefPm1cpnFilSRH799Veb923evFm++OIL7YaZk5OTVK1aVZYvX66t4wi/z+y/f8a63/4oyGApuSzy5obYzJkzJU2aNNqNb8u61k/mOcKglKM+RUxEjslyzDObzRIbGytms1nGjRsnPXr0EBHRngq1PjYmFGSg3wei8uTJIx4eHtq83Ak5ceKEuLu7i1JK9u/fn4ittL+wsDC5ceOGDBgwQNq3by/Vq1eXvn37/uFA5urVq0UpJQMHDhQRsXlauXHjxlKpUiX54Ycf5Icffnjv7be3Fy9eSNGiRUUpJaVLl/7bQQbrwffvvvtOlFLi7+/vsIPy+/btk1SpUkmjRo20vrx69apW3r9z585y6NAhyZs3r+j1emnWrFmCU0s4ErPZLMeOHZMqVapoQYZr165pyyyOHj0qLi4uUrt2bZv9a//+/ZI3b15p0qSJzecm5+szi4S28fvvvxellEycOFFbJ6EAg8ibcFe+fPlkwoQJidbmpCY8PFw6deokP//8c7zXZ82aJR999JGkSpVKRo4c+YdBBkfY3+j9YYiBiOg9svxIh4eHS8mSJUUpJWXKlJEBAwZIgwYNJFeuXKKUkpo1a3KgjoiSFct8n3ny5JGBAwdKrVq1tBDXl19++c7wltFolO3bt0vRokVlypQp9mg6feAGDx4sOp1OKlSoIHPmzJHdu3dLr169pGzZsqKUksKFC8uOHTts3hMRESF37tyRgwcPytWrV+Xly5faMke74Gb//TNjx46VkydPav/+Z0EGEZFz587Jtm3bJDAwUDZs2GDzfkfpNwvr/nOE8AYROR7LAFxERIQMHjxY6tWrJ82bN5c8efJIiRIlbH47rdcX+T3IkCVLlnhVkRzVkydPpHbt2loQsF+/fiISf6DT8pvSqlUrUUo5VP9dunRJunbtqlV6slTPsvzTo0cP2blzp7a+pe+mTJkiSikZPHiwzeft2bNH0qRJI+PHj7d5Pbmes1gGgl++fCne3t5/O8hg3S+zZ8+WtGnTSuXKlR1iCo53WbhwoeTNm1euXLkiIm8qpXTv3l0LMIi8Cc107txZlFKSIkUKadWqVbxzaEdgfSwzmUyya9cuKVGihDg5OUnt2rXl+vXr2jIRkfPnz2vhj5kzZ8qZM2dkw4YNUq5cOXFycpJVq1bZZTsSy9vHIcv3Nzo62mbqkQ0bNohSSr777jt5/fq1lCtXLsEAg4jI119/La6urjbHSUdiNptlyJAhopSSTz/9VLZt22az3BJkyJkz518KMhD9UwwxEBG9ZzExMdKgQQPR6XQydOhQ7YJH5E25L2dnZ8mUKZPMmzfPjq0kIvp3rJ8se/r0qXh7e0u9evXkzJkzIvKmhNyqVau0p7q//vprbT68hIIMnA+e/okff/xRlFJSvXp1rfytxdGjR6VFixbaQLx1RYF3PdnjaPse+++fsTzR06VLFxH561NLvIuj9JvF2/1HRJTcWI7r4eHhWijQelA5e/bssmrVqnhPZ1v/vnbp0kWUUpI3b16tBLuje/bsmTRo0ECUUuLm5iYnTpwQkd+vLax/T5s3by5KKW2u+ORu3759UrBgQVFKyWeffSb+/v6yefNmGTJkiHz55ZfaPli5cmWb6lkiItu2bdPOB3ft2iUiIrt375YaNWpIypQpZevWrfbYJLuwBBVCQ0OlVKlSopSSkiVLSlhYmM1yEdsgQ7NmzeT06dMiIrJkyRLJlCmTZMuWTRu8d1SPHj2Sbdu2ace65cuXi6urq7Ro0cJmvc2bN4tSSrJlyyZKKenYsWOyDcskxPrYP3v2bGnVqpV89NFHkiNHDlFKibOzs83UEhbjx4/XKuO5u7uLXq8XnU4nU6dO1dZJjtcZln3j4sWL2rQ4IiKvX7+WnDlzSvv27bWg4NWrVyVPnjzi4uIi+fLl0+7Vvx1gmDFjhqRKlUqaNGkSL2ToSI4cOSJt2rQRvV4vVatWjRdkiIiIiBdkePz4sZ1aS8kVQwxERO+J5cRw69atYjAY5IsvvrC52WA2m6V8+fLi7OwsQ4YMiXdSlBxPLIko+QsJCZF79+5J+vTptRtcluNZTEyMbNu2TZtDNaEgw9vHPh4L6a+w7CfffvutKKVk48aN2jLrAYELFy5I48aNRSkl3t7eNjdhHXlfY//9O1euXJH06dNL+fLltcpaltLLfxZkMJvNDt13Ign3n6P3CRElP0ajUVq3bi1eXl7Sq1cvOXTokGzZskWKFCmiTTV5+PDhBMO9Fr169ZKzZ88mdtPt6l2/B5Z+efr0qXz++edaGMQSoLZ24MAB8fLyko8++kh7ejk527Fjh3h5eUmOHDneWTUhODhYmwqsdOnSsmbNGm2dW7duScOGDUUpJRkyZJBSpUppgRtHqpRn2cciIyPFZDJJSEiIZMiQQZRSUqJEiT8NMrRo0UJGjBghmTNnFi8vLzl//rxdtsPeLN9hy75n/b8lS5aULFmyaOEOS1/u379fsmbNKvPnz5fKlSs7VN9ZH/MGDx4sBoNBihcvLn5+fjJ79mybCpcJBRmmT58uDRs2lOzZs0vLli1tvtvJOQhy+fJlUUpJvnz55NWrVxITEyPe3t6i1+tlxIgREhsbq607YsQIUUqJXq+X5s2bx6uMPHnyZMmUKZPkyZMnXv86opMnT0rLli1Fp9P9aZAhffr0MmDAAHny5ImdWkvJEUMMRETvmZ+fnyil5Pjx49prb8+5ZRnEi4iIkHPnztmcXBERfSh8fX21i+k8efJoFy7WF+JxcXGydevWBIMMjjrPJf03oqOjtblCLTew377xbTKZtCd+nJ2dpVixYtoTZo6O/ffPmEwmef78udSsWVOUUjJ//nxt2bsqMgQHBztkWdyE/FH/ERF96KyDgFFRUeLt7S3ffPONREVFaa/fvHlTqyZQpkyZBIMMb1docBTW1wZms1mePHmS4MDI06dPpVGjRqKUktSpU8u6deu0ilIbN26UGjVqiFJKvv/++0Rru738+uuvotPpJH/+/PLjjz9qrxuNxnjBySVLlmhTTVhX0BMROXTokLRv3168vLzEw8NDypQpY1OxITkPhor8vu+Fh4dLmzZtJGvWrFKoUCHR6/VaSOGTTz5559QSzs7OWrWL1KlTx6twlpy9fU3/rmDWb7/9Jm5ublK6dGkt/GvRvXt3yZ49uzx//tymbx3JwoULRSkltWvXtglxhIWFycaNG6VMmTLavZe3w1lxcXHxKgsk9+/skydPpFixYqKUklKlSkm+fPnE2dlZRo8erf3mWv+WtmvXTpRS4urqKv7+/rJkyRJZu3atVqkmU6ZMDhWeSYj178VfCTLMmTNHUqRIIR999JE8ffo0sZtLyRhDDERE74nlBLF169ailJL9+/eLyJuTJusAg/WJ5ZkzZ6Rhw4YOU+KQiJKXxYsXa0/ppE6dWpvf/O0br28HGdq1ayevXr2yR5Mpmfniiy9EKSXTp08XkYRv1sTGxkrevHklXbp0opSSqlWrOtxTje/C/vvnLFNx1K1bV8LCwrS+SyjI4OXlJYGBgRIZGWnPJicp7+o/IqIPXXh4uPTu3Vvmzp0rHh4e2kCx0WjUjnV37tzRBuHfFWRwNNYDofPnz5fGjRtLqlSpJE2aNFKnTh1ZtGiRPHv2TFvn6dOnWrUoZ2dnSZs2rXbfJXv27DJt2jRt3eRa7Wf37t2i0+kkX7588vPPP2uvv70vWf/7/PnztcH2sWPH2qwXFhYmN2/elBs3bthUkUru+6Zl/4iIiJDSpUuLl5eXfP3113Ly5EnZtGmTjBkzRpsisXTp0gkGGZYsWSJKKUmVKpVcuHDBLtthD5br/ujoaFmzZo34+vpK+/btZcqUKbJ7925tPbPZLPfv3xcPDw9JlSqVbNiwQVs2d+5cyZw5szRt2tQhAwxms1liY2O1afx27NihvW45LsbFxcnOnTulePHiWpDh2rVr2nqOxtIvJpNJKlasqE3X1K9fv3gVQKx/WwYMGCBp06bVjoGW72y9evW0/nQElu+t0WiMFyh6O8jQqlUr0el0Ur16ddmyZYvNuuHh4bJgwQKH6jtKHAwxEBG9Z8OGDbM58SxXrlyCAQYRkc8//1w8PT0dPu1JRB+u1atXi5OTkyilpEOHDtrrbz+RERcXJ9u3b9fmdfz1118Tu6mUjFhuSkyaNEkbCLXc9LKeqsTyd7ly5WTgwIHStGlTcXJyksmTJ2vrOCL235/7sylvHj9+LGXKlBFPT894oQ7rIIOl5PXcuXMTodVJx7/pPyKiD5XZbJZu3bqJUkoqVKgg2bJlizfQ9K4gw5EjR5L9YPG7WG/3wIEDtQCgj4+P5M+fX1KkSCHu7u7SqlUruX//vraudUWGlClTSrdu3eTo0aPxqmImR/v27dMG7saMGaO9/q7ttX7dcs/Ky8vLZsDd+jfb8ndyPtezZjKZpGvXrqKUkv79+8cLnl67ds1mKpiEppZYtmyZXLp0KVHbbU/W1Sss1U+s//Hw8JBBgwbZvMfX11dcXFwkf/780rlzZ2nSpIkYDAbJnDmzNsWEI3r9+rUULVpUUqdOrVWfefu7HBERIUFBQaKUEk9PT6lfvz4Hj0Xko48+0va5Tz75JMHqd9b3pg4fPiyLFi0Sf39/GTNmjBw/fjze9BKOIDw8XHx8fGTBggXxwkPWx/1jx45J9erVtfDM5s2b37ku0X+FIQYiov/Iu36oly5dKkopyZkzp1baaujQofGeOp40aZJ4enpK586dtSQ3EdGHaO3atVoJzaFDh2qvJxRk2LRpk/zwww+J3UT6QP3ZjedLly5pc9W2b98+wXV27dolHh4esmLFCtm6dau4uLhI3rx5tZuPyRn775+xPsezfupTxLZP+/btK0op6dSpU7ybP9ZBhrdv9iR3/0X/ERF9qEJCQqRevXri7u4uSimbAeaEggyWagJ58+aVY8eO2aXNScX48eO1cOWRI0dE5M3vyPbt2yVVqlSSLl06GTt2rMTGxmp9+ezZM6lfv74opaRQoUJy584dEbF9ijk5unz5shYkr1ixohw+fDjeE7Vvs+x3N27ckIIFC0rKlCnl4MGDidHcJC8yMlJKlSolWbNm1apQWD/tLfKm3woUKCBKKSlRooT2kJL1dDGOwrp6RZkyZUSn00mbNm3k3Llzsn37dlm2bJl2f+C7777T3nfmzBnp3Lmzdnx0c3OTcuXKOVT4IyGRkZHyySefiFJK1q5dKyIJ33O2TMmRMmVK7btvmarTEZ0+fVqaNWsmAwYMkMqVK2tBhren2xBx3Gma3mXatGmilJKMGTPK8uXL4x3HrPe/NWvWaEGRmjVr2lRSIXofGGIgIvqX3nUhbH1T1jKnlsFgkM6dO8dbd+bMmZI5c2YpXLiw3Lp16721lYjo3/qrTy+tWbPmLwUZrC+GkuuTUfTfsN53bty4IYcOHZJff/1Vm67JYvv27dpcta1atZJTp05pwcG9e/dK9erVJUOGDHL+/Hl59eqV5MuXT1KnTi23b99O1O1JbOy/f8b6GPXtt99K6tSpJTg4WPbs2RNv3Tt37kjOnDmlRIkSWp9Zv//tm2WOcMz7L/uPiOhDdeDAAalXr544OTlJ2bJlZd++fdqyt4MMd+/elWrVqomLi4vcuHHDLu1NCs6ePSs5cuSQPHnyyKlTp2yWWSoHNGzYMMGgx7Nnz6Rhw4ailJKCBQtqlS6T6++u5RzvypUrWhi1fPnysn///r8U3DAajVrF0EWLFr3n1n4Y7t27JylTppTChQtLREREvOWWfWnWrFni4eGhTS3xdrVVR2IymaRnz56ilJJBgwbF67dChQpJtmzZ5Ntvv7V5cOvhw4eyd+9eGT9+vGzfvl0eP36c2E1PUiy/Cf369ROllPTq1SveMrPZrE07UaRIEfHz85MSJUrI+PHj7dLmpMQSXIuIiJCqVatq303rIIP1b4Ejf2etmc1m8fX1Fb1eL2nTpv3DIMPr168lT5482tQd9erV48OY9F4xxEBE9C9YbkZHRUXJ3LlzZeLEiTJ+/Hh5+vSpzcXiwYMHpVq1atpF9IEDB+TatWty4cIF6dq1q7i6ukqGDBnk4sWL9toUIqI/ZX1cO3funGzbtk1mzpwpZ8+e1UrumUwm7eJm9erVfynIQPRnrPeZSZMmScGCBW3KkzZt2lR27Nih3Sxbv369NhD/0UcfSfny5aVZs2aSIkUKUUpp0x+EhoZKjhw5pFixYsn6wpv9989Y99uVK1e0Jzt1Op0YDAZp166drFmzRhtwDw8Pl9q1a4tSijcRhf1H9vN2YIhhGLKXt+8JWI5xDRo0kMOHD2vL3g4y3Lt3T+7evZu4jU1i1q5dK0opmT17ts3rI0eOFKWU1K9fX06ePKm9/ujRI5vvvnWQoWjRonLmzJlEa7s9/NsgQ40aNcRgMGjToDq6x48fS/r06UUpJf/73//euV5ISIjodDqtz6tVq+awvzmvXr2SggULSrFixWwqtFmHZIYNG6ad9yUUDnEkCU3RYj24vnnzZu1abcqUKQm+d8uWLaLX62Xr1q3y8uXLeMuTsz/aRks/Pn78WHx8fBIMMoiILFiwQHr27Ck3b958n01N8iy/nWazWQYPHiw6nU4LMlhXx7P8loSGhkratGll5MiR0qlTJ45l0HvHEAMR0T9kOSkKDw/X0oeWf4oWLSrz5s3TSubGxMTI3r17pUGDBto6lsEBy8Xl5cuX7bk5RER/yPrm18SJEyVXrlyi0+lEKSXp0qWT5s2ba3OovivIMHz4cLu0nT5s1jcoBg0aJEopyZ49u3z33XcycOBAKVasmOj1eilYsKAsXLhQe2Lg2LFjUrt2bcmePbtWnrRgwYIyZ84c7fMGDx4sSinp0aNHsi0pyf77Z6xvIvr5+ckXX3whRqNRdu/eLWPHjpV06dJp53EFChSQqVOnys2bN+XAgQNiMBikYcOGEhUV5RA3ERPC/iN7sZ6Te8WKFXZuDTmKP6o09vbc25999pk2CG8dZLBIrtUC/oj1Nlv+7tOnjyilZM2aNdoyf39/7anP06dPa68/fvxY+vTpE68qw7Nnz6RJkyailJIyZcpITExMsvxdsfSZ5X+tpwf7oyCDpS9evXoluXLlkuzZsyc4f7yj6tevn+j1eunSpYs8ePDAZpmlP58+fSpFixaVdevWSbVq1eT48eP2aKpdvH2sOnToULzKASaTScqXL68FGCxPvZvNZtm6davDTbFmYf19DA0NlXv37smrV69sgggiIsHBwdr58pgxY7QqAyIi+/fvFx8fH8mRI4dcvXpVez05HuPeZum/uLg4uXPnjmzfvl2uX79uc/yyTKdjHWT45JNP5NKlSxIbGytLliyRzJkzi1LKoUKD79o/rEM1liBDunTpZNmyZfGqVfj6+kr69Onl2bNnDnnOQomPIQYion8hJiZGPvvsM9Hr9dK4cWOZN2+e1KxZUzw8PCRjxowyevRorRSayWSSmJgYmT59unTs2FHq1asn33zzjfz0008OXy6N6H24detWvJsN9M9YX5gMHDhQlFKSNWtWGTFihIwcOVKbb7Bw4cLaE1FvBxks81z26dPHLttgT++6sOMF398zb948bV7ks2fPaq9HRkZKmTJltJtmT5480fa9ly9fys2bN2X9+vVy4sQJmxs8M2bMEC8vL8mVK5dDPH3B/vtnRo8erc0xa13W+/r167J+/XqpXbu2eHp6ilJKnJ2dpXHjxpI6dWpRSiU4ZYKjYf9RYrKek7tUqVKilJKff/7Zzq2i5M66OuP06dOlVatWUqtWLenQoYNcvnw53vneXwkyJHfR0dHy8uVLuXz58jvLVVvm5164cKGI/F6B4e0Ag8ibcxKllGzcuDHef+vJkyfSsmXLeO/5UL29P1kPhp4+fVpCQ0NF5M8rMlgPZM2ZM0eUUhIQEJDgfyO5+rNrtHXr1kn69OnFYDDI6NGj5dGjR/HWHTlypLi6usqTJ0/ea1uTGstxzzJQLPKmKoVSSlq3bq0tSyjAYFlWpEgR6d69e7ILQv8Z6/1u1qxZUq1aNUmXLp3kypVLKlSoIEuWLLHpK8u5tGUQvlWrVtK9e3ft+z1jxgx7bIbdWPaXiIgI6dKli+TJk0d7sKZq1aryyy+/aOtaBxmqV68uSinJmzevlC9fXlxdXSV9+vQ218XJnXX44+bNm7J9+3bZunWr3Lx50+a7bB1kSJMmjUyYMEHrp0mTJknGjBmlSpUq8UI3RO8LQwxERP/CwYMHJWPGjOLr6yuRkZEiIvL8+XMJCgqSrFmzStq0aSUoKCjBCxqWUyd6fw4ePCgeHh7i6+vLIMN/aPLkyaLT6aRRo0Zy9OhREXlzE9Lf31+cnJy0i0LLTULrIMPKlStFKSXjxo2zW/vtwXKRHRsbKzdu3JCNGzfKrl27kvWg73/NbDbLs2fPpGrVqpIyZUpt37MICgrS5kV+eyAgoScNzGaz9OnTR9KlSycZM2bU5klOrth/f4/1+dn9+/clb968UqdOHW073+4Ts9ksBw4ckMDAQMmRI4e4urpqNxo7duwoMTExDjMYIML+I/szGo3yzTffSJo0acTX19empDXZ4nfr37Ou/GEZIHFzc9OmX8qWLZssXLhQnj59avM+6yBD48aNZf/+/fZovl2cOnVKOnfuLHny5JHUqVNLsWLFZMmSJfGu2davXy9KKfH29pbOnTtrAQbrKSRERHbu3Ck5cuSQihUrvvP8Orns69a/ob/++qsWWBAR6datm+TPn18OHToksbGxIvLXppbYvXu35MyZUwoXLhzvHDE5s75GO3PmjCxfvlxWrFghp0+f1qY7EBEJCAgQpZQYDAbp3bu3bN26VUTefPenTp0q2bJlk6pVq2pTKzoC66q0xYsXl3bt2omIyO3btyVLlixSuHBhefjwofagw9sBBhGRvn37ilJKFi9enOjtTyosFfJ0Op3kzp1bMmbMqJ0Dd+/e3WZwfdGiReLt7W1znpwtWzabCnmOVIEhPDxcSpcuLUopKVSokLRp00YaNWqk9c2SJUu091gG558+fSrt2rWTLFmyiJeXl1StWtWhKiJbhz86dOigVVtUSknu3Lnliy++0KpJi7zZn4YOHSqpUqUSvV4vKVKkkPz584tSStKnTy+XLl2y16aQA2KIgYjob3j7pHDWrFmSLl067SLRcnIUGhoq06ZNswkyWG5cmM1m7Z+EPpOI/r3Zs2dLypQpJVWqVBIQEMAgw3/g4MGDkitXLilZsqRWqjU6OlomTJggHh4ekitXLqlbt64WZEioIsO1a9fs1n57sFwohoeHS6tWrbRyhUopSZEihQwcONChbhb+GxcuXBAXFxdp06aNzevveirPemDd+nf29u3b0qxZM21eTEe5+Gb//TXW23rkyBHZv3+/pEiR4p0VAd4eFLly5Yps3bpVqlatKqlTp5Y8efI41E1t9h/Zi/VcviIihQsXlmbNmmnzbTM8bmvs2LFy8OBBEeG16L9hOYZFRERo8723bt1azp8/L0+ePJFvvvlGlFKSKVMmmTJlSoJBhnr16olSSlq0aBGvIkFytHv3bsmUKZNWfSdlypSilJIcOXKIv7+/zQCKiEjz5s21c+eqVavGu5Y4cOCAVKtWTby8vGymnUjuLAEYy5Q5/fr1087nLEEOy3Hv7SDDvn37tH33yJEj4uPjI87OzrJs2TK7bIs9WF+jffHFF9p+qJQSvV4vzZo1s6nq4e/vrw3k6XQ6qVSpkhQrVkyUUpIxY0aHnA8+OjpaPvvsM3Fzc5P27dtLbGysxMXFSf369UUpJalSpRKllAQFBcX7Xs+dO1cyZswoNWrUcLgKFhZLliwRNzc3+fzzz+XIkSNiMpnk6tWrMmHCBG0qzq+++kquX7+uvef27dty+PBhmTdvnuzcudNmv0suQa0/YjlfiYqKkho1aoiLi4sMHDhQ++28d++eVoXL+vgo8vu9+oiICLlw4YKcPHky3n6ZnFkHj0qWLClKKSlVqpR88803Urp0ae0+VeHChW32K7PZLAsXLpQvv/xSlFKSP39+qV27tk11RqLEwBADEdFfZLnQMRqNYjKZJDw8XLZs2SKVKlUSkTcn8SK/n1i9fv1apk6dmmCQgYjev7n/x95Zh1WVdX/82ZfulAZpY7A7BsVuxe527MJCELuwEAO7c+wauxVQbJ2xxkYpBaSb7+8Pf2fPOfdeEFDv5b1nf57HZ/Sec++7z3r32bHWd6+1YQPs7e2hq6vLhAxFhF9jkU9+fj6WLVsGQghNz5eTk4Pg4GDo6+vDxcUFCQkJSEhIQM2aNUEIgaurKx48eABAdlMthk22vI1io0aNsHDhQvzxxx+oVKkSCCFo0qQJS5kuhbyACldjdcSIEfSzwtIKN2zYED4+PnJ/f8+ePdi8ebPKjgnMfj/OrFmzoKmpiS5dusDKyuq79T6lbZ6UlIQuXbqAEILFixf/6uaWOpj9GMogJSUFbdq0wZw5c2BnZ0fXIEzAIGTPnj0ghKBs2bK0djsTMpSc7OxsDBgwADo6OvDz80NqaiqAb6mre/fuTYMppqamWLlypUzA7saNG+jSpQv++ecfZTRfoVy4cAFqamqwtrbGokWLcPfuXVy6dAlVq1YFIQROTk4IDw8H8N86+ty5c2jQoAEIIahfvz4VSaelpWHfvn3w8PAAIQSrVq2i/zti6M9jxoyBpqYmzM3NqaChR48eMqeKCxIyPHjwAOHh4WjRogUIIQgODqbfUXX7ydujtWrVCjt27MCMGTPQoUMHupc9cOAA/d7+/fsxbNgwaGlpQSKRwNbWFu3atRNVMI9f9uHy5cswMjISZKUFgLdv38Ld3Z0ebPj48aPgNxYtWgRzc3PY2dmJynbSa5Fp06ahbNmyePTokcy9e/fupVkZFixY8N3fVvV3lk9eXh5mzZoFHR0djBkzhopVnz17hv79+9Mxjpt7+eIssZUtkSYrKwsdOnSARCLBrFmzqO1iY2MRGhqKatWq0cwW8kpe//3330hISBBkAGIwFAUTMTAYDEYR4BacXM0tT09P2NraomLFiihfvjxVdXIbInlCBisrK/j7+4tK7clgKAN+oGTt2rWwtbWFrq4u5syZI7OJZvzH2bNnBbVQ+eTn52PHjh1YtGgR/fexY8dgY2MDR0dHGszMyMjAiBEj6KaR7yAXI9nZ2VS1PmPGDIHz4sqVK9DT04ODgwM2btwo2iCLdGCTy2wEAK9fv6Z/DwsLAyEE1apVQ3Z2NubNm1dgAH7fvn0ghGDOnDkCpw7/76pib2a/n09qaipmzZoFPT09aGlpwcjICG/evAFQtOfm/j+5evUqdHR00K9fv1/a3tIGsx9DWSxatAiEEJQvXx66uro4fvw4AHEIJ4tDYmIiPd3u5OREs2uJKQjyI0jb6a+//oKpqSm6dOlCS5e8fPkSffv2pWVxli5dCkIIrK2tERwcLCNkEEMGhosXL0IikaB8+fI4dOiQ4NqXL1+ouHfo0KGCa7m5uTh48CAaNWpE9xeVK1eGg4MDPe29du1aer+qv+/8/rd48WJazq927dpUuCV9nzwhQ/Xq1emJ5SVLltB7Vd1+HNnZ2VRkNGPGDEEt+GfPnsHMzAz29vZYunSpzPv57t07PH36FDExMTQIKAa4PsUd5lq/fj0cHR2pgIGfffHcuXNwc3Ojew9/f3/4+/ujadOmIITA3t5eFMItQHbOWLhwIRYuXIiKFSti+PDhgmv8dfLWrVvpmFeUcn9i4f3793B1dUX16tVp33v9+jUGDBggEOxPnz5dbmkJMdvuypUr0NHRQYcOHajPgN/n4uLiqJChbdu2MmOfmG3HUD5MxMBgMBjfgb9Y504Ym5qa0rp4hBBMmjSJTv7yhAxr1qyBjo4OnJ2dmYiBwfjFSDtfgoKCUKFCBRgYGGDBggVMyFAAwcHBdKMXGBgocz0rK0ugyOZSb3LOb26Ts3PnTpQvXx6enp4ghGD79u2KeYBSBDf+X758Gfr6+mjVqpVMTe66detCW1sb06ZNQ2JiohJaqXz4G+H79+8LNsoTJ05EmzZtBOkMW7duDT09PTRv3hyEELRv317gsAW+nWj08PBA+fLlZWomqxrMfr+O2NhYLF++nDr7Bw0aJLPOKwju+rNnz6Cnp4eaNWsKTqiJAWY/hjKIjIzE6NGj6Vpmzpw59BpzvApJSkpiQoZisGbNGhw7doz+m28nf39/EELoGvnDhw9U0MsPyHNzr5WVlVwhgypz8eJFaGlpwcHBAUeOHKGf5+Xl0ZOxd+7cASEEvXv3ljktm5eXh+fPn2PmzJmoVKkS3NzcUKlSJUyfPh2XL18W3CcGuOecOHEiCCHQ0NCg5TQKCqrzhQz88nbLli2T+V1Vhnt37969C1NTUzRp0oRmT+GoW7cuNDQ04OvrS/dofJGwmJB+F7Ozs1GtWjWoqamhVq1aqFOnDvLz8+WKVP/55x94enpCS0uL9jdbW1v069dPILRWRe7fv4/Tp0/Tf3Pv1oULF0AIgbOzMxwdHTFu3DgAQjvz38NevXqBEIJ9+/YpqOWlA+m1iHRpw/79++PcuXMAgM+fP2PatGkghGDw4MH0vvDwcDg6OtK+t2XLFsU0vhRQUMYJLrMql52CL97i3uEHDx7AwcEB1tbWePz48a9vLINRRJiIgcFgML5Dfn4+8vLyMGrUKBgbG2PSpElISEjAtWvXMH78eBgbG8Pc3BxBQUEFChmSkpKwYcMGUaVLYzCUgbR6fdy4cahUqRJNx2diYoL58+fj06dPSmxl6WX16tVyhQzSG8nQ0FAQQtCmTRvk5OTQcjoAMGXKFLi7u+Pdu3c4c+aMwtpeGlm8eDEIIYKaqnl5ebRu8owZM5CcnAzgWxrsFy9eKKupSqVZs2Zwd3fHtWvXAHzrQ4QQdO/enb6r+fn52LBhA8zMzOgpvEuXLgl+5+rVq/Dy8oKWlhZ27Nih8OdQFsx+Pwf+CTIAiI6OxrJly2Bubg5dXV0EBgYWORAPfMsExAVkxOD8ZvZjlAY+fvyICRMm0LXMwYMH6TUWoP8G9x4mJyfT1MtOTk64ffs2AGYnabZs2QJCCOrUqYOzZ8/Sz/nj2IEDB5CVlYX8/Hxs3rwZGhoa6NWrl+B3du7cCQ0NDdja2oIQgpCQEJUPGufn5+Pz58/0fWzSpAnevXsn99779+9DV1cXy5cvx7Nnz/Dhwwfqh+ETGxuLpKQkGXGwqttSmtTUVMyZMwfdunXD8OHDoaamBhMTE2zfvr3AzB7cu//06VNIJBKaYQ8Qn/3Wr18PQgh27dpFPytoj5aeno579+6J6jDS69evcejQIUyePFkgFEpOToavry/NAOLh4UFFIPKEDDk5OXjw4AFOnTqFU6dOITY2VuWFqREREZBIJKhSpYpgzgCAqKgozJo1i84D7u7utF/Jy57CBecnTZokc48qk5eXh7y8vAIzuL1//572u/DwcJibm6NDhw6Ce5KTk+Hu7k5LxhBCkJSUpNI2LOi95Z6ZE13yRb7SfP36lYou9+/f/8vbzGAUFSZiYDAYjALg1Ivchq5OnTro1q2bQKkdGRmJxYsXw8jICFZWVlixYkWBQgZVXiwxGKUB/js2depUaGtrw9HREVOnTsW4cePQsGFDEEJgYGCAuXPnMiEDD77jauXKlYVmZACA69evgxCCli1bCj4PDQ2Fm5sb+vfvX+DviwkfHx8QQqgDIzs7m9Zo5DvHgG8no1xcXGggWiy8f/8eTZs2hZqaGpo0aYIuXbqAEIJevXrRNKPcu52SkoLhw4dDX18f5ubmmDZtGkJDQ3Hr1i1auokQghUrVtDfV/W5l9mv5BRlXIqOjsbSpUvpOk+eYFUeERERsLGxgYGBgcqKk5j9GMqioL7DjVeRkZEYP348Dc7zhYSqPKYVBW5/m52djaioKFy4cAEeHh7UVhEREQCYnficPXsWLVu2hLq6OurVqycQ6PJPMQLfSk9WrlwZbm5uiI6OFtxz7NgxmJqaYvTo0XB2dhbV2HbgwAG6t+jTp48gSxQnUrty5Qp0dXVpxktzc3PUrl0bPj4+uHDhArUnH7HuLziSkpKoYGHGjBlUyLBjxw65QobExETqy0pISKCfi9GOnNCcfyK5oD1aZGQkypUrhwMHDiiruQpl48aNgsDvtGnTBOKjxMREaj/OXhz8vqTKpecKY9euXShbtiy0tLTQoEEDQUYG4NvaePbs2bQkTkBAAO1v0oLguXPnQiKRiCYTQ1RUFM6ePYs+ffqgadOmaN++PaZOnYorV64UmGWGK93JlSni5pTMzEw4OTnh1KlT2LBhg0z5RFXje+8tAOzZs4f68OTNqdw7O3PmTBmRF4OhbJiIgcFgMAohJSUFXl5emDFjBtzd3aljh5+eKTY2FkuWLClUyMBgMBRHSEgICCHo1KkTHj16RD/Pz8/HzJkzYW5uDj09PcybN4+VluBRHCFDdHQ0rKysoKGhgTlz5iA+Ph7Hjx+nKSPF4uQpCM75MHv2bKp2z8vLQ/369eU6xwCgX79+kEgkCA0NVUaTlQpXx1IikYAQgkaNGuHvv/8G8F+/5P6blJSEKVOm0PSQXFknQghcXFywdetW+rtimYOZ/YoP37EaERGBffv2YcKECdiyZYuMkCg6OrrY67yXL19iwoQJgjlIlWD2YygLru/k5OQgJiYG165dw927d5GUlCS4j19awsXFhQkZ8J/tUlNT0bVrV9jb28PMzAwmJiZ0HmClJeRz5coVtG7dGoQQGSEDfxy7fPkyCCHw9PREWlqawIZ9+/ZFzZo1kZubKwggqzL85z9+/DjtZ7169cKLFy9osOnr16/47bffaLkNU1NTGBsb0/sJIahduzYGDhyIAwcOiC47T2HrMb4tpIUM/KDf7du3MXr0aOzfvx/Z2dky60NVRXoc455369atIIRg5MiR392jDR48GIQQmQxmqsjUqVOhpqYGc3NzrF27Fjdu3AAg208SEhKwZMkSupcICQmh11S9TxWF3bt3w8PDAxKJpFAhg5mZGaytrREYGChTXjIsLAxly5aFsbExbt26pcDWK4cDBw6gZcuWNMsH/4+LiwsGDhxI506+P75jx47Q09PDvXv3BL8XGBgIHR0d3Lx5U6HPoQyK+t7ev38fZcuWhUQiwYYNGwTjI1+U2alTJ+jp6am88IPxvwUTMTAYDEYhrFmzhi6aDAwMcOrUKQCyiwFpIUNwcLBolccMhrLIz89HRkYGmjdvDolEQp2wgHCjs2TJEmhpacHIyAgLFiwQvZCBnzWmKEIGbmxbu3YtdXzzHeArV65U7AOUYh4+fAg9PT24uLjA3d0dhBDMnDlTxkmxcuVKGBoaol+/fjKOM7HQuXNnEEIgkUhQvXp1hIeHy62JDAAZGRmIiIhAQEAA+vTpA29vb+zatUsQ8BSbA43Zr+jwn23hwoWwsrKScZYFBAQISoDFxMQI1nkrV6787jpP+oSuqsDsx1AW3JiWlpaGgQMHCmodOzg4IDAwEM+ePaP3f/z4kQkZ/h/uedPS0lC7dm3o6+tj5MiRePz4MR4+fIjFixfDy8uLCRmk4D//5cuXCxQycPf9888/MDc3R61atQSp5zds2ABra2sMGjQIubm5orJrQUKGHj16IC4uDsnJyahUqRLU1NQwZswYJCQkICYmBu/evcOKFSswYMAAmJmZUaGm2Mpd8efKc+fOYdWqVVi+fDmOHj1KP+fPy3whw5YtW5Camoo7d+6gVatWIIRg+/btimy+UuFsl52dLbP3ev/+PUxNTaGjowMnJycQQjB79mwZgdHq1athYmKC7t274+vXr4pqulIICAgAIQQdO3YU+FEA+fuChIQELFq0CIQQmJqaYsOGDYXeLwb4z71z585ChQwxMTGYPXs2TE1NYWJigq5duyIiIoKWBPj9999BCMHatWsV/RgKZ968eTA0NISmpibGjh2LTZs2Yc+ePQgKCoKTkxP09PRACEGtWrXw+fNnAP8JuPr16wdCCFq3bo13794hKysLQUFBsLW1Ra1atRAXF6fMR/vlFPe9nTt3LvUZbNq0idqTY+PGjdDW1kbTpk1lxk0GQ5kwEQODwWAUQmxsLK0bRQjB9OnT6bWChAzm5ubQ0NAQqJEZDMbPIyYmpsBrUVFRMDQ0hJ2dHdLT0wWOM/47O3DgQBBCYGxsjAULFoiqtMSFCxfQt29fbN26Fa9evZI5zcQPHBWWkeHz5884cOAAatSogd9++w3du3fH4cOH6XUxOC8KC8Ll5eUhPT0dY8eOhba2NnXYSjvA1qxZAxsbG5QvXx5v3rz51U0udeTn5yMlJQWNGzdG3bp1aYCgQYMGuHDhgoyNiyIQFFtwgNmv6PCfjaszW7FiRaxYsQIBAQEYMGAAHfP69u0rEHZw6zwzMzOYmppi4cKFyngEpcLsx1AW3JoiNTWVpsutW7cupk6dis6dO6Ns2bLQ0NCAt7c37t+/T78XFRVFhQzly5cXrFPERn5+Pi1zNXHiREFd8tzcXLx+/ZoK4sReWoI/VxZVyAB8O13LiUFat26NOXPmYMCAAdDW1oaNjQ3+/fdfhT1DaaIgIUO3bt3g7u4OTU1NLFy4kGYOkBZh/v333zh79iy2bdumyGYrHWlxgrRgcOTIkXL3sAEBAdDW1oaRkREaNGhAy4UtXbpUkc0vFaSlpaFSpUoYNWoUDdZx/XH58uXQ19cHIQRt27aVyeizatUqWFlZwc3NDa9fv1Z42xXJrl27oK6ujqZNm9JydMD3x//ExEQsXLiQCRl4lETIYG1tTQPLZmZm0NPTQ/ny5QX2VNW5eNKkSTST4NWrV2Wu//3335g+fTrs7e1BCEG1atUQHx9Pr79584auC21sbOjBERsbG0HpIlWkOO8tv1+OGzeO9rfOnTtj+fLluHTpEsaOHQtjY2OYm5vj+fPnCnkGBqOoMBEDg8FgfIe4uDjMmjWLbhb5m2fphXlcXBxmz56NsmXLiqrOJYOhKE6fPg1CCDZv3iz3enp6OsqVKwcbGxtERUUBEDoiub8/ePAA+vr6MDExgUQiga+vb4F19lSJ8+fP05NMEokEhoaGaNGiBZYvX47bt2/LTc+6bNmyQktLZGRkICUlRVB7VQxOC87Bmp6ejtWrV2PSpEmYN2+eTCr18PBwtG/fHhoaGqhUqRKWL1+OJ0+e4Nq1a+jfvz80NTVRpkwZwcZTjCQlJeHr16/4+PEjunfvDkIIGjZsiIsXL8pNPc93NLLMR8x+xWXnzp0ghKBdu3Z4/Pix4Nru3bupw3/kyJGCQF9cXBw9dbZx40ZFN7vUwOzHUAZZWVno1KkTTfnNH7uOHTsGDQ0NuLq6YufOnYJrnz59og7b6tWrIyUlRRnNVzjSTuyMjAz8/vvvMDU1xfv37wHIrtfevXuHFi1aUCHD7du35f6WqvLkyRPBs3J/5wfVvydkuHv3LipUqAA1NTUQQqCmpoaqVasKsoSIkfz8fGpPvpBBW1sbEyZMoHMF/90taD8hhn0Gn/nz51PR4IwZM+Dr60sF0l27dpXrd1q+fDlq1aoFiUSCcuXKYdOmTfSamOx35swZ+i76+voKTmW/ePECo0ePhq6uLszMzDBlyhRcv34dx48fR8+ePaGhoQELCwuV3qPl5+cjOTkZrVq1grq6Ok1DXxykhQz8viZWiiNk4EpLODg4QEdHB2PGjMGtW7cEp+BV9Z0dP348Hce4UoiAbIbQ2NhYrFq1Cg4ODiCEwNvbm67l8vLycPfuXXh5eUFHRwfu7u7o2rWrSosGS/re8ufXWbNmwdLSUkYcV7VqVZUXfzD+N2EiBgaDwZCC21zzF01xcXE0TZONjQ12795Nr0kvKD9//ixQhjIYjJ9DXl4eBg0aRGsv7ty5U3CdO5Fcp04dEEIwdepUwXe5e4BvDm1TU1P07dsXRkZGWLNmjeIeREnk5eWhb9++IIRAS0sLFhYW8PT0pBsWTU1N1K5dG1OmTMHZs2epgxsA1q1bR+9btGgR/Vyeo1EMjm7+iVCuv/H/LF++XOB4CA0NxcCBA6nDUUdHB4QQaGhooEmTJqISvXH9Q7qf8P/9zz//oEePHoJAPF9gc+/ePcybNw9XrlxRSJtLE8x+P4fevXtDW1sb4eHhAL7Zjz+eHThwAOrq6nJTL8fExODu3bsKbW9pg9mPoUi48e2vv/6ClpYWOnToICNEqFOnDnR0dDB16lQ6//LHxcjISEyePFngJFdFtm7dKnBm820QHR0NBwcHWFtbIzo6Wu73c3NzsW7dOmhqaoIQAnd3d4SFhf3ydpcGfHx8YGJigt9//x2LFi3CjRs3CizxdfHiRZqeX56Q4dmzZ9i5cydmzJiBw4cPi650XUF7Ab4Y5OjRo3Td3L17d0RGRopSVCkPzg75+fl4//49KlasiPbt2wuC6aGhofT0sbe3t6CEE8fHjx/x6NEjvHr1in6mqsHQwti/fz8VV/r6+iI2NpZee/bsGWbNmgUDAwPBXk5bWxstW7aUa1dVIyIigmbQAkrWRxISErBw4UI6d4gha8qHDx8KnEuBgoUMv//+Oy5duiS4NyoqCrNnz4aRkRGcnJywYcMGus6RzkyjKkyePBmEEPTp06dIvpC4uDjMmzcPpqamMDMzw9atWwEI/fcPHz5EXFwcUlNTf2nbSwMlfW/59127dg3r1q3DkCFDMH78ePz555/0IBiDUdpgIgYGgyF6+JtEAIJNDZ/Pnz/Dz88PhBBYW1sXKmRgMBi/huTkZAwdOpQ6GPhCBu4dPnXqFLS0tGBubi446ckP4h0+fBgGBgZ48uSJqFKlJScn03Tfampq2LVrF+7evYvx48ejYsWKNEsDVz+6R48e2Lt3L1JTU7FixQq5Qgaxkp2djQ4dOkBLSwt9+vTB1q1baZpmrvwQv/TJ58+fcf36dQwbNgwDBw7EuHHjcPr0aUHNZFWH75zOyMjAu3fvkJCQQJ00/OtPnz4VBOLPnj0L4FsWlebNm4MQgmPHjin2AZQMs9/P4cuXLzA2Noa9vT2+fv2KnJwcueKQpUuXghCCJk2aICUlRW5wRYzrP2Y/hrKYOXMmCCG4fv06/SwvLw9169al2Rm4LDMpKSn48OGD4PuqHiDlspy0bt2aZlDgk5aWhipVqsgVF/F59eoVjI2N4erqSk/lZWZmqrRIlZ91jP+nWrVqGDduHE6ePImYmBhBH7p69SqaNWtGS5tICxnECt9GX758wd9//4379+/LDYwcO3aM2rpnz56iEvUWBP89i4qKQmRkJAghOH/+PIBvYx43d0ZERFAxdUFChoJ+Wwzw1xh79+4tUMiQm5uLZ8+eYf78+fD19cWsWbMQGhqKhIQEZTRbYXD9ISgoCIQQTJs2TfB5UeCL9uPj4zFjxgyYmpqqvH/l/PnzMDc3x9y5cwstdSotZPjtt9+gpqaGbt26UXERZ2+utISxsTHKli2LkJAQGoxXtXd3yZIlIITAwsICBw4coJ9/b1/w77//0kM4vXv3LvL3VImf8d5KH7oUk/0Y/7swEQODwRA1nKo1IyMDixcvRocOHVCuXDl07doV+/fvpxsXbkHAhAwMhvJJSUnBwIED5QoZgG8q7TFjxkBdXR2Ojo5Yvny54HpYWBgaN24MNzc3wckosbzDKSkp6NevH7XfrVu3AHzLKnD16lXMnz8fTZo0gbGxMb3H2NgYf/zxB03hxwULxMy///4Le3t7TJ06VXBCYuvWrbSupbSTTMzwndqbNm1Cs2bNoKamBltbW9SrV0/uyWwuEC+RSODh4YEePXqgXLlyohTSMPv9PJKTk+Hg4AAzMzO8ffsWgNDxwy87ZGBggAoVKghKIogdZj+GouH6V//+/aGurk4zgGRnZ6NevXp0TcI/Nf/gwQNUr15dptyJKrNgwQI4ODhAS0sLbdq0oes74L/3kiuR2KtXrwKd2PHx8XBwcMDevXsxcuRIPHz4UHEPoSTmzZtHRRvcqfdGjRrRU8WEENjb26Nfv35Yt24dDT6Fh4fD29ubZmT466+/6G+KZV/Bh79WCQ4ORrVq1aj9DAwMMHbsWJm01/zSEr169WJChv+Hyz44efJkeHp60s+lA1URERGoXbt2kYUMqoq88pGArJDBxsaG7dH+H64vzZ49G4QQzJo1q9i/cejQIVy4cIH+++vXr6IQ6Pfq1QuEEFhZWWHJkiVFzsiwceNGmJiYQENDg/qw+Nf5QgZXV1esWLFCJUuezps3D87OztDU1ETHjh3pug74fjCemzMsLCxE+Q7/ivdW+rcZjNIIEzEwGAzRwm1uUlJS0LBhQxBCoK+vDzMzM2hqasLQ0BCDBw+mpwa4Cf3Lly9UyODg4IDNmzcr7RkYDLGSnJxcqJDh4cOHGDRoEE3f37p1a0ydOhV+fn7UebF+/XoltV75JCcnU+cYIQTnzp0TXE9PT8eLFy+wceNG9OrVi9qM/2fp0qVKar1ykN7UHT58GFpaWlTslpWVRa/t27dP4CTj11/lO9bEslHkO2d8fX1BCIGenh48PT3RoEEDKpTZtWuXjKOGq1drZGREnUUhISFyf1tVYfYrGdLpV/nvXtOmTWlwQDpdOPdeZmRkwMLCAuXLl5dJXS8GmP0YpQVunBo3bhwIIbTedkECBgDo0aMH1NXVce/ePYW3V9HwUykHBwfD0dER6urqMkIGALhx4wbMzMxACIGPj4/gFC3HokWLaLYyVYdvu6CgIDg5OcHQ0BBTp05FREQEnj9/jsWLF6Nly5YwNDSka2ATExN4eXlh5cqVmD17Nho3bgw1NTU0adIER44cUfJTKQf+mnbq1Km0DOeoUaPQu3dvVK1alYpEpDNB8YUM3bp1Y/W4AQwZMoSWnjM1NS30feQLGdq3b49nz54psKXKh1ufpKen0wA6fw3DX+vu27cPFhYWdO6QzsjAIZY9GgBs2LABhBB4eXkVOSicn5+P5ORk1KtXD506dRJdMDknJ4eW6TQzMyuWkGHixIkghKBKlSpITU2V6WsxMTGYO3cuCCGoVKmSSmUEKep6Rd77l5+fj7y8PDx//hwmJibQ1tYWXakmPj/jveX7qBiM0g4TMTAYDFHCLSLT0tJQv359qKur448//kBcXBzS0tKwYcMGGBoaQl9fH127dqULUr6QISAgAIQQlC9fnqYuZTAYvwZ5KYC/J2R4/vw5li9fToN3hBBoamrCxMREEMQTg5OiIPvxhQxcbcb8/HyZ4NWHDx9w7NgxjBkzBi4uLliyZIlC2l1a4OyRm5uL2NhYREVF4cSJE2jdujWA/+aUwk77fP78WfENLwXw36/58+eDEIIWLVoITlxw5Q2MjIywZcsWmUD8169f8ffff+PUqVOCU7WqHIDnYPb7cfgpvjMzMwEAO3bsgLGxMcqXL4/9+/fTTAH8skOnTp0CIQRDhgxBbm6uaOwlDbMfo7Rw4cIFmuK/YsWKIIQgICBAJhC/fPly6OvrY+jQoSpfF5l7r7h1HheML0zI8Oeff9K134ABA3DkyBF8/foVGRkZCAoKgq2tLerWrSuTqUHVkGe7lStXwtraGrq6uhg1ahQ+ffpE73/y5Al27dqFnj17ws3NTSDs1dHRgbq6OgghaNeuncr3u8JYs2YNtQM/i0dUVBQqV64MfX19jB49GomJiYJ54cSJE9SeYi7NwV/3jR8/ntqEK5FY0L71zp07NPPFyZMnFdLW0kRGRgZ0dHRgZGREfXcFCRlCQkKoXf38/ES1R+PbgetLFy9ehKamJiwtLWmmlMLKL3HXYmNjoaenh65du/7CFpc+uLVubm4uzchQFCEDZ7f379+jTJkyqFixomDdzCcqKgqLFy9WKUFScdcrBY11kZGRsLS0hLOzs1whpirC3lsGg4kYGAyGiMnJycHQoUOho6ODadOmUaf/27dvqarW1NSUngiQzsgQFxeHefPm4Z9//lHaMzAYYmPOnDmCU3XfKy0BfDuJvGvXLsycOROHDh0SbI7EFlSRZz9OyCCRSKiQIS8vj6rdAeEmkr/ZFoP9uA1famoq+vfvjwoVKsDJyQl2dnbQ19dHWFiY4P6C6q+OHTtWFOk1C+LkyZMoU6YMvLy8qFM7NTUVq1evhra2NsqUKUMzCmzbtu27AQAxiI/4MPuVjMmTJ4MQgkmTJgk+//jxI7p3705POW3YsEEgSOXKDmloaODUqVOKbnapgdmPoUgKWlNw41VCQgL69OkDNTU1EELQv39/mVIlISEhsLGxQcWKFWm5E1Vl1KhRGDx4sCCgAhRNyLB//37o6+uDEAJ1dXWUL1+elhuytLRU+ZPwhdlu5cqVsLOzg7a2NsaMGSOz18/NzUVCQgKOHz+OqVOnokaNGrTshKampsrbrjA+fvyImjVrwsLCAhEREYJrXCmT9u3by1zjOHjwIJYtW6aIppZq+HstvpDh4sWLAApew4WFhWH//v0KaWNpIzc3Fx4eHiCEwN3d/btChjZt2tD97+jRo0WxR5Me9/g0atQIhBCUK1eOnuqWFxDl23DIkCFQV1en2WdUeW9x7tw5TJgwgWZe5B9wKKqQgbMPF0R2cXEpdL9WWED6f42Srlfklau7dOkSCCHo3bu3Ap9AebD3lsH4BhMxMBgMUZCfny8zOd+8eRMmJibo0KEDXTy+fPmS1oofNmwYbt++DXd3d0gkEnTp0kVGyCCGAB6DUVrYuXOnoO4bt3ksTMhQ2DsqtgV7YfaTJ2QoKI2fvL+rOmlpaahVqxZNjcsJEzQ0NGRO6gHCfrd//35oa2vDwMBANCn7pN+75ORkdO3aFfr6+rh27RqAbw7a5cuXQ09PD25ubvjy5QumTZtG0zRv27ZNJWuAFgVmv5IjbbvDhw/TucHHx0dw7cWLF2jbti3U1NSgp6eHKlWqwM/PD2PHjoWlpSUIIQgKClJg65UPsx9DkfDXEdyaJDMzE5cvX8batWsREhKCGzduCAICf/31Fxo1agSJRIIGDRpg7969eP/+PR4+fIihQ4dSUZeqB5KfP39O382JEyeWSMhw5coVjB07Fs7OztDT04Orqyu6deuGly9fKvx5FElRbMcJGXR0dDB27FiBTaSzlSUkJOD+/fuYP38+Xr16pbgHKYXcunULGhoaMvMFV7u7bdu2ePDgAf387du3NFW69L5CDH6Woj4jl36+KEKG4v62KsC9uzk5OWjcuDEIIXBzc5MrZODe9y5duqBKlSowMzODvr6+yu/RChr3ONtcv36dZphp2LAhtQf/QAPfjuvWrYO+vj5atGih0pks8vPzER8fDxMTE7oWlrZdUYQM/Pf1wIEDAoGwqr+rP7pe4R+sAYAOHTrAwMAAFy5coNdVFfbeMhj/wUQMDAZDpZk0aRKtuSgtZNi2bRvc3Nzw4sULAN9ODowePZoKGIBvNc6HDx8OQgj09fXRo0cPmWAVg8FQDNevX4ehoSE8PT3pu8z9tygZGcTO9+xXVCGDWOA/+5QpU2BiYgJ/f39ER0cjPj4ePj4+KFOmDAwMDLB48WLExMQIvs/fbB86dEjlgwJxcXG4desWJk2ahL179yIlJYVey83Nhbe3N8aMGQPgm2127twJMzMzODs7U4FgamoqatSoQTMhbdiwQTSBeGa/H4d/8mTXrl0YOnQo+vfvTx2PhBBMnTpV8J3Xr19j6tSp+O233+g9ampqcHNzw5YtW+h9qu5gBJj9GIqF6xM5OTmCjEfNmzeHhoaGIFV/s2bNsH37dvrdEydOoGPHjvS6oaEh/XvDhg3x/PlzpTyTojl9+jTMzc1BCMH48eNLJGTIz89HQkICnj9/ji9fvshktlBVimK7woQMfL+CvKxlYoA/rnN/37VrFwghmDFjBr02Z84cKmDgl5fIzc1Fz549sXnzZsU1uhTBn3MvXbqE4OBgjBgxApMnT8aVK1dkgqB8IQN/nya2flcQ/BPy8oQMeXl5gj5bt25dzJkzB2fOnKH+QFWnoHEPABITExEYGEiF+pUqVcKzZ8+oXfmsWLEClpaWsLS0FI3tTpw4AQsLCxnbFSRkWLx4MT58+CDzO7du3UKNGjVgbGyMy5cvK/QZlMmPrFf4Y1xgYCDU1NTQt29ffP36VfEPogTYe8tgfIOJGBgMhspy5MgRutE7e/YsAOFGLy4uDufOnaOLgL1790JHRwc9e/YU/M7Zs2dBCIG9vT0IIRg4cKBKpfZiMP5X+Pz5M6pUqQJCCLZu3SpzXVrIsHv3biW0svRSFPvxhQxXrlwBID6nLCA80ZObm4v27dujQ4cOyMjIoPdwm20bG5siCRlUmbt376Jjx440NXXLli0RGhoqmCtTU1MRGRkJ4Nv827BhQ9jY2NDTsunp6cjKykLz5s1hY2NDg1JiKNnE7Pfj8McpX19faGtrw83NDQEBARg9ejQ6dOhA54Zp06YJvpuamoq4uDhs27YN69evx+XLlwU1aMXwHjP7MRRJnz59UKlSJcHpsPT0dNSrV4+OgYsXL8Yff/wBFxcXEEKgra0tSDP//v17HDp0CF26dEH79u0xdOhQHDx4UOVP0wLC9/X06dNUaFQSIYPY9rTFtV1hQgYxIb0XkA6icHBpvrt37w4AWLBggVwBA/Cf4GH16tW/ruGlFP68OHPmTOjq6gqEW/r6+mjbti3+/vtvwff4QgYuACq2fVphY5Y8IYOrqytev34tuG/FihXQ0tLC3r17f2lbSwuFjXv8YOenT58wf/58ODk5gRACW1tbjBkzBvv27cP169exZ88etG3bFoQQODg4yPRPVaQoc4Y8IYOJiQnGjx+P27dv0+9fuHCB9ss1a9Yo9kGUxI+uV0JDQ+n3N2/eDCsrK5QvX17ly4UB7L1lMKRhIgYGg6GyZGZm0iwKhBCcOXMGwLfFAH+hxP23Ro0asLGxoad3MjMzAXyrLWhjY4PNmzejUaNGbNJnMJQAt4j/888/oa6ujhEjRsi9T1rIsGnTJkU2s9RSHPtxQga+AEyMpKWloVmzZpg+fTrs7e1pjdnc3FzBqbuVK1fC2tq6QCGDqnPp0iWYmZlBQ0MDgwYNwo0bN2hmgIJYv349CCEICAgAIEzz2q1bN/Tu3Ru+vr6iSEXP7PdzWb16NQ2YPHnyhH6ekJBAS+pIZxSQV2OUQ2zBAWY/xq8mJSUFxsbGIISgSZMm1BG7atUqGBsbY/bs2YIA3927dzF58mRawomt677xM4UMYoMJGYoH317SwsgpU6agZcuW+PLlC4BvmS0tLCygrq6O1q1bgxCC9u3b4969e4LvXb9+HeXLl0flypUFc43YmDFjBgghqFevHo4cOYI7d+5g9+7d1HbVqlWTCdbxhQxi26dx69309HSsXLkSw4YNw/jx47Fjxw56j7zSEo6Ojli3bh0uXboEf39/mJqaoly5cvj48aNSnkMZFDUgGhcXh8OHD6NmzZoCYQ33x9jYGJ06dRJV6ZziChkGDx4MdXV1qKurw8DAAF27dkWLFi2gpqYGDQ0Nwf5MDELfH1mvtG/fHhEREdi/fz+sra1hZmam8uXC+LD3lsH4DyZiYDAYKk1WVhZGjhxJJ+/Tp08DkE299/btW+jq6qJGjRpUvMAxZswY2NnZIT4+XuYag8H4uUhv5KQDIA8fPoSJiQkkEgnCwsLk/kZKSgr69esHQsRXj/tn22/lypW/rK2lna1bt4IQAjs7O+jr69PMHvLSBwcHB9OMDIGBgd8NQqsKN2/epHW0t23bJrhWmFOGc9quX78ewH82vXjxInR1dRESElLk3/pfhtnv55Keno7mzZtDV1cX4eHhAGTTfB8+fJiuCblatIBsjXMxwuzH+NVw/SgmJgYVKlQAIQSNGjUC8C0Y6uzsTEvg8PdcUVFRmDp1KgghqF+/Pl69eiUzF/N/Xyzwn/fMmTPUuT1u3DiZwAAnunRycoKamhrat2+PGzduKKXdpYHi2i44OBj29vbQ0dHB+PHjRRVE4WjatCmqVKmCO3fuAAB8fHxACEHv3r0FweCQkBCaWaBatWp49OgRgP9sfuPGDXh5eUFbW1vUWfNOnDgBLS0tNGrUSEbIMWHCBGhoaKB9+/Z4/PgxAGEGgvHjx4tun8uN9ampqTRrD//PqFGjaMYy7t7c3FxBJinuj52dnWgylfEpbNyTTj+fkZGBlStXYvz48WjQoAG6du2KyZMn486dO4LsK2KhKHMGtxbOy8vDkiVL0KJFC9rntLW10aJFCxw+fJj+jlj2Z0DJ1yvq6uqoVq0ajI2NYWRkJErRG3tvGYxvMBEDg8FQeYoiZIiOjoahoSEMDQ1x9OhR+t0NGzbA2toaXbp0YQIGBuMXw9/ISdcB5TtufH19QQjBvHnzZK5xJCcn4/z587+opaWTn22/Cxcu/KKW/m8QFxeHwMBAmpqvefPmNE11QUKGsmXLUqeiqqdo/vfff+Hh4QFTU1Ps27ePfl7Yc3N2W7ZsGT2dx9XfvnHjBpo0aQJzc3NaykSVYfb7+URFRcHIyAgVKlRARkYG8vLy5AY1586dS9eEPj4+9HMxORPlwezHUASckz8mJgbu7u5UmNClSxcqjJEninny5AmqVasGQghOnTql0DaXZkoSGHBzc6Mp//llssRGSYQMzs7ONBtNYVloVI0XL16gQYMGNFNPjx49aB+SDga/evUKI0aMgJaWFiwtLbFkyRLEx8fj2bNn2LBhA7UhXygtJgES96xchhnp/dbs2bNBCEG7du1w9+5d+rm0L+r69eu/vrGljMzMTDRr1gzq6uro06cP9uzZg2XLltFybD179qQnjfkZV4ODgzFw4EA0a9YMU6ZMwZs3b5T5GEqlKAFR6TlYTGNdYRRHyAB8Cyhfv34dV65cwfPnzxEfH0+viXHNXJL1Svny5WkmATFnRGbvLYPBRAwMBkNF4E/q8jbBhQkZuIVSQEAAtLS04ObmhsGDB8Pb2xtqamqwtrbGixcvFPMgDAYD/v7+qFChAlatWiVI2cpt9i5dugR9fX1UrFgRqamp3/09VQ8mS8Ps9+Nw88jnz5+xaNEiODg4QF9fH4GBgUhKShLcwxcyLF68GBUqVKBliVQR7rmDg4NBCIGvry+9VlSHzPv376ngo0aNGmjatCkMDQ1BCEFwcPAvaXdpgdnv1/Hp0yeYm5tDX18fDx48KPC+U6dOQSKR0DUhJ+gSO8x+DEXBFzJwAXVCCGrXro2EhIQCv8cF/fz9/RXV1FIFf4/Lny/467SiBAYWLVqEKlWqiCqbwM+y3eLFi+Hh4YFnz54pqOWlg9zcXDx8+JCKF7hyMPyT73wbP3nyBD4+PtDW1gYhBAYGBnTesLW1xcaNG+m9YgzmJScno3r16rCyskJycjL9fM6cOVQo8vDhQ/r5ixcvcPDgQaSkpMjYS9X3afzA3NWrV2FhYQE/Pz9BgO7KlSuoWrUqFTK8fv0agLjEMfIoybjHBUT5B77494vFptxz5ufnCwQxfDsWNGcUNKbxf1PV+Vlz7oIFC1CrVi1RZU5h7y2DIR8mYmAwGCrBjRs3kJWVJaM25C86CxMyAMDjx48xfPhwquTW1dVF3bp1ReekYDCUyd27dwW13Ozt7dGrVy/cunWLpujPzMxE06ZNQQihtZHZwvwbzH7FR96z8+eOL1++YNGiRShTpgxsbGwQFBRUqJChsACMqpCbm4uGDRvCxMQEMTEx9LOiwNns+fPn8PDwoA7u8uXLC0oqqLJTm9nv19G5c2cQQhAQECAIDAD/2SQjIwN169bFpEmTQAiBlpYWXROKHWY/hqLgAlPR0dH0ZLaTkxM9ecwfw7gTyLt27ZIRf4kFfr3ozMxM/PPPP8jKyqK24e+BixIYEMNahYPZ7ufRvXt3useoV68eLRUByK6nk5OTcfPmTfTr1w+dO3dG69atsX79ekF2AbGuVTIzM1G7dm1YW1vTbCizZs2SK2AAgFGjRsHDwwOfPn1SRnMVirwAXmpqKl6+fIljx47BzMwMX79+BSB8d0NDQ2m2nh49elAhg/RvioWfMe6JFelxiVsPc58z2xXOz55z+RksVB323jIYBcNEDAwG43+eadOm0dM7nTp1wsmTJ2VOkHEbl8zMTIwYMUJGyMARGxuLmzdvYunSpbh48SJiY2MV9RgMBoPH2bNnMX78eNjb24MQAkNDQ9SoUQNbt27Fp0+fcPr0aRgZGaFPnz7KbmqphNmvaPA3yFlZWYiJiZFbL7A4QgYx8PLlS5iYmMDFxYXWLy8q6enp1BkUGxuLO3fu4NGjR4J6yqpuS2a/klOQI5pz3Kxbtw46OjpwdnbG8ePHqdOHLxLZv38/CCF48eIFVq9eTYP2YoDZj1Ga4PpddHQ0XF1daWCUHyTmn8L9448/QAgRlOARA5wN0tPTMWXKFNSrVw9qamqoWbMmRo8eTUuI8Wsjfy8wIBaY7X4Oubm5eP/+PczNzdG4cWMqhm7WrBlu3rxJ75OXHZP7/0B6/hFDYFneeiwnJweZmZno1KkTCCE4fvw4LRMmT8Bw6tQpaGtro2/fvkhJSVFU05UK/13LysqCgYEBCCHo1q0bvL29Acg/1R4aGorq1avLFTKIiZ857okNft/7888/MXjwYDg7O6N169aYOXMm9Q8z28mHzbklh723DEbhMBEDg8H4nyYkJIQKErg/EokEampq6N27N2bPno1Xr17hy5cv9Dv5+fkYPnw4vf+vv/6i11TZ8c9glDbkOR+kNyvR0dFYsmQJOnToQN9ZBwcHNGrUCCYmJlBTU8OZM2cU2u7SArPfj8HfKE6fPh0NGjSAubk5nJ2dsW7dOpl6qfHx8d8VMoiF+/fvgxACZ2dnpKenF+u77969w+7du2VOeXOIwZbMfiVD2qn98eNHmsqaIzExkWYTcHd3x+7du6nTBwDCw8Ph5eWFSpUq4ePHj7h48SIIIahfvz4yMjKY/Zj9GL+AwhzRnDOWX1qifv36ePLkiSBgt3HjRujq6sLd3V0g2lJ1ONulpKSgbt26IITAzs4OtWrVgouLCwghqFixIt69ewegYOf24MGDRefcZrb7+bx8+RKvXr3C06dP0bFjRypkCA0NpfdIzzXAfxnOxDRH8O3w5MkT3L59W3B9586dIIRAQ0MDhBB07NhRRsAQFhaG+vXrw8bGBufPn1dIu5XFxIkTMXDgQLnXevXqBUII1NTUUL16dZmDRgUJGdq0aYO3b9/+ymaXOti4V3L4vmB/f3/qOylTpgzMzMxACEHVqlXx/v17AAXbbtSoUYJrYoH1vZLDbMdgfB8mYmAwGP/T3Lx5E/Xq1QMhBJaWlhgyZAimTZsGPT09aGlpgRACc3NzVKxYEYsXL8bBgweRnZ2NlJQUzJgxgy5MT548CUBYQ4rBYPw6+I6d6OhovH79GomJiYLPpU/uHDt2DH5+fjA2NoampiZNY71w4UIA4hIhMfv9GJydUlNT6RxiZ2eHmjVrwsjICGpqaujfv7/AKQsIMzI4ODhg4cKFBQaTVZm4uDiULVsWpqamCA8PB/D90xJcP5wxYwasra3p98QIs1/x4dtn/fr1aNGiBbS0tKClpYVatWohODiYCo/i4uLQqlUrEEJgamqKWrVqYcGCBfD19YWdnR0IIQgODgbwrSwHd2JPlWH2YygLvmBw69at8Pf3x8aNGxEWFkbv4RyufCGDm5sbWrdujUWLFsHLywuWlpaws7MTZV3k9PR0eHp6QlNTE+PGjaMZfO7duwdbW1u6hvnw4QMAoXP73LlzdL/LlS8SA8x2P0ZRsibcvn27QCED8E2wOWfOHBp0ERP8OXfVqlU008zVq1fp59nZ2TS7jK6uLoKCggS/ce7cORrM2rBhg6KarhSePXtG37Vr167Rz/nv47Bhw6iQ4cCBAwCEe1d+Hw0LC4OTkxM0NTVFJXpj417J4fcfrrRLo0aNcPnyZeTm5uLly5coV64cCCGwtbUt0HZ6enoy77oYYH2v5DDbMRhFg4kYGAzG/zR5eXmIiIigQahq1arh06dP+Pz5My5cuIC+ffuiQYMGgkwNNWrUQNeuXXHw4EHUqVOHfn7o0CFlPw6DIQr4DocVK1agatWqMDQ0hIuLC6ZNm4Z79+4J7pUOrv/777/YtGkTWrZsSRfzUVFRCmu/smH2+zH4G8Xff/8dGhoaGDVqFD3Vs2XLFpQpUwYSiQSdO3eWccrGx8djyZIlkEgkqFChgqjqNALf7BcbG4sqVaqAEIKJEyfSawUJYfiOoV69ekFbW5tuwMUGs1/x4dtl6tSpIITAxMQE7du3R61atWBhYQF1dXW0adMGjx8/BvDtPR0/fjwqVaokWAMaGxtj1apV9PdGjRoFQgiWL18OQDUzWTD7MZQFv545t1fj/qirq2PTpk30Xk7sEBMTQwN+hBB4enqid+/e8PX1FWVq8NzcXPj4+EBbWxuTJk1CamoqAODp06cYPHgwCCEoW7Ys/a+8E6IXL17E8+fPldJ+ZcJsVzL4c0ZOTg7i4uIKLLEZERFBhQzNmzfHjRs36OecGO7IkSMKaXdpQXrO5fYL27ZtkwmoP3jwgGYZ0NLSwuTJkxEQEIAhQ4bQYOjKlSvp/ao8xx49epSuL/jvYEZGBv07VxZWXV2dljEpSMhw+/Ztmax6YoCNez/G3r17YWhoiBYtWuDRo0cAvpUkXrNmDfT09GBkZFSo7U6cOIF169Yppe3KhvW9ksNsx2B8HyZiYDCUAH8hzvhxOCFD/fr1QQhB9erV6eTNpWk+efIkVq5ciUqVKsHGxoZuFLW0tKCvrw9CCAwMDJCSkqLSm0MGozQxbdo0EEKgqakJFxcXmk6zXr16AvW6vPqqHN26dQMhBLt27QIgrmwCzH5FQ96YnpOTg7Fjx0JHRweTJ0+mKavfvHmDAQMGgBACa2trSCQSdOrUSVDvFwA+f/6MoKAgvHjxQiHPUBqQtuOmTZtokGn9+vX0c+k+xP/ekSNHQAjBsGHDRJf5iNnvx1m+fDkI+VYz+u7duwC+rfNu374NKysrmJiYYObMmfR9zsjIQGRkJLZt24agoCAcOHBAkM559erV0NHRgYeHh0xZBVWE2Y+hDLKystCmTRuoq6uja9euCAwMpCdqCSEIDAyk93JChujoaDg7O9OyJmLm8ePHsLCwQNOmTalT+9WrV+jfvz8IIRg7diwAwNPTE4QQ2Nvby003LEaY7YoPP4PAtm3b0LlzZ5ibm8PW1hYjRozA/fv36XvKERERgU6dOtH3dcKECShfvrzM+y02li1bBkIIOnXqJBCYA8K13atXrwQZQrkgfdOmTWnGAUA192jySE1NhbOzM4YOHUo/4/tPR44cWWQhgxhh417JiY2NRdOmTWFlZUUPMWRnZ2PZsmXQ1dWFm5sbPn36hObNmxfJdmJ5ZzlY3ys5zHYMxvdhIgYGQ8FMnToV06dPR2JiorKb8j8PfwPNCRkaNmxIa5U9e/ZM5jvx8fF4//49Fi9ejIEDB9LaUZqamvj7778V2XwGQ9QcOHAA+vr66NChAyIiIpCbm4tTp07B29sbhBBUqlQJV65cofdLOyQ4J9uuXbtACEHfvn0V2Xylw+xXPKRT9d+5cwfW1tZo3rw5Ddi9evUK/fr1AyEEI0aMwO3bt1G1alVIJBJ0796dni7jEJNjgv+sXAaAt2/fUhGMtbU1tm/fLrifq3/MER4ejtq1a8PMzAwXL15UXONLAcx+P86zZ8/g6uoKR0dH3L9/X3AtICAAhBC0b98ed+7cAfB9J/b8+fNhbm4Oc3NzUaSnZ/ZjKItHjx7Bzs4Ovr6+gjFt3bp1NGC3ePFi+jlfyMDVoP7w4YNoA1NcxkEuoBIdHY0JEyaAEIIhQ4bQ+/bu3Uv3tU5OTqKrAy8PZrviwX8/p0+fDkIIdHR0ULNmTTg4OIAQgrp162LXrl0yQZMHDx5gyJAhgqw9ISEhcn9bDDx48ABly5aFs7MzHj58SD8vbBx7+PAhLl68iD179uDJkydISEig18RkvytXrtB+NGnSJPp5cYQMYoaNeyXnzZs3qFy5Mi21mZubi82bN8PExATOzs749OkTAOD8+fO0vJqjoyMNJou9D7K+V3KY7RiM78NEDAyGArl9+zZdkC9atIgJGYqBdAAqMzMTwDel9q1btwDIChmqVatGT8nm5OTIPbX49OlTXLp0Cf/++68CnoLBEC/S7/CCBQvg4OAg49j5999/qeK4sEA8t0l89eoVdHR00Lx581/7AEqG2a/4TJ8+HePGjaP/5jsWTpw4gTJlylCxW1RUFMaNGyezUVywYAEIIZBIJOjSpYvo6ltKM2HCBHTv3p3++8iRI6hVqxZNT79ixQq53zt//jwaNWoEQgjWrl2rqOaWOpj9Ss6pU6dACJGx0ezZs0EIQbt27fDgwQP6eVRUFF0rcuTl5SEyMhKNGzcGIQS//fYbnj59qojmKx1mP4aikN5r7dixA/r6+jQgxw9+bt26tVAhQ2xsLF69eqWAVpcO5AU409PT8eTJE1ob+fTp0zAwMEC3bt0E9z18+BDa2to03XDlypXp/lcMMNv9GPxnnTt3LgghaNq0KV33Pnr0iJborFq1KrZv3y4jZMjNzcXhw4dx8OBBQSk2MQb29u3bJ3fOlcf3+pmq98Ps7GwAEPjqTpw4QbOlFkXIwPU3sfU1Nu6VHHnPmZGRgRs3btDyOc+ePUO1atVgZ2cnWIt8+PABZcqUocFkQ0ND0WX0ZX2v5DDbMRglg4kYGAwFs379elhYWIAQggULFjAhQzEIDw8XnFT8+vUr7OzsYGVlRRWIhQkZWJo5BkP5LFiwAAsXLkStWrUKDDC/e/eOnoj/XkaB4OBgEELQr18/mfSmqgizX9HgTvGoq6sjICCAfs4Xg4SHhyM5ORnAf86yLl26CH7nxYsXMDMzQ+3atUEIQe/evUVZEio/Px+vX7+mwabw8HB6be/evXTOJYSgV69eWLhwIe7evYu9e/di+vTp0NbWhpqaGoKCguj3xORoZPYrHvxxihuXZs2aBUIItmzZQq/NmTOHlkfgC7oSEhIwYsQIwdjH8fbtWwQEBGD69Om0nqiqwezHUBZcf8vLy0NiYiK+fv2KHTt2oF27dgD+65v88Wvr1q2QSCQFChnEArc+yc3NlRHX89/pJk2aQE1NjQbtuEBybGwsypcvjwsXLqBHjx4y6etVGWa7n8fhw4dhbGyMJk2a0Kw90vXgtbW1UaFCBWzbto3asKA1iSqvVeTBPS9XMoebc6XF6Hzi4+Pp31W9VBhnBy5QxwkYkpOTMWzYMDx+/FggZNDT0yuSkIEQQg82iQU27pUc/rjEf/+kr3FCX67sH9dfAaBx48ZYu3YtGjRogOnTp//iFpcuWN8rOcx2DEbJYSIGBkNB8BdD69evh6mpKQghmDdvHhMyfIf8/HzExcXRDcqhQ4cAAB4eHtDT00NAQIDgtFhRhQwMBkOxXLp0CYQQODs7w8nJCTNnzgQg31HND8RXq1YNly5dkrnn6tWrcHFxgZGRkSiyqTD7FZ1Pnz5h4cKFMDExgaamJvz9/ek16ZNjeXl58PLygoGBAS0rxN3z9u1b6OjoYO7cuejWrZvoTx1PnjwZEomEOnM4Ll68iLFjxwrq+aqpqdEsFjVq1MD+/fvp/WKdi5n9ZJF21hcUuNy2bZugvnZBAXgA2LBhAwgh+PPPP+X+VkZGhsrUD2X2Y5QW+MGpwYMHo2rVqqhcuTIqVKgACwsLQaYPoGAhw6xZsxTY6tIB996mp6djwoQJMDExwahRo2Tuy8rKgoeHBxwcHKgIk8Pf3x86OjqIiYlRSJtLC8x2P4/ExER06dIFJiYmuH79OoD/6sHr6enBzc0N9+7dw6hRo0AIQc2aNbF169bvChnEyIwZM2SEWXz4c7e3tze2bdumoJYpn7CwMLi7u+PatWsAvgkYPDw8QAjB3r17BfcWRcjA7XfFtEdj417J4QuK9uzZgyZNmmDo0KFy723bti10dHQQEREB4L8xjstuxvVhDjGMgazvlRxmOwbjx2AiBgZDgfAdfrt376Z1tBYuXCijAGXIsmjRIurct7W1hZaWFhYuXIjU1FQAwkUjEzIwGKWP6OhozJkzB/b29rSu6tevXwHIz47y7t07DBw4EIQQODg44OPHj4Lr9+7dQ7du3fDkyROFtF/ZMPsVj5iYGCxatAiGhoYyQga+A+P9+/ewtbWFpaWlTNrqyZMnw9LSEklJSYLTF2KD61+HDx8GIQRubm74/PmzzH3nzp3DlClT0Lx5c3Ts2BE9evTA6dOn8ebNG3qPGOdgZj/58J/ly5cvgmv+/v6YOHEi/fe1a9do7VnOYd2uXTt6UpTjypUrcHJyQp06dVQ+DT2zH6O0kZaWRjMXmZub0+yDnBhQ2hnL78Pbt28HIQQaGhoy/VmV4dYjKSkpaNCgATQ0NFC/fn3s37+fnlYGvs0jaWlpqFixIj0IwRESEgJbW1s0a9aMrgvFALNd8eHWI/JO/MfGxqJcuXJYsGABgG/23bZtG0xNTeHs7ExTrIeFhUFTU5P6WLZs2SJ6YZu0LQ8cOEDXe/wMAdJ2P3nyJAghGDVqlEwJJ1WFK3vo7u6Oy5cvo1KlStDW1sbChQuRnp4uc39RhAzR0dEKaXtpgI17JYe/5ggICICenh6MjY0xatQoQVA4Pz8feXl5aN26NQghmDFjBr0WGhqKxo0bw8nJCY8fPxZ8R9Vhfa/kMNsxGD8OEzEwGAqCU92lpqbi4sWL2LhxI62DzJ2M4mqFMoTwF5tLliyhJxM7d+5MP5cXXJIWMtSqVUtUCm0GozQSExODuXPnwt7eHlpaWggMDERKSgoA+Zu/t2/fonPnzli6dKnc35Pn7FBlmP2KR1GEDGlpafD09IS+vj6OHj1KhXEhISGwt7dHy5YtqY3FTn5+Pho3bgxCCI4fPw6geCm/xeDgKQxmP/m0atUKPXr0oMKOCRMmgBCCQYMGIS4ujt7HTxvcoEEDKk7lCA0NhZeXF/T19QvMIqCKMPsxSgvjxo2DsbExfH198fbtW0RGRmLw4MEghMDIyAjbtm2TWXfw93m7d+8W1V6NG9PT09PRoEEDaGpqYurUqXLLVnH3Hj9+HLq6uiCEoEWLFnSfa21tjWfPnim0/cqE2a54FLZ+yMvLo9dfvnxJs7NFRUWhdu3asLa2xvPnzwGABtobN26MChUqQEdHBxYWFqJ6b4GCBaWcHRMSEtCxY0eoq6tj4MCBePTokcy94eHhqFWrFqysrOSWb1JV0tLSMGTIEBBCoKmpCQ0NDQQGBtK5QZ5tCxIyiEX4wcHGvZ9DQEAACCFo1apVoWVILl68SG3Xt29f+Pj4wNbWFoQQhISEKLDFyof1vZLDbMdg/ByYiIHBUABcoCQ1NRVNmjSBvr4+HBwcULlyZbi6ulKH4qJFi1hpiULIycmBl5eXIN3y7t276XV5G578/HxERETQoIGnpyeys7NVNhDAYJRmuPeOC8SbmZnB3t4ea9asKTQQzz+5J+Z3l9mvcLg5QPoZo6OjsXjx4gKFDLm5uZg3bx4IIbCxsUGLFi3QrFkzEEJgaWlJHbdiQLpmL9+W3LWNGzeCEIJ+/frJ/Q2+M1yVsgYUBWa/4nPz5k2Ym5tDW1sbPj4+tI50165dqZOGs8fNmzfRqlUrEEJQpUoVXLhwAcC3YMHu3bvpqZXg4GD6+6o85gHMfgzlwomw8vLykJWVhcaNG6N79+4yjtmAgABoaGgUScggNvLz8zF37lwQQjBu3DhqG+n5hCMjIwPbtm2DgYEBCCEwMTGBl5eXjChJDDDbFZ3s7GwkJiZi1apVmDt3LiZMmIBdu3YVmnFn9erVIIRg9erVAIRZRWvWrInOnTtjzJgxWLNmzS9vf2mC379evXqFK1euYM+ePbh37x6ioqLotT179qB8+fLQ0NBA+/btcezYMeTn5yMnJwdHjx5F3bp1QQiRKTGmynBzRnx8PHR1daGuri4oX1LQuwsIhQzDhw9XSHtLI2zc+zFOnjwJbW1teHp64p9//qGfy1vv5uTkYOPGjTTzDCEEFhYWgndWTOtk1vdKDrMdg/HjMBEDg6EgMjIy8Pvvv9MASkpKCrKyshAdHQ1fX1+6KFq4cCHLyMCDvyiMjo7GjBkzsGnTJixfvpzabMuWLfQezgkmXVoiNDQUrVu3FqT8YjAYPx9pR3RWVhZ1evHf59jYWMydOxcmJiZFCsQX9rkqwexXfI4dO4aXL1/KnMbhn3CPjo4uMCMD8C2139ixY+Hs7AxCCExNTeHp6SnajeKRI0eQmJhI0xvy+87Lly9hbGwMbW1tmVqgjG8w+xWd5ORknDx5ElWrVoWamhotc8Avf8O335kzZ9C+fXu6BnR1dUWZMmVACIGZmZngZJQYAqPMfgxlk5qaig4dOiAoKAh2dnY4deoUgP9EghyzZs0qVMigyvBT+EuTm5uLZs2aoUyZMjQ9cFHevVevXuHMmTP4+++/VfoQBLPdj/Pvv//C19dXcHiGy2xpaGiILVu24MOHD/T+3Nxc5OXlUVHc9u3bBb93/vx5aGtr48iRI4LPxTBn8Me0JUuWwMXFhdpTQ0MDdevWxaFDh+g9W7ZsEWRfdXd3pye5tbS0RCkazM7Oxty5c6GmpkbFk46OjggLC/vud7nyG4QQWt5EFWHjXskpyHbcv7lsZefPny/ybz5+/BhBQUE4fvw4Hj58SD9XxTGP9b2Sw2zHYPxamIiBwVAQnJK9V69e1GnDn9yCg4MhkUhoaYn4+HhlNbXUwG0Sc3Nz8e7dO6SlpSEnJ4dO9sHBwXKFDPzSElx9vLy8PLnpmhgMxs+D79g5fPgwfHx84OnpiTZt2uDo0aOCtNaA/EA8l8pfLI4cPsx+xYdzRBgZGaFly5ZYtGgRwsLC5Kbo//jxIxYtWgQDAwO5QoaMjAw8f/4cBw4cwJMnT2hqdjHA73szZswAIQTly5dHr169EBYWhqSkJMH93D0rV64EIJ7+VhDMfj9Ou3btQAiBmpoaevbsSTPIyMuw8uHDB6xevRr169dHtWrVULNmTcydO5ee5ON/Tyww+zGUBVfqz9HREbq6ujh27JjgekFChh07dgjqAKsyXHp+eUGVR48eQSKRoEKFCsjJyRGcdpdGXvlEVYfZ7scIDQ1FtWrVQAhBnTp1MHDgQCxbtgzt2rVD1apVaTB9zJgxuH//vuC7ixcvBiEEU6ZMocK4GzduoFmzZrCysipS0FmV4PfBadOmgRACFxcXLFiwAH5+fujduzf1TW3cuJHee/v2bcyaNQt2dnaws7ODo6Mjhg4ditOnT9N7xDbnPnnyBJcvX0ZSUhL69u0LQgjKli2L27dvC+6TZ5fTp0+rfDp1Nu6VHC7QK892SUlJcHZ2hp6eHuLi4n7ovVPVvRvreyWH2Y7B+LUwEQOD8QuQtxgaPnw4CCF0s8Ldw3fszJw5k5WW+H+4AFR6ejomTpyIihUrwtfXVyaoxIlDpIUMALBp0yZ4eHjg6tWrCms3gyFW+OMelzaYEEJToGloaGDkyJG4c+eO4Hv8QLyTkxOCg4NpRgExwexXfPbs2SM4Ucb/U6NGDUyaNAlnzpzBp0+f6HcSExMxf/58GBoaQk1NDX5+fkp8gtIBv+/dunULd+/eRc+ePenpKA0NDbRo0QJBQUFISEhATk4OQkNDQQiBra0t3rx5o8TWKx9mvx+Dy5ZFCEG9evXg6uoKDQ0NjBgxApGRkQAKPtmSlJSE7OxsGZGqqjoW5cHsx1A20dHRmDhxIqytrUEIQe/evWXE+NJCBq7O7549exTdXIXzxx9/gBCCM2fOyL3+8eNHWFlZoVKlSvQzaV8CZ7+bN29iypQpv66xpQxmux/j0qVLMDExgbW1NebMmQPgP/ukpqbi5cuX6NOnD12rDB48WJC18tKlS3BwcAAhBL///ju6du1K9yWrVq1SyjOVBriyYG3atBGcygaAZs2aQV1dHc2bN6eHaTiio6MRHx+PxMREwZio6gKGgtYUXAa9jIwM9OzZU0bIwLfRhQsX8PTpU5W3FcDGvR/h7NmzIITg6NGjcq/n5+ejatWqsLKyov4Sadtx/TUqKkp0mVJY3ys5zHYMxq+HiRgYjJ/EqFGjsGzZMvpv6Qmpd+/eUFNTo2n3+Ne5ySo1NZUq4jU1NTF9+nSaakhMcPZISUlBgwYNoKGhgcqVKyMsLIxmseDbjy9k2LBhAzIyMrBu3To4OjqCEIKnT58q5TkYDLHA39RxYqx69erhxIkTSEtLw86dO2Fvbw8NDQ307NlT5pRFbGws5s+fDz09PRgYGODRo0eKfgSlwuxXMq5cuYJu3bpBS0sLNjY26NevH3x9fVG7dm2BoMHV1RU9evTArl278PbtW+qUMDU1hY6ODnx9felvFlaLVRXh972pU6eCEIIjR44gPz8fMTExmD9/Ppo1a0ZtWalSJQwdOhRPnz5Fo0aNoK+vT1OHi8GxKA2z38/j7NmzePToEc6ePYvffvuNBuI5EVJ+fr5cByL3GbMfsx/j18OJzKX7UkxMDMaNGwdTU1NYW1tj586dMlkW+PPr5MmTUaZMGTx//vzXN1rJDB48GIQQgZ+A/z7GxcXRUlb8ci7y3k3upLdY1nnMdiXnwoULkEgkcHd3x+7du+nneXl5MuM9l9VMU1MTfn5+NJMP8K0cAuefIoTAyckJ27Zto9fFENjjk5aWhmbNmsHExERmPzZnzhwQQuDt7Y1bt27JfJefJU4scy73zDk5Ofj8+TNev36NL1++0OuckCEnJ0cgZODbb+fOndDT00OnTp1kSgeqImzcKzlTpkwBIQSdOnVCbm6uQMSbn5+PtLQ06icIDAyk35Mn9t28eTMIIXSfJgZY3ys5zHYMxq+HiRgYjJ/A8ePH6cZu/fr19PO8vDw6KY0ePRqEEHTs2JEuvvmLpNzcXOTk5MDT0xMVK1aEvr4+TExMBIt8McDZJD09HQ0bNoS2tjamTp0qN90of6Jfs2YN/f+AOzFgYWGBv//+W2FtZzDEzo4dO6Cnp4eWLVviwYMH9PPg4GDo6elBXV0dEokE3bp1k3HuxMbGYvr06Vi3bp2CW116YPYrPmFhYejatSs9JXb48GEAQEREBA0gGxoa0vlBT08PXbp0wdixY9GzZ09IJBJYWVlhzJgxSn4S5bJ582bo6OigdevWCA0NFVzLyMjA5cuXMWTIELr5NjExgbm5OQghaNWqlZJaXXpg9is50sKh9PR0HDp0SBCI59JYc2vEhw8fYuvWrQpva2mE2Y+haFJTUzFnzhzBiW3g2zpk/Pjx0NbWhpubG/bt2yezf+Pv3VS9ZBN/n8+VaklJSUF4eDi9zr2/q1atgoaGBurVq4ezZ8/S7/HTDQcHB0NfXx89evSQKVGkajDb/RhXrlyBRCJBuXLlBCeSCzr1CQAjR44EIQTa2tq4cOGC4L6XL1/i3LlzCAsLE6TxV9VAfGHCjJcvX0JNTQ39+vUTfM4JGNq2bSvIzvDo0SOVL31QEFz/SktLQ69eveDu7g51dXXUqlULq1evpvfxhQ6ckMHBwQFbt27FtGnTYGtrCyMjI8HeWBVh497PYefOndSH/vLlSwBC2+3ZswcaGhqoUaOG4NQ8P4X/tWvX4OrqCg8PD1EciGN9r+Qw2zEYioOJGBiMn8C7d+8wZswYGiThK+u4Rfnjx49hY2MDExMThISE0EWStBq+Vq1a8Pf3x59//inaDU9+fj4CAgJACMHYsWNpjXd5J2T5ttu1axdq166NqlWrolOnTnTRymAwfj0fP36El5cX7OzsaI3U7OxsLFmyBLq6unB1dcWBAwdQv359qKuro3fv3nRxz8FlWgFU1zFWEMx+RePBgwcy5TLCw8Ph7e0NiUQCDw8PQT3u9PR0vHjxAps3b0afPn2oyI37w5XtcHNzQ2xsrKIfR2lIz6ddu3aFh4cHnjx5Qj+T7kPZ2dmIj4/HggUL0LFjR1pH2dTUlAbuxXIij9mvZEjbJD09XTBucWRkZODw4cM0ED9y5EgaiI+IiECrVq2gra2Na9euKaTdpQVmP4ayycvLoyfE/vjjD5m9Kidk0NLSgpubG/bv31+okEHV4c8VWVlZMDExASGEBom5Mf/x48do27YtCCFo2LAhNm/eLPidpUuXwtLSEo6Ojnj9+rXiHkCJMNuVjMuXL4MQAl1dXezdu5d+XtB7x7dzhw4dQAhB7dq1kZCQUGh2MlVfr/DhP2t4eDgIIejWrRv9rCABAwAMGTIEo0ePljtXqzKczVJTU1GzZk0QQuDo6AgnJye6B/P19RUIGLj/Dhw4EBKJhN7n7OwsmoNJbNwrOfxMJ8B/J+PPnTsH4L8x8NWrV/D29gYhBI0aNRKMk8C3MdTLywtqamrYtWuXYhpfCmB9r+Qw2zEYioGJGBiMn0RkZCTGjh0rV8iQm5uLpKQkTJkyBVpaWqhYsSI2bNggkw4tJCQEurq6gpR/YiQvLw+///477O3taU3Vwhxe/I1ldHQ0kpKSBGkQVRWxpT1nlG5u374NTU1NbNq0CcC3jeSGDRtgbGwMZ2dnJCYmAvi2OOeCx71795abblOMMPt9Hz8/PxgYGGD37t1U3MYRHh6OLl26QCKRoGrVqti/f7/c34iMjMTp06cxZswYVKlSBWpqatDR0cE///yjiEcodQQGBmLHjh2oUqUK1q5dC6Bgx7T0PHz8+HH069cPhBAsWLDgl7e1NMLsV3T4a5Y///wTo0aNQvXq1fH7779j69atNMjOwQ/ESyQStGvXDsHBwahevbpMGlgxwOzHKC0cPHiQpmMeOnRoiYQMYoWrmUwIwfnz5wXXrly5glatWlFxZYMGDeDl5YUqVaqAEAI7OzvRBPLkwWxXNLZs2ULtNGzYsCKl3+fml0OHDsHQ0BDu7u6iEvZyREdH49atW1ixYgXOnDkjOBDDreHevXsHMzMzNGrUCACwYMGCAgUMf/75JwghmD9/vqhEHxx5eXkYPnw4jIyMMHXqVCQlJSEuLg579uyhIoWJEyfKCBlyc3Oxfft2BAQEYP78+Xj//r0yH0OpsHGv5AwfPrxA2129ehXNmzeHhoYGtLS04O3tjfHjx2PIkCHQ19cHIQQrVqyg94vx/WV9r+Qw2zEYvwYmYmAwSsi9e/cEaX8A4MOHDwUKGQDgn3/+Qffu3aGpqQlLS0v07t0bN27cwP379+Hv7w8LCwu4ubnhw4cPinyUUsfz589BCIGnpyeAwgUM2dnZSEhIoP8WwwIzKCiIPjMTMjBKEwcPHkRkZCQA4MmTJ/jtt99gZ2eHN2/e0HtSUlJga2sLe3t7EELQokULxMTEKKvJpQpmv4JJS0vDsGHDaFDke0KGatWq4eDBg/Qal/2IP0fk5OTg4sWLMsE/sXDkyBEQQvDbb7/B0NAQwcHBAIo3r1y5coXWSI6JiRHFHMzB7Fd0+Os4f39/qKmpQU1NDZaWlnTN3LdvX5nMABkZGTh58iTq1asHQggVHfHTEIvhVDezH6M0wB+fTp48iRo1ahRJyFCxYkXs2LFDdCeR+fDfM65mtzzn9v3797F48WJYW1tDT0+PzjGDBw8WrAXFBLNd8dmxYwe106BBg2QymBVEZGQkLXUltkw9t2/fhpeXF4yNjantvLy8sHPnTnpPfn4+EhMTUadOHRBC6NzaoUMH3LlzR/B7oaGhqFKlClxdXREREaHox1Ea0qfh3d3d0bt3b5nMqidPnqSnleUJGThUdV38Pdi4V3L4fWbatGkF2u7WrVuYOnWqoOykvr4+atWqJThUKLZ1Mut7JYfZjsH4tTARA4NRAiZNmgR7e3ts375dUDsL+L6Q4e+//8a4ceOo41FPT4+q8BwcHER7GpQPJ2IoX748oqKi5N7DbYDevHmDOXPmFHifqrFq1SoQQlCpUiV6MpsJGRjKRl4f5ErCcIFkbqzMzMyElZUVRowYgXr16mHlypUKbWtphNmvaHz58gVTpkyBjo4OnJ2diy1k4G8s2bgJvH//nqbaJIRg0qRJ9FpRnIbcPe3atYNEIsHz589/WVtLI8x+RYNvi1mzZtEUmqdPn0Z+fj6OHj0KNzc3Ggi4cuWK4Pu5ubmIiYlBQEAAgoKCBDVExeBYZPYrHqdPn2YOwF9IYUIG6brRsbGx8PHxASEENWvWFEWWvMLgB+cKc24D34LJDx48wPnz5xEfHy/6TBbMdoXDL1PKsX37dmqnwYMHF0nIkJWVhQoVKsDKygqvXr36Ze0tbVy8eJGevq5Ro4ZA+Ofi4oLDhw8L7r98+TLU1NSov0raVleuXEHjxo2hrq6O7du3K/JRSgXJycno0KEDdu/ejapVq1KRW25urmAOOXXqFIyMjGSEDPn5+fQ+sYoYADbu/QhFtV1eXh6ePn2KvXv3YvXq1QgPD8fbt28F18UI63slh9mOwfh1MBEDg1FM3r17R2u51ahRAzt27Ci2kCE+Ph7h4eHo0aMHWrRogZYtW8Lf31+wYBID0kprLqiUmpqKOnXqwMTEhNaR4gec+IvJDh06wNbWVmWd/9KkpKRQh2GVKlWYkIGhUArbyHHX8vLykJiYSB1AYWFhgvuOHz8OTU1NRERE4PPnz/RzMTgpmP1KDvd8cXFxmDRpErS0tODo6Ijdu3fLOGYLEzKoup2KS2RkJEaPHk3XK4cOHaLXCrMV/1qrVq2gpqaG+/fv/9K2lkaY/YrO7t27oa+vjxYtWuDBgwcAvtlh9erV0NPTg5aWFgghaN26NS5fvky/V9C4KTbHIrPf9wkMDAQhBNOmTRN1+umfAT+YJA3/sxMnTtB653/88YeMGD8mJga+vr4ymRpUmcL2ZPzU/vKc2/n5+TL7YzHBbFd8rl69inHjxiE6OhpAyYQM3HdevnwJbW1tVKxYkfoYVJ0LFy5AIpHAxcUFW7ZsoZ+HhITAw8MDEokEAwYMQGZmJvLy8uj4t2bNGmhqaoIQgtGjR+PGjRu4fPkyli1bBmtraxBCEBQURH9PTPuPyZMn0yxjOjo6uHjxouB6QUKGyZMny/hVxQAb90pOYWvZotiuMNuL4Z1lfa/kMNsxGIqHiRgYjBIQGhqKunXrghCCqlWrys3IEBkZiXHjxtEJi6uVDKim47C4cIvCtLQ0bNq0iaYY5WwzZswYEEJQtmxZWl4jPz9fYLvg4GAYGBigR48eojjdwy100tLSUKtWLRBCULlyZVZagqEQ+P3r1q1bOHr0KDZs2ID9+/cjNTVVZlzr0qULCCH4888/6ft98+ZNNG7cGC4uLoJTK2LbJDL7FR/+Ri8zMxNjxoyBsbExypcv/10hQ9WqVXHgwAF6TQz2Kgju2fn9LTIyks65Tk5OOH36tMz9BbF582bo6+ujcuXK+PLly69pdCmC2a9kREdHo0WLFrC2tkZoaCiAbydHlyxZAl1dXbi6uuKvv/5CixYtQAhBp06dBE5vsa9vmP2Kxvr16+Hs7AwdHR0mZPgJcKdpb9++LXONP7YdO3aMlrgaNWqUTC1fMe17ubVKeno6Fi1ahIEDB2LatGnYt28fvScjI4P+ferUqdRXwGVJ4Z9CFhPMdsUnLi4O5cqVAyEEEyZMoOXl+O/c90pL8O21bNkyEEKwYcMGmd9RRS5dugQ1NTVUqFABR44ckbm+bt06EEJgaWlJy/1xpKWlYc+ePTSDA/+Pu7s7tm3bRu9VdTtKEx8fj65du1J77Nq1C4DQDvx+99dff6FMmTIghMDPz0/h7VUmbNwrOfy17V9//YWQkBCsXr0aV69epZ8XZLtz584BEK/tANb3fgRmOwZDOTARA4NRDPiTTFhYGA0kl0TIkJOTI/g9MU5gOTk58PLyAiEECxcuFEz02dnZaNSoERUy3LhxA/Hx8fT60qVLYW1tDUdHR1GlO+RUnenp6ahfvz6tn8XZRiyOaoZi4Tsd5s2bR2tYcn9q166NkJAQegooNzcXQUFBUFNTg7OzM0aMGAF/f3/Y2tqCEIJ169Yp61GUArPfj8EXcPn5+aF79+6ws7ODjo4OHQO/J2SoWbMmdaKJCWnHaUFrjY8fP2LEiBHU+VqUQHx8fDy6desGQojKlsJi9is6qampePv2LTZt2oSHDx8Krj1+/BgGBgZ0HZybm4tNmzbB2NgYzs7OdA2zefNmOi526NABly5dUvhzKAtmv5/Dzp074ebmBk1NTSZkKCJnz56Vu3/gSkGUL1+eZv/gIy/4yWVkePLkya9scqmEmy9SU1PpYQf+n4EDB9J7C3Ju80/piQlmu5KRnp6O3bt347fffoOWlhbGjh1bLCED/54LFy7A3NwcNWvWxOPHjxX7IErg+vXrIIRAV1cXmzZtop/n5uYK7FK/fn3Y2NgUKDT9559/sGbNGowfPx7jxo3D0aNHBWs6sQkYOBITE+kaV1dXl2YbK0jIcPToUTg6Ooqi73Gwca/k8J93xowZAruZmJhg+PDh9DqznSys75UcZjsGQ3kwEQOD8QOEhYXRFJpVq1bFtm3bkJWVJbiHZWQomKSkJAQGBsLa2hpmZmaYP3++YKL/+PEjPD09QQiBmZkZ6tati65du1LxiJ2dnUo4/osKX/GZlZWF0NBQmq6wYsWKLCMD45czc+ZMEELg4OAAHx8fTJgwAc7OziCEwNTUFGPGjKGZUxISEjB06FCYmZmBkG91Rc3MzOjpHkB8C3dmv+LD3yjWrFkTRkZG8PT0xOLFizFlyhRa3snV1bVAIUOPHj1ACIGnp6cosvZw8OeCixcvYvHixejduzdmzZqF27dv0/UK148+fvyI4cOHFzkQn5+fjwcPHuD169e/+EmUA7Nf0Xn06BGGDBlCx6suXbrQsYzj7NmzePfuHQDg+fPnqFy5MmxtbQXPn5OTA1dXV/pe161bFx8/flTosygDZr8fh7+n2rlzJ5ydnaGhoYFp06aJrlxfceDKH/r5+cnsH9LS0uhpWldXV7klbzi7//vvvyhTpgw8PDxACMHYsWNl9sRiIDs7G97e3tDR0cGAAQOwb98+zJ07l77bnTp1ovcW5NwWo/gIYLYrKenp6fjzzz/h7u5eLCFDUlISvXb79m38/vvv0NHREWQuU1Vyc3MxcOBAuv+aMWMGoqKiBPfk5OQgPT0dv//+Oxo3boyVK1di7dq1uHz5Ml68eCG4V16WLv7nqor0gSzu35zPKiEhge7B3N3dqRiuICFDamqqAlpdumDj3o/BCSgrVqyIgIAADB06lB4W8fb2pvcVZLuTJ08qo9mlAtb3Sg6zHYOhHJiIgcEoAoVtQO7fv08VeNWrV8e2bdu+m5Fh2bJlv7rJ/zMkJCRgzZo1KFOmDExNTWWEDJmZmRgyZAh+++03aj8nJyf069dPJRz/RYVzLKampqJ3796wtrZGuXLloKGhAW1tbRBCUKlSJSZkYPxU+E6Ge/fuwdraGt7e3oITdrGxsZgxYwZsbW2hp6eH6dOn01OhSUlJOHv2LGbOnIk9e/bg5s2bcn9bVWH2+zlkZWXB29sbhBDMnTuXltcAvs2v/fv3h7q6eoFChhs3bmDAgAF4+vSpopuuNPj9Y/bs2TRrBffH3t4evr6+1GEoLxBfsWJFnDp1SintVzbMfkXnypUrsLOzo06bNWvW4OnTpzRAIm+smjdvHggh2LNnDwAI1s0ODg4YMmQIWrZsiZUrVyrmIZQIs9/PQXrdO2/ePJQrVw7a2tqYMWMGEzIUAJcunRACf39/akeuT6Wnp9P5V56Qgbv/7du3sLS0xPTp09GoUSNRicz5vHnzBmXLlsXkyZMF+9kHDx7A0tIShBB07NiRfs6/Z/To0SqTmackMNuVnJIKGYBv+5PmzZuDEILVq1fTe1U9AJ+YmIhhw4ZBIpHAzMwM06ZNo+JBbvx7+/YtLZXD/2NjY4MBAwZg48aNiImJEfRFscCN/Vw/+fDhA/VD8UlISBCI4QoTMqh6n5MHG/dKTkpKCho3boxWrVoJfCt37tz5ru24TFMrVqxQZJNLFazvlRxmOwZDOTARA4NRCNK17/jwHYatWrWim5rCSktMnDiR3peQkCDKhbo8vidkAL4F+m7duoXQ0FAkJCSIarPI9ZO0tDTUqlULBgYGGDp0KB49eoTz589j6dKlVOTBhAyMnwV/fIqMjER4eDi0tbVx48YN+jl30uLr169YtGgRzMzM4OTkhIiIiCL/tqrC7PfzePjwIcqUKYOaNWtSm+Xl5VEHWExMDAYNGgRCCi4tIcY5AwD8/f1BCEGNGjVw6NAhPHnyBCtXroSRkRGMjY0xbNgwuYH4UaNGgRACCwsLevpbLDD7FZ2rV69CU1MTTk5OguBHQeTn5yMlJYUGTC5evCi4furUKWhqauLmzZuCrCmqOuYx+/0cuHkhNTUVw4YNQ+3atWFsbAxdXV0QQqCjowM/Pz+Vfhd/hJ07d8oVMvAzwPGFDPfu3ZP5jXHjxqFs2bLIzc2lpe/EgPS7deHCBZiYmNBT3fy1yr///vtd53ZsbOyvb3Qpgdnu51ISIYO3tzct7bl06VJ6j6oLpbkxLikpCYMHD6ZCBl9fX3pIJiUlhWaWqVGjBvr27Qtvb2+a6Yj7Y2xsjCZNmohKKMefG/z8/NCsWTNoaWnBwcEB3bt3x4ULF5CYmEjvL4qQQSywca/kSNvu9evX0NbWxqFDh+hn3LtdFNvxfTJigPW9ksNsx2CUDpiIgcEogIkTJ6JVq1aCYBI3efGDw71796YTVOXKlQsVMrx79w7Tpk0TVa034L+NTmEUJmRQdedrUcjLy6NBkUmTJglOIgPf+laNGjWYkIHx0/Hx8YGJiQk6duyIChUqyFzn3s/4+Hh07twZhBD069dP0c0stTD7/Tj79u0DIQR9+vQBIJxTOPtFRUWhQoUK9AT83r17ZYQMYmPDhg3Q0dFB27Zt8fDhQ/p5YGAgtLW1oaamBkIIhg8fLhOIj4yMRN++fUWdOYrZr3D++ecfODs7w8HBQZB+uijrDk50tHnzZhpsv3nzJpo0aYKyZcsKsqao6hqQ2e/nwDkN09LSUL16dRgbG8Pb2xtnzpzB9u3b0bNnTxBCoKWlBV9fXyZk4MEPIG3fvr3IQgZnZ2f89ddfNEC6atUqWFhYoG3btkhNTVX5PsfB2SYnJwexsbH48OEDDhw4gPLly8usPzh7vnz58rvObTHAbPdrKI6QgVvDiE3AAHybF7nn/Pr1KwYNGkSFDHPnzsWzZ89QpUoVaGpqwt/fX2CTDx8+4MKFCxg7dizq1KkDQgiCg4OV9SgKh3sfU1JSaDZaCwsLODg4QEtLC4QQODo6wt/fXxCoS0xMpEKGChUq4M6dO8p6BKXBxr2Sw18bZ2ZmIikpCU+fPoWHhwc9eMi9p9+znbQfVQz+Utb3Sg6zHYNRemAiBgZDDnfv3qWbuj59+giEDHxhQp8+fUAIwdChQ5GSkoJHjx6hZs2ahQoZihLQVwWkHVipqalYuHBhoem8ExIS6AlHGxsbQdpwMSwuOeQ5DzIyMlC7dm1YW1sjOjoawH824e6PjIxEpUqV6GlkLiW9mGzH+LkkJyejX79+IITAxMQENjY2ePnyJQD5aSDDw8Ohq6uLhg0bKqW9pQ1mv5/D1atXoa2tjXbt2tHP+HMMZ8ulS5dCTU0NJiYmMDAwwIEDB0QTTJHm1atXqF69OsqVK4dbt24B+FaWY8mSJdDV1YWLiwt27NgBBwcHqKurY9iwYXQjztmMX5tWDE5tPsx+BZOfn4/s7GyMHTsWhBAEBgbSa0V9zs2bN0NbWxuWlpbo27cvJk6cSJ09ISEhv6rppQJmv59PTk4O+vfvD0IIAgICZOpqr1y5EnZ2dtDS0sL06dNFdWJWGuk5sbhChm7dutHTx+XKlaNBPAsLCzx//lxxD6Jk+GX+unbtCicnJ+jq6qJq1aooU6aMTJYU/nf4p/S8vLwU2u7SALPdr4F7t4sqZNi8ebMoBAzSYx7fN8fZ5evXrxg8eDAIITA1NUWZMmWgqamJpUuXUl8Ul2GG/3vZ2dmCzDRi2XNkZGSgcePG0NHRwZQpU5CcnIyEhAQ8evQIffr0gampKYyMjDB9+nRBiYnExEQqLKxRowYyMzNFYzM27pUc/rgUHByM1q1bw8XFBd7e3tDU1MTevXtlviPPdm3atFFYm0sTrO+VHGY7BqN0wUQMDEYBbNu2jaYh7dmzJyIiIgTBYL6A4f379/Tz0NBQ1KpViwoZdu7ciaysLGU8glK4evUqvnz5IvgsNzcX3bt3ByEEY8aMoUE8eXz48AEdO3akJ30WLFggo5ZVVbZu3UptI72hi46OhpmZmVzFJ/Df4n7jxo3Q19cHIQRVqlShQgYGo6RERUVh3Lhx1LEdFBREr0nXsHz58iV0dXXh5OSEtLQ0ZTS31MHs9+PcvXsX6urqIITg4MGD9HPp7Eg7d+6Eubk5+vbtCysrK/z7779KaW9p4MyZMzAwMMC2bdsAfAtChYSEwNDQEC4uLtSpyPVNExMTDB8+XO78IhYHIx9mv8JJTk6Gq6sratSoQT8rTvAjKysLPj4+sLa2BiEEEokEFhYW2LhxI71HFe3Gwez3c/n8+TMqVqwIFxcXGqDKzc0V7NtWrVoFDQ0N6OjoYMaMGaIWMgD/9Td+Clzg+0KGjIwMTJ8+HbVr16a14Rs0aCAqAQNHWloaPYns6uqK8uXLU9v98ccfck/c8Z3bGhoaIIQUWr5SVWG2KxnS80RGRoZcWxVVyMCvya3qAoYXL14Irvn5+aFXr1749OkTgP9KS+jp6YEQAk9PT+qXkXcgRPozVbSfNJw9g4ODQQgRCHi5uTc2NhazZ8+GmZkZ7O3tceLECQD/zSEJCQkYMGAAHj16pIQnUC5s3Psx/Pz8aIkwzt9JCEH//v2RlJQkcz/fdiYmJiCE0P4oNljfKznMdgxG6YGJGBgMKfiZErZv3w5NTU0QQtCjRw88efIEANC3b18qYPjw4QOAbxMVt7APCwujQoayZcvKVYeqIvPmzQMhBIsXLxaorgFgz549qF69OtTU1DBy5MhChQy7du2iQQFCiEqnY+ZYtGgRCCFo1aoV3rx5A0C48f7y5Qt1VvPTDksTHh4OdXV1WFlZgRCChg0bIi8vT1TObMbPgd9nPn78iIkTJ4IQAg0NjQJTX584cQKEEAwcOFDmN8QGs1/xkPesfIcg57ioUaMGLl++TD/nn6gaMGAAGjRogMTERMTFxf3aBpdy3r59i7Vr11IxzM2bN+Hm5gYHBwdBOvVr166BEEKdtn379hVNxqjCYPYrHG6s8vb2Rn5+frHGKu40Y2ZmJq5evYoVK1bgyJEjuH37Nr1H1YMBzH7FJywsTO7n+fn5CA8PByEE1apVQ05OjmBe4NuCK8Oho6MDPz8/ut4WA+PGjUPNmjXh4+ODGzdu0MAdB19w/z0hQ25uLhITE3HlyhW8fv1aVIJp/rs6Z84cmJiYwM/PDykpKfj69Su2bt1Kbefr61to8PP169cygVVVhtnux+Db4+DBg7ScQZMmTbBnzx5am5tDnpCBS+8vPUeo4pzBp0WLFvDy8qKlwSZNmkT3W1yGS+BbRoaBAwdCS0sLpqammDlzpugFb/Lo378/NDU18erVKwD/9U3uHY+NjcWQIUNACEGnTp1kvi/W/S0b90rOsWPHYGBggDZt2uDmzZt49uwZ1qxZI7CdvHGMs93z588FQl8xwPpeyWG2YzBKJ0zEwGDwkLfw2bZtGxUy9OvXD61ataKqOy4Dg7yFeHh4OFxdXaGvr4/Xr1//8rYrm4yMDMydOxcWFhawtrZGYGCgjJDhyJEjqFKlCiQSCUaOHCkzmXNOx5MnT8LFxQWzZ8+Gm5ubyp/uycjIwJw5c+Dg4EBTnXF9hi9A8PX1hZqaGgYPHoyPHz8KfoNbJMXHx8PDwwPHjh1Dq1atcPfuXcU+DON/kqI4rz59+oTx48eDEAJLS0vs2rVLcD00NBT169cHIQSHDh36VU0tlTD7/Rj8wEh8fDyioqKoqp0b/+7du4cWLVqAEILatWvj2LFjgt/YtGkTrK2t0b9/f5V3xn4Pzmb8kwGjR4+GpqYmTp48CeC/QOj79+/h5uaG+fPnw8TEBMuXL1d8g0sZzH7f59ChQyCEYPTo0QCKVraKey9v3LghSL8sjRic28x+xeOPP/4AIQRr1qyRez0yMhI2NjZwcXGhp/H48wBn3zNnzkBXVxdubm4ghGD27NmiEB1xpUv4f8qWLYsxY8Zgx44diI6Olsl6t2nTJrlCBjHPr/y6yBkZGWjRogVatWpF5wPORocOHaKnRL8XWBELzHY/Bt8OM2bMgLq6OiQSCczMzGg2nkGDBiE0NFTwPb6QQU9PDyNHjhQE7cXA/fv3UblyZWhoaKBfv37o3bs3PaDEz0TB9SsuIwMhBGZmZvD19aWHlsROXl4esrKyUKlSJUgkEty+fVtGiMn9/fnz59DR0YGhoSHevn2rkmuT78HGvZIj/bxz586Fs7OzTAaPgwcPFtt2YrAl63slh9mOwSi9MBEDgwHg7NmzWLp0KZo3b44RI0bIBEf4QgZCCDp27CjIwFAQERERojrlk5iYiBUrVsDKygoWFhbfFTKMGjVKripx4MCBqFatGuLj45GYmKig1isXznaOjo5yhQwAcOrUKVhZWUEikWDu3LkyJy6Abwt8LS0t0TgoxLgh/tnwx7Djx49j7dq1WLBgAcLDw+kpZM7OUVFRAmd43759MXnyZPj5+cHR0RGampqCcgligNnvx+Dsl5aWhqFDh6JKlSpwdHREw4YNcePGDUF6/r/++gvNmjWj9uvXrx98fHzQtWtXqKmpwcrKqtAsP6pGQcEk6c8/f/4Me3t7lC1blp6+5frk7t27QQjBvXv3BGkOxTC2MvuVnD179oAQgsqVKxc768mIESPQpEkTUafVZPYrOrm5uTSDAiEEa9eulbnn69evqFy5MgghmDRpEv2cXzIBAB49egQDAwOMHz8e1apVw9OnTxXzEEokNzeXZhBUU1ODu7s7PSHL/bG3t0erVq2wfv163Lx5k3738OHD3z1pJjZSU1NRu3ZtzJ49Gw0aNMD+/fsBfMtkwR/3jxw5QjP0FOTcFhvMdiWDb5tZs2aBEIIGDRrgr7/+Qk5ODg4cOABnZ2dIJBJ07twZN27cEHw/PT0dBw8epD6Gq1evKvoRlM7169fRpk0bSCQSEELQrFkz6qPj9y/u75yQgROK+Pv7C8rHigXptSw3B3To0AGEEGzYsEHu97KyspCTk4Nq1aqBEIK///77l7e1tMLGvR/D398fixcvRufOnTFmzBgAsuXCmO3kw/peyWG2YzBKJ0zEwBA9CxYsgKGhIdTU1AQOnQULFtCUewCwdetWOkF16NABT58+lalnzqHqzmt5cM+ckJCA5cuXw9LSEubm5ggMDMSXL18E9/KFDIMGDRKkiF27di1MTU0xdOhQlbfjzp07Bc+YmJiIZcuWyRUycCxZsoSeuBg9ejROnTqF/Px85OTkYOXKlbCzs8Pvv/8uIx5RNaRtxygZfBvOmDFDMAba2tpi8ODBVEjE3fvp0ydaGoEQAmNjY3h6emLQoEH4888/6e+JYRHP7PdjcDZJTU1FzZo1QQiBqakpLYdjZWWFVatW0Tq+wLcsRz4+PjQgw6UGF0tAioPvvLl16xaOHj2Ks2fPyg1sfvnyBZaWltDS0sLZs2fp52FhYahTpw5q1KghmKfF0PeY/X6Mly9fwsbGBlZWVrS+bGFzMn+97OHhgQoVKuDr168KaWtphNmveGRmZmLChAlyhQzc+3b8+HEYGhrC3NwcwcHB9Dq/TMLEiRPh5OSEjIwMpKamKu4BlExmZibGjBlD7Xf48GFER0dj06ZNaN68Od13cPuL0zHTbAAA1Y9JREFUBg0awNfXF69fv6bl7ggh8PPzE72QYefOnXTdQQjB/PnzBdcLcm7zs1mIFWa7H2PXrl3Q19dHixYt8ODBA/r5qlWroKenBw0NDUgkErRv3x7Xr18XfDctLQ27du3Cjh07FNxq5cLvU61ataIZLFq2bIlnz57JvU9ayKCpqQkDAwOMGzdOIKxWdfglIpKTkwXXVq9eDUIIHB0dBaKZ/Px8wRq4QoUK8PDwkFszXiywca/kXL9+HYQQqKurw9TUFCNGjBBcL8x2YtiLfQ/W90oOsx2DUTphIgaGqOEcYo6Ojli0aBHGjh1LlcWEECxbtkxw/9atW6GlpUVT0EVERNBrYg+o8tOxpqWlYc6cObC0tISTkxMCAwNl6qUeOXIENWrUgJqaGlxdXTFkyBB4e3uDEAJra2v8+++/in4EhcL1Pc7RyvWfoggZAgMDYWpqCnV1dRBCUK9ePVSqVImmqVf1QJ607Rg/zvLly0EIQcWKFbFgwQL0798fTk5OIISgVatWVBTDD8RzpREqV66Mw4cPC35PbBtHZr+Sw50SNTAwwOTJk/HmzRtERkZizJgxMDQ0hLGxMZYsWSKTXebatWs4ePAgAgMDcenSJYHQQdXh94+AgAC6LuHmgGPHjglqwgPfRDYaGhrw9PREcHAw1q9fj4oVK4IQgs2bNyv6EZQKs9+Pk5CQgLp164IQgpYtW9JU9PIcN/z1MecU4pxBYl07M/sVn8zMTIwbN67AjAxRUVGYMGECtLW1YWlpienTp9PUrwCwbt062Nvbo3Xr1jRLkpiQFjKcOnUKwLc+9P79e+zZswfjxo2Dm5sbNDQ0qKChcePGMDU1paLB2bNnK/lJlM+yZctga2sLQgjat2+Pt2/fCq5LO7eNjY1BCMGcOXMU3NLSB7Nd0ZCeC6KiotCsWTPY2trSwx/Z2dlYsmQJdHV14erqimPHjqFx48aQSCTo2rUrrl27VuBvimmfkZOTg+joaEgkElSvXh316tWDRCJBt27dCvTl8YUM/fr1AyEE69evV3jblQXn18vIyMDixYvRvHlzgYg3ISEBHTt2BCEEzZs3pxl8+DYMDg4GIQQDBgxAenq6qNYr0rBxr+QsWbKE2q5+/foyZYalbWdkZARCCMaNG6foppZKWN8rOcx2DEbpg4kYGKKFC4R269aN1tbKy8tDTEwMhg8fTp080in5tm/fTktL9OzZkwkZ8N9GJzU1FT4+PmjdujUsLCygq6sLQgicnZ3lChnOnj1LU5xyp2orV64smiB8jx49BOn1iiNkOHToEEaNGkVPXtjb26NDhw4qn0q9INsxSk5SUhIaN26MVq1a4fHjxwC+CZFu3bpF0zM3b95cbiB+5MiRVAh29OhR+ptico4x+xUfvugtOTkZrq6u+OOPPwQ1uXNycrBs2TJYWVnByMgIS5cuFZVQoSgsXLgQhBC4urpi0KBBaNmyJQgh0NbWxpo1awQnp27fvo3OnTsLsoXo6Ohg9erV9B6xrWGY/UoG95xhYWH05EnXrl3l3ssfy27evIly5cqhbNmyCA8PV0hbSyPMfiXne0KGp0+fYty4cTAwMAAhBJUqVUKLFi3g6ekJQggsLCxkHOBiIjMzkwooCSE4cOCAzD2JiYm4efMm/Pz80KhRI0gkEiqaNjIywpMnT5TQcuXBH9f54jZOUK6pqYlly5bJnNDmf2/fvn2wtbWla0SxwGxXPK5fv47p06fLXUvcv38furq6NJCem5uLjRs3wtjYGM7OznSPsXbtWipA6tKli0xGBrHAnzs58cbbt2/x+vVr3Lp1C02bNqVChjt37sjcC4CK3RISEnD+/HkFtVz5cDZITU1Fs2bNoKamBhcXF+zZs0eQ2ejUqVNUjOnm5obt27fj+fPnSE5OxoIFC2BjYwMbGxsZH5aqw8a9nwPfVxAYGAhzc3NoaGhg0aJFMplB+LY7ePAgCCFYtGiRwtpaWmB9r+Qw2zEY/xswEQNDlEybNg2EfKunzQVCuc1Ofn4+nj59ijp16oAQgpCQEADCTY20kIG/+REbnN1SU1NRo0YNGBkZoWXLlli9ejWWLFmC3377Derq6rCyspIrZPj69SuuXbuGkJAQnDx5Uua0rarBBeG7d++OFy9eyFwvjpABACIjI/HixQvExcWp/Mmy79mOUTSknWPv37+HoaEhjhw5InP9+fPnqFq1aoGB+KioKHqyz8XFhZ7sU2WY/X4OycnJ8PX1xdWrV2FlZUUDS3l5eXReyc3NpeWJOCFDcevHqyrR0dGoXLky2rVrJ0iJO2vWLGhra0NLSwurVq1CUlISvfb06VNs3rwZ7dq1w+LFi3Hp0iV6TdWFM9Iw+5UM7jnz8vKQk5OD5cuX00B8p06d8PHjR5ksFgBw9epVeHl5iTZzBQezX8nh5s3vCRk+fPiAffv2wdXVFYaGhiCEwMbGBo0aNRK1gIFvP76QgVu7AJDpe9nZ2bh79y7Wr1+PTp06iUrAUJQxfdmyZdDX14eWlhaCg4MLdW6LKQ09s13xiYuLg7m5OQgh2LNnD/2cb4cTJ07g/fv3AL6tRypVqgRbW1uBfyAzMxOOjo4oW7YsCCHw9PREVFSU4h6kFMD32d25cwcnT56UKW164cIFgZCBfygJAB4+fIgVK1YI1oeA6q/1uP6WlpaGmjVrQlNTE2PGjBH4mPjlrU6cOIG2bdvS+YTLoMcdYhLTgRM27pWcgkTg/M/5tlu1alWhQoZXr179moaWUljfKznMdgzG/xZMxMAQHcuWLQMhBPr6+lSdLu20yc/PR6tWrWRStvInOb6QoW3btrh//77iHqKUkZ2dje7du9P0Sfy6dx8/foSvry/MzMzkChnEcnIREAbhC0uFxlGYkCEvL4/Z7v8Rkx1+FL5jJycnB1+/fsWbN29QtmxZmsVDejH//PlzVKlSRSYQz90XFRWF0aNHgxACExMTnDlzRkFPo3iY/X4O+fn5tHRTtWrVYGZmJiNM4gsZVqxYQYUMy5cvF2VGBulx7vbt2yCE0HTB/BMrXGCUc/R8/fq10N9WdacswOxXUr73bO/evcO8efOgr68PQggaNGiA2bNn48GDB/j06RMePXqEoKAgWFlZgRCC5cuX0++KYe5m9is5/HrcHNx7+j0hAwB8/vwZjx49wvHjx/Hq1SsZEbWq8z37FSRk4O93Vb2PFQRnp+zsbNy4cQObNm1CcHAwLl++LBMMXbZsmWC+KMi5LRZbMtuVjIyMDKxbtw4DBw5EYmKi4Br/9DvH7NmzQQjBvn37APzny8rLy4OdnR2GDRsGLy8vrFy58pe3vTTB36ctX74ctra2sLGxwZEjR5CbmyvoSxcvXqRChu7du+PWrVsAgLt376J58+bQ1NTE6dOnFf4MyiYnJ4fuS/38/OSWu+LbMSoqCkuXLkWDBg3g6OiIpk2bYvr06VRwIwbYuFdy+P3q7du3iIiIwNGjR/HixQuBkBwQ2q6wYDL3X1Xen3GwvldymO0YjP89mIiBISry8vLw119/oUKFCjT12adPnwB8m8Ty8/ORm5uLzMxMeuJJup4gfzHE1abV1tbGx48fFfospYnnz5/D1tYWlStXpvVn+RvFL1++wN/fH9ra2nByckJgYCBdGIhhcQn8l/2jT58+Mqp0fvBEuh99T8ggBkpqO4YQfn9ZtWoVWrVqBQsLC3h7e8PIyIiWM5DXr/gZBRo3biyzsI+KisLAgQOhra2tsiVNmP1+LhEREShfvjxNy793716ZjZ+0kMHOzg6EEKxatUo04x8gdPBwf3/8+DE8PT2RkpJCRW18m0hvtvknVsRkO4DZr6Tw7Xbt2jVs3boV06dPx969ewWnFj9+/IitW7fSU++EEGhpacHCwgISiQSEEDg5OWH79u30O2KwIbNfyeEH21euXIkxY8bIzA+FCRlU3T7fo6j2K0zIIFb4qdQ7depEBUaEEKirq6NGjRoyGSm+59wWC8x2P0Z2djYVI/j6+greW74oiStjJ89PdfLkSWhqaiI8PFwghhDDO80f9319fSGRSODh4YE9e/YIrvH/fvHiRTRr1gwSiQT169fHxIkTUalSJdGmowe+iSvd3d3h4eFBDybJm1Ol+1RGRgZ9f8U0B7Nxr+Tw18krVqxApUqVoKGhQct/NW3aVObwErPdf7C+V3KY7RiM/02YiIEhOnJycnDp0iV6MtbFxYWm2eOU7vv374dEIsGAAQPkpujnL8z37t2Lp0+fKqbxpZQTJ06AEIL27dsDENqHnza9du3a1OZLly6VCeSpKgEBASCEwN7enqY345wU/MV77969MXToUNofCyot0aFDB9EEOktqO0bB+Pn5gRACXV1d6Onp0c1ily5d6D1823K8ePECFStWlHF2c8TExKh8ORiA2e9nwM0R9+7dg6urKwghaNGiBWJjYwu8Nzc3F/Pnz0e5cuVElRKcP59u27YNgwcPhre3N5o2bQoTExM8fPiwwPu5zbaenh6CgoJkUm+KAWa/ovPlyxfBaU6OmTNnQltbmzp3CCEwNzfHhAkTBN9/+vQpJk6cCC8vL9jY2KBChQqoXbs21q1bJyi7pqrObWa/nwMXgE9NTUX79u0hkUhgZGQktyZ5UTIyiI3i2o8JGf6De7fS0tJQvXp1mm1xz549CAoKQseOHWk2xxs3bgi+y2Xw0dfXR2BgIFJTU5XxCEqD2e7n8eDBA/pO+vv7yz1V3Lt3bxBCsHPnTmqvmzdvwsvLC05OToJ1stjeZS5LRfv27QWZUguyw9WrV9GjRw9qcyMjI1GL4v78808QQjBkyBAAshlr+UhnKBTbaWQ27pUcfh/hDizZ2dnBx8cHw4cPR8OGDUEIgYGBAa5evSr4rtj2Z/Jgfa/kMNsxGP+7MBEDQ5Tk5OTg4sWLqFy5Mg2qR0ZGAgCOHz9OU1xfuXKlwN8Q24amMO7fvw9DQ0M0aNCACkHkCRm2bdsGNTU1WFpaghCC4OBglbdjVlYWgoODac3jbt260Wtcej4A6NevH90wyjs5wQkZ3NzcaFkFfhYCVeRHbceQ5cSJEzA0NESbNm1w+/ZtPHr0CNu3b6eB+OHDh9N75QXi//nnH0GtVrHB7Fcy+I4KaWfs/fv3qZCha9euct9hvpBBbCnBOXx9fQVBUO6kwPjx4/H582fBvfx5NSgoiPZP6YC9mGD2K5zLly/D3t4ehw4dEqSunjt3Lggh8PDwQFBQEObOnYtOnTpRm/Tp00cwH+fl5SEvLw8fPnxAYmKijHNHVR3bzH4/B/7JqOrVq0NLSwv9+/eXKenCz5ySkZEhEDKsW7dO4e0uLZTUfnwhw7FjxxTe7tJEdnY23Vf4+fnJvINlypSBgYEB5syZg9zcXMFaLygoCIQQWFpa0tJhYoLZrmRI7xfS0tKwa9cumo1n+vTpdOzn9v7r1q2DpqYm7OzsMHjwYEydOhXW1tYghCAkJEThz1BauHTpEvT19VG7dm252RtfvXqF69evy2RvjI+Px9GjR7Fz506EhobSz1XdTyWPo0ePghCC0aNHF3gP12cvXbqES5cuKapppRI27v0Y69ato9lm7927J7jGZUXp27cvkpOTZWwnhv1ZYbC+V3KY7RiM/02YiIGh8vAVwdJ1QflCBnd3d1oeomLFijh16pSymvw/x7Nnz2Bubg5CCHbt2kU/l06BePToUZiYmGDixIkoV66cTA10VSUlJQVbt26FsbExCCHw9vYWXO/Tpw8IIfjjjz/w4cMHme/zhQzz5s1DlSpV8M8//yik7crmR20ndqQdY7NmzYKDgwMePXok+Pz69etFDsRziMGxw+z3YxT2/PwN4YMHD4osZBAj27Ztg7a2Nlq0aIFjx44hNDQUHTp0gI6ODqytrbFlyxaZuqF8e82fP1/UJ5SZ/QonPz8fY8aMASEEzs7OOHbsGLKysvDu3Tu4uLigTZs2gmBAcnIyTp48Sce8wYMH02v8lNf831dlmP1+LpmZmWjRogUkEglmzZpFM+IVZgdpIcPmzZsV1dxSR0ntxxcyiHkP/OLFC1hYWMDLy4uWSAS+2ZU7GTpjxgzquJZem6xZswbPnj1TaJtLC8x230d6Xcyl6weAtWvX0uB6RkYGdu/eDTMzMxkhA/BN6DBmzBh6MERNTQ1lypTBxo0b6T1imzuAb6dkCSHYv3+/4PNz585h8ODBdN41MjLCoUOHCv0tVd93FNQ/zpw5Q7NgPn78WOY63y5eXl6oXr26aAXmABv3foTExETUr18fZcqUkREwLF68GIQQdO7cGWFhYXK/r+r7s+/B+l7JYbZjMP43YSIGhsoiHUCXd2qdEzJwpSXU1dVRvnx5QdogMW4AiwrfNosWLaKKxJMnT9LP+Zv1ESNGoHLlyvj8+bPoVIupqanYsmULjIyMaKAOAAYOHAhCCIYOHUqD8PL6HPfZ169fRbdR/FHbMYAJEyZg3rx5GD58OCZOnAjgv7SP3KI8LCxMbiBe1TN+FAVmv+LDr8m9fv16DBs2DG3btsXMmTPppo87dQwUTcggFqSd3D4+Pvjtt98EzsSvX79i2rRpMDAwgJ2d3XcD8YV9pmow+xWf9PR0GgS2t7fH6dOncfbsWRBCaFYy7tm5efbixYt0zBPz6XeA2e9nsn37dhBC0KtXL5mSfs+fP0dISAjGjRuHgwcP0ix6wLe5ZvDgwSCEyJzAFRM/Yr8hQ4aI3n579uwBIQTbt2+nn+Xl5aFevXrUqc2lrs7MzMTp06fllsISI8x2Radz586CUgc+Pj4ghGDWrFl0DfM9IUN6ejouX76MRYsW4cCBAwgPD6fXVHWt8j04O3K+vNTUVCxatIjWO69fvz4NUBkaGuLff/9VcouVA9fH8vLyZDL1pKSkoHXr1tDU1MSsWbMEpQ75maYWL14MdXV1TJw4URAEFBts3Cs5jx8/BiEEY8eOFXw+Z84cmuKfn2Xh/v37BZYjFuOYx/peyWG2YzD+N2EiBobKEhcXh2vXrmHEiBHo3bs3OnbsiJCQEFy+fFlwX3Z2Ni5evIgKFSqAEAIbGxsaYOcv1MUM/2RYTk4O3r9/j+TkZEGNvMjISFqf0dbWFvv27RP8xsaNG2FtbS2KMgivX7/G7du3ZVJUSwfjHR0dQQjBqFGj8ObNGwAsCM9s9/O5ffs2PV1naGiIvn37ytwjLxA/atQoel3MtmX2Kz78lNbNmzcHIQQaGhrQ1NQEIQTGxsY4e/YsAGFaa76QoWfPnqITu0mzdOlSrFq1CuXKlcOcOXPo59wcmpSUBH9//0ID8WKG2a9o8AMmo0ePBiEEDg4OmDx5Mjw8PPD161fBewr8N6YtW7YMEokEAwYMUEbTSwXMfj8XLqvFtWvX6Gd5eXmYOXMmypcvT+djIyMjjB49WuBUzMrKQkxMjDKaXWpg9vsxNm7cCEIIAgMDAXx7v+U5tQHgy5cvqFatGlasWKGs5pYqmO2KBldmyMLCAjExMZgxYwYIIejRo4eMgOh7QgZ5iG3PwYdLTW9hYYGhQ4eiZs2aIISgSpUqgswLHTp0ACEEu3fvVmJrlQO3Bs7IyICfnx8aNWqEGzduCNYo69atg7GxMYyMjDBnzhw8ffpU8Btr166FpaUlKlSogPfv3yu0/aUNNu6VnKtXr4IQghEjRtDPChIwAMCgQYPg4+NDD5KIHdb3Sg6zHYPxvwkTMTBUkiNHjqBdu3ZQU1Ojzhruj46ODubOnSsQKGRnZ+PChQu07paLiws9naLqAffvwT1/eno6Zs+ejebNm8PKygoVK1bE0KFDaSAKAO7cuYOePXtSW7dr1w6DBw9G+/btaZYGVS8hsW/fPtSvXx/29vbYtGmTTH0tLhhvaGhI+xqncBe7aIbZ7tcREhICPT09EELQrFkzvHv3TuYefiBeV1eX1iBkMPsVB84OaWlpqFWrFggh6N69O+7du4dPnz6hf//+IIRAU1MTBw8eBCArZOBEhQMGDFB5J8WHDx8QFRUl8/mpU6dACEHlypXh5OREaxxz4kHOXklJSfDz86OB+G3btokqEM/s93OQF4jn1tBXr14t8HuXLl2iwkIxBz+Z/X4eXEaLTZs24d9//8Xdu3fRoEEDaqclS5Zg7NixsLGxga2traizBsiD2e/HOH/+PAghmDx5MgCgbt26cp3aADB48GBoamri4sWLymhqqYPZrnD4QeJevXpRvxQhBP379xe8i/y1b2FCBjH6qeSViuVn4Bo5ciT1RdnY2GDevHnUttx9I0aMACEEd+7cUXDrlQvXXziRuZqaGmxsbHDhwgWBDfPy8jBjxgwYGBhAR0cHFStWxKxZszBr1iy0bduW+vXEUt60MNi4V3IePXokyLI6a9asAgUMu3btAiEEQUFBSmhp6YT1vZLDbMdg/G/CRAwMlWP+/PkwMjKCRCLB8OHDERwcjP3792PUqFGoVq0a3dQMHz5ckEaTy8jAlZZwcXGhjnExbhCB/zZ6KSkpVJloYmICOzs7gUBkw4YN9DuvX7/G7NmzoaWlRTfmhoaGqFOnjsrXjZo7dy4MDAygpaUFHx8f3L17V+59qamp2LRpEw3Gd+vWjV4Ta19jtvs18B0Sa9euhbq6OgghmD9/vtz7OQdbaGgoCCEICAhQSDtLK8x+JSMrKwv9+vWDjo4OAgIC6Gbw48ePtAwMIQRaWlo4fPgwAKGQ4c6dO6hRowYePXqktGdQBLdu3YK+vj4mTpwoUz7j1atXmDBhAszNzUEIQYcOHQRZkQBhIN7f3x8mJiawsLBASEiIIFOSqsLs9+PwAyWcPdLT0zFixAiYmpqCEIIJEybIlLHi7s3KyoKDgwMqVKggSvEHs9/P58iRI7CxsYG+vj5sbGygoaEBMzMzjBo1CnFxcfS+jh07ghCCnTt3KrG1pQ9mv6IhLxAKAE+fPoWVlRUIIXB3d4dEIoG/v79MyvW1a9fCxMQE3t7eoit/xWxXPPjp+DMyMujfnZ2doaWlBS0tLZw6dQoACjxhzBcyaGpqYsqUKSov8pWHdMr4+Ph45OXlyZTOuXnzJs6fP4+4uDgZO127dg1WVlaoU6cOPn369MvbXFrgbJeamoqqVatCU1MTI0aMQHp6uuA+vth35cqV8PLyEhwIMzMzQ+vWrfHy5UuFP4MyYePej8O3W35+PmJjY6nvvVOnTlTAcO/ePcH3bty4gd9++w3lypXDgwcPFNxq5cP6XslhtmMwVAsmYmCoFJMnTwYhBA0aNJApGwF8q6Pl7+9PF+HDhg0TTEY5OTkCIUO5cuXw8eNHBT5B6SMjIwOenp7Q1NTEpEmT8OnTJ3z+/BknT57EqFGjqC2l6/nevXsXFy9eREhICMLCwgSOM1WE63vNmjXD9evXv3u/dHkEb29vek1swXhmu59DQc4sfjBu/fr19J1dvny53Ps5Jwff6SYGRxmz38/jyJEjMDQ0RPfu3amA4eXLl+jTpw8ttcGlz9XS0qIpXvlCBjHUV127di0IIejdu7fc533z5g0mT54MMzMzGBkZYf369XSMkw7EJycnY9q0aSCEYPPmzYp7CCXC7Pdj8IMBnNOGs0t6ejpGjhwJDQ0NWFlZYffu3TQ7Ev97J0+eBCEEnTt3RmpqqqjGOma/kiPtyOaTnZ2NjRs3ok2bNrC2tka/fv1w5coVmexczZo1g5OTE96+fauIJpcqmP1KDl+cWhDLly+na70uXbrIXF+xYgWsrKzg4uKC169f/4pmlkqY7YrPtWvXYG5ujqVLlwo+379/PwghNIhibm5OT7UXZOeMjAzs3bsX+vr6IIQgNDT0l7e/NMG3y969e9G/f39YW1ujatWq8PT0xNmzZ+VmNOL7BkJDQ9GkSRNoaWlh//79Cml3aSIrKwtdunQBIQSzZ8+WEX8A3+zMD/xFRUVh//79WLNmDZYsWYK7d++KqtwfG/dKjrToSB7cXo4Qgpo1a8qsSa5cuQIvLy9oaWmJTnTJ+l7JYbZjMFQTJmJgqAzjx4+n6ageP34M4D/HDj8IlZmZKZiwpk+fLvgdTshQo0YNEEJQrVo1wWJebAQHB9NaZfzTAxxc3TJCCD1FIDaCgoKoclg6LWth/SYlJUX0wXhmu58Df6GelZWF9+/f4+3bt3Lf2Q0bNnw3EA/IBvlUGWa/H0P6GQMCAqCtrU3Fax8+fMAff/wBQgiGDh1K72vTpo3c0hL8/6o6Z8+epQHQS5cuyQgn37x5g0mTJkFPTw8VK1bErl27CgzEf/36FWFhYQpsvfJh9vtxfHx80LVrV3z48AHAf3bhl0awsbFBSEgI3rx5Q78XGhoKT09PEELw559/KqXtpQFmv+LBzbd5eXnIycnB8+fPkZ6eLpPVIi8vj9pUmtWrV0NdXV0glBMLzH7FRzr1fnp6OubNm4ehQ4fC29sbBw8elKnrPmnSJLrWmz9/Pnbu3ImDBw+iW7duIITA2tpaFKnUme1KTm5uLubPnw9CCAYOHCgofXj16lWsWbMGr1+/Ru/evekJ96dPn9LvArJr4fT0dGzZsgXr169X3IOUAvj7DF9fX9q/jI2NYWZmRktzjB8/Hk+ePJH7G/v376elY/kp6VVxv1HQ3vPq1avQ19dH8+bNZQQMly9fhq+vL2rVqoWhQ4eKOnU6G/dKjrwSLydOnMDq1asxfvx43LhxQ3DQA/jvQBMhBGvWrEFoaCju3bv3f+zdebyc890//s91TpaTRfbNEmsl9iK2aorjthxL0E0baVEEQS23fflqcVfvopZSVJWgrV0tVemtehBriCUIsSsli8aS7chyPr8//GbMyUk4M5Mz18yc5/PxmEfmzFznzGvemeVa3tfnEy+99NK4yiqrdIj3bIbXXuHUDqqfJgaqwkknnRST5PP5x9syt+fChQvj2Wefnf3CuvHGG1vcv2jRonjffffFb33rWx1yyKpcP/zhD2OXLl2yX96ZjaLclcfjjjsu28E4b968ql6xXNqUKVPiOuusEwcNGtRiCoTm5uZWHaBz585ttcH46aefxmuuuSb26dOnxZxwHYHarRi5tbrqqqtiQ0ND7NSpU+zatWtcb7314qmnntpqWP6rrroq+/l3wQUXlDpyWVG/4mQ2FDPNHzF+Pq3QhAkT4uLFi+OiRYvilVdeGTt16hTHjBmT/b3m5ubs3JedO3eOSZLEO++8M5XnkIaldzCee+65MUmSeNZZZ2Wnssp4++234/HHHx+7d+8e119//Xj99ddnmzOX1yxT7c0z6rdivPbaa3HQoEHZBqNlHYg/6qijYpIkcaWVVorrrrtuPPLII+MPfvCDOHTo0FhXV9dhdiwui/rlJ3fH4vHHH5+dg3azzTaLhxxySHZY66Xfl7nvx8suuywOGTIkrrXWWh3uzCj1y8/TTz+dHaUn85k/d+7c7BSJmctKK60U995771bb/L/85S9jly5dWizbu3fvuOeee8bXXnut1E+npNRuxfjwww/j7bffnj1z/YknnsjelzsaaOaASb9+/bL7XHJPwpk2bVp2WqLc7ZaOsq6SkVnX23PPPeOjjz4aZ8+eHV9//fV4zDHHxD59+sTOnTvHQw45pMVUB5MmTYojR46MSZLEoUOHthhtqxrr98tf/jJed911LZpmMjKN+Jdeemn2toULF8af/vSnceDAgS3er6uvvnqHa+z1uVe4Dz74IPuayz2hKDPyYuYycODAOHr06Pjcc8+1+P3cE+NyL2uttVa85pprsstV43s2Rq+9YqgddByaGKh4v/jFL7LD8U2aNCnG2LYzsd944404atSoWFtbG48++ugYY8udh4sWLVrmEGvVbOm6ffLJJ3GLLbaI3bp1W2ZzSKZeDz/8cOzTp08cOnRonDFjRkmylos777wzJkkSTzvttBjj5zsWll65/t3vfhePPPLIuMEGG8QRI0bEK664okUX6Jw5c+I111yT3XjMPdBXzdSueLn1yjRz9erVK2655ZZx3XXXza6Ib7zxxnHixIktfjf3QPyvfvWrUkcvC+pXnEz95syZEzfddNO4//77Z4eBzN2I3HjjjeOwYcPirFmzYoxfzAl86623xk022SQ7zUTmDLSOYOlGrfPPPz+ussoqsVevXvHss89u04H4pUcU6EjUb8X5v//7v+zZiQcddNByRxTo1atXTJIkfu1rX4s77rhjPO200+Ldd9+d/TvVumPxq6hf22Tes3PmzMkefF9jjTXitttuG1dbbbWYJJ8PJbysA+vz58+Pb7/9dhwzZkzs0aNHXHPNNdvUtF5N1C8/Z5xxRuzXr1+85pprsgdW5s+fH3fZZZfYuXPn+KMf/Sg2NjbGn/3sZ/Gb3/xmTJIkbrvtti2aqmOM8fHHH4833nhjPOecc+Kvf/3r+Nxzz1X9UOpq1z4yU1blTsGZO+Lbvvvum21kyH1/Tp48OW6zzTZx6623bjUtTLVa1r68xx57LA4ePDiut956yxxt4fLLL49Dhw6N3bp1ixdffHH29sWLF8f9998/HnDAAS225arxO/fee++NSZLEvn37LvPg24033hiTJIm77bZbvPfee+Nf/vKXuOmmm2a3de+66654++23Z6ecWHq62Grmc69wDz30UBw+fHj83e9+16J5JjMSzfrrrx9//etfx4MPPjj7evvmN7/Zqnb33ntv/NWvfhX33XffOGbMmHjDDTfEZ555Jnt/Nb5nY/TaK4baQceiiYGKNn/+/PjrX/86O8zU7rvvnv2yacs8SP/7v/8bkySJ66yzTvzwww/bO25Zy9059oc//CHG+PmK4i677JI923h5K45z5syJG2+8cezatetyh/CrNplaZIagGjduXIvXXFNTU3zuueeyQ0TW1ta26O786U9/2mJY4blz58bLL788rrnmmlU/+ofarXjnn39+TJIk7r333tmNvU8++ST+7ne/izvttFNMkiSuvfbaLc4AijHGq6++OlvXyZMnpxG9LKhf4T777LO49957xyRJ4jHHHJPthM+47777YpIkca+99ooxttxhu88++8RvfOMbMcaYPcOsI8j9Ln3ggQey16+44oo4dOjQ2KNHj688EL/xxhvH8ePHtzhTr6NQvxUjt3nj/vvvjxtssMGXHogfN25cdujmpeeSrtYdi19G/douU4f58+fH7bbbLnbp0iUeddRR2Wbx5557Lrstt9lmm2XPos383j333JPd8b3nnnvG119/PZ0nkhL1y8/HH38cx40bF+vq6uIGG2wQr7nmmrho0aL47LPPxn79+sWTTz45ezB44cKF8amnnoqjRo2KSZLEb3zjG612bnckatc+FixYEE899dSYJEkcNGhQvOqqq7L35a43ZxoZ+vbtGydOnBjvuuuuuPPOO8ckSeLPfvazFJKXVu6w3Us3Mvzxj3+MtbW18bzzzmtxe+4+hMy+vX79+rX6nPvkk0+y16u1efWzzz6LRx55ZHa6w8WLF7dYz501a1b8wQ9+0OpM9//3//5fi32hF198cUyS1tPuViufe4VramrKngiy4YYbxmuvvTYuWLAgzpo1Kw4bNizuvvvu2ameP/vss/j444/HPffcMyZJErfZZptl1i4zJVauan3Peu0VTu2g49HEQEXKXYn56KOP4pVXXhmHDh0akySJu+yyS3Z4vuU1MmRWil577bU4YMCAuMYaa7Sam6sjydRz3rx58etf/3pMkiTecsstMcYYL7roolhTUxN33nnnVnOrZuq4cOHCuN5668UNN9ywxQZiNVp6BfoPf/hD9nWXaeD45JNP4gUXXBC32GKL7EH4gw46KJ5++unxsMMOy2405p4lEOPn9c/M7V2N1K5wX7bh9vLLL8evfe1rca211spOe5DZYbFw4cI4efLkuMcee8QkSeKoUaPi+++/32LD8NJLL20xnHU1Ur8VK3fH4osvvhhXWWWVeOKJJ2Y3FHPrPXHixFhbWxs333zzFn/jd7/7XRwyZEg86qij4pIlS6p258SXOfHEE1t9nmXOJPuyA/EnnnhirK2tjausskp8+eWXSx27bKhf2+XOr537Xlv6QPz666+fPRCfGfUo90B85ns40+zaUahf2y3vs3zx4sXx+OOPj3V1dS2+L1588cV48MEHxyRJsttyW2yxRZw2bVr2dxcsWBAvueSSePPNN1d907n6FS63du+++2485ZRTYo8ePeKwYcPiH//4x3j++efHVVdddZlDXk+bNi3bkLn0zu2OsH6idu3vo48+ir/85S+zB9l/97vfZe/LbWTINPHnXi688MLs/dVa08bGxmyjVUbu6+yEE05oUYvc+3K3y+rr62OSJPH222+PMVZvvZaWWU/J1GLu3Llxp512ijfccEOLs+PfeOON+Itf/CLus88+8eSTT44vv/xyiwbzGGM84IADYp8+feJDDz1UuieQAp97hct9ju+880485ZRTYvfu3ePw4cPjH//4x/jwww/Hnj17xocffjjG2HJK4i+rXbU39WZ47RVO7aDj0sRARZo/f3585pln4sMPPxyXLFkS58yZE6+44oq4+uqrt7mRIcYYn3/++ditW7e40UYbVfVOna+S2Sl7/PHHx8GDB8eTTz45zpkzJ8b4eUf82muvHZMkifvtt1987733Wq1cZrq1x44du8z596rJ/Pnz47PPPhsnTpwYFy9eHKdMmRL79OkTkySJW2+9dfzOd74Thw0bFpMkiZ06dYpbbLFFq2HoM/M5Dho0KH744YcdZoVJ7YqzYMGC+OKLL7Z6j/3f//1fTJIknnLKKTHG1ht/zc3NsbGxMX7ta1+LgwcPzo4YsKzPxmrecFS/FSPznps7d26844474m9/+9tYV1cXZ86cGWNsXYOPPvoobrTRRjFJkrjrrrvG66+/Po4dOzautNJKcejQoVV/Rujy/PnPf459+/aNu+yyS6s5Z7/qQPxbb70VDz/88HjZZZeVMnJZUb+2y/2ezDTs5n5+Le9A/GGHHbbMA/GNjY0lSF0+1C8/uet68+fPz97+/PPPxwEDBsT/+q//ym5jvP7663H//fePSZLEo48+Oi5ZsiRuuOGGMUmSuPnmm7c4EN/c3NwhvmPVr3C5+wdijHH69OnxpJNOij169IibbLJJ3HvvveN//dd/xRhjq4N2Mcb4yiuvtNi53ZFG2FK79rP0yTeZqVC/rJHhnHPOid/+9rfj97///Xjbbbdlb6/W9/Bzzz3Xomlj9OjR2fsyjeWZuu2zzz7Z+3Jrm1lu3LhxrRo/qlluDRYvXpz9OTPK4NChQ+Ntt93W6n2b+3Pu37jyyitjz54940477ZSdBrBa+dwrzvz587MnIn3wwQfZ2m2wwQZx3LhxcdiwYXHevHnLnB5G7bz2CqV20HFpYqDi3HLLLfHb3/52TJIkdu/ePd59991x4cKFcfbs2W1uZMj8/Le//S0mSRIPPPDAUj+N1DU3N2c39jIbLptttlncfffdsxvRmfsffvjh2Llz5+wceldeeWV8880346xZs+K5554bBw0aFFdZZZVlzsNaTZZ+7d11110xxs+HaV16yoONN944nnHGGdma5A6L9u9//zuuuuqqccCAAdkDf9VO7Qo3bdq0+POf/zyuu+66sXv37vHmm29uMeJJponogAMOaLHzItfixYuz9T/rrLNKGT916le4pWuR+XnRokXZObn32GOPuPXWWy+zbpn37ZQpU+Jaa63V4n2+/vrrx6lTp7b/kygTS+/AGTt2bFxrrbVazHucu67yVQfiP/300+z1at2pnUv92m7BggXZg5+5z+2AAw6ISZLE5557Lsa4/APx99xzT/Z9euihh7aaGiGj2uqWoX6FW3pd75577skecH/++efj17/+9Wxz6vTp0+Oxxx4bkySJhxxySPZv3HvvvXGllVaKSZLEESNGdKjvCfUrXG7tunXrFu++++7Y3Nwc33333XjSSSfFnj17xiRJ4pprrpndzl3Wekvuzu311lsv+36vZmq34rTlc72tjQzNzc0tDsBU43dGxs033xxramrikCFDYteuXWOSJHHMmDEtlnn++edj3759Y48ePeK1116bvX3p0dyOPvro2L179/jggw+WKn5Zampqiscdd1xMkiSuvPLK8bbbbmv1+lra+eefH4cMGRJXXXXV7LRE1crnXuFy961069Yt3nTTTXHx4sXxvffeiyeddFLs3r177Ny5c+zbt2+2EearajdixIj45JNPlvqppMJrr3BqBx2bJgYqyhlnnBG7desWa2pq4k9/+tP4q1/9Ks6cOTO7c7stjQy5G4C77bZb7NOnT3YjpyOc1b30c/z444/j8OHD44UXXhi32267+I9//CPGGFs1ODz88MPZYUqTJIkDBw6MgwYNys6ll3sgoRot67U3Y8aMbJ0mTpwYTz311HjUUUfFn//853HGjBnZneCZGmZee2+99VZcaaWV4siRI9N5MiWmdoV76KGH4nrrrZftFN53333j448/nt2pHePnc8J37do17rjjjtnPwtzPuUydf//738ckSeIZZ5xR2ieRIvUrzqJFi+K7774bP/7442zNMt+lZ555Zhw4cGB22pfMd8fSMu/hDz74IP7sZz+Lp59+erz++uvje++9V5onUWaOPfbY+Mc//jHut99+2fmNc19vuddzD8T/4he/iP/+979LHbfsqN+XywwTvNNOO8U333yzxX2ZOWj79u37lQfiTz/99Oz63pgxY+Lbb79dmieQMvUr3LLW9WbNmpWt0aJFi+Lrr7+e/S6577774korrRS///3vZ//GkiVL4jPPPBPr6uri1772tZgkSdx+++1bzOldrdSvcF+1f+Cdd96JJ598chwyZEhMkiSeffbZ2YPDy9r2nzZtWtxhhx1ily5d4ltvvVXKp1Jyarfi5H4f/P3vf4/XXXdd/J//+Z84ZcqUVlMeflkjQ+77NVPjat9HNX/+/Lj55pvHIUOGxDPPPDP26tUrJkkSf/SjH2WX+fjjj+N///d/x86dO8ctt9wy3nzzza3+ziOPPBIHDx4c11tvvaqfLmzGjBnx73//exw9enTcYYcd4ne+85142GGHxSlTpsT//Oc/McYYP/vss3j00Ue3aGRYekTCefPmxYkTJ8aGhobYuXPnOHz48PjSSy+l8ZRKxude4Za1b+Wxxx7LNof/61//alG7k046qdV+vVzTpk2Lu+++e0ySZJnv6WrjtVc4tQM0MVAxTj755JgkSdx5551bDTGf6z//+c9yGxlyV9rPPffcWFtbGw866KBWG5bV6OGHH46//e1v49ixY+Npp50WJ0+eHOfOnRv/+Mc/tjg79vzzz2/1u5kv/SlTpsSf//znceutt45rrrlm3HbbbeMpp5xS9V/6X/baa+tc7rkHVo466qjsitXS8ytXG7UrXGNjY6yrq4tDhw6N55577nKXe/XVV7MHk88555zs7YsXL25Ru7PPPjsmSdJiWNJqpn7Fue666+J3vvOdWFdXF4cPHx533nnnVgf1fvnLX8aVV1451tbWxmOPPXa5o6PkziffEfz73/+OEydOjJdcckm88sor4zvvvBPnzZsXH3/88ex37UorrRR/+tOfLvP3lz4Qv9Zaa8VOnTrFU089Nc6bN69UTyM16leYJ554Im611VbZ5tJLL7201RDymaHne/XqtcwD8ZnrmbPxNt5445gkSbz//vtL+2RSoH6Fa+s2Wq5ddtklJkmSnQ4ms402e/bsOHz48Dh+/Pj43e9+t0OcHaV+hWtr7d5+++148sknx969e8d11lknjh8/PluzZa2bvPbaa/Hdd99tt9zlQO1WnNzviZ/97GexS5cu2ZEG11prrXjkkUe2GpVn6UaG3//+96lkT1vme/PGG2/MbuM/+eSTy2xkeOyxx+Juu+0Wa2pq4nrrrRdPP/30OGPGjDhnzpw4YcKEuMMOO8QkSeI111yT1tMpiVtvvTXusssusaampsV+vCRJ4hprrBFPOOGE7Gf/VzUyTJkyJf7whz+M3bp1iz/+8Y879H69XD73WmvrvpVM7fr06RPXXHPNeO21135p7V566aV49913t1vucuG1Vzi1A2LUxECFuOyyy2KSJHHUqFHZzuAvOxiyrEaGDz/8MPt7f/jDH+KQIUPiBhtsUPUr6jF+fqApc5Aud8j+s88+O8YY469+9avs7UccccQyDzjlXv/ss8/ijBkz4qJFi6p6aMMY83vtLe/23B3cV155ZVxppZXi5ptvXvVnhapd4Z555pk4aNCguPbaa8dbbrkle/vy3m/XX3999j38q1/9qtX9jz/+eFx77bXjKqusEp955pl2y10u1K84p5xySrYe3bt3zw5NvdZaa7U6o/hXv/pV7NWrV+zatWu8+OKLW4xysTzV3Mzw+OOPx2984xvZmmWGyMzs7PnlL3+ZvX3ffffNnrnyZUPNX3rppbFnz57xsssuK90TSYn6FeaBBx6IAwYMiAMHDownn3xyXLBgQYud1LnTcYwZM6bVgfilmwpPO+20uMsuu8R77rknjh8/vnRPJCXqV7h8t9Fi/HyY669//etxlVVWaTG1S4yfj2LRrVu3DjNlmPoVLt/a/etf/8rOmzxs2LCvPLBSzdSufZx11lkxSZK4zjrrxDPPPDPuvffece21145JksS99toru99p6UaGzp07x549e8bf/OY3KaZP18svvxxXXXXV2KtXr/jiiy/Gv/3tb9mhwffbb7/scg8++GD8wQ9+ELt16xaTJImrrrpqXHnllbMjw1100UXZZavxtXn22WfH3r17x06dOsVjjz02XnXVVfEvf/lL/MUvfhE32GCD7Lbbzjvv3KLJ7ZhjjlluI8OkSZPiI488UvUndvncK1y++1beeeedbO2GDx/e5tpV675lr73CqR2QoYmBsjd16tS4wQYbxAEDBsSnnnqqzb+39NQSDQ0N8ZNPPom33HJLHDJkSBwwYECHmCc0MxfeKqusEo888sh4zDHHxL59+8YkSeLgwYPjBRdcEGNsOfTtn/70p+zvL29O9I6g0Nfe8px33nnZ1161D3GodoWbPXt23HfffWOSJPG3v/1t9vZlbdRl3o8LFy6M55xzTvY9PG7cuHj77bfHf/3rX/GWW26J2267bUySpMVwpdVK/YqTmWO7vr4+PvTQQ/Htt9+Of/zjH+OIESNikiTxJz/5SVy4cGGLBqPzzz8/9ujRI9bV1cVLL720TY0M1egf//hH7N69e0ySJO6www5xjz32iD169IhJksRBgwZlD8T/v//3/7KvtdwDnF92IH7KlCmleRIpUr/CPPbYY7F79+7xa1/7Wov1txhbN6Bm5B6InzRpUovfefDBB+OQIUPi4Ycf3uL2at2xqH6FK2Rdr7m5OX7yySfZ75QLL7wwe99vf/vbuNpqq8Wdd945O4peNVO/whW6nWHnttqtSLmf62+88UZcc80141577RWff/75GGOMn376aZwwYULceuutY5Ikcc8991xmI0Om+eHKK68s+XNIw/JeLxdccEFMkiReffXVMcYY77rrrmU2MkybNi3++c9/jptuumlcd9114yqrrBIPOOCAFmdzV+N37gknnJCdJuihhx5qdf+nn34aDznkkDhw4MBYU1MTd9xxx/j000/HGD9fh8ls42UaGTJDrXcEPvcKl8++lVxq9zmvvcKpHZBLEwNl709/+lNMkiR7sD0fmREZhg4dGpMkiZtuumkcNGhQ7N27d3zhhRfaIW15yWyofPe7381uTMf4+c78zJC5I0aMyM6bl3tg4M4778wu31G/6It57WVMnz49Pv/883HUqFGxc+fOcf311+8QzTNqV7gXXnghDhgwIO69997Z29qyI+bjjz+OF198cYsRVzp37hyTJIndunWLl1xySXbZan5Pq1/hMt8Z++67b4v32oIFC+LNN98cu3XrFrfaaqtsk0JuXX/1q1/F7t27d9hGhvvvvz/W1NTEddddN1577bXZ26dMmRK32WabmCRJ3HDDDbN1PeOMM9r0fbv0a7cad8rGqH6Feuedd7IHR3Lrtnjx4q/8nBo9enR2ao4//OEP8Yknnoh333133HrrrWOXLl3iX/7yl/YNXwbUrzjFrOvdfvvt2ffwHnvskW0WXGWVVaq+WTVD/QpXTO2W3rl93XXXxaampnZIWZ7UrnhLT2n4xhtvxH/+85+xZ8+e2bPfM+sbixcvjk899VT8xje+sdxGhtmzZ7dqiKtG//rXv+IHH3zQ4rbckYyef/75OGjQoLjuuuvGGTNmxBhjvOeee7Kjc+U2MsT4+ag0TU1N8ZNPPmn1N6tN7n69TGNu7uswM2LU3Llz4xlnnBEHDRoUu3TpEg8++OD43nvvxRg/b9rP/J3VV189/ulPf2rRoFnNfO4VrtB9KzEuu3Yd5TWX4bVXOLUDcmlioGxlzvLcbbfdYpIk2c7qfA8ezZkzJzsncpIkccCAAR2igeHEE0+MSZLEH/zgB/G1116LMX5eu0xdJ02aFOvq6mKSJPGKK67I/t7PfvazDt/IsCJeewsWLIjz58+PW2+9daytrY3du3ePP/jBD6p++hK1K1ymRqeddlpMkiT+z//8T4yx5ZQabTFx4sR4xBFHxPr6+vjNb34znnLKKS3m467GHTsxql+xlvWdEeMXz/fll1+OvXv3jmPHjo3vvvtufO+99+IHH3zQYkdEbiPD5Zdf3mqY62r1z3/+M9bW1sbhw4e3OAts4cKFMcbPh+Ds06dPTJIknnTSSdn7fd9+Tv0Kd//998fu3bvHH//4x9nblv7Me/3112NjY2P82c9+Fu+4447sAZYYYzzwwAOzDVu5cytffPHFJXsOaVK/whSzrpe7zA033BC7dOmSHdVi++23j9OmTWuf0GVE/Qq3ovYPfPDBB/Gkk06Kffr0iQMHDox//vOfV3jWcqN2xXn55Zfjs88+2+r2U089NQ4fPjwecsghcaONNooxtpyCKMbPazxp0qQWjQyZ6dm+qvmyWjzwwANxlVVWiRtvvHG844474htvvLHM5X7yk5+0aiz861//mm1kGDNmTPb23G2Qal73W9422tIyr5158+bFo48+Ojvdxj/+8Y/sMgsXLozHH398TJIkrrfeelW/reZzr3Arat9Kpna9e/eOa621Vrzyyiur9nMul9de4dQOWBZNDJS97bffPtbU1GSHQsvHE088ERcuXBg/+eSTeOGFF8YNN9ywQzQwZFY011xzzRZngi29srjLLrvEJEniDTfc0OJ2BwY+V+xrL8YYb7vttjhq1Kh41113xdmzZ6/oiGVL7QqXOUPipptuavPvZN7bS49UsfROtI6wwah++fuy74xMDV544YU4bNiwOHz48DhgwIDYrVu32KtXr3j00UfHiRMnZn/nvPPOi717945JksSrrrqq6r83HnzwwZgkSezSpUuLYb0zG9+Z18xRRx0VkySJp556aovf7+jft+pXnJNOOikmSZKdAzp3BJRFixbFm266KQ4bNiz7nuzSpUscPnx4dqjmGGO86KKL4pgxY+Iaa6wRf/jDH7b47KzWz7wM9StOIet6mfdmZl1v2rRpsbGxMb788stVPx/30tSvcMVuZzQ3N8f3338/HnnkkXHVVVeNr7/+ejukLE9ql7/GxsaYJEn8/ve/H5977rns7dOnT4/f//73s6PyrLnmmtkGzGVNyZnbyLDrrrsu90B+tXnooYey62q1tbWxtrY2brzxxvHss8+OM2fObNGM8PLLL8f+/fvHPffcs8XfyG1kOOCAA7K3V/v6Xlv36y19+9y5c+MWW2wRkySJu+yyS4zxi3Xrzz77LJ522mnZ+eU7Ap97hStk30rmffnyyy/HxYsXxw8++CD+93//d0ySJF533XXtFbUsee0VTu2AXJoYKHuZ7rvLL788xtj6oNLyvPjii3GTTTaJd9xxR4zx82H6qn1+0IyJEyfG2tramCRJHDt2bHzmmWey92U2bObMmRM33njjWFtbG5988skYY8uu2twDAzfffHNpn0CZKOa1t/HGG8fbb789xvjF2aQdidoV7pBDDolJksTjjjuuxegpX2X+/Pnxhz/8Ybzxxhtb1K3aD6IsTf3y92XfGRnf+973YpIkceDAgXGvvfbKDsHetWvXuPfee2eHNo0xxrPOOqvDDGn95JNPZr8rDzrooFaNkplhcjP1yxyoX973bWadpaNQv+JkDsLvv//+LW5/+OGHs2fhJUkSV1tttbj++uvHwYMHZ8/avu2221r8zpw5c1ocDOgIn33qV5xC1/VeeOGF7Nm4HZn6FW5F7R947733ssPWdxRql79JkyZlvw8OOOCAFiMyvPDCC/Hwww+PvXr1ikmSxPPPPz/7XbCsRoannnoqe3D5rrvuKuXTSE1mXa9z585xyy23jOPGjcuOsDVs2LB40EEHxVdffTXOnz8/fvbZZ3HXXXeNSZLEG2+8scXf+etf/xr79u0bkySJ++yzT0rPprTaso22tMw68t/+9rfYs2fPuNFGG8UFCxa0uK+j8blXuGL3rWTOfn/77bf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+ }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Data has missing values in \"CSFId\", \"CSF\", \"CASNumber\", \"DiscontinuedDate\" and \"ChemicalDateRemoval\" columns." + ], + "metadata": { + "id": "BL_NnpUB3q8p" + } + }, + { + "cell_type": "code", + "source": [ + "print(\"Unique number of CDPHId: \",len(df['CDPHId'].unique()))\n", + "print(\"Unique number of product names: \",len(df['ProductName'].unique()))\n", + "print(\"Unique number of comapny names: \",len(df['CompanyName'].unique()))\n", + "print(\"Unique number of Brand names: \",len(df['BrandName'].unique()))\n", + "print(\"Unique number of primary category: \",len(df['PrimaryCategory'].unique()))\n", + "print(\"Unique number of sub category: \",len(df['SubCategory'].unique()))\n", + "print(\"Unique number of chemical names: \",len(df['ChemicalName'].unique()))" + ], + "metadata": { + "id": "Tfsk0jS5a1JG", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "e94d5bc1-1f71-4ba6-cbb6-a6fce8a7fab5" + }, + "execution_count": 13, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Unique number of CDPHId: 36972\n", + "Unique number of product names: 33716\n", + "Unique number of comapny names: 606\n", + "Unique number of Brand names: 2715\n", + "Unique number of primary category: 13\n", + "Unique number of sub category: 89\n", + "Unique number of chemical names: 123\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "# Data Analysis" + ], + "metadata": { + "id": "tONHePN1dyZX" + } + }, + { + "cell_type": "code", + "source": [ + "below_five = df[df[\"ChemicalCount\"]<5]\n", + "below_five.shape" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "YNiQm8z48XzN", + "outputId": "b0fe1d6f-6462-4877-801a-910eb3877fce" + }, + "execution_count": 14, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(114411, 22)" + ] + }, + "metadata": {}, + "execution_count": 14 + } + ] + }, + { + "cell_type": "code", + "source": [ + "above_five = df[df[\"ChemicalCount\"]>=5]\n", + "above_five.shape\n", + "sorted_df = above_five.sort_values(by='ChemicalCount', ascending=False)" + ], + "metadata": { + "id": "z4BWaGbCEJcF" + }, + "execution_count": 15, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "#plt.figure(figsize = (10,15))\n", + "plt.barh(sorted_df['ProductName'],sorted_df['ChemicalCount'])\n", + "plt.xlabel(\"Number of Chemicals used\")\n", + "plt.title(\"Cosmetic Products with 5 or more toxic chemicals\")\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 472 + }, + "id": "HmWG5YvFd9RT", + "outputId": "1f168375-61fd-4b9f-f8b1-0157a02d4c5e" + }, + "execution_count": 16, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Hair and skin care products seem to use a lot of toxic chemicals compared to other products;" + ], + "metadata": { + "id": "WxMUSRrwC9sW" + } + }, + { + "cell_type": "code", + "source": [ + "average_chemicals_per_brand = df.groupby('BrandName')['ChemicalCount'].mean().reset_index()\n", + "average_chemicals_per_brand = average_chemicals_per_brand[average_chemicals_per_brand[\"ChemicalCount\"]>=3]\n", + "average_chemicals_per_brand = average_chemicals_per_brand.sort_values(by='ChemicalCount', ascending=False)\n", + "print(average_chemicals_per_brand)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "bUsnWKSMBi5q", + "outputId": "ed50acb4-a467-4d88-8e33-82dac449ae89" + }, + "execution_count": 17, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + " BrandName ChemicalCount\n", + "1524 Mastercuts 6.363636\n", + "1917 Regis Design Line 5.867347\n", + "552 Careline 4.461538\n", + "772 Dermaquest Skin Therapy 4.000000\n", + "1744 PALLADIO 4.000000\n", + "2630 Zoeva 4.000000\n", + "749 Dermaminerals 4.000000\n", + "661 Costcutters 4.000000\n", + "1806 Perfectly Pure 3.600000\n", + "2543 Vitamin World 3.375000\n", + "596 Chrome Hearts 3.227273\n", + "1029 Good 'N Natural 3.000000\n", + "1088 Handi-Fresh� 3.000000\n", + "1435 Luxury Lush Pud 3.000000\n", + "1476 MENS NULL Hair Remover Cream 3.000000\n", + "671 Cover Your Gray / Cover That Gray 3.000000\n", + "610 Claudia Stevens - CTG / CYG 3.000000\n", + "2449 Too Faced Cosemtics 3.000000\n", + "1426 Lumorol K 5019 3.000000\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#plt.figure(figsize = (10,15))\n", + "plt.barh(average_chemicals_per_brand['BrandName'],average_chemicals_per_brand['ChemicalCount'])\n", + "plt.xlabel(\"Average number of Chemicals used\")\n", + "plt.title(\"Cosmetic Brands with 3 or more average number of toxic chemicals used\")\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 472 + }, + "id": "EQKkuo5D7pXM", + "outputId": "d8d4dee0-db5f-406b-ffd7-cd570eb8f036" + }, + "execution_count": 18, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Mastercuts, Redis Design Line and Careline brands seem to use more than 4 toxic chemicals in average in most of their products. It's best to avoid buying any products from these brands." + ], + "metadata": { + "id": "Jh7cba3eDQdv" + } + }, + { + "cell_type": "code", + "source": [ + "average_chemicals_per_company = df.groupby('CompanyName')['ChemicalCount'].mean().reset_index()\n", + "average_chemicals_per_company = average_chemicals_per_company[average_chemicals_per_company[\"ChemicalCount\"]>=3]\n", + "average_chemicals_per_company = average_chemicals_per_company.sort_values(by='ChemicalCount', ascending=False)\n", + "print(average_chemicals_per_company)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "00yzsCUbD3KB", + "outputId": "6b01c342-0aa5-43d9-8d34-38e20b7e324a" + }, + "execution_count": 19, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + " CompanyName ChemicalCount\n", + "451 Regis Corporation 4.803571\n", + "126 Cosmopharm Ltd. 4.461538\n", + "564 Vitamin World, Inc. 3.303030\n", + "112 Chrome Hearts LLC 3.227273\n", + "206 Good 'N Natural 3.000000\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "plt.barh(average_chemicals_per_company['CompanyName'],average_chemicals_per_company['ChemicalCount'])\n", + "plt.xlabel(\"Average number of Chemicals used\")\n", + "plt.title(\"Cosmetic Companies with 3 or more average number of toxic chemicals used\")\n", + "plt.show()" + ], + "metadata": { + "id": "sd3rGV4vqz6Z", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 472 + }, + "outputId": "905367be-5d5c-4d8a-e56e-607e121103a6" + }, + "execution_count": 20, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Regis Corporation and Cosmopharm Ltd. seems to be using the highest number of chemicals in average in their products. It's best to avoid them." + ], + "metadata": { + "id": "lDi2P6bDEgi0" + } + }, + { + "cell_type": "code", + "source": [ + "df['ProductCount'] = df.groupby('CompanyName')['ProductName'].transform('count')\n", + "no_of_products_per_company = df[df[\"ProductCount\"]>=4000]" + ], + "metadata": { + "id": "St2FOdrgIOyy" + }, + "execution_count": 21, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "no_of_products_per_company.groupby('CompanyName').size().plot(kind='barh')\n", + "plt.title(\"Cosmetic Companies with highest number of products\")\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 452 + }, + "id": "c9BDt_LJJSJs", + "outputId": "74a33f4d-8641-45d6-ce8e-c424f5272232" + }, + "execution_count": 22, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "L'Oreal USA, S+ and Coty seems to be producing the highest number of products" + ], + "metadata": { + "id": "lKLXbRUUPaVu" + } + }, + { + "cell_type": "code", + "source": [ + "df['ProductCount_Brand'] = df.groupby('BrandName')['ProductName'].transform('count')\n", + "no_of_products_per_brand = df[df[\"ProductCount_Brand\"]>=3000]" + ], + "metadata": { + "id": "r0lpM7bELD3n" + }, + "execution_count": 23, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "no_of_products_per_brand.groupby('BrandName').size().plot(kind='barh')\n", + "plt.title(\"Brand names with highest number of products\")\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 452 + }, + "id": "I93Ah1WJLEuP", + "outputId": "52823023-900d-488c-920d-2e8d8232919e" + }, + "execution_count": 24, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Sephora and NYX seems to be having the highest number of products." + ], + "metadata": { + "id": "XK0CMfmyURQ6" + } + }, + { + "cell_type": "code", + "source": [ + "df['f'] = df.groupby('ChemicalName')['ChemicalName'].transform('count')\n", + "df['logf'] = [np.log10(i) for i in (df['f'])]\n", + "sorted_df = df.sort_values(by='logf', ascending=False)" + ], + "metadata": { + "id": "cuqQACYYd_nA" + }, + "execution_count": 25, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "plt.figure(figsize = (10,30))\n", + "plt.barh(sorted_df['ChemicalName'],sorted_df['logf'])\n", + "plt.xlabel(\"Frequency of Chemical used(log10)\")\n", + "plt.title(\"Most commonly used Chemical\")\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "XzKctX29gq8-", + "outputId": "2cbdaca4-9b02-4bfa-b8b7-e57b92aba4ef" + }, + "execution_count": 26, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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+ }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Titanium Oxide seems to be contained in most of the products. While the exact harms aren't well understood. Studies have shown that it is considered possibly carcinogenic to humans when inhaled by the International Agency for Research on Cancer." + ], + "metadata": { + "id": "fryLpfvmFBGx" + } + }, + { + "cell_type": "code", + "source": [ + "df['Primary_Count'] = df.groupby('PrimaryCategory')['PrimaryCategory'].transform('count')\n", + "sorted_df = df.sort_values(by='Primary_Count', ascending=False)\n", + "df" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 981 + }, + "id": "0EamJUNi8PWi", + "outputId": "156f48b5-d09c-4fab-8a21-8456bf0a2da8" + }, + "execution_count": 27, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " CDPHId ProductName CSFId \\\n", + "0 41524 ULTRA COLOR RICH EXTRA PLUMP LIPSTICK-ALL SHADES NaN \n", + "1 41523 Glover's Medicated Shampoo NaN \n", + "2 41523 Glover's Medicated Shampoo NaN \n", + "3 41523 PRECISION GLIMMER EYE LINER-ALL SHADES � NaN \n", + "4 41523 AVON BRILLIANT SHINE LIP GLOSS-ALL SHADES � NaN \n", + "... ... ... ... \n", + "114630 5 HYDRA-LIP TRANSLUCENT COLOR LIPSTICK 65001.0 \n", + "114631 4 HYDRA-LIP TRANSLUCENT COLOR LIPSTICK 65002.0 \n", + "114632 3 HYDRA-LIP TRANSLUCENT COLOR LIPSTICK 65003.0 \n", + "114633 3 HYDRA-LIP TRANSLUCENT COLOR LIPSTICK 65004.0 \n", + "114634 2 OLD SPICE GENTLEMENS BLEND ALOE AND WILD SAGE ... NaN \n", + "\n", + " CSF CompanyId CompanyName BrandName \\\n", + "0 NaN 4 New Avon LLC AVON \n", + "1 NaN 338 J. Strickland & Co. Glover's \n", + "2 NaN 338 J. Strickland & Co. 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DiscontinuedDate ChemicalCreatedAt ChemicalUpdatedAt \\\n", + "0 ... 02/01/2011 07/09/2009 07/09/2009 \n", + "1 ... NaN 07/01/2009 07/01/2009 \n", + "2 ... NaN 07/02/2009 07/02/2009 \n", + "3 ... NaN 07/09/2009 07/09/2009 \n", + "4 ... 02/01/2011 07/09/2009 07/09/2009 \n", + "... ... ... ... ... \n", + "114630 ... NaN 06/19/2020 06/19/2020 \n", + "114631 ... NaN 06/19/2020 06/19/2020 \n", + "114632 ... NaN 06/19/2020 06/19/2020 \n", + "114633 ... NaN 06/19/2020 06/19/2020 \n", + "114634 ... 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CDPHIdProductNameCSFIdCSFCompanyIdCompanyNameBrandNamePrimaryCategoryIdPrimaryCategorySubCategoryId...DiscontinuedDateChemicalCreatedAtChemicalUpdatedAtChemicalDateRemovedChemicalCountProductCountProductCount_BrandflogfPrimary_Count
041524ULTRA COLOR RICH EXTRA PLUMP LIPSTICK-ALL SHADESNaNNaN4New Avon LLCAVON44Makeup Products (non-permanent)53...02/01/201107/09/200907/09/2009NaN1762507.0934804.97071975827
141523Glover's Medicated ShampooNaNNaN338J. Strickland & Co.Glover's18Hair Care Products (non-coloring)25...NaN07/01/200907/01/2009NaN2413.010.0000001620
241523Glover's Medicated ShampooNaNNaN338J. Strickland & Co.Glover's18Hair Care Products (non-coloring)25...NaN07/02/200907/02/2009NaN2413.01562.1931251620
341523PRECISION GLIMMER EYE LINER-ALL SHADES �NaNNaN4New Avon LLCAVON44Makeup Products (non-permanent)46...NaN07/09/200907/09/2009NaN1762507.0934804.97071975827
441523AVON BRILLIANT SHINE LIP GLOSS-ALL SHADES �NaNNaN4New Avon LLCAVON44Makeup Products (non-permanent)52...02/01/201107/09/200907/09/2009NaN1762507.0934804.97071975827
..................................................................
1146305HYDRA-LIP TRANSLUCENT COLOR LIPSTICK65001.0Rosa Soft1259Yanbal USA, IncYANBAL44Makeup Products (non-permanent)53...NaN06/19/202006/19/2020NaN116912.0934804.97071975827
1146314HYDRA-LIP TRANSLUCENT COLOR LIPSTICK65002.0Malva Spirit1259Yanbal USA, IncYANBAL44Makeup Products (non-permanent)53...NaN06/19/202006/19/2020NaN116912.0934804.97071975827
1146323HYDRA-LIP TRANSLUCENT COLOR LIPSTICK65003.0Rojo Fashion1259Yanbal USA, IncYANBAL44Makeup Products (non-permanent)53...NaN06/19/202006/19/2020NaN116912.0934804.97071975827
1146333HYDRA-LIP TRANSLUCENT COLOR LIPSTICK65004.0Terra Mystic1259Yanbal USA, IncYANBAL44Makeup Products (non-permanent)53...NaN06/19/202006/19/2020NaN116912.0934804.97071975827
1146342OLD SPICE GENTLEMENS BLEND ALOE AND WILD SAGE ...NaNNaN86The Procter & Gamble CompanyOld Spice6Bath Products159...NaN06/23/202006/23/2020NaN1353510.0934804.9707193466
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114635 rows × 27 columns

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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Makeup Products seem to be using the highest number of chemicals and Baby products to be the least." + ], + "metadata": { + "id": "V-VRiGx3Gqka" + } + }, + { + "cell_type": "markdown", + "source": [ + "# Conclusion\n", + "\n", + "* Most of the famous cosmetic companies use toxic chemicals in their products. It's best to check the ingredients before purchasing these items.\n", + "* Makeup products have the highest amount of chemicals compared to other products. Among them, hair and skin care products have the highest concentrations.\n", + "* Titanium dioxide is used in the majority of the products.\n", + "\n", + "\n", + "\n", + "\n", + "\n" + ], + "metadata": { + "id": "CKFsKNFfhm66" + } + } + ] +} \ No newline at end of file diff --git a/Chemicals in cosmetics analysis/Model/README.md b/Chemicals in cosmetics analysis/Model/README.md new file mode 100644 index 000000000..9264679dc --- /dev/null +++ b/Chemicals in cosmetics analysis/Model/README.md @@ -0,0 +1,3 @@ +# User +hello world +# Goals \ No newline at end of file diff --git a/Chemicals in cosmetics analysis/requirements.txt b/Chemicals in cosmetics analysis/requirements.txt new file mode 100644 index 000000000..9c57f2edb --- /dev/null +++ b/Chemicals in cosmetics analysis/requirements.txt @@ -0,0 +1,4 @@ +numpy==1.21.4 +pandas==1.3.5 +matplotlib==3.5.1 +missingno \ No newline at end of file From c395339ea36d310ba730b2ac7951fab654f1f37d Mon Sep 17 00:00:00 2001 From: Madhu Shree Aravindan <116413038+ellow0rld@users.noreply.github.com> Date: Mon, 11 Dec 2023 19:21:16 +0530 Subject: [PATCH 2/2] added README.md --- .../Model/README.md | 37 +++++++++++++++++-- 1 file changed, 34 insertions(+), 3 deletions(-) diff --git a/Chemicals in cosmetics analysis/Model/README.md b/Chemicals in cosmetics analysis/Model/README.md index 9264679dc..59bd371a5 100644 --- a/Chemicals in cosmetics analysis/Model/README.md +++ b/Chemicals in cosmetics analysis/Model/README.md @@ -1,3 +1,34 @@ -# User -hello world -# Goals \ No newline at end of file +# Goals +Analysis of chemicals in cosmetics. + +# Dataset +https://www.kaggle.com/datasets/willianoliveiragibin/chemicals-in-cosmetics + +# Work Done +* Cleaned the dataset. +* Analyzed the data and found insights and plotted graphs accordingly etc. + +# Libraries needed +* Numpy +* Pandas +* Matplotlib +* missingno + +# Plots +![cosmetic_products_with_5_or_more_chemicals](https://github.com/ellow0rld/ML-Crate/assets/116413038/a1bc43ce-527d-44cb-bd46-5f880bf18651) +![categories_with_5_or_more_chemicals](https://github.com/ellow0rld/ML-Crate/assets/116413038/38b0cb15-b334-44d2-bb39-3734e4582925) +![commonly_used_chemical](https://github.com/ellow0rld/ML-Crate/assets/116413038/e31acb90-d921-49a8-9f52-ffaf213d91e5) +![cosmetic_brands_with_3_or_more_avg_no_of_chemicals](https://github.com/ellow0rld/ML-Crate/assets/116413038/ee03496b-1abb-469c-8ff1-38ed7c2a26d3) +![cosmetic_companies_with_3_or_more_avg_no_of_chemicals](https://github.com/ellow0rld/ML-Crate/assets/116413038/5965b2f3-da35-46c1-a039-86299749d953) +![brand_names_with_highest_no_of_products](https://github.com/ellow0rld/ML-Crate/assets/116413038/c248766a-ad3d-45b0-98db-115db9142b7f) +![cosmetic_companies_with_highest_number_of_products](https://github.com/ellow0rld/ML-Crate/assets/116413038/7e84a183-3634-4bf3-8772-3b10ce2ba420) + +# Conclusion +- Most of the famous cosmetic companies use toxic chemicals in their products. It's best to check the ingredients before purchasing these items. +- Makeup products have the highest amount of chemicals compared to other products. Among them, hair and skin care products have the highest concentrations. +- Titanium dioxide is used in the majority of the products. + +# Contributed by +Madhu Shree Aravindan + +Github - https://github.com/ellow0rld

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