{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "C:\\Users\\jerem\\Box Sync\\Policy Evaluation\\dofiles\n"
     ]
    }
   ],
   "source": [
    "cd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "C:\\Users\\jerem\\Box Sync\\Policy Evaluation\\working_data\\analytical_panel_shapefile\n"
     ]
    }
   ],
   "source": [
    "cd \"..\\working_data\\analytical_panel_shapefile\\\"\n",
    "// Convert shapefile to dta\n",
    "*spshape2dta \"analytical_panel_qt_shapefile_crosssec_thiessen_polygons_clipped_manhattan\", replace\n",
    "// Already ran this"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "clear"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "use \"analytical_panel_qt_shapefile_crosssec_thiessen_polygons_clipped_manhattan\",clear"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
      "_CY                                                                                                                                                                                                                               y-coordinate of area centroid\n",
      "---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
      "\n",
      "                  type:  numeric (double)\n",
      "\n",
      "                 range:  [40.700958,40.876938]        units:  1.000e-09\n",
      "         unique values:  2,736                    missing .:  0/2,736\n",
      "\n",
      "                  mean:   40.7718\n",
      "              std. dev:     .0409\n",
      "\n",
      "           percentiles:        10%       25%       50%       75%       90%\n",
      "                           40.7192   40.7377   40.7682   40.8006   40.8285\n",
      "\n",
      "---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
      "_CX                                                                                                                                                                                                                               x-coordinate of area centroid\n",
      "---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
      "\n",
      "                  type:  numeric (double)\n",
      "\n",
      "                 range:  [-74.017895,-73.908756]      units:  1.000e-09\n",
      "         unique values:  2,736                    missing .:  0/2,736\n",
      "\n",
      "                  mean:  -73.9713\n",
      "              std. dev:   .024253\n",
      "\n",
      "           percentiles:        10%       25%       50%       75%       90%\n",
      "                          -74.0039  -73.9912  -73.9736  -73.9501  -73.9387\n"
     ]
    }
   ],
   "source": [
    "codebook _CY _CX"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "\n",
      "       test |      Freq.     Percent        Cum.\n",
      "------------+-----------------------------------\n",
      "          0 |      2,736      100.00      100.00\n",
      "------------+-----------------------------------\n",
      "      Total |      2,736      100.00\n",
      "\n",
      "\n",
      "\n",
      "      test2 |      Freq.     Percent        Cum.\n",
      "------------+-----------------------------------\n",
      "          0 |      2,736      100.00      100.00\n",
      "------------+-----------------------------------\n",
      "      Total |      2,736      100.00\n"
     ]
    }
   ],
   "source": [
    "gen test =  _CY == y_left\n",
    "tab test\n",
    "gen test2 = _CX == x_left\n",
    "tab test2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "drop test test2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "gen quarterly = yq(year_left, quarter_le)\n",
    "format quarterly %tq"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "  quarterly |      Freq.     Percent        Cum.\n",
      "------------+-----------------------------------\n",
      "     2012q3 |      2,736      100.00      100.00\n",
      "------------+-----------------------------------\n",
      "      Total |      2,736      100.00\n"
     ]
    }
   ],
   "source": [
    "tab quarterly, nolabel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(0 observations deleted)\n"
     ]
    }
   ],
   "source": [
    "// Left this in here in case I use the full panel shapefile\n",
    "keep if quarterly == tq(2012q3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
      "_ID                                                                                                                                                                                                                                             Spatial-unit ID\n",
      "---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
      "\n",
      "                  type:  numeric (int)\n",
      "\n",
      "                 range:  [1,2736]                     units:  1\n",
      "         unique values:  2,736                    missing .:  0/2,736\n",
      "\n",
      "                  mean:    1368.5\n",
      "              std. dev:   789.959\n",
      "\n",
      "           percentiles:        10%       25%       50%       75%       90%\n",
      "                               274     684.5    1368.5    2052.5      2463\n"
     ]
    }
   ],
   "source": [
    "codebook _ID"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "Duplicates in terms of _ID _CY _CX\n",
      "\n",
      "\n",
      "        dup |      Freq.     Percent        Cum.\n",
      "------------+-----------------------------------\n",
      "          0 |      2,736      100.00      100.00\n",
      "------------+-----------------------------------\n",
      "      Total |      2,736      100.00\n",
      "\n"
     ]
    }
   ],
   "source": [
    "duplicates tag _ID _CY _CX, gen(dup)\n",
    "tab dup\n",
    "drop dup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
      "intersecti                                                                                                                                                                                                                                           intersecti\n",
      "---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
      "\n",
      "                  type:  numeric (int)\n",
      "\n",
      "                 range:  [1,4218]                     units:  1\n",
      "         unique values:  2,736                    missing .:  0/2,736\n",
      "\n",
      "                  mean:   1450.23\n",
      "              std. dev:   833.591\n",
      "\n",
      "           percentiles:        10%       25%       50%       75%       90%\n",
      "                               295     731.5    1453.5    2176.5      2594\n",
      "\n",
      "\n",
      "---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
      "intersecti                                                                                                                                                                                                                                           intersecti\n",
      "---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
      "\n",
      "                  type:  numeric (int)\n",
      "\n",
      "                 range:  [6,2868]                     units:  1\n",
      "         unique values:  673                      missing .:  0/673\n",
      "\n",
      "                  mean:   1626.07\n",
      "              std. dev:   658.469\n",
      "\n",
      "           percentiles:        10%       25%       50%       75%       90%\n",
      "                               638      1185      1737      2171      2380\n",
      "\n",
      "\n",
      "---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
      "intersecti                                                                                                                                                                                                                                           intersecti\n",
      "---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
      "\n",
      "                  type:  numeric (int)\n",
      "\n",
      "                 range:  [1,4218]                     units:  1\n",
      "         unique values:  2,063                    missing .:  0/2,063\n",
      "\n",
      "                  mean:   1392.87\n",
      "              std. dev:   875.774\n",
      "\n",
      "           percentiles:        10%       25%       50%       75%       90%\n",
      "                               227       617      1331      2188      2644\n"
     ]
    }
   ],
   "source": [
    "codebook intersecti\n",
    "codebook intersecti if flag_LPIS_ == 1\n",
    "codebook intersecti if flag_LPIS_ == 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Contains data from analytical_panel_qt_shapefile_crosssec_thiessen_polygons_clipped_manhattan.dta\n",
      "  obs:         2,736                          \n",
      " vars:            35                          22 Feb 2019 15:49\n",
      " size:       205,200                          \n",
      "---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
      "              storage   display    value\n",
      "variable name   type    format     label      variable label\n",
      "---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
      "_ID             int     %12.0g                Spatial-unit ID\n",
      "_CX             double  %10.0g                x-coordinate of area centroid\n",
      "_CY             double  %10.0g                y-coordinate of area centroid\n",
      "collision_      byte    %9.0f                 collision_\n",
      "personsinj      byte    %9.0f                 personsinj\n",
      "pedestrian      byte    %9.0f                 pedestrian\n",
      "cyclistinj      byte    %9.0f                 cyclistinj\n",
      "motoristin      byte    %9.0f                 motoristin\n",
      "bronx_left      byte    %9.0f                 bronx_left\n",
      "brooklyn_l      byte    %9.0f                 brooklyn_l\n",
      "manhattan_      byte    %9.0f                 manhattan_\n",
      "queens_lef      byte    %9.0f                 queens_lef\n",
      "statenisla      byte    %9.0f                 statenisla\n",
      "distance_t      int     %9.0f                 distance_t\n",
      "distance_1      int     %9.0f                 distance_1\n",
      "distance_2      int     %9.0f                 distance_2\n",
      "distance_3      int     %9.0f                 distance_3\n",
      "distance_4      int     %9.0f                 distance_4\n",
      "distance_5      int     %9.0f                 distance_5\n",
      "flag_left_      byte    %9.0f                 flag_left_\n",
      "flag_lef_1      byte    %9.0f                 flag_lef_1\n",
      "flag_LPIS_      byte    %9.0f                 flag_LPIS_\n",
      "flag_LPI_1      byte    %9.0f                 flag_LPI_1\n",
      "bike_route      byte    %9.0f                 bike_route\n",
      "bike_rou_1      byte    %9.0f                 bike_rou_1\n",
      "flag_senio      byte    %9.0f                 flag_senio\n",
      "flag_prior      byte    %9.0f                 flag_prior\n",
      "flag_schoo      byte    %9.0f                 flag_schoo\n",
      "flag_stree      byte    %9.0f                 flag_stree\n",
      "quarter_le      byte    %9.0f                 quarter_le\n",
      "year_left       int     %9.0f                 year_left\n",
      "intersecti      int     %9.0f                 intersecti\n",
      "y_left          double  %24.15f               y_left\n",
      "x_left          double  %24.15f               x_left\n",
      "quarterly       float   %tq                   \n",
      "---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
      "Sorted by: _ID\n",
      "     Note: Dataset has changed since last saved.\n"
     ]
    }
   ],
   "source": [
    "describe, fullname"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "  Sp dataset analytical_panel_qt_shapefile_crosssec_thiessen_polygons_clipped_manhattan.dta\n",
      "                data:  cross sectional\n",
      "     spatial-unit id:  _ID\n",
      "         coordinates:  _CX, _CY (planar)\n",
      "    linked shapefile:  analytical_panel_qt_shapefile_crosssec_thiessen_polygons_clipped_manhattan_shp.dta\n",
      "\n",
      "  Sp dataset analytical_panel_qt_shapefile_crosssec_thiessen_polygons_clipped_manhattan.dta\n",
      "                data:  cross sectional\n",
      "     spatial-unit id:  _ID\n",
      "         coordinates:  _CY, _CX (latitude-and-longitude, miles)\n",
      "    linked shapefile:  analytical_panel_qt_shapefile_crosssec_thiessen_polygons_clipped_manhattan_shp.dta\n",
      "\n"
     ]
    }
   ],
   "source": [
    "spset\n",
    "spset, coordsys(latlong, miles) modify "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/pdf": 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      ],
      "text/plain": [
       "This front-end cannot display the desired image type."
      ]
     },
     "metadata": {
      "image/svg+xml": {
       "height": 954,
       "width": 600
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "grmap"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "scrolled": true
   },
   "source": [
    "### Calculate Contiguity and Inverse Distance matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "// Create Matrix W\n",
    "/*\n",
    "spmatrix create contiguity W\n",
    "cd \"..\\\"\n",
    "cd \"..\\working_data\\\"\n",
    "spmatrix save W using \"contiguity_W.stswm\"\n",
    "*/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "/*\n",
    "spmatrix export W using \"contiguity_W\"\n",
    "clear\n",
    "import delimited using \"contiguity_W.txt\" , delimiters(\" \")\n",
    "drop if mi(v2)\n",
    "save \"contiguity_W.dta\"\n",
    "*/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "// Create Matrix M\n",
    "/*\n",
    "cd \"..\\working_data\\analytical_panel_shapefile\\\"\n",
    "spmatrix create idistance M if quarter==3 & year == 2012\n",
    "cd \"..\\\"\n",
    "cd \"..\\working_data\\\"\n",
    "spmatrix save M using \"idistance_M.stswm\"\n",
    "*/"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Use saved matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "C:\\Users\\jerem\\Box Sync\\Policy Evaluation\\working_data\\analytical_panel_shapefile\n"
     ]
    }
   ],
   "source": [
    "cd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "C:\\Users\\jerem\\Box Sync\\Policy Evaluation\\working_data\n",
      "\n"
     ]
    }
   ],
   "source": [
    "cd \"..\\\"\n",
    "*cd \"..\\working_data\\\"\n",
    "spmatrix use W using \"contiguity_W.stswm\"\n",
    "*spmatrix use M using \"idistance_M.stswm\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Weighting matrix  W\n",
      "---------------------------------------\n",
      "           Type |           contiguity\n",
      "  Normalization |             spectral\n",
      "      Dimension |          2736 x 2736\n",
      "Elements        |\n",
      "   minimum      |                    0\n",
      "   minimum > 0  |             .1600261\n",
      "   mean         |             .0003389\n",
      "   max          |             .1600261\n",
      "Neighbors       |\n",
      "   minimum      |                    2\n",
      "   mean         |              5.79386\n",
      "   maximum      |                   12\n",
      "---------------------------------------\n"
     ]
    }
   ],
   "source": [
    "spmatrix summarize W"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "C:\\Users\\jerem\\Box Sync\\Policy Evaluation\\dofiles\n"
     ]
    }
   ],
   "source": [
    "cd \"..\\dofiles\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "------------------------------------------------------------------------\n",
      "   Weighting matrix name           N x N      Type         Normalization\n",
      "------------------------------------------------------------------------\n",
      "                       W     2736 x 2736    contiguity       spectral\n",
      "------------------------------------------------------------------------\n"
     ]
    }
   ],
   "source": [
    "spmatrix dir"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "keep _ID _CX _CY intersecti"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "-------------------------------------------------------------------------------\n",
      "merge specs          |\n",
      "       matching type | 1:n\n",
      "  mv's on match vars | none\n",
      "  unmatched obs from | master\n",
      "---------------------+---------------------------------------------------------\n",
      "  master        file | analytical_panel_qt_shapefile_crosssec_thiessen_polygons_clipped_manhattan.dta\n",
      "                 obs |   2736\n",
      "                vars |      4\n",
      "          match vars | intersecti  (key)\n",
      "  -------------------+---------------------------------------------------------\n",
      "  using         file | ..\\working_data\\analytical_file_panel_qt.dta\n",
      "                 obs | 324675\n",
      "                vars |    163\n",
      "          match vars | intersection_id  (not a key)\n",
      "---------------------+---------------------------------------------------------\n",
      "variable intersecti does not uniquely identify observations in C:\\Users\\jerem\\AppData\\Local\\Temp\\ST_198c_000002.tmp\n",
      "result          file | analytical_panel_qt_shapefile_crosssec_thiessen_polygons_clipped_manhattan.dta\n",
      "                 obs |  68400\n",
      "                vars |    168  (including _merge)\n",
      "         ------------+---------------------------------------------------------\n",
      "              _merge |  68400  obs both in master and using data      (code==3)\n",
      "-------------------------------------------------------------------------------\n"
     ]
    }
   ],
   "source": [
    "mmerge intersecti using \"..\\working_data\\analytical_file_panel_qt.dta\", ///\n",
    "type(1:n) ///\n",
    "unmatched(master) ///\n",
    "umatch(intersection_id)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Contains data from analytical_panel_qt_shapefile_crosssec_thiessen_polygons_clipped_manhattan.dta\n",
      "  obs:        68,400                          \n",
      " vars:           167                          22 Feb 2019 15:49\n",
      " size:    45,007,200                          \n",
      "---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
      "              storage   display    value\n",
      "variable name   type    format     label      variable label\n",
      "---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
      "_ID             int     %12.0g                Spatial-unit ID\n",
      "_CX             double  %10.0g                x-coordinate of area centroid\n",
      "_CY             double  %10.0g                y-coordinate of area centroid\n",
      "intersecti      int     %9.0f                 intersecti\n",
      "quarter         byte    %8.0g                 \n",
      "year            int     %8.0g                 \n",
      "quarterly       int     %tq                   \n",
      "index           int     %12.0g                \n",
      "y               double  %10.0g                \n",
      "x               double  %10.0g                \n",
      "st1_name        str31   %31s                  \n",
      "st2_name        str32   %32s                  \n",
      "st3_name        str35   %35s                  \n",
      "st4_name        str36   %36s                  \n",
      "dup             byte    %8.0g                 \n",
      "Coordinates     str42   %42s                  \n",
      "distance_to_L~S int     %12.0g                \n",
      "nearest_LPIS    int     %12.0g                \n",
      "distance_to_S~t int     %12.0g                \n",
      "nearest_Street  long    %12.0g                \n",
      "num_traveling~s float   %10.0g                \n",
      "mi_number_tra~s byte    %9.0g                 \n",
      "num_parking_l~s byte    %10.0g                \n",
      "mi_number_par~s byte    %9.0g                 \n",
      "num_total_lanes byte    %10.0g                \n",
      "trafdir         byte    %80.0g     trafdir1   \n",
      "distance_to_Sch int     %12.0g                \n",
      "nearest_Sch     long    %10.0g                \n",
      "distance_to_LTC long    %12.0g                \n",
      "nearest_LTC     int     %12.0g                \n",
      "left_turn_tre~t str80   %80s                  \n",
      "left_turn_in~dt int     %td                   \n",
      "left_turn_in~qt int     %tq                   \n",
      "left_turn_in~mt int     %tm                   \n",
      "distance_to_S~o long    %12.0g                \n",
      "nearest_StImpro int     %12.0g                \n",
      "street_impro~dt int     %td                   \n",
      "street_impro~qt int     %tq                   \n",
      "street_impro~mt int     %tm                   \n",
      "street_impro~nt str53   %53s                  \n",
      "distance_to_b~e int     %12.0g                \n",
      "nearest_biker~e int     %10.0g                \n",
      "distance_to_t~e int     %12.0g                \n",
      "nearest_truck~e long    %12.0g                \n",
      "bname           str13   %13s                  \n",
      "distance_to_p~s int     %12.0g                \n",
      "nearest_prior~s int     %12.0g                \n",
      "Name            str26   %26s                  \n",
      "seniors_ID      byte    %10.0g                \n",
      "bronx           byte    %9.0g                 \n",
      "brooklyn        byte    %9.0g                 \n",
      "manhattan       byte    %9.0g                 \n",
      "queens          byte    %9.0g                 \n",
      "statenisland    byte    %9.0g                 \n",
      "tf_facilit      str21   %21s                  \n",
      "bike_route_i~dt int     %td                   \n",
      "bike_route_i~mt int     %tm                   \n",
      "bike_route_i~qt int     %tq                   \n",
      "bike_route_ever byte    %9.0g                 Indicates that bike route passes through this intersection (<3 ft)\n",
      "bike_route_tv   byte    %9.0g                 Indicates that bike route passes through this intersection timevarient(<3 ft)\n",
      "truck_route     byte    %9.0g                 Indicates that truck route passes through this intersection (<3 ft)\n",
      "left_turn_min   int     %10.0g                \n",
      "flag_left_tur~r byte    %9.0g                 \n",
      "flag_left_turn  byte    %9.0g                 \n",
      "street_improv~n int     %10.0g                \n",
      "flag_street_i~r byte    %9.0g                 \n",
      "flag_street_i~v byte    %9.0g                 \n",
      "LPIS_install_dt int     %td                   \n",
      "LPIS_install_mt int     %tm                   \n",
      "LPIS_install_qt int     %tq                   \n",
      "LPIS_install_yr int     %9.0g                 \n",
      "LPIS_min        int     %10.0g                \n",
      "flag_LPIS_ever  byte    %9.0g                 Indicates the intersection if they ever received LPIS intervention\n",
      "flag_LPIS       byte    %9.0g                 Indicates the intersection at the time they became an LPIS intervention\n",
      "flag_LPIS_1yr   byte    %9.0g                 \n",
      "flag_LPIS_2yr   byte    %9.0g                 \n",
      "flag_LPIS_3yrup byte    %9.0g                 \n",
      "flag_LPIS_2yrup byte    %9.0g                 \n",
      "flag_LPIS_since byte    %9.0g                 \n",
      "flag_LPIS_sin~q int     %9.0g                 \n",
      "LPIS_ID1        int     %12.0g                1 LPIS_ID\n",
      "LPIS_ID2        int     %12.0g                2 LPIS_ID\n",
      "LPIS_ID3        int     %12.0g                3 LPIS_ID\n",
      "LPIS_ID4        int     %12.0g                4 LPIS_ID\n",
      "LPIS_ID5        int     %12.0g                5 LPIS_ID\n",
      "LPIS_ID6        int     %12.0g                6 LPIS_ID\n",
      "LPIS_ID7        int     %12.0g                7 LPIS_ID\n",
      "LPIS_ID8        int     %12.0g                8 LPIS_ID\n",
      "LPIS_ID9        int     %12.0g                9 LPIS_ID\n",
      "LPIS_ID10       int     %12.0g                10 LPIS_ID\n",
      "LPIS_ID11       int     %12.0g                11 LPIS_ID\n",
      "LPIS_ID12       int     %12.0g                12 LPIS_ID\n",
      "LPIS_ID13       int     %12.0g                13 LPIS_ID\n",
      "LPIS_ID14       int     %12.0g                14 LPIS_ID\n",
      "LPIS_ID15       int     %12.0g                15 LPIS_ID\n",
      "LPIS_ID16       int     %12.0g                16 LPIS_ID\n",
      "LPIS_ID17       int     %12.0g                17 LPIS_ID\n",
      "LPIS_ID18       int     %12.0g                18 LPIS_ID\n",
      "LPIS_ID19       int     %12.0g                19 LPIS_ID\n",
      "LPIS_ID20       int     %12.0g                20 LPIS_ID\n",
      "LPIS_ID21       int     %12.0g                21 LPIS_ID\n",
      "LPIS_ID22       int     %12.0g                22 LPIS_ID\n",
      "LPIS_ID23       int     %12.0g                23 LPIS_ID\n",
      "LPIS_ID24       int     %12.0g                24 LPIS_ID\n",
      "LPIS_ID25       int     %12.0g                25 LPIS_ID\n",
      "LPIS_ID26       int     %12.0g                26 LPIS_ID\n",
      "LPIS_ID27       int     %12.0g                27 LPIS_ID\n",
      "LPIS_ID28       int     %12.0g                28 LPIS_ID\n",
      "LPIS_ID29       int     %12.0g                29 LPIS_ID\n",
      "LPIS_ID30       int     %12.0g                30 LPIS_ID\n",
      "LPIS_ID31       int     %12.0g                31 LPIS_ID\n",
      "LPIS_ID32       int     %12.0g                32 LPIS_ID\n",
      "LPIS_ID33       int     %12.0g                33 LPIS_ID\n",
      "LPIS_ID34       int     %12.0g                34 LPIS_ID\n",
      "LPIS_ID35       int     %12.0g                35 LPIS_ID\n",
      "LPIS_ID36       int     %12.0g                36 LPIS_ID\n",
      "LPIS_ID37       int     %12.0g                37 LPIS_ID\n",
      "LPIS_ID38       int     %12.0g                38 LPIS_ID\n",
      "LPIS_ID39       int     %12.0g                39 LPIS_ID\n",
      "LPIS_ID40       int     %12.0g                40 LPIS_ID\n",
      "LPIS_ID41       int     %12.0g                41 LPIS_ID\n",
      "LPIS_ID42       int     %12.0g                42 LPIS_ID\n",
      "LPIS_ID43       int     %12.0g                43 LPIS_ID\n",
      "LPIS_ID44       int     %12.0g                44 LPIS_ID\n",
      "LPIS_ID45       int     %12.0g                45 LPIS_ID\n",
      "LPIS_ID46       int     %12.0g                46 LPIS_ID\n",
      "LPIS_ID47       int     %12.0g                47 LPIS_ID\n",
      "LPIS_ID48       int     %12.0g                48 LPIS_ID\n",
      "LPIS_ID49       int     %12.0g                49 LPIS_ID\n",
      "LPIS_ID50       int     %12.0g                50 LPIS_ID\n",
      "LPIS_ID51       int     %12.0g                51 LPIS_ID\n",
      "LPIS_ID52       int     %12.0g                52 LPIS_ID\n",
      "LPIS_ID53       int     %12.0g                53 LPIS_ID\n",
      "flag_seniors    byte    %9.0g                 \n",
      "flag_priority~s byte    %9.0g                 \n",
      "flag_school     byte    %9.0g                 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "collision_count byte    %9.0g                 No. of collisions occured during that month\n",
      "latenight_col~t byte    %9.0g                 No. of collisions occured during that month between 11pm - 5am\n",
      "day_collision~t byte    %9.0g                 No. of collisions occured during that month between 5am - 11pm\n",
      "personsinjured  byte    %10.0g                No. of persons injured during that month\n",
      "personskilled   byte    %10.0g                No. of persons killed during that month\n",
      "pedestriansin~d byte    %10.0g                No. of pedestrians injured during that month\n",
      "pedestrianski~d byte    %10.0g                No. of pedestrians killed during that month\n",
      "cyclistinjured  byte    %10.0g                No. of cyclist injured during that month\n",
      "cyclistkilled   byte    %10.0g                No. of cyclist killed during that month\n",
      "motoristinjured byte    %10.0g                No. of motorist injured during that month\n",
      "motoristkilled  byte    %10.0g                No. of motorist killed during that month\n",
      "late~onsinjured byte    %9.0g                 No. of persons injured during that month between 11pm - 5am\n",
      "laten~onskilled byte    %9.0g                 No. of persons killed during that month between 11pm - 5am\n",
      "late~ansinjured byte    %9.0g                 No. of pedestrians injured during that month between 11pm - 5am\n",
      "laten~anskilled byte    %9.0g                 No. of pedestrians killed during that month between 11pm - 5am\n",
      "latenight_c~red byte    %9.0g                 No. of cyclist injured during that month between 11pm - 5am\n",
      "latenight_c~led byte    %9.0g                 No. of cyclist killed during that month between 11pm - 5am\n",
      "latenight_m~red byte    %9.0g                 No. of motorist injured during that month between 11pm - 5am\n",
      "latenight_m~led byte    %9.0g                 No. of motorist killed during that month between 11pm - 5am\n",
      "day_personsin~d byte    %9.0g                 No. of persons injured during that month between 5am - 11pm\n",
      "day_personski~d byte    %9.0g                 No. of persons killed during that month between 5am - 11pm\n",
      "day_pedestr~red byte    %9.0g                 No. of pedestrians injured during that month between 5am - 11pm\n",
      "day_pedestr~led byte    %9.0g                 No. of pedestrians killed during that month between 5am - 11pm\n",
      "day_cyclistin~d byte    %9.0g                 No. of cyclist injured during that month between 5am - 11pm\n",
      "day_cyclistki~d byte    %9.0g                 No. of cyclist killed during that month between 5am - 11pm\n",
      "day_motoristi~d byte    %9.0g                 No. of motorist injured during that month between 5am - 11pm\n",
      "day_motoristk~d byte    %9.0g                 No. of motorist killed during that month between 5am - 11pm\n",
      "flag_collision  byte    %9.0g                 At least one collision occurred that month\n",
      "latenight_fla~n byte    %9.0g                  At least one collision occurred that month between 11pm - 5am\n",
      "day_flag_coll~n byte    %9.0g                  At least one collision occurred that month between 5am - 11pm\n",
      "_merge          byte    %32.0g     __MERGE    \n",
      "---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
      "Sorted by: \n",
      "     Note: Dataset has changed since last saved.\n"
     ]
    }
   ],
   "source": [
    "describe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "sort _ID  quarterly "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       panel variable:  _ID (strongly balanced)\n",
      "        time variable:  quarterly, 2012q3 to 2018q3\n",
      "                delta:  1 quarter\n"
     ]
    }
   ],
   "source": [
    "xtset _ID quarterly, quarterly"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "C:\\Users\\jerem\\Box Sync\\Policy Evaluation\\manuscripts\n"
     ]
    }
   ],
   "source": [
    "cd \"..\\manuscripts\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "C:\\Users\\jerem\\Box Sync\\Policy Evaluation\\working_data\\analytical_panel_shapefile\n",
      "\n",
      "(65,664 observations deleted)\n"
     ]
    },
    {
     "data": {
      "application/pdf": 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HZjjOxripM0npxUhkQjWoHseZIyeMlo2XUpkuSPglLCGRicYNReohLAov2pMfmHgcQsc5lTv64ptx2dUFJwvIcZb0/Lss5919UmQYbofO8mV957aGszgTDAuzxHYihxBetmRYdgHtaHLNegHHzqmlHZ70ZP/im7EsRO3pmUdIDmGLeX4kmtV2Ouv894BD9SPgWzn4SxiclORsAidUUpzLz29fHMazB+2rMgUMcbkEawhdfa3bcZivVbzOdqpmbhZwthyZ4RMa4uos+sWo/jxkfOjwb+/hGiEFpol9ywln/BEiqFO4ADEE7jCGTbhIZmvqk8ibQIV0WKTJOrrCXYaEqCzm/eKbsa4E+9LzOWWBWn492eCZhqRLTqgUR+l19p2I/Pt5zroAx/mf3ZRKZrGJ7cXtSbk3SaIeA6PjHW7DkxMT8jo5qk5EKcRAckHyC2bF4pPGp4KEK0d++KKHmsoqSf2brItPjp8KmvgtJwydjvSxOmW+IcZ0M0gtQjK6bIoGlv34thnDMsnXvdlOpB2b/tZOC6HMum+9MTe1b7jrtPlGfK4jvtnwNQLNRIcFzuq0cf+UGdJCBl2/MnWfaPyQlYLZKulSU5b5ieKTdmSGX+j44Ov08SOGbG3kPQOP2Y4zfZ5z5IT7tsEprRO/lPDLQUXSHnIJkWN4yDg7bVd8yEsvyY42exk86T0rf/U6f3U9OAwCjZdVpxdH+E1FQko/Uv2LUNtsU7TZpshcgjgAHPnh05VNzqppcS++Z/wEeygIdEggcbEnp27Sy7iKjpzQlBF3qhyDYgzUbHgp+LKykIqTbhf2ti2WT8E4ZxDLcuSHX+uqeev2tQ58Mxb/ujoxBLf/0cxlwe2rXLPNZzLdtb/XeXETZ/PA3zLD84TmHtq0/OB7wjJu+qKELwhfnFQhWS0e6smJycl9fFQeK4ThReALOmWXa7Gjjm2xwnHmyAx9H0NNZZWIcdygu4XcMGCiIyc6WTVpUhWkPugGtAp/4LJsQJnGbZ/VYP4rFugTV5Ueua79+rPD0dXOUlkns6vNfem0A9nSRBYS/qJoV/4QLSqTLoiA8ZbBYerASykgkoYjJzLlidfXKXZP+FHDjAZkOogD40w/cX9HZviEBl2gMnUAMahB9XmT9blkM1cGl61WdOSio9i3/H/zElVcnUU/GNU3s2SbofH6rPNsOu2YhUcuOIo5MkMay3gpdaaivBjpKuLbb9uJ9PPk4Ik6ckJTxt1XfhL8VF6VaEqWg2U5zUTlvOk2l5/it8zwTCIrvE2hA94IhYPbNnlFP/1DXCpixSmBW2O7Cf1uPa1cVFaeiG0dJMLZk+4XmdCNylGG82WXjdt2TtoA/hu/1prPZfi1FN8TLppZaVkqkgddenmRtoFdD5txxcW2JlvZ5UiwJjs1Syx63U+zVfLwc+o5h/lv7SeeTf/eMqaaoPb3u/nKJJi9W2KgsEXWZKefRZbrvrdybA6nqOFAqpMzCXHbeOqSLkNEH3kf0YeUNVFT8qaLi5qSpZLAZkXJyCnlyA/dxvKElmLlKQa+GUvoyLbz7Vktben5+QvAMfuwvYbNdkoPvhlL0Z+2chjLcBEuS6/ZJbsjq6vUhrYQW45eQKsNkeU00lE7cFydZ9QGx2nGyvhZl+VHE+CINNDX14or7YNgIV6Fc3suvfpSW2x7Cn/7/I/cOST579h6pHn56zFKySjYT4s5C5m4dCpzGipKW/IPKxBztEGTLSgsX0my7G0JlBqlvc3SGp9VeMq/apBP1nnjXa3CsM/GLxGZ9r3ojjSpH7bB8y/pMtNg2zwc9q+i7eg/SxLr1zs+9z/zMayyXc5G2pDn0CXkdhRJuTNbDqECKEyiotdxuv7yZkW12uC1fAEt/mSUyTVprNIqXYirzZ6OUIj7v0pWq+16VvH22bZnFZJlXuwP0vMk5WSeViPUtCUrrfa3cvP2WqSiXrps35W3IXeTyHFnJ0nNIzNSvHq7SRByru0NV5lTdwsQbsLvv+xfl8cGddEbj0jGX6/EIenAVuZvlfWlU6HXpjjZhm9tT7wHHiWWarTcdWlzmz3qr8EZLivjjFSn8xJgPABjmBH3w7hPduQEphQhNS5K93vgjVCog+3GdYUDOhuWyHrLX7X/KNOSrmbf4qJ9QHuJpyYuDnQDAjmoCXbq77766/cxZ8y2+XXa8T9QDvtrJ/JItZfrer67Pv/ArPQpIqyaMIh6dSLtIQZiH9bJoRo4UKPLkROZ8tCqKlGsCFOBDyz8AXVykNKGVDdHZviExt3XieL4g9MPsY9KfkEpMHyKjszQrEFaqxOBjchsQFaFl0IF1aAgDRWbQSLct/xwIzC4FdXnXCAvQ5bwNrkYQRrKoWKZVEdO6L0ZhKs6ka8QA0ErWfFOwxIDKNeb7VCsjKkjJ3b7dn5OnflhgIHPgyQ/qqJKpUvfkqZoOnHOvnWFc9SqydI2SQ18M06SBWFJrLr6b0+JlcfXuu7671uefws4ToBtY+VUd/CLb8bnIevvoK21NfMsVsVMsFXeWM+2rqRiuxlHTkgb3/XoZHW8Br4Zy3GqnZ5sfgLmLzJ8kVftyIkXEc3W66tIx/eE4eHjS8kyKYy/keNI3jtROb34W2Y4P/XlqtLKBbDIqW+xbRXsomFt+/xdOEiG2MoqCLcdzLr2aVl3E5bc3wbvX+lsOdjMv8Y5AuMMyF6itU7lWgFjzVOoharex3W1s4wwd65yzT8F/G8qXamHuk7easSQd4L5KHB8p+OypAPqqNJzmhyv7fMjD/i3rtDc4Tiv7EQnDGpQ/WEP1IpJHsfwDHhy4iTu7quvk98eMfj2USWagqddPAU7MkMC6yihW6mcLmMouUthBlCJptDxWQZAJ7k68sNUgLZ/1QJIFfA9YQlRnLavwxoGVJMAUlAdOWGxm1HBvE7F1LGyORRcvw6l79qQ16N1L2IJ1c8dOfGcIKQtW1cffM/44ckif5ZqGEBKqScnHEODslsn+u4Plfcw9UCqp3RlSD/GegZEA/6W/68yWsvyZrT2PRhi3KdxAfW3hgHWIXDkhBPBYKnXibGOGLaGqOajDELfs70JuMh8d+SHa6AGQoqtgQPfExZ6yCik/BYFmJL836x8Pb5cvVLIt8xwIlCiYK/1PPDNGNWgek74fycInDgcmXHidv+yKn9lhGEI49DGYgFcFAC+0G+ZIeFmZDrUKaUFMWRGYEI3JWjDF4pfriMz3G6ObWKdt4wvxm0lztQ0g0PyvyMnHOY69WnM4cU3Y5gG/fIwmGUPnwJ8Ip78uIBJP4zV6UwJGA9v2DQC5zCc2xw54XgaY6VOGTWAce7x6qTgOHPkRE63EaOqGK4CCPEszNn7ceCYYwdSG4vuBS0w+Ck5nKKa/XlLVip64Jux1LvJtinA4yYdJbMQQU/zL+f2n9Olx1CZ0bIlul/tM8jm3FxlT5iNte9pjQx/FNZJOWA6J8MZWKxIRqpWH1qbCJafm3hxmE8s663RjV98M9YM7Xxa6EDnVpsVxMG87+Ykk5YHe1rW+beAw0No2z6mpGSGF9+MD8lo3O0VHuJfWQ/79yQhhL7KAJbIohb4FPymgLUjquwV+8lV077MBSlxldTd/I4NYTZrD/pWiv++cJVslC3b+X5TbpSd79EFAS4FCB1/CwzdHzKrGrn9xTdjIePtm0VbkkZQ+lFeXvFq0SgJE+2LxbbQiYQOIqHbb/3U6+gKPcty60KrqIBvxqiG/FPotwJXiCMn/E6FpmMZMi++GZ/HJbmx1zw6cfQ4vw1fXBvI+bBc/wffjIX0lPu3Kbuvr3mPZqlmabbQ/CrvMtvGY5VaSTn1l9ieaDbq9iq5ILmHOR0b4j14JwhXJgsjRkKxbLm37uTB0htYVsORE9cC60fBOjXFAgxHx325ZIrJPYnsKYtH5e+4odanzGiJlcqI+6EpAi++Ga/CFreq11m4BLutB23ztcmJxegkgg/djmWNxR46w7V3LO2i9DaypkXZeFVSw8C6q7QgtmdDdBuPWZVNJHMFX6ZSyCo9sZVuw/lt+BSljNSuGcwvvhnjXdLdy+HdTszebyN2ydOqrlLbOmpht2jure1zyCxQv8nJZLuMgVI0ocxISm/7O09++ILkFGt+3hffjHehK649Sqo1H4z0cpxFsFUsuoQbYX+fxVzLWuYXCi/a0RWZq3naa9FqMw++GSfB/clJULx9Amq6nDjTppu3XGQ7tFnlGbwlvFVHfuijElJF1ip+L74nLJPIcXXmUlN/9LYx7aNKqTsav38bzmcyO6+71TYc+J5wk5Q3K1cmfePaADPGd5G/sUQImeey1Wf15MTeOuE8XPYkBr4Zl7YopdMSVYtwUCzjalOK7Gl0IImEp7L8PC18io780MQRsqxT+BKxbAyzBfDwpeDLOsXRmJLdEnR/5DDop/zwhY4XVOllMW53nPdeBfmQpfqwIszCs0m9+O4uW4HOontftCczMut5WZVfHGEhNl1npy3K0cnSmRbj25zzi3bkhE9oiK6khnHbl+R1nYcwDvNdz1EWkSUTHZkRU2bbNFFQdq0vvhmXVYpAqFntdNeGuW2mi5w5d3PPlyxVsowi6cmJTHnE1Uk0YFQvfPBkFP5yrpJjpi/R+22YkpRlo6JtrV58E07LonVSDWtoPFkCoZTwtDKL+yUuipKW6beIw4y8UZW/ThX6AZ9ykvkVTeq1ModtQqj1Jlb6d+SHebWSyX72zOOBb8ZZeXebccx3LQaivFKh1rSlV/nmQlLZi1Xiy8JaK7rGeTIjs3RVt/IFL74ZC2eyLaW9suM1xhOZiKY7ckJ6fNv+JAsrvvhmfMrmxJhG7eaFPNBbAy8yg6eO5eBlqZcy3FLqyQS7lCLr+Q7f8uPkaK1hYy9x4JsxvhR8WbKl3w/rPnLINjBbzqwyRvLeU8nTcMB48iMTn3qXlWtfIkY1pF6G/G5mYa1MR05kilRuTdYj8cU3Y3wp+LIu3dbpGpd0d7D1J/ctJzRFqLSbkvpefE8YRKNKifel1Z6Q+DbTWn5/++LQFP2CdG/+4nvCoAbVn6ccQY91/hLxC3VkhmRUWbO2xRqhDHwzlh1aO5zbFLrKfsiSsIRymPrSKyN84KxPxaZNR2b0tMQtm06tGffim7EkNedeF2Jre46BhQecrAFBkmW1TViGV/Wy5lkO4DB9rRxWUqACvhnj3dNTkWjTVX7+HnCY1DcqGtSpugFgMgVUChVsvxar6AItZLEygiMz3BHIXR6LtZEe+CacpGt0U7vPD59eitAPbU7apXZJn9mbnE3klEkm4sjEPoQ1efnBN2NUQ+p3ZTYeP8MfPgtHZmjW+ILq/DW9GFWiKZe6u+3l6hRq1Tvbu3xOwLsGFmyC8OSH+fpDXGXRhF/1adXDta19Uhg1LZd9ZbgNfLeHu2SXJavk7skPt4HiRTm1kPyLb8aghtTzzhO2iuIwt/24JzN8uaNWV53qdgFGNaged5tY58uREy4+Y0NSeXNCGxXYbV4S7bRIJmE5eO2H7etpY/MtM9z6jZ1knTa+gHG9w3XQKu5t5mrTYb79mIu35MiP9+99b1R5n4QY91K4xdPQdLLOb1htG6twY+saR/6/SXvTnUKddg2AcWMDe6wsvMteErEdqGXh6n//Pl3efXzLD32nY4tXp+3ei3H/rpl5ySIUaCJvD7/lhPPZmDbrPIU+WIs6NjVW56Zo1WHD4gza7LQD8xxPv98yI1+oeE52ay/64pvwIYGK/TAsm842QSyKxYVvh/dDEpZ2Wy0OnXIthpgv+RSSnZoc+ZGJRQtkaYuaF9+Ej0VZGrrMHxJQ2Wz3cWg3CotkZ62iYXOeJyc0RZJdTs23ePE940cNqm9P5ann1UxUDow9Lan5lbvpUsXF0q7zKdm4SW/D0xWVGlh1qlT20Itvxtumc5KalaRunM1hh3wFvRLVIdlzu3XapQGAA8ORH5koo3q/1O324puxnA3TaiqTVp7VeeuQPPRkVQTIdLwlR2ZklhAh9qQhghffjKUi6H5YmTs5XfSdLbnXyO0mQ37/lQM4PG2PY0WdjhiA8RgiaaIPFjrCZSV65KDdNP4eVV4cPaGsfe+0G+qLb8bSPmi36OtxSjVHY1VQ4UAs7OfICQN0MjyLJu2++GYsNLz96gE6DEthOAnigxgWdWRGL0s4Ivup9epffDPWyOqlQTn2Y4F/C11tu1G9tlkO4HBPtutxQ11wD74Zl6sMMlASOlU6j74kP/4w8mlp8nEu2ywHcDi0s8SVk+4mHnwzxrsnRyY6JsGPtR3Krr1mOYAjs57eLpX7vFDPF1BDbjTwe6FPy5ETbgkl3LOsVsty4HvCcvJZt18PD3hscJzh+HNkhmbJ3sjaab34ZiwVm5KVnmM/Fvq3wFy8DUdmSC8c3ITKPAXCwGWQnnb7kWy5lQXEysDmQzcwVttD6kjuFhXzZIZmSbG9TZkiL74ZoxpUjx1QsNOJIyesfjIC/5VIAISRKEAmYmMWaMCih7BewuLIwvHSl069iLBHkaM3Mv0hCtSJNAAYiQWXTI+WC01YKF3taG3R/KT1Bq5ZDuAwj/x8fBYTx+HFSBqQEhtp69tAWZ7X68dEvA1HZnhQG6fnyidpxHB85XUT18GXspNk/mhz3jrLARwezobK6h788YRNSziY6DoNAIdr4jg9Vz5J06ka/A705PBJHFKo1BYZPIU7MsMnNE7DlU/G6IOA0/NENnlJKLjhoaeI/otv+eEkMk7JdTrUA8ZTte7fd10TiWODpuMtOTKj3alUAWlzlx4rHnwz1gav52EnnzaUtJ/ptAulstNQjlqrP2VdTw9NVui11hxdYU24sSGuvDnmCtvvBlre5W70Raq87fw2nCDGsK08hBHDMGf+IPL7iOH2UNI8mWHYQbgxe68lOPDNOCnt1TzT4jdPVmlml6I3DVs5foncdtcIYkdmZNZD3qwzkfPFMql/mUvqnfrR2CfZkR+Z2J+KdRof+GacheBkDV536eXTNmPHjPGJ4pN2ZIYO81XL9GgJ/gffjM9DWUXmi29W5G3pdA7l2BhXQo8n51OlJllpYE9mmIU5OM11yutA/HKg2zFRCE6jGrGUMTKGm1idF+NvrZoTYpm/whjqJyguRwB5I47eMG1tkydk7SAefE9YaglZzdRNpmLlMwpuwy1biZRN7ian0V2n/b257zyZoVnjCVV+WoRBNKqUHOU2nCx7fNW/sfQjCbuuZi4+dUd+mAk1XkrlF0QYXmLS4KGx3YRzl0pvxQX9r7AvliMzNGuorNMYQgzjLOln0ftDZol1XutsriMnLpfSx0Tl8UEYxpCUOs/Z7l4OQzlb7muWGmT7VX5+++LQHTfWuMrrHXedeNbEskgK26qFPoouUBaBw84UnpzwADdKU1YuU8klK9/TDp6CyOuM3mhw71JdSag36egKnVDD01fZ64cYPYNCUW1jyE7bMmyNJqt9FJI5Oz05cdBZ/A6LxcIHvhlj4JiishCtxbCoIydcH0dro8ptjggDWQFJDKgSTcGQKoZLHfkhE2WQEioRFAgjiYFcwPhy4cXJ+tVedo+XywbJ/t2RH5o4wlWVQ1cUxgI1qF6S0pKVMadQlyMnmiCeD7vyR46taGAiKOKy2y6NUGCLGu+34aQwEmTqlCwDGBMa0L+Afgd0QlGizbfMMC9jpHzUKf0DMObtoE+LfF3g+UGPkCMzIhI/D7xyfyDE+IKyZI9f/SVCDyHntyGZauzBq380wOPDB8dGP3KkmDlywhPO2PZX/zjgmogMN+B+IRGLiFXf8kOi3jgC1PmA9WI8MjBR6mU24VPEp+vIDLlf4whQ+TgAGI8MRNojEt7LD9OQYfvtNslBHM1DT5C3TgFfwOQjAN8BBYW/fxtGK2ReubSKxYtvxpuc+5bU44Pg8odQAIaWtk3WOOM+ODJD1rc4biwP8cU3Y2m1ks5iZHRJlbQllkJRGFoSD3QbKnmWAzh8WkJTtNSiF9+M8e4p4AahKAwtSauf3Vp4eDLDZXV0O6rc+Yi6IIEaimxBKIrCTNg16VtmGKDTeeXQcOaDb8aWFm9xQIrbYDwHxhyORUdmuMEVltCua9yLb8Y4Vig8CWHLrPUlbf+UlO6o66AnMzRLZufVqPsPvhmjGlSP0TJ8ivh0HZnh2BpsyDoxIwEje5JeCrwsnAggucaTGYc2+0mjTqcOwHgywckCP37ntyE3a+Tk1Dk/58F0lzSd4vT4fuSU2+PIDNe4kRJUOT0IMajh+QYmCPrgqTnY0zTMkx9OoYONVicGLmJgr9GwheGM4wzHnyMznKvGSaNOpw7AeDCicYaLCUwcOBHg6cWRHz65ceipE9cPMKpB9TQ/wRMlnuC3zDCEOU4glU8jFB6HEwtGUC9ZfKwWc5Y6kW1faEw2LRxkwWIKrX/Lj0x8VFZWT6a8EdRDOifsVk3skCSu/bKELjTXkROzJ7ua6saYMbB7SO3O7sI/pF9sd/OjiW6sGnCc4N6LHlQugMA1Hd6ces61f4+azm/DmOCoOlC5AgFXI3iLJHDpiPdI6fw2pBTKlCgR8wr4ZiwRyN458pBS7bs5jQ99KovuPL3fxsQ4KYGlB6YX34wldNy+IFUPNEKiBSp5br9+fgs4MuWQPy3q437xzbhYN3llK675cUsgo5FMRNMdmeELGrzhyhxiwkAzRfopPgl8QuKN360VoyczZMsOCnNlOjNiFI0qi3lI8jyecJw5MsMjpTBbN92yvfie8Mu4JjWoHoez0Kx2qy3jyQzNGozrOrOvEb9qUD1+ZRh5x4g8sbi/5YcLxVh3Kq9BiGGdYgrzS20m3rojJ1xWB0eqznypFxdpyW4Fn5E2Ty8XXhBzrb5lhuvXWALrtHq/GJfMiU39sqzhydHK78iMvSh9OazT6g0Yl08kiKOJaLojJwqCPZUl6lRO5MVY5oHKP6wSsL8s8C8bgHRZmy2p/NAmeQ2OUVmSb/mhE1Hia1a69MU3Y9ns5tSDGVqqy9opyuht2LgJ0mhm7W0Wv+WE1IhxZ5XukjA+Cenb0M5xO2CrISOOwKPTHuQ4YK3lPJlx+my/s8p3iRifhBTgzNagSxPgsvm+d+kV1I4HZm6REHTaZzmAo7H1RLQrR7cRYwScKu5gNR0oSyL8pNxrzjoyQ7NGdLtypJswRsMh7IyVeLCajiMnMkVaPKVUrIvYwDdjCU48JY6wyg5UysEGI46cyJSHllBnigLg9q1n83FTNR2qjgMvEV+uIzN8WePh1zn+Dxg5AkKpseWTKutQ1Rx4iY7M0KyhprJKwjBUqbIOVMpBEx054RgaBI3KZA3EODy5CBQUh8JSWjDOcPw58sOxNRgSldkShIFRIfVws/Uaw0pNNOZwLDoyQ17U4DzVqQYkYqwTKf3hcm8NAKQjIhG9DB1PZrjIiLPGnDsvvicMiwYuJptW1bRgvHRBTmmxBUci6R07MsNaVqNiV+XqXYihwhepAfXUbgDbEDgyw7VvLLH1c7m18OEi7QlPi3bugjt1QWf53ntTGuR1jEu1IzMy63kplV8QYlSD6qWh0XiJ9EK/5YTjadQ3q1zrjLB0Yky2I5Dqf9n69O3y8WdrLEh7LN4/vTXTHPnRhvg5MNXp8AQYj514HMUkPKQ208HrW2b4EscXVOev6cX4gvDFfVBIf9iyyKJ15If79/E11amRx4vp4yfTQT2Qb6kJiCMzrqjSn0SdhjM+IRjy+CVqKfFiO08k8eITdWSGeTWLBvL1mPrge8KyDhbLS9aC4B0LWTcdI9Nbyiz1U7KccOzltp8KuahnMO2ynlpzZEdXaO5QX9kUxId0Vj27w1k3MNYffZEGpaX7FF6cxdf13AbckiM/PPgPlZXUE5ZDcdvklL9OEUzdcyxneE01efB6zeY6Mv9NTn3qjmtQSViGW17MFSvVMPJymRNAxtnVXSaviZ6c0EszRFdSw1gYr2vP6D6VyXHNpgD25ISmDDWVVLr4OmS/1cfKi4+2iMrhLM1YuGyP6e9tePJDN4mcAZPW+Hvx/Ym7l0b2Z6t5keWIYTX2jyRHX0vm8+TElQa66MpqGAs/2L44KRuaj57Gf8na2hcoORHt5rFBEx2ZoVlDTWWVHhb6RO7eQHFoZ9vXHzLNZktaIXMdOaEDfKiprNLD4mTO524pPm19zNZtdph4zOY6cuKU2Z6bVac8LcA4a+NsjjWSMa/LkRM7JvvXVP2vDIcqDmHJuRsYvj5PTlhdYNR9rFwDkupByk6hvFGrZF1asi7bR+klb96akY6cfxNYU9GV1RCW/dapsd4sTSmSdUnnZRuWWzLxW2ZIMx1qKqtk3J7QpUO1bVFkYenJw7A88xL7muvIDM0aaiqrJHymcfLRFES97WlJ5iX2NdeRGQdnu5rKKgm3HZ2+SXlBsgxv2XCb9bojiZZnXnpf0x354UQw1FRWSVjWst1ykd21kpbh11xHZmjWUFlZPeFLMomsgo7MjDmVn48fTXTkxJnemvdyWaZ3xzfjkiXX6vhd+2Atg+XZkxNu5YaaSioZixO7GJm7yN0Xm5Hlfzr218fXdE9+aOJQU0klYXGNZOtL5K6DYJYnJ44JdjWVVH5hY2Ok/HcsS8eH4DIvyYjBXE9+eKoZw7byEP7ANszFu5yXdRo3tPWDtdJbBz1dcQa4eAB7GYmBb8abfPy5z+ayl8o2V9FtgHr8ih2Z4TQrHpuiSQYvvhnLhiSf4+7lxRkFR5w7+VBnZPv7ZtZhg8GRE0+nTcSZ+nTa8T1h8Zde6/XzhcKXSyaC6Y7MOJOtvYhLGWgvvhm3BbIN+R2/0Plrnb7E13S8JUd++CkM9ZVNYXw1bLFncUQf67HMXy6a7sgJdxNj2FYewohxrOAYwi8Uh7wjJy7cItOgVtx58c14k41v6TQuGraviaQevlBHZmhWkqHXJ4KB7wnLUzmP32ELwxnNxdtwZIZmSVTi0pj0i2/GUiAjWyb2NFRhCIO5eBuOzHA86bC1l/jge8Jt09nW3/NnmMMQRnPxNhyZoVltjjmEgVsB34z3tnc5rLFdlr59h7WJpq8PzcXbcGTG2ZBN3KZ7+RffjJMuzz1FVb6yqzNks7zE/FQROBbjHDtyQlOkE/ymzdtefE+4fWBtW2CkcGkiv+dedVXu2ArDSji6PaE8m05mfcsPucVDZWX1hNuJ5bC4YZKunQ0btb7tbw7jO2gaaDP3mE13ZIZmDTWVVSLWMWHz0MBWVU7G2W61a49VnlDHYK4jMySLDzWVVSLe2/s4DmsyglgylQ6rCaOx3qNXPEFzHZlhUoIO4V2DKw++CdNwxmEulQy10pQ+iU2w/VZOOKeeDT2Z/yZ78rj2MrInFd+MpeteWayCiZwBj8siF4ilx/Nx9jTqNvsfPXXakRnFeYQ6rndcAd+f2OgZ4i47swV8d/l3dXVofrDuYpQTsclaqTFsOfhnS6/25IcB4ixTovUrfPBNeF/SJVOohTllCl1Xizm2WfVYdJzt0hL1MO7Dvoo38No69UxmfyMxCBH3WKwohqMrDIu2ueGwOpEvvhkL1/Q4erhqO+Tfe7iqvbjcqWdtWB0pm7l7MyvnfZYDOAzotU3LIbuYCvgmvEsbz2Pv0dqk/26Bvvaij61HX3XesqIYjpzwhY6HXKcH/mJ8KTjOcPx5vw2jr+PhV34RiDeZKk8LYYo//bC9FL0s57eh+vEuK79XxPjuxX1+GFt7F3ftYVXG29/IA7fkKHpZ8BId+SGvRkSc2rnxxfeEdY7pD39tZlm53LbQtpn6ND6WtOI8TnVebnK2P6wVrCczHDfl+CurcUoffM+4NGzNSqUTdtn6eGomllEoqv19M9c4qG2eOGzD48kMzRp3X/lJMN5kZj8n0aQen5wjJ86r6fHjyrFkwhhvfoO2hxAzU7Ky4ISl90TaLO1ae1tcnVL9RiscXaG5Q32d48evWRhvTuJFzhZCUv97togXmOvJCWOCQ011Q9yEMa6c5Y6PvAFeZnMdOWEgbqiprPIXW7jbCezqlJVKLrO5jswwEDdEV18lxZshgKvJw2dPhDGzztlER2acwdTV1Dlm/GKMK0s6Ti/z3fDyYO0bffaUIzDXkRmzkHpgrXKQjTAE4jCAi4HdS1z+du47xG2abQfryQwTroboOsePAWOMGYK5l3iUt17vBfG6PyaiuY780MShss6x5BdjABcCu1rZJO/GCEETHTn/JidMRdfP+LGNIYgxFzlWGC7CH9eiVIK1epfuSIscWbOddshcR35k4jO0q0+lQIzjBscTYvxEHDn/xixdQOq0mCCGBadYF45iU6hk6Z7p5+9fHKofous/rHGAcWERV1Xa+1MxrOqlXf0wEc11ZIYTxFBZWT3jdzHBReZKQsIrJ+Aym+7IDL++oaayyg+8zTM4zOxFWLEp20tEcx2Z4Zc4RNfPBeT8WWTe2bxIIDUd/YsTun7WIyuZ6MgMzRpq6ryAvBgWmSJFe1O5EuDdTMyvia+5nszIrEdl5TWO8fuRw8dflMhpqWporicnMuURXf35BjEuILCwFOE352XpJp6PiWCuJzMy8VFT57UM8LuYlF1zMTRYUqTPWzYCMJroyQlNGWrqPyy3YAosILSwyMeWN+ty3LE+uaS1QJf5Njz5gbmvyjqvay/GtU/qZGQjPhUJvDa8zuY6cuIhLwVXNDvzxTfjc9HSDvb1ScaJeZQxlRtTvD05oSljoajTogEYFpayae/n3vfGcJ5MRNM9meGXOFRWXtc+8DYtLEVCBMlC32iuJycc5kN05fXrA8+LCc3gUnaybWiWyURPZjich+g6LxSAcTGBWVs2o8nSjLSRUduobLOJjszQrKGmzgvFi3ExEanJ+hKSWc5vI/WP6MpqPnCaFxCcqYX+ksr2Y6IjMzLrEV3nBeHFuGjgTC01gJL5pYpYlIo6hshER2Zk1qOmzosDYFhAcEaW0nrt1HvNJjpyIlMe0ZXVEIbFQepF5UVLHDUsT063+uXchDCnm1oy0ZEZmjVU1mlt+sX7vFBokXPj5ZG5jpxwDI3ZtvLM+4F/pkH8sOGDP8XJ1/5+M3Plt3YGLIKtR2aReuvJohKe3jgnTLgJmmL74pvxJuOsrFaFfpNjqpWdFGdyNheZ99voyT3zSp2mPsTwkeOXBV/cKTTClPRkckoyVW9lQU8Rp1NHV2Tuo7LyB08Yvjgc5jD8T4nUJ6uciqZ7MiOzHtF1+soQv1/iqcXuir4gNMX7bah+iK7TB0/4/crg6zuleHjeDO+aPqvJVKd9reoCOSWnNO865hrWv+//3sbipk/6bGfTMRe2s422IZhv1bMtDsr1PMTKOYmE28eWj3zNnwJ+IpjD6MgJU9gkTbtXYH3wzVj2KLlchoW9ZmFz+nLxi3bkhDHpRYgnm5ry4HvClxAFLFKqkYjF6vQJ8/7o+a5SGzIbjdqTE5oy1FRWiRgjXhgJ09jfphSL/ZR/30Zbi9dcR2Y4tY44cZ1ixoAxriyOlWwVwTq2ttX4QvFlOTLj0iVdZWX1hCH0jS8FXxaa68iJTJGiB0eyPOkH3xOWOGBneyDFB6g5/OLghToyQ7Mk2nnYE3rwPWGJthvVkGk9QNMBc/E2PJmhWRKoLZd1chn4JkxUHqLmvCai6Z6c+Al1IkmdSCWAgXhC9J0Pas76Y8q3zJCQIhngl5WdePDNWEr0H8tm0dQk81AP4CJjA8gBSBpAMosjP1xMBtelEu+FMXBjkMtAEwfO2jCb4+KDi5KjK3yixyGkEqVbPPie8NmeonmXmyXy753WswhpoFfMyGV8fVsbFA3bG3BkhmYpA/Iwswa+GbejccNGFJBqJof5I4i0woQUmUSsYoY8zE688+SHJsrQll1JBXxPuMjH3+vVCJFzFKh6nyI9XUdONOae4lN1KkQFWO64bYR/cNtNi9utT7NSeMHYJFiuCcs4OfLDpyVPYr/syx34njCMGxxP+HLxpTty4hfX1BQrOvTgmzESUpCogi8RX64jJ2JJPjXZ61SfnWq1p7FPpzxEyit8UyWptTC1HP6WH5o41FcyZcLaHVsXJbFO+9TdU34i5BvCbXgyY7Ou0WlquuMHUwIpJIRyw+Xv30bqn7usdMeMD8HWdeUSB1PPGcT0SEp3fJ+WJzMy61FTSSVjqUWz9n6CWjjIUoIwPRJTHMFcT2ZIBl6K9YmogG/GsoPIa68+vq4jrTFJTl8vD0ed17EjuyMzMmuXxCfr8/bim7GFwXtj5UVqzlgHoEOf3LLO5uJtODIjs6Q+Vi7qsHzxzbhoTsRm46OdZPJlY0jTIK0NRpZq39mKyiYhtOXDnpYjMxzyQ00llYyFZr90s2Q2X3rDUUrngDQPzD55TffkhyYOlZXUE740zUMd2pzOAWkeYK4nJ/4Su5pKKhnvsgmxJrfSI+TYLGeV0jkwzeM115MZmjXUVFI54UMyUWwMyTlx71WkZe3bV0vrhmwVMNeTGZn1fGWVvzjEWdwbkAnQbNjnr9L5baheEzy1uPWLb8aSaZaPzbCEG/vXdAnXJdmBrJzi6FmP+beAI1Me0ZXVID7MX7DNHzN85FkKBOdki8wic4/tpchcR374tIruHu1lDXxPGO4en4qaO14cvER8uY7MaBP8sK/rRJsHjGxtzI+g4ygeU/EkDYd6ouJ/6wrNHT6qOjG3Cb/sbnJ1gAvE+W2ofpDI60QoRwx3ya4RcHWAWURG/5YZ+z+V5tz9nx3fjDGZBV8ivlyk6DtywoP8IILXiRQOGInj0omn9Hp/qVlR1vMnbwdNR7Mc+dFJRibmoygh5cX3hGVMdBL5Ltm7l5W1lD7bDVtpVKDrI/1eaGVHOXuFV5GpuwlPV2SuVL8/Nqtf+uB7wjLmNuO2p0W9fnrAEuf2sfYCs7usd1b5VTLWDmvGtsl6dCx2CHPkhybKErtrp44X34x38R1Yo7VNiLhHKmau/ntvbNs+wnZM3ebbwNtz5IcvfbzEyi+U8fFXegG9tvVsY9GKzeY2cRQjO9EAcOTE2So99adyGhBizD5BHz353MEDTUlZkKzlyI+e1jOEKw9nxDjk8eCPh3rnt+F40lxnzbV/8T1hGMI4tNGRic5IR048bvpQrTxsCR8y41s5VPLcoUcPvC445B2Z4QsaX0edPnjE8DWRBxC8eJIycazmxsXJwpEZvrjR07tO/b0RS2jzOPsHfIxA3CYll7I1O6L+zdQb/FtmPOP38VF5rCDGu8enQs5wGFuOnNCUtl0qlrL94nvCTX3Z1x9syVc9J+xNxKIELZy3cD5zdIXjbIirLBoxqqd8L0jQwinUkRMvMn2sVB43hJMkFVs5VEqNhZRZHGeOnNiU3cKQFfA9YZhvKCiCwRIwEU13ZIZjK8vcY33kH3xPWPzmR3fbo98c/ekwh+Hc5sgMx9CY7uq02gPG6ZGc1TBv0e7gW078hPp2rE5bM8C4ZpGDmhzX75PDJ+rIDJNDx9dR583GiyndEVIZaReKu9NvOaGrY5yGK7u/6JT8usi40AsWboFSSXCq9mSGp+fhw6zsz0SMPk/0rZOvHNz51LkRe81DD3pHV+iPGL7NOrtlX4y+UHR6oxMbbwNvz5H5r3ykux4lJp/Ci9HvAG4PdIdk4dnltPd/f5zh6CT35Ef5q8/YqjzOaMyBuxZ9oVShB8alIyd8WsNFVmcnNmB0qcEd45NA9z++aBwAjvzoKPGEG+vcKebFEJ7UxkRa1Kj9u9LNNnMCnPL3q4XBscuMIzMy64mO1jlS+mJxGrd5SZ+EjN589Jaboj5pJkAzV5tIrLPpGHF15IeenNE/p3IvHcT4JPAJCb+0TWo/PQqwd4EjM/TkDDJcZWIcYiTPIXsNWW3C5s+HhhQIY5MAR35IchkstcqMNcJAEwMWEhcRwuJCb/EYKgZzKu6exG9d4YseT6VOvD/EQCVDilmRVjDl7D6z9WGK0BP9lhmSD4aayip/cf/6gGKGT4KeEJjryAwr/YxJofIEARi/RPpCKXAHAT2MM8qUOPCivYA0BcXTFT7F8SKqP+TxxenTsuY6LrXDkwM4JvB1cfUfGCRgCmKYF2luc+SE0dpRfazOlchejCW/sBQYhksp/AmRFEdmuJ8baupUfQwwlvnC8l8ULoWQJ5rryAz3bUNNnSqOAcYyX1j+i+KSEGekUCiY7sgPdyVDZZ2qjyGGkl9YCgxilBxzBNMdmSGzZKiprJIwVigTulm2kphyqtHcbg6dkrmOzPBkNRxJlZ1KhMEhgI4CrLmFba6w/ZUjM6Z2LKNEGBVIQ4xF1PArw6+PYpEQanVkBmatV1N5nNqj4MU34W2RY+11dOclREkguqH8QSu96smJTZF3r81yXnwTniIgTxRjVSrjoi/O+200bp67rHzHhI92Irem8exeQ7cbhQjep+XIjMx6+H114vq9GPmlXCANC1e9Ba244hgSQr/lRyY+vL86cQAJP2WZsFwTBfQo/ghxSSwRRnXbkFYLRFHkHjr2RGNR1sdSdplyX3wTbkPx+ivDk9gsKsdug6G919KfouyTStr+yce7HhIPzbpaNNwGVdb93CpNWEvWr3iVSaEcavqa2p+Wssz2II5uT0gox6ZO+xffjLXe+Jbmz4g/tV22pRrGX2XabAudfo7SAWz8TfteJH61vvK3H12AI9OlEXiv8/vim7GUrMilmIlCDzdKOLYIpNaBq2xdDzN9lRLFpyY7rnLK0hrYt6srNHe83Dq/6AfzwIBZBWabVdLVy2q3JC7jYl7RVQool93egHTZKpYp1rH9Vu6sWGsuz4bwNsbLrfyiEcNg2KTydbb8Xnob9BSF33bZk5aGeX21W9f8nHtWaYeptbRvV29kurTx0EBlBXwzptXuXck2SdNrs42Ne5l5LDltbZ+0bGVsfMt3YpPsKl1Te0bHKi7s41DXVBvebcY7Nvv7Q5zN6l5fJSXmKHp+WnednXSjuMqY0woFt2tzdNvPgKnT4HkxLWewJNECzurb47hWu6W2GWtnfnszWbAGMlbxk7fPrf/N9ae1IOYB/OKw7tDoblD9rgeIk7Q7vPRtHDJR9kFl1UtK70n4FpWiYlOOzLgwWRnnLVKJOAv9ZtG5/MjCoVrOXtVEOJ46UTYTr6cdBprryIzrDnU1lVUiPlaJgPZqJ1rK+9pns5zfhoV8huhKaiYsQVerhiNf+rH1rG2lNlhZETTLkROaMkRXUjNh2Vha1Rv9QveeoC5uLSuJW3bhpCzHNZnoyYwLrHQ1lVR+4Wd89LNUEbrmsesXhyZ6cuKaQl10JTWMZS+bRzGePHZhx1XWERgr+6Z/XyYTPZlhVZMhupIaxqKmaPi5LEL3O3vVG5mKbQ4rcug8emY3mOjJDMuHDNGV1SCWYnXH1QtfyDC/jl7JRP5Gd1JFDo7H0dPwwURHZlh7YaiprJJwu/t2lt7HuCnWVLTIexpYTnRte37N5joyw/odQ3RlNYRPpTmYWZfsbkyNrEfFfIdkliMnNGWIrqwGcRKVvY5Qag+/mJfilI6rZTH1aJYjJ67Z0UVXUkNYYvPtH+xFtA1DsYDqKf9UzNV0yj8VW1jIREdmWIViqKmkkvDRdpLFdtGIz9ROcWXbZxM9OZEpj+jqqixCQW7/nw3bto4U20udcvpqarKZ1TYnxkI8hVtbrL8umuvJD4tgDJWV1BOW3W+57MPWE91lT0s6ERYr8HNKf6tiEwGa7smMzHrUVFLJOJ1/56JMwiI723NJViakjZVzNby31f5cSpnM9WQGZr2iK6thvP2dm5UGkUST00iQ7eR+yb/bS2wq2wFtm010ZEZmPWoqqyTcdoyncVVOSeM8UzerHQdOc12ecuI6N6vTgeY6MiOzHjWVVSJObQE5c3pKgLR/v2aznN9G6h/RldV8YFPZTk2nOShOafB4Wjyjnbjbk8sauCITHZmRWY/oymoIt/3paV/KJXH309IiGj4E699IztJpjlsy0ZEZmjVUVlI/4faELpt7xO/QsD4tSQw4r8twM6WZJgvLJdlCp3lXLx1/VgHnktjaaQ2KLjlznVbGDW/VsyG6jUd9JVMYt3d8WcnaU04pl8V5LzmZXFYZ7Nr19vSFXpt8FnasxVvy5EcmPiorqZ/w2bDSR0/x4l+7PRVppXRZFPOSYj+XFZJC0z2ZkVmP6EpqGLdN55X0+HBJKLc9oF1NkX9fdQlHszw5gSmv6MpqCB/tJdoXdwnb9dq1MhOZ4vw2VD9EV1ZDuA2BK+vG5lrbpHAZN/iSLOw2eMpsliMnMuURXVkN403wocNzbyqL3bGQx66sC9HVvqp29zqeyERHZmTWo6aySsLtg78s9/MSz+Blk0UbGe3rvw6drC5hiV2WO0b2OkIjux49lXQybrffjFDmJV20/23L41XMPUdmOrJCcx7p9R/0XkKeX5dVvZt00f5C5oHzMovWpV1YmI9s9UVHBr7K6j+YcUnV8XXZhuZ1EwXKUiMLfQmRHa+CytqmiyKardbeJST6dpHGg7pEm07MbKIvL7Lq1VBZHV/IQrYuSY9vl7jpx4Xc/SLazuPHRl9eZNWrobK66UKHQdYIGV00e9oy1bRdw8akNl4/FvvSQxsfffUfLLlOfU35eTzyHA9lSDbztlP/8KSr0m8g6Q2Un9vxlUXO5q7e6gHi1f1zZc/o1BlJnsgu/y19mc235MsMjXtV1h8D5qtmjvyPXbUNfLuy0NWytZfXrpJNJ9JUc13GrDyucr+ppDe1fdyirz2iyT79fyv1Aqa+wMIhPlbd1pInHLzZ3m8jX9wjurIawkn9uWrKqkSS3qsCvN/szX5NdGRGZj1qKqtEvCl5pDcfkRjzfnR3MrifwbVMHm8w3ZEfmSjRvB7Bf/HNeJdou/HoCaP/F3276K52ZMaRla6m+uo1D/Ew0ej/RX8umujIiSMoXU1llYyFBNAjKOIsLUoUIFc0mujICaMmQ3RlNS6WXIyzd2IwrE8F3NLsZgZzHZmhiUNNZZWINVvl6vW9X684meX8NoymDNGV1Li4JPFQWkwAveLk5QYTHTlhNGWoqaSSsbj/eqREQpqlF0RGrzh6ucFcT2YYWRlqKqkk3M5Df+0InCdMDnow0ZMTRlOG6OqqbM9aXM7WnAYwO+jJ+f6Y6MkMzRpqqq9+ae+jWDc0ctCT8/010ZMTBnaGmsoqP7AGbdakrJzu2X6d9eR8B3MdmZFZj5rKKj0s+YOl5B9vOTviX3MdOWG8aaiprNLDu0T9rcaaPpxyrebZBie+5+h3ZIYBn6GmskrCMj6u0oM/4k7WUzw57skRD+Y6MsPgz1BTWeUHtuBgOyaeq+4S2XEPjng015EZBn+GmsoqCSdxrF8Wv8zi5bYZ/Gzr17n/xBPIXEdmZNZ5iK9WyxC++GZ8iWf70Pyctoxcf1rMW3A7vpzJvtZTsZJ2PDlhZGWoqaSS1C/izS7mTpaHcx56Xj4leb3hNJnoyYk8jqZG8yBefDMWR+J5bqa+HfFOq+VHZqG5jpwwsGNqLLAz8D3hIl5uC+xIOd6B93ZyOk+rei4JwKd9WWQu3oYjPzRxqKysHrF4p6+lPyHA6KxHJz6a7sgMY09DTfXVS7joMhIVxQrQLOe3YYxJvM2b5qy++J5wXv+uvYcqwPdP/nswC811ZIZmDZWV1SOW48BlGeDk70f/PZrryAnDYENNZZUf2MJga8N97pGo7sAYhkBzHZlhvGmIrqyG8CWe7d3iQeLvPCwgCGGIKcTwmujIDM0aaiqrRCzHsLbadpwGppgA+fvf0AOZ7siPTHxUVlJPuKjz3Z6EHBk6plgB+v7BdE9mGHkbaiqpJCxxysuo8qdQa8VT2yOFb7AAff9gryc0DLc9eior5QvhhLaLYmG2Sy6sqNfkXYdIABjtCw7Dbo+qyno/L8zPLufOdbFiE5d4duTiN5TghgV8PWFo7FFWJ810sarDMC0W7V1PdRxb0BJd+OSZ98MPrp4wTPVorpMZfLGrG3qEeuTi2HqsZ9eLXz8/ue/pplw9cfBqKKuTZr64RFnZP9zd7K4Ha11pcQRrKKuT5ulCHcQ9xLJe6knWefBQmyzX8Tr0fZs3gpz//xAjcJWG0ZtHc53NoIukPvEevd3kYn1iIac6zy3Qxa50dLO3Ce3U+9p+btLVG3pch5O3ssOXsPWE+PGgomeViL3gLHZkRh58eV3tNrSv/IPvCWv1G/2aclZTrKRt0TSt7uUHNzu4yifPvmTgWLKloysyV1aRY1cG94tvxqfWDdL9cJaj/fC+ossd3eZgOt6SJz8y8VFZST1hfRKHFQzWJ2TnKx4A9EIf0z2Z/ypUY8dEVEnqJXnlKPoJkNucvfmPiZ6cMGwz1FRW6eJLPbF5xuh+R9e6Fzlw5IfmDpXVN0VyhY7z7OEcKYX0j+50Mt2RGU8oXU1llYSVibtYugdGBcAU57eheim3tmiFnBffjKUzY1nN++q54j88/udsuiM/jCYN9ZVN+cCqXtoblk1PJ4f0fSu9Vy666NHljrfhyA+jTENNZZWMxVs7cnauv5IsgeFQ4vD+465HVzya7siPYytdTWWViMumjuPZt+269B05oSmncpLNlIFvxqWt8T0Dlvzi4Nv2XPF0G478MOQz1Fcy5Qvby5KnYmn0ru8cbsOTGYZ8hppKKr+whXDUAb38uO4Rg4mezNCsoaaSyi+sQ77txf7OZbkmTG58MNGTGYZ/hujqqxRv1rmuFjkAdz2531+zPDlh+GeoqazSw7KNPTfzbSNG1z264tF0R2YYChpqqq9eFhYlxiveHkyue3DFo7mOzDAUNNRUVklYSOkp2RO6xMSeYgRRBDTRkROaMtRUVvmBbTy1CfvMPbJ5XA/ORaIF5cdcR2YYiRqiK6tBLGXkz6NYIEyGbe9sLfUAzt64G81y5ITRp6GmssoP3MM27aWUswe/2tM6bAqVYinnYTmIaK4jM44+dTWVVXpYugecp5lySrDiXDoWfrwlkqK5jpwwDWmoqazyA+uLaHuq4RcvkuE+8CUJEpeFedBcR2Zo1hBdWQ1iocddvZ004qt995c5s4psQIdZaKIjM8yIGmqqr/5sH8y19YiTuCitoDliNhGwIzMMIQ6VldR/YVNZFmF5WwhRXqi5zMhER04YQhyiK6khldIu88q676boAkYLKKABcRYw15OPOAwzDlMqm/WBLeTY5ozr0DMgBUPwNhw5cf5YF11ZjYc3Cf+U8wdTYIQCHa+5jsw4ntfVVF+99HbunG8KhnBA4zXRkRMG0Yaayio/sI0zdXkulnqS1NnWLzAcwuGN13hHQxhee/TUSSlfXOrQXn8vMCbCIY7XZlduaN2jqf6TDVnd7VsPAOIFhUU4yAF2u5LDcNujq/6TFVKdw7jVUyhkimSgsa60ML72KKuT5q8Ly5AsSuZONvSLxgYsSZFiNWy6KzrOcRvyKyvji1PHSU9QHBeWsIThmSm6Ata6osOQ26OssubpQgfK0UOD6vS3C47IUEAFTfdFxzHBoayyZr64dNSU4+eCo0RorS8tDAQ+8us/aV40vHCWHguCuAtHSjji81rriw5jf4/mOpnxeWGBQE15uS7LndToyrJb7A+jRHQfrugw3GfRm9XCfc/FPV1Iqal13TTgcEn51+eCYkEUuiFr6T5cPWFo7dFcJzP44hRrd1NGFz1YZc8WI1d8H67oKATw9ACs3A+QegOm9AQ9pOR674ZAcR+MB1EvwW+ZoVkS3MjazezFN2M5HPW+EDlLU6KkCwSZiKY7cuLVVepjKTfzxfeERf0x6jXIvxttJksztb4/cn4bHjdH8ZU6FWJBDNVPsPwI1P/AohtUjEMqg2uehJorMq0chXLKz9326vKkj6OzxsT01GuNSHzn7Pt/+Zullw+Qjh1H35VK8UP7G/1tn8kBl/OQfnLnb7GZF4c+1lErq851s16MxaqgiFWRgn69rJ5S6XM276Aj598UKVLRda6V9WIoXIWVo6iiFJZxkoHU/sbwpn9vdHuReViFF7gNT2/slOq1kCqXbqIyTlA7CasB4YujFwqm4y1hxSpHV0w4l4L8Wg7qxfeE3xdKLxqfnDSEzLavIyzfVbbtmic/fKJDTZ1f1ovxhUp/p3yZl1EOCrkYEbhsUgby+DHXkRkXE+lfaOWvFTF+0UkKDOar/Ex2OKnJ2LW+O6dsU458dmam/LtRYXU+7mdXR284IY7xVKfPAjCMP5p0pKRne3q7mf707Dll5Th6TZT10rB+L+0iLITOrZdS9dd6zW8J355jT3hLbVpu40wHyYPvCcNYhAFwSkwxb9k491IH1Np5eHJCf90QXf3PAjGMSz1QNzVlNsv5beijG6IrD3/C7ydy2l3aSwRTvN+GvriRKVA5a4Bwu8tzt7tUf+6ejQkO5YGgxA9lHDgyY39JryRUp8JHgLHykBSGOW0be8pMXa7j8SiNWk5Y48mRGfNV13bHdlp98M0YitlgkZtr2QUrw+AUSlWzx2qcSLxpM7OkQ+5pea+e/GhP+ewLK+8RaUsL+0jm+rwcINz2OnJChtXYutZpG4v41PVUt6tIX0Kz0FxHTkz26moqq/zAMpzb/C7F1HWo5kNLxG6d9/PSl5iO9JruyI9MfNRUVolYjpXHudnLSrp1/aEvAZ5oSq/pjvyQgzZUVlJPWMohH9fAUk7cyA7E9QETHTkh12yIrqSGseQjLj3P/tDDQDa8jYMB0ZccOpInP+SdDTWVVJJ64vcg7weoSWCiJyc2pd99nZ8E4vTwgZYkRBpdv4gnhFwfMH0y61N+yDUbKiur/8WWdiuE6mILEdGX0FxHTljFwETr0ebBN2M9aKZiye1AUyKqEZiF5joyQ96ZqdTD34PvCV9SXPx8WHfFmtcQewrNxdtwZIZmDZWV1X9gG0NtqizWP+DQ4vxHN1G+VtuIk+mOzJACN0RXVoNYa/Rb5JeoSUg1QjYUmujIDGlvQ2Vl9YyL4F6sY/krg1K5KzZ+D1KWgIKEt+HIDysaDDWVVSLW2Lh1wNI15bSIMFGWiIIE5joyQwrcUFNZJeFTiDSbOR+AdoRmOb+NGXhddGU1HhZHdNsc/xO9yGNGeTJD79BQWUm9iyVO3s6qP1QjNNH5begdGqIrqfnAVm9GTpxaD/ZmxpTDgPJkhvS2oaaSSg8XoVmcdtgnmhLRjogZ9ZjuyQxpb0NlZfUf2F5W+9bPw/hiWnTyODsF6WVSoemOzNCsIbqyGsTSOXJwfRAjfQnpSMyYes115Id+sqGy+qZoyddr6Unv31QmNNeRE/rDhprKKj+wOUHbqL6WTt5C+hLQkdBER2ZIextqKqv0cFokZXfrFCRgUoGJzm9D2tsQXVmNi9uNX9v2QztiZtRroiMnNGuoqazyA3ffqdTF3JGCdAIus7mIHfmhG22orKz+A6t66cF7pWRPro2hK13GL3PoSHgbjvzQpzXUVFbJeP277AxY5Fh7FeXtE30J6EhkoiMzNqurqaSSsHxsl7U2dqlMYKInJ3S7DTWVVBIWbvJ19VgT0I7AFO+3Me2ti66k5gvbHWsNPdudEE8JmUYONcpTEHLdHp11MuDrYhQbScrXsfgfcqjQaFdYyHl7xNdJl3+xrcpJ2Xp0FMlFzIQCY11pYcDjUVYnzZ8XZuClFSj33wuiHfmMK1dPaO2jrP6TGbuyelL6pSoR7cinXLmiQy/0o7lOZnxe2HPS8dQrfxOXikx3pYWB+kd+nZT5F1mHkMV1mUs18aLAWldayIN7lNVJs39xKMXH0vLUfy8XnYOExKovktQ/iw49+o+yOmnmCx015/lLO5pIUmCtKy206VFWJ82fF0a31CF0XUQ7+mFZ+YwpX09I4Xs0Vzbj+8Leai4v04iIVWi6Ly0kxT3yKyv7vrCqGWlXPhHwoogK1UlSaK0vOmTIPcoqa/YvtPaKMKaMiynf6mrTGNPA0HRfWsiQe+TXSRldrPIRrjZzTfwu5mqBga60mC61A11qB5rTi+XwrdmMU0CHgjIQQ2K61KfMyKxdKCGnHvZefDNOi7QQ1GmWYktoIpruyAmDf0NNZZWEJbJ27RZDgngSxYTAREdOaIqq0dKtL74ZS95bWZJF0yBuRDEhMBFNd2TGMcmusrJ6wlJTcLl6AE+bJpqJEE/imNBruiMzjk92NZVVEpYej1sP4OXlT906HLih4Aua68gMY5JDTWWVjM+R3ZyLRDysHwMFayD4QuY6MsM45FBTSeWENeJh0dl9eyIbH8GXNJnryQxjkkNNJZWExdddjDKUL+34alGRj+DLNpnryQyDf0NNJZWkXg4epZiDfJHuyWWxmhcQuKFAzGuuJzMM+A01lVUSluDLudoLakNjYIwhoYmOnNCUIbqyGsTSRLVcm0XQIECDQRaOCb0mOjLDOORQWVn9B7YAXtqEBGPBZHFiLrsFAiGGhKY7MsOA3xBdWQ1i8QS2k2uZMcaNKA4EJjoy45oXXU311aclC4/GomPCRtrSPwZxOFb0mu7ID4N/Q2Vl9YS1W1iPawP2gjhoriMzLsXR1VRfvdQ3G9EMDNxgIAbNcuSEscehprJKxpKAfdjd75LpXHob1O+ADprryAyDf0NNZZUeLlpd9vwN1rwBFzLRkRMG/IaaSipdLJvInul8yBxw2q6SY0ivuZ6cuORGF11JDWNRaQWSNTrbMQVcOA70mOjJ/DclN1RNJZWEZXNyLUbvxgANBlycmJAnMy650VVWUv+F7UlIK67V0iAkUjuwF8SB2/Dk/5tSHKqmskrEQsS8bIvnBnHQLEdOXHKjq6ms0sPbImEDC31i4IaCL2CiIycuudHVVFb5gS0VoFzSxOyYMQZuMPiCpjvyQxOHmuqr1xeU+4tL0s/M4toYQ0ITHTlhlG2IrqyGVLaltx3pLLC3SjTh+IgbvXEgNNGRGcaHiqQBa4m9F9+MzyxZpYu5pCj2gIEEDJ54omJmtrbYsu6/78U9X2RpGWUsM7r4h5gE2k135OsJrX0013+wqVy7NrhKPxdTTAJDCmi6LzoMeT3K6j+ZIbOTZOj+XnAUAaz1pYUhrkd+/SfNyyUX1oiLLyjyQCEFP5zi6omLTwzN9Z9sWotcHCWISZDprrS4CsVQVifN/sWmo6aY39yPSZC1rrS4BsVQVifNnxc9rUMuzqv8XFCchKx1RceZFkN+/SfNwh1dVythypEHDhxwzAOsdUXHVSmG5jqZ8Q8XMoTWdf29oDAExRfoplzRcR7tUFb/yYwsmtfek5rCEBRSIGtdaXFliqGsTpr9i3bcFb/86GYNF360gu7DFR1Gvx5l9Z/MKNoAMPUYF4RG2CZXQBjWeuRXVjZfSGSj5/2JW6dd9Pr0FhqxNtEUJ+EACJru6gmX35GWVSlFi/HbcQU7sVA7dWyPDuldnsyYMNE7q9SpEQxg7MSCPcyxJzm2TUdz8TYc+TFlondfqXODGMDYrQXaomCbdTQdb8mRGXMjupo6d2J5MbY84X7m0G+cWqi/5joyw537qL1XuQ4flRCEonhYLI/SCCEtEEsOOjJDTtxQU6f6fICxKB4Wy+PmQ9CUiIb8a7ojPzxcjOJ3darbBxiK5X10/zE2ITYoQtPxlhz58STSC+HVuYbfi7EqHVSr++oEdEy3QbUAHfnhLn6orHOxPMDf1eq46dFrricnNGWIrr5KLKiHXYGoQdFrlicn3JkPNdWt4UeF86gTEHQI8poeeTIBR3yCt5VAnfsK0AW0H/juMmwdiLnlgisvtOpRV+fWB2TI1ImYugajkb6MwBLs811/G5NPbcqxPzj35eYO2JKMJv9m/y3ppnvR47yw5trwMhpL+5MsheQuuyE5b19Pg2hq1I4t3H0Tw3t9rawfXbvxivt7c7NsiYcPJ4Ec1BZ9KuXjzn0NoamvyvrRrRuvuK93Wd/iXm3QJn1J5fow3JcZGvd26K5um3G74rbX3BK7nSXkL4u9yDbvyNW6021cHzfFN+xrD2/jNad+9OvGK+7sfSn1rmxmwKXf/WhQfgoXaTm2r1v0NQSmJpksD6tx/uKbcdokc1iJvG0Uyr/rs0zCzNbERsHl6djsyYlMedRUVklY0r9PLUSTsnbS1QBvkuIIneqTJHX3ODTxhsx1ZEZmPWoqqyR8lYeYskitnFPDlGSW89tQ/RBdSc2EhZajTsMkFTS1nLviQ7ASWWTmOKwvepbKKMdpJBU015EfmfioqaSScFEujLr181qk1/DRcZZSV/tkoicnMuVRU0nlF9anpf0V9l7yTAgoq85oDUsPYuNlgbmezMisR00llT6+hOqTNx1DQmRJncN3CqXn6lXZ2kvfdJuDpnsyIxMfNZVUMpaXlY26I4f9kqw+xC6MEetHjCZ6ckJThppKKj2sQ7gdhtYZa/fm3At+tBm2nb+2yXRPZsRAetRUX71ktRRhNXVSZjkHQTM/OGn+dX+iYK4jMyTdXcLu0IZgL74ZHxLgtdBklhoM55I2wPbv0uzgMtOLtOA+e62Sb5kx6a4dk1YtTv/im3HZpCBMtuILcn5eO4sSTETTHTkh0W7V2jRW8GPge8JFatkUq0MijQy2bLQwOZyuNlmgiWi6IzM0S8661gf0xTdjPVRabPCQXOZzt24UsnvuJpK5cBuezJD/N1RWUj9h8UzZcD7Ff2MVWbQL15mKtVS61IFiHC1p5tpNh9vw5IcmDpWV1DNW2kXpFMWmvliRma2Ih8soGGCuJyemJXbRldQwFuqOsdXaCtue3JmshkQWr5Zu9QhvJT8mgrme/NDEobKSejJF+TLX1seTeA+sFVfaH9PRRE9OSFEcoiurISxdUBer5Ng2xw3rcf+Q2m3NxGU2C7EjMzRrqKmsEvHa5qRr652bFnFqWEWg3DbnZ6cfoomOnJAtOdRUVslYGB1rpxlKh13j9klByoZ78QVxahijreMf0xE7ukIW5VBZWT1iWXqvZGNLqBC9TzGZ6Pw2ZEsO0ZXVfGAVnaTxb96NOakddjsXS9hI/e8lMeDac5nNRezoCimKQ2Vl9YizskR6kQ8xpfRCIG34XLk8pLvLYjJkuiMz5AUONZVVIi6SLfwQ7dq/H0ZYMWxceTIRsCMz5AUOlZXUE5YDzXX1yhrygrozFkz0fhsT7dTRpJWv4OLmiyJ9wa9eahLxKjny55Iny9BiX2pom572V2Mvvxf3dCEuBnHGdFaU9gowsse4OCezJ5M8ySEb8FFc2YrvCxs9p/qMOoPxPPTCGG/G4DGyFt6GLzo08JFfWRlrXg7NJe0FZY7jvWjHNVGWyMBzttYXHZIVH2V10kwXqzoskxUU2Db1JtsXkLVxgPVefy7M2msB0/E+XD0hK+/RXCcz6GK/zIHVK43KRTJKMVnrCggrgzzy66SMLmTmHJSTYj2aswXrhk3lx0BXWhjUW9RnaX2C3ot7vsgisjcSNMqadVkvsu6ID3D9/Q1chGYInWC5ktUmfy7u6eI8zYwDzSg/NpG1rrQ4DGvtnK18ynNxTxfS0FGK51vcslfS17n30gdwGUXy0qYPZw910n3gBVnrKo0f5zCjTjbRxdE7AvSLQy+eGNm6WqSB78OVFtn0yq+TMrooi/I2bClvX7leWDxPptbVCiOei6bB2j6crXVFh8HjR1llzdPFIcqsrmw5pc/Dmnr9EMvG7RFHtBYvfNFh6PhRVlkzX1zyRa7p7BTFTdk41+/FurzWoum+6DBa+2iubMZ0IfPTmgcBRi+MYLFLMG+19s/PRZlN90XHTMahrE6a6WI75KJ3KUiyyK6jADka6AoIeSeydrUd2KbEk+fini7kbte19OYKSR6AnW9PSXptF9vyYyCZ7ooODNylX25ZlU/54nvC6mvWY9guZaq6y3yXmbhtdk79m0M7RaSf3744NGWoqaySsKQBGrtrlzTlYiyS/Tq34aXfpV52r55K5joyQ7OGmsoqP7CqlyhdSVpPqOFrpJ4m2cKVTZd3MteRGZn1iK6khvAhrvGsMdwk2rRE3ITNLE0GIBMdmZFZj8pK6r+wqhH3ZbFuIEnqy/QnhyZ6ciJTHtGV1PhYEsKLfly7rNEdJ6F7Fwt2MgZzAXvyQ3OHykrqCZ9F+gDr1gdxskxZ5YihiZ6cyJRHdHVV7lL/ui3HNpzlpRhOKUnXZOVwJXl/zawymejJjMx61FRSSeolA6vNS2nGuU1Tuv/SAKgk7Z4LmDub7smPokePyuqbImX92xyNWCON+7WMQAKZ68iJTHlEV1aDeJNC+Gk/ZiwVI05L1SKzHDmRKY/o6quUJfC0lunpVNqs/TtiIcKflp9CJjoyY/pBV1lZPeG8jABDEt/deWSjJZyCjXKgbvVORbg2pdbus+mO/JCWMNRUVolYxspZtH5eUgblaWEX2awrR1vwop0T1tlcR2bICxhqKql08SFE0KtY0F3aWViVpGxpqMdsricn5AIMNZVUfuE+hiRnUzmsWWpVNDUX4G6uMC51IULTPfkhR2CorKR+wlmwim779b/L2kIm4YBedsLRxizn9WO6JzPmCHTRldQwPqWSpU2bUjXm2qyfxG5BBYt6axDinE30ZIbB+KGmkkpSL7kd127R6nScI2CQJTvg6oVRwERPThS8etRUVkm43dSVTqtc046AlyUltO9OPPY25NFER05oinhuD2tt8eCbcRa/s52osmzfrv26ZrPQXEdOaEqb/y8pdVQB34wldeQqnUMiKaYdH9ImNvdqNZvGQ9bZdDLrW35Y5mqorKwesVTXus7DCBryIjrWErgWAzF8WM0fNN2RGZa5GmoqqyQsKi+be6RW63UVi/NLTdlztfi/+MwtN43MdWSGZg01lVUiTuqQtRY/WVIPrmu3CLw0mbYDIdnoCAprXj166qR0uih6YeNbWbmr+kqzOEaFxNp7ymiWrr2oU/+LOe/pFlw1Ifvl0VUnxXRR1Jfb+1xe4pVr/8W4AXLSV+rwbKwrLSR2PMrqpJkuTmVAdwrVpT7K3foMtHuXP7P5nKx1pYWUCXFGKb244sU9Xyg19UgW5VSnvEUAjl3Jv7sVTpLVrf2X1V6qFdy8zl9pcBHX45G/LRZuey/u6cIouXaK0GZ27b9kK75jiaQWoE2acngsvwLwIgwva2zg1HMFXNzzxWnFFK02kCVgGpOoXxwXWHv8mk435eoJrTUn7WK1g56Le7pIx/rkNx7CC2qmW8UuMp1uypUWRrw1sXC1ciXvxT1dZCngum7Wn0QDjXLTeGHsASNO23Mi0+mmXD1h3R5NadwsEv5e3NOFZgSvo0HCvqsD/PwxnW7KlRYG51f1y+7WMeS5uOcLCeqtKVnJGTNQV4Tj2i0Gcf1YS/fhig4NlCSFVYirFS/u6aKYE9VCkHKUbv9l/bhYLTpx/dwH3qGvJyQV6ECRrVnFi3u60DltPSwpTfjKkh17/lyg6XSHvugwtL8v6oY22sFzcc8XkjWw2gakbDrsjv33Aq2lm/JFhwZKa/D1tBY278U9XVwq8rT4kSSAtQtLW9z1uyh5na2lm/JFh6HzR1mdNNNFWzn/1m2xKFHS1Cib+kqS7JW19Da4aK0rLa49JMrW3Wx6Lu75QvZU23o8xX3EQIhUXmX7sZbuwxUdTn2n/O2uRVfh4p4uDtmZbL02pvBo2oXRqaRpsUx2+ec3eBGYsQkLpexFvs4X3xNuQ6YkPbK1hXNr/67f3y61Vcqm/+79NlIvLEalw1TA9xfWnW4TvYrobVKDpuyr+KItX22X06b2kP6U+W8olO/dV3oSjMXpa+G/TTwBJR8WIYJ4CcU/ILwDT9STH5o4VFZS/4XVlKUN5OG5xzAOmOvJiXzXj+jKahhvgtUtvqovWk+YDZ+C1S+NsROMi3C45jXd0RWZ+6isrB6xEGKKpS/usrkY2IuvoOmOzMisR01llYQlH+nSFaTh68EU3gGzHDmhKUN0ZTWI5Uh1WikoinlwWOY1y5ETmfKoqazSw1K09LStF4VxvFCPIycMnA41lVV+YIs4Cu/e+BGIMeYxhWVe0x35YRB1qKmu+jZsz5E+gJjCOE6IxpMZB1G7muqq361AQfoJ43yEaP7pNsKo5FBTSaWLTyknUiyNDmMnGP9wwjWezDBaOVRWUj9h9eLrBy8t2M9TiYa7nEnaKO8pmm94B0z3ZIbRyiG6khpSuWj5B13Ck9QO62kCFNKhEM1roiczjFAONZVVEhYfnTnU0tJmw8t2DX6oB8x1ZIZmDTWVVSJexXVu7bwpjIOhGDTLkRMGToeayioJaywkWfRRAg3bZWmZELrBUAya68gMg6hDTWWViLXgZFos+giRIzTL+W0YLB2iK6sh3D6qK1l8rI3Jv8vYskm6MQ0sB7HLyNUUUeII0Wu6oysMnA6VldUjFqfXlXucTdJXsk2naKLz2zASqfR+i3g/+CacpdTEZc1tSD2a5fw2DoQK518XkBffjNs+W4ILFreAEA2FWcBEMuVbZhj8HCorqWes3rTltKxUiMtQnOW11xMU2mJ6dC8JF/d0cV5WB6PHMSAeg/GV10yy35cbxmMftZVt4As5X4l/vtiFeuHPHmaEoAgFNTgY89yQryUM0j56KxvBFi1Ki96tq7mQqMWJbyENzR3YLG5FARy8C190mC/9KKuTZrpQD9CSLKk9KbN+7wEYNNAVEAYiH/l1UkYX0vBn1AHJu9Cul9xDPxbs6EE4NNCVFob7Hvl1UkYXaXs597lobMr2cmyTKyCM9IkfaTkte/W9uKeLUztsHamH8N4IEUd7yEAy3RUdPict43JaM5L34p4u1Me/XEZoSVIecblsirisrFHP5dYiQz1QSzdFBrp64sDp0FwnM+hCHDOr2KE2dfkW6tN6P2dvgoOmu9LC+OijrE6a+SIrf343VoA6Nm0W0nTc0SnsWLQAz5V/TXdFh3UCHmWVNU8X6hreesBd+e1W++iQ2gBSaVQjK9JoZuSKkOm+6NDAR1llzXxRlLhuJY+OzTqF9bRczUDYLIqB1vrS4tIBQ1llzfPFpRcWbrcan0YTOPV9Z8val3ZF7c+2fqExF0toxvvw9YSx50dZZc18cRnnXl2Pz4Wl2FoGgmUw71r+NO3bbLovOsyQf5RV1sxmLJqpUTa6sLzi/dDQj2Xe7lo/tcfQwXRfdJig/iirk2a+0CDBacGUrMPusB4YWUMaRyo/1rrS4qT5oaxOmj8vbPTrqLmst8u4MGtlS7WaQ+7ImklRrDQB3YerJ8yrf5TVSTNdSFed9qmatZtUJ94s6+k4Nv2znpit6UZnf7Zouis65D88yuqkmS5kyW8fpEUcxZXa/svW46MSs70sNEPWutLifPWhrE6a6ULK50joxzKsdw06WXeYInuibe0GorWutDBQJaSXbVPOJFzc8wVGoCg2NS5+raX7cEWHfrGRnlM5VcfFkCsDOTRU9gzLmDmV1jz5ob9sqKycwkP4zZvBZBVKYsF6ZFRTDEqgwS15ukKH1VBZv3JoDGOeDZZGQxOd38bs/i66+qk9iJ1kFapHhvXFuATaa7ojP3ReDZXVNwVza7zaZGiuIyc0Zaip/5DaAxhzazChBcukoYmOnNC/NkTXOW/mxZhbg4krbp0yKIGG5jryQ5/aUFk/82Z+cmvyJjXI+kH5rSNGJjpywgSEIbqSGsJFfPXWlYXKoTnlzTw5oSNpqKmkkrHUEdu27mY42r9vP5XZwERPTuzT6vkxdcqVAQxJKXlfJFJmJ2gpFXYu5tsCE9F0T2bozBoqq5/agxhyaLJsss+tl9STv1lt2w+me3JCv9VQUzlth/CbK4M5NFk6obatpGErvj6b68kMvVVDTWWVhDG1B3JokiSo5GV9cPo115EZO9G6mjqn7bwYU3swbyav8jdbz4vQIuvXbK4jM05A6GrqnKrzYkznEb/aWWzIZykVXuwciiY6ckL/3lBTWeUHNg8ypPBg3oycxM7TnsShNcV6zUMw3ZEfurGGmjqn6gCGdB7MoUkS0FlXc8xIL4HuBEJzHZmxF0GKqe+9AGHHN2ONkOz9wAZ1x7BeGJU6w+ptbQd49TbOjvzQddBexLWbn/TBN+OmQsJf5r2AcmhgLt6GJyc0RQIx6bK+yAPfjMUF2WNIVHcM64VRqbPXXLwNT37ox8iatqNz2INvwu2Ir/XF9IViOTQwF2/DkxN7LLJUXO8Oi47vCcu4OUcTawlzFSujp9Xa159yaFTeDEzHW3J0he6Bob6yKYQla+06DWvx86VnHoj+XtILbXcEhbY8suukiC6sqPxqnPwtW5M7O/xrORkr60rGucLi5Iwhvk66+MLiYuY9kXlWql11sr4Gtrblxz5XWpju8MivkzK+wLwVzmjRSEaysqBcigzLilERNLoPV2lo+qO5TmbQhZW7z1YhkcujobWugDg5Y8ivkzK+0JhfvrqrBhJrMOWGaqXNdc/AdFdPnJwxlNUp2YcuKLEGU27KogPe+lpx4bSp7hnch6snTtsYmut35s/xkyBU1tVag2yztb6A0IxHfp2zkT4uym9iDabcFJsyTmsIitb6osN8jEd+/cnvgQtMAyqbhu4u654qZYbFpm020JcWZjg8yuqUgPR58ZtYgyk3JelzuqxcFprui44MfOXXn/we0IzpM5xYQyXVuAgaWOuLjlMwhrL6k9KDF5j5Q7XSpiJoYK0rLbTpUVb/MQEJLyjZhwqnTUXQwHRXWmTgq6z+U84RXVCyT9ksQ0pfJFVRmyqiwX24oiNrX831nxKQ6IJyaSjL5tAugce1/9yHKy0y8JVfJ2V8QZk/kGVzaoeibekNy4Rw0X6z/D3l8Iw7z6a7esJzfpvoj135oS++GQth8bCwXTvO74KNhtL0DLy3b+XYjfoj7ZQO25HktmT/Hb0AgSM/Jhz1HiuV+60wfpqfYJcR6j6yb+nvsBq8WZIP29+n+ZbgVj1dceWIrrKyesLYIAW6kkjmyXGV48V2cpXarlogeroNR35o4lBZp6YohN/GKdihJCdJK7qMKLVLYMOqsaPpjsy4dENXU1klY2icAl1JpCtU2SwE346u7W+sdAOa68gMzRpdRurcFOXF2JVECJRl38y5owEMe0FoIjVU+ZYZOndGZ5E6NUgBjJ1IDvF9J3PctCfS8GolChbJduoEFzAdb8mRH9OoepeRyh1HqFkKdCWR5KbSKV5oLjVU+ZYTvsTheq9zgxTA6KoH/zh2IsEOJcKcKXa2pkYrjvzQxKGyTu55wOjCR/84dSiBziVouiMz5gx2NXVyySMGtz36x6lDCXQuQXMdmSHpbaiprJIwuu3BP84dSqBzCZjryIy5eF1NnVzyM+5+cPSPU3cT6FCC5joyQzre8HfXyT2PGPzj2MWEOpSAiWi6IzM0a/i46+SqB4w+cepoAl1J0Fxy83/L/DfcQPVx18k9j/j1iWMXE+5QAubibTgyw7E1XPKV3fOA0fc9+cShQwmYi659R2Zo1oga1CmCgBjKYGF5LHDJk9ueTPmWGQ/5rqaySsJYtQvKZpGrHlz4GE1wZMZDvqupU6UuxFASC0tlkcsf3fZgriMzHPJDTWWVhLGCF5THIlc9uPDRXEdmaNZQU6eKXDPu7GoojzW55B9XPZnryIwrLfVqV3WuzvViqI5FEQcwi6p5OXLC8NCoZlWn4lyIofwVhxMgUgA2UmUvR2ho11PSqs7FuPACy2BxaIGDBq/RUzEvT3IYs3rKW9W5MhdcUEksjjNwAAEs59JerujQwKcyV+UyXVPNLiiJNQUdMExApnOdL090+IafjIw6p2fwBSQ8YCrE5OBH//wUWniDJ76e+H0PzXXKyOALStyAvAiu5kXhCLwPX3T8voeyOmdk0AVkP1BexFTAC0t7oem+6DC0+iirk2a+wMQNyouYqnlhnS803RUdB1OHsjpp5gtM3KAkCS7ghaW9yHRXdBjOfJTVSfN0gVkcmBcxVfOCOl9kuis6NPBRVueMDL6AxA3Ki5iqeUGdLzLdFR1GMP9/xq4kwVJcB+77FHUEZsOdnu6/bSTZRiEjlKtP/MpWhHkMRmMnI8fsgCncgLoIbOAFrb2s9NB0GtvsZOSYHTClEFAk4Rp4mdZeID00nYYzOxk5ZgdsFYeti3ANvExrL5Aemk4FdjLyFRkITPUD1EW4Bl62tZeVHppOY5u9xoGG8gwLbF0E+/nZwa8xf9OiDNXCOkLTqcBe8EC+VsMCKJK4igB9ZIBarO+IrKXx1l7wQL5WA4AtkrhE4LJoRItfsst8aj8026/MthvDdcAKQ9IsoPNEXciFYBx4IjV+QIsZ3WLHycDAnNh0LrAx0xAwMppsXOnkTmH8UlhFIL9k7/22/AsMp7HriE2n7aVaWzJyLcrMse2oBmNf7BgXM2kG25u92kw/xZu7mdD1DG7owt2qJt0ps9dcx/HsnLldNq3Vtd5067YObKbfvI2SkN4el5k7V+n+eOK0/77hZI+4FnZauYGdv9SgFk1PA2+3PbYecTPL++Brq5zVK8Ve8DKtXq5ZRmQ///6tlISjxOH4GTd+sNe5XMtijvXz99weuY/0yGYqq1GSm3Y+HmsyqZnxbWZ/H8vG5QCrlx7ZTD8ymmlyI8YNpZnrDfO+uR3LWedLsh//lnU4iZHN9NOi0ZAfMf4c2zHkdq43B4fORfdwVqI9DmymHxSNhvwocXNsxo1z58xzVV+GxAwWTWC2EgM7eXLm0XqE4YRzOH6moNtx43auN+8lz+3QHRDHu7ReCKWb44Ar/ZBolOTHij/HdvT4wR2ttHkEHFu5gZ30k6HRUDz53B5HM7553uW9Z9v9sZUb2Mw/GioNxfR2xred/c2ZAGed8WtlBXbS3XczTX7E+HMczfLmlrTnpZ+gzHa2YclGYmAz3dI2Gorp7bjx6+BmXPppXI819e08HolGbmAz32lXSnLTzsfj2oz6da73vYXlcMc6SA9sppvtZpriUeJm3Hi5N9kc1rj8MVdrV1kgMbCZ5jc2SsJp53j8jBU348bLMvHfbKc59tIjm2lWY6MhnHAOx+8jxstS+G/EaW4lRnZSKc00xZRm8nlhR+29c5D0OumWtms2Jch6jiObaQpjoySkH4/128BORLfzyNkxfRXZy4P0wGaauNhMkx97/hzb0ejHvX27imbcHVIvccxeVmAnzUpsNBRPZrfHMAd9l3/Q3tlWY/AfZ1oe2+SIXkFNGTSjzmGs+KF/tu0DsLJDmjxbsnFRMM9cAYw9t4PEi/7ZPuoLraWaun3yU8stgOHm5z73+EqdWT1r8joIDK1lmh4ycsyvQH86O0gcRoxf0nWtPk5RugUhT6b2IaNguLn+dnYGepGomQ43P7mVKDc1Owe1AELTmcCHjJDZATsDHSaR2xnlJ5dPcg+300vHdYQ8mdqHjILp6Aqi4ePnXGQd4q5AgNINiHlStZ2Zvgai27np5yTT0TWqJUli95/VOdcVFC89Np0INGTkmAHMC8f4Lsl3OFe57E4JV6HA0EAqo086Jxx7jiCcN35ufHHNkwSyEIBaALCokDST/sigL4EwNx3GknPWJ4erRumhtUzTY5/8DHQAdlQ69+rgf5kGgAItCE2nAjszfY5vtwBGpR8Sh9JHH6oNDWSaHvvkyF6B2Iex5DCwvGirN3HYS9vs+7/RxwxIBxCS5nU1rVCNXI2dK7gzxW1YSGYruDSGr9/ORfuQHvocXKXzZn1qc2eMG9StLdTyRQrSXWyXQUNVmQFQfAa1XVBHtcsD6JLPzSLdFe+HogKpfi1aVgLLDUnTBiT3fSGRQjLHPzzmWJJEgrGKAopKTDFIZCfd9LbPCXJfRfbY7PPt/p9zW9sxx4yvfR2+qAKb6bat7ZEJ98uw5beb1nJwhpW+dA9JWjsmrxG1P98LAUG6Wev89LXdh30s7HBPSS/RKRGFk5XvBZzDYkLDFiRaF3belkOKa57jHx7zENFyyQW8SBHDKT/nIqn4h5yS6L/N6LlPcblkTttz/MPjZWPXuHxWLRzZu6WsXoqVGNjJpCyc0Dvtcib68Q+P+UI9tavXwrvjckky5sKO05v+8BKt9MBmKot9xLPMkn+Of3gs0xbUA7+U+91+zpJvtvCkg1PnToFcu4zAZiarUxLS4zFXC8jLa+FKtvttJDTc/+5c9AzV40WlM728S2AZgf1UYqMkpLfHXNl3bvLUXjZOv99kV7dwP/ZzFU8FHhvpgc1MVqchpITji4MNkme8XDz5Y5vs8ellBXZSKY2GkNIey9iVIs/sZb83R6cW+a0T/0C7vIZAYmAnk9JNE9DAMScU1Yz/9X4lc01EUSmFpexeVmAnk9JpCCjdMXvjJQVz4YrR89r1LrvYBa7DuGb+/4u0/Vtn/rEObZJopEf2U4mNhoASjiW1ftLBXBLd0VTkVQJZ+pVoJUZ2MimdhoDy7Vhv/p3nVOiZWHeplRCJUql0NYldbmQzk9VpCCjfjsX0dT+Rr0XiXwvnY1+LjpTilNlrkp2UlRvZzGR10wQ0QMnV/teqA7Wm+zprx3xVX7NIvI95woeOK+M8uqs24DRyI/tZbkmnJKSH4/vGvvZpOOaSoGup46iksZQ8EkF6YDOV1WgopucTch1TaXfcpUVWK28/L43LgsTATpp900wT0thjDuBcZVbKi8szdJ7cLkEC+R4DWYGdTEqnIaSEYx5YcUqca+WxhvdeUmVxZEh7NK4yM6Vcs5cb2MxkddOENEDJCZE1w3+9pBP+pD+FlLxc+hNxtOCqg+5A5LvVTJjk3k3adtaAH4J7VyDdgeZ10AaqQwOpDKm40N7HBvwcKKs036nni7OTp1V+u22WUoRFu/FKvt6kxV0oHQVGPJnah5lQBoJzZrDJ77Pdz2qxX7za2EAm47FPSPYO5KSdImOv3YnlU37X5qo8jvL+M/0u5tuCfeC7AvHL6/wiu46YNJP+MBPKQE2zmDy0Pe96iGdk27za2EDmXnjskyNDwCm+U5HAxLbJxdXGullNoYFUhvhKLu3V+4CfB3LqdUDhJh3YG9g513LSIvAK1B+FamEdIU+qtjOTkwGA27BwuYCAItUsWgWKakMDmYzHPjkyB9iLOetYRbms50XeNptWXCw62o3rWOZZa8EcUE/YMa4jJE2ld2ZyMgBsh7hZay9j7XrTJheJu/hFemgt0/TYJ0cGgMun7gerzkwSV+Bca8g5PZCnfEz/qh+OBc6D2tB0JvAhI2RGcLD/dN7lu/4GqwBJepyl+c6qqav8Vc0lIfsgPTSdCXzICJkRFJ5qPWv5+Fbkqim1ZcckVSBazmrVxtZS/2m3T0jmAM8UqCUC+8JJ9/PR2ogo0H8R6bonBLWx6VRgZyaU4YHWMOgdKRfXJR+M2ymXUK0116qcUnt3SBCgjIuKeTK1DxkhMwJ5BdVZG/smI4POpXiBsYG0X1G3T0gWg53T0+5tR2uswDJq659drrRLMjP2TW6Fcxmkx6bTBlCdmZyMV3D223NZtFZ4lmnsvQ2PlBVsZVhHaDptVtTtkyNDoIM3dJDcfMqE+FpBz0/gZdY/O/i+6AKt2tB0KrCTkWMGsPB9sWy1iTNfTw1IlsGyNLUyk0QLUEF6aDptLNPJyDEDkAluy67vi5N73y21dwoIBBBay7vKNDJyzA4cArTfiRTtFG0sBkAqqpZN3yQcI7vBOq4j5ElbXHQy+pIhgwOXs7VBOQVoRQGXQi4aBkO1obW8v0WzT0jmAO8ql0tTWyUuKY5rBlw9vWjfdRQYWkvDM9wF6ZJI0nP8w2OId5g4iAnDzDywpWiPBCl4LEWeNTNvXEqRROb54uZPOtd55lEgNYhxP6I4uKH/P5cXl/MaNJjjZEkzd5Q9Z4nOPsc/OMZYiYmh2KUi/S1L/ZXztfEpkGDezP/XOcmX3MxpW+d06OngnjLzorzsbJzq37/rSX8lrhfZ1WPcj394bCMNEDkwQRL+kD+1Cvg+PlvNwLzfX3/nJlfczIWVp25IF84tuf//2XOZ4zQAxzGXS9qUPMc/PBaPsXaiQ8e3cV6Dr92EDGRJ2jlx4RN+aoHbMnPRyFV/1XfeNDLWZBFKtMf83Vw72qOf3iwj+G/T8NIio6fFlduPf+6YZwEvUqQGTnDr1Ea/+yPRSg/spxIbPaEUOC6cZC3Z8Yv0Yl/lywqc49bZbZcR2EzDTo2GkBKOT05bb47sxzdvZQX/bUrfTBPSwDH7QI+5Oqm7P9751B9ZgZ08AMcOa737+vEPj3fu3KRfF+iwBj/6I9FIj2ymwbhGSUAPx1zCeulnBPjdA596ZCeNdDUaAkp3LJO1NZ68yMTjVeNIxvNtPdnobO/aI4I01iTdXzibjSz4IVh1gLOWVqxrHWatsS/jlTeaYTGx4TRy0nnJiQAwmzzgVQfxLpIchVpDA2nUpNsnR4ZAm9Ooc1OaM9f53KgpNJDKkBbxu6ScGPBzYFm0H011vRs/PLrRrUCQHppOQzqdmZwMBDLm+tCabm4Nzm1x5GygA9y6rJ3r3Swq5MnUPszkZCCQYdbl1CCUzBQ49V4U78Z0zDr60LrrYR2h6VRgJyPHDIDHfc/Tpc8ETea79OF2SqMn7WSBakNrmabHPjkyALVduiY5XHIGz/0aNIUG8ihds0+OzAFp4S5vjlWbuujWeVXfnvYPcO5642BH6SFPGoXqZITMHogDXG/PUzuky1Z05U+bliXr/OTWs+089M+iYtI0ctWZCWUgkAT+eavedvDdG7WxgTQK1e0TkjkgTmAduLxN0o1pV03goUfXu1Ebm84cfQ8ZOWYAHH1tPTTQQ++87UZtaC0N/3QycswIxKtY5L29cQod9xqRfwEPvfO2G+mh6VRgJyPHDGCRJPNTmfmHYiD/Ah5653o30kPTmcCHjBwzgFUS36+rzsNlH4nG3NEbjs5s9MObdYQ8abCqM5OTAWBbxKs4aYyUewkts+xM0F0P0kNrabCq2ydHhuCS9j56AriD6g2UOXaaO6e8kR7ypJGrzkxOBgIu1lvqxHfwhltnNqoNraWaOhkhMwLe89xAsxb49mO35xNAax56qza2lgbQun1CMgRFPbY6hJlTYG4gXi/noUdv+6M2Np0GqzoZITOCU9ogacwdnfLOwf6oja2lIalORsjsgDSq0lT/TbpaLkUjoeAAB/+1c70/64h5UrWdmVCGA1xrt5x1SgY/B5dr1pkV1pltpcfW0mhat09I5gBvg9ZJR2qAHz50sMfWUk38TbXOep4e8EPQXe/HP+eH9w72Ry2sIzadOq25KoSnXpA5/sExOumM8876F417c+bA1KklRzMXDl2TyJ85weGa5J0WcWVyC7dQOaW7x3P8w2OuEjm1Uel8rOIO3fzfmOPUkcwrOKRe6Dn+4TG6o4ybynrPjFPP+iY5qfXSzdzC2W21A8PM+SrXrmfx5KbGR42EcCfyrTqeN+6z3aIlK//9qWeaEwpFw3xJbZC6WtQ/tC5evzlOLxiWskkrhef4h8fsCr+qW59burQlBX+fO6TvM3fVkox2/MNj6yqz3i7rnbO/Eqye//+yanCEUzTV9T9zZ71L5y7J2/i+4/SYfaV6F85cP3dp09mZ/+e61Jssc1NPCb5EmtMwAL9XpnXTOEAHPweK1FTNuzrWwJdmvWz2BIEg8e1or79ll/9ikVfyohmCawURf+oJ3qWps9b5PODnQHWQrOOSkFlqDteiDmTJHVxOBTrCURe4iPtOPSzLskn9/FzDPLKoGvPRqYrVzz9pvqFW9Yjj7dCzIs1fpxrikl3LtO/7sAQL0uKCvkJyy8Wf05wV53gDl5z1GVrXJV4PIU/qWpTi6kmTix/wcwBcTehDsl6ySVqb68uuqr02LRCQLrt6LcY8qZ9RqlyXS/2MHfwcAIcPuIIW9ZqoU0IupVknrS6nCFwPrVmSb9lVPZCyrbr3VdvAY0Hq0yvyFS0JIgb8HABXEDhvYFEgQ67oedWzrl6N9dILRr+MdbmTzK/Tz+RYQboOKe8+pB2kAT8HwIsFiwJm+SSdt02B9DbeV413yHK1UHedJeWp1iWFpH9KpL9/+6Mn0gv4OWB9SegXQi+WXSFoOuSK065KMU/qgJO2sKc0tTTgh8A5caxDxnqMcFGgqehcxFovUSRbq7qsedbrrGNLV+kJM5fj8goApN4yNSlFBAb8HADHDzpxzHJRBtdhdenS6WfR6QvrtgnQm+WSNg6XTvQLFaTruNSVol6/Dn4OgH/IuXfMClFGZC29vCWrbVv18u7g5wG3+Fi2SS8Yftcsi7p35qK+GPkUAmcReoHsokDtLPlDs97A3CyhJV2tmmS3SeFzrC33yonJpXrlGvg5AD4l5xIyi4LlhtbSs95PJ+G5dQDXPAso458ZkJ4Nfrgvu3RUNuDnAPiH0PFjPVNw0vBsSP7hutUI3Cnf81rcxHsYqdKW0yneh3MbFFiQ+vvl5zpnrTrp4Idgm0V6UT/5Ij+kzr3fVrkGi6jV2o+lrOqysU4pdDDZU4TSueHGvcLFKKgvhkhb6qztmsgJBIDeIOvMQT+UXVRoLb2U+F22XNKFyICfA7LxWzQNedvEN6YdhTZpP7Jc8+gaQp+PXRSqhZ9NmrmXQ1/H8ui4aqWY3MCXulk3uaeKPjY3cYvpDLV4CXm1UbuuyF1kFrgfX36CVisT/Tep24132GutnXjAzwHu/MxbveonAteQdRpZrxb8HvBL7eIUvmrpkfBoi4VNOtSv86XlSvzmWie1xnknPNdbbz3OYl21Ynbj5sa3Nvnw3w61pj5wvje7NYmEr7XTC89duxcn2Zzbxq3g7h9fQzz8CXg/gp4bYK3FboVvyvscnMPZsSD1FPOuYK0jhR/w84BfcPL45kXxnIZVPTdb4YEb958t439jQF5o1O4pcjcYALiiuXB6XjUEvXHLlRvo8yo0kH7L339VuB8BmeMfHu8XJ+RK2GXhzv9l12zAeizOEVZYdJZBZCfP5OIpqpoj2Y9/cLxO9+O76Pf4fTzx8exlWbmBnVRK65FCrl+KObZNSkzzkvtGWm/6c3NyUcq7zTTBrNGQ65dijm0zEtOkZOXmVUX3nStHg0otVDZyI5up56PRkO+L8hyb3inyEVt0H7nyW7fJMhIjO3l6W6UhbNfycqwpeE9jEnkyndrICI65AL/LfaRH9lOJjZI+WreYY9NHZeUP5nPWL/l6fDq5kZ2020OjIWzd8nKs6XRP8xJoaiIJ1eu0ObmRzTQhsJkm3zvlObb9VWzzEq7wrS3rQZY9Dmz+pa2C0JDrl2KPTU8V28hEJvoe2+6PrVx7HNhPfWaNkpAej59eK7apCf/zqU3GVt4/SD8/JzewmfqRGg0hJRybXiu2qYntHsJ7nFMrQEBuYDNNc2umyTcpeY5NI5N7C8rZ73WnKpGnY/WyAjtpqlujIeydgsemv4ppXiLd4TTPe+Ot2k2pKUXz3CYAg/TAfu5yqDQElHDMY5Cv9dIWENx8b6nfi4eEHnVDw1ElneNj5UY289y1SklAj8ccU9vO2slDhsFWV4eM1NXvHe79t8kbYuNQw9V6QzzLiOzneW0cdJKn/3P8g+NNwoGlqBtj4gBX3eRx4GuvHqZHrl1GZDP9/mmUhPT2mBu6Xmf96uI4msbOQGLw3+bfoWK66GdoPf65Y+lPPFVHxSXDXjWZ6lg5qHcMwqzgwGoqrPOQIwUgH6HTUvOoagr6ZMCpmSQstLogD+kvLw8EWEBIkn5Q9FYg5PqCOGDahxzaxHStnQvOnh++SVhkmvXpASuCtYY8aUJRZyYnA0DRzHF13PEbgfuvauKVRJlWPYGXpPAu+lCBdYSm089EsX/U8vwOfg7IBL9JOzvu2vm16ASkSWa16uYfpOOiQtOp46A3vyDXCQOBaUGxy1f3fTEWrxbWEVtLNXUy+uzbYQG0oLDNKXYtorh0ntpaR9+efh2x6TSTp5PR0BbDyLAtKLA5hbTY5cCQAKnIn4qmGkkfJm1GAuuIefJS+MZMTgYC20oD2lZAi4hDRmPqTbIfs8yPLdewqJAnLTvvZDQ0p7DA9rAoNYR5KTgFqEAJ+Cy6KJAemk4FdmbyrTTegN4+tm3Fqf2uX6SH1tK6+G6fHJkDppUG9LCAFhGXdueW0Pt+yq+qcUCUHvKkdfGdjIbmFAbYHhbHxP2F5oICR7WhtbQuvpOR657hgG2yYRtB2BYRhzzCJVPLAFjHNSwqJM2kP8zkOlUggIYWpl/EIcUgs/rIQXpsLdXU7dPQnMKAsEXEIX7iZdKpwOInrunRXW3x0mOeTO3DTF9tK6ArhO0XcSySmbnq0F0rPbaWaXrsk2tOgcB0hYB2DNioYZWIl3YoP9ZTEoLnem5lURILg3XEpIl0w0y+XwQA21ZiluCvRuYPzs+6/6xOxLPSQ2vpF15rsUjYbtEem5aMb9t+/4kFn0yBzfSrrrddpJf+kA1Av0PshIgfN49o6C8ZGk6zFjoVDR0YDYBGjdAUEbb58AHgPlfMKkKe9EOm9w8k3/oQgO3vB730oMue21+bnTd8GmBXxYg0LydpzORkvIAaOYS+dbjztntyWEdoOr1/ek0o+XJWBKZm05ZEutaE0LTQdFXEto9YKRuRpinDPC5YP2+f4587PngA86J+8/k+Xou65zeZC30Mf/8c5/0pqmlCGjw+eS605oabIJgNjnHQtWyaRczR2FLzxK3cwH7qOGw9esm1EbbHpqevdYVZd5b1vkFnZNsx+d1+KrH16yXfavg5tq1z4bluXVvG5WWXAS2L3+1n2fDTIrNrJmlFYtFvQGuRLxHNfp8kV3ZeJEXtvitWTdvUf+OkQM6jPV6sWJSK2ySZc5WCNYt+A9o1g7EKkAyMebmU8uRWALPuqrxUXEbMkErdJcF3P1Tqg34D4sKY9vXkEQrHRcU2/yBOPoHkSrToNyLJoNTRIfoAvpE82Divee0fUl64FxcxpFIfSvICPJIpXppzw+h60K1u6R9bDyp1GVv/OPSLivly4V0AeTkOlUO+Vq56PR6S3qnncZYtZf26csv4sJmKe0jIUzp0Shqp7mr4Lln7h9WDSpW69a9CJ/yDIZX6CCAvJ0D1Rlok/7X+5KtcnbU3Gi7jw2Yq7iEhT/mF2J3MH1HtZ50ngzb5AJq0wqgLf1nGB0Mm3FDSIMChS9IE9Yk4ayKVdphiVATVf+Mb6RZeXpYRM+RSuwAa5LyjRa9A8RVsEnBgJNmn2lVuluKaZbneFhUzpFIfEhooES2HfBAWPVfHIYnCU0WSL7jqM9dJjW2m4h5KGgS8o3rNiePiqE9SKbNZ9nodo/DYZiruIaGB8gtti6QhTvpGOrkmZDnqIwgRCkcUM6TCHwE0yPlC+yRFsfNckeYn6pWrfoqyvS0qtplKfUhooHTolKzKpcqRJGnNpBwQSEUUM+RSuwAa5Hh0GSQJzutc30iHZAxqNub9KJK87esoL8uIGVKpDwl5Soc4A5gDCKWiWZCKmzlEtmqklD1+q6Sebi/CY4ZU6kNJXoBD4iVc9YPsfvhIZqcmeDmpH1ZSOQ8JecoB7T15ltteSMKs1G/PWtm4rvP6IhXQB0Mq9aEkLyBA9aeTtOFa9LzItNe17t87elsGoA++TLgRQIOcTyS3QNFPtvs0SgbwerwsI7aSi+skNFC+o1KvQEbnXBG751Ytj+b3DUs9dIfkhQOK+VLhDyUNAhDJTnPV3geMNoOOXSiPpQrfjHBcRsyQSn0oaRCAaGX/7DbpE/F+iPMtd0qcwKODw2m38LdlxAyp1EcADXK+0MZd8Lb50B+SGyXwZ+gbwmXENlOpDyUNAt5R/Vm5JnRTjxJ/1l/8b+pBcQiFxwyp1IeSBgHvqErlfadk04s4fs1uy/wmNbaZi+skNFC+IxXHVQbzttWHzsFvpBvJX64ctLr/sj6emvC3ZcR8qfCHkrwAhzgHdt6OyVyBDa0zv582rY+7hfM9v2mHab+MmCGV+lCSF+DQKddVmRs6BKmchd9ImwYcbuG7nH9tU47L+GBIpT6U5AU4dHFlyHa2H5lnfTW0cueim1L7X6DwD5upuIeEPKVHXIKyXWu75sqD7m8LllMbvK9SjLgd5zIK/2DIpXZK8gKcHLnK7ltW5UiR66YReyf1w0omx5DQQOkQ34P7vLSrbGekTsRVnnp7dSg4qbHNVNxDQgMlIoky79UZu0p7jX1Vj8Z6CprrzcIpmOxRfBMeM6RSH0oaBDjEJW675g/diP0bu+bOMroeJPnQ96LUv7ResyAdM+AWFfPlwjsleQEOcb//edfo//2G2YVEAva3VPZ27Iu0LfHCY5upuIeSvIAA6dmRVLG96P593fnjbte++rMW5+6bBJP5fcNIu2y4RX3wpcIfSvICHDr4ZtlP7WZ17yonQXqOJbq97/qY2bizwy1cN3O4jA+GVOpDSV6AQ5x9Ne+XuhDur7NFkEqVAMxen4/3++aUczWNy/hgSKU+lOQFOMRul/mo+8cbzYJUKn9k3Gdn20bhHzZTcQ8JeUqPOD/mqPvO+/3L15wmWd/i+Ptp18Cik/phMxfXKckLCFB96PC+59CUxllSw7lfi5457m51I33o4DI+GFKpDyV5AQHSe5fPxHzUINcmvWWOTX1xG9d03wLqo0u6vxxtigks6oMvE24oaRCAiBtSzEcNZN1oF6TCT95MHMtSpfJdfuioBr+MmCGV+lDSIACRPB+PY26IxR3ajmw7+bv8WOtAHPbXcT+89WUZMUMq9aGkQYBDHPE4ij5JN9noHXUbLJsRPjvLi/DYZiLu4pJW9vTzaTTg9w4kD+aqXXokBe6Ss8TuTKaexM8hgQNGs4RitZ1hbDyT+DAQ0jnAd+i8icv74tkpM+/LVYf2GFIH3yT+nbmGPEBxbD3T+PARkjsgHWr2pVJLTyNt3T9Pq5ySXf3Zk+wGZ21agguIzafxxIeQBvovNEtKQ3W8T7N0+ynqL3QhfAzF45JihlT4Q0mDAERS0z/X6VXTIm2Xr5qLscgVcu0tog0BfQjF46JivjzfpVPSIAARz81pKbGMDoMwhO8D83YZMUMq9aGkQQAibQsyl7e4OEa7fWDeLiNmyBN1ugAa5Hh0CGqJIozq2/Yzno6Lihn+kAvTKGkQ8IXYpcHtc14C+k5qbOUP2S+NhDylR4tEu+t9LR0el73GDzAu7uLbGJiHZcR8ufAugLwch2o7pfUtaA/CP6zk+S6dhDxlgPS9xJ112IdVANXsF4iSY+zbh+nNoj7Y81yYLoC8HIcuLhtZzvqYuaS1UEWf8XRY1AdDnhnTKckLcHK0R/tValKZNKJq6CuCDsI/GPIEk05JgwBE8yQtaM4WtLchfBQXW8mTSDoJDZTvqN060hepJ4ocgt6i5C7a7cL0dlEx+x9yYZoAGuQgWg5pc9RSzABhQB+XEdv8Qy5MI6FEwLprd6YWtLchfB+Kt1Jjm3kuTKekQYBH0vmpJY7xPb/u6ldwMXOMffugvV1UzJfnwnQBNMh5RzUbi99d9/ZqrWgRpOlPEE93kXBcYsyXp5t0ShoEIBIPxFqONILuhMc28wSTTkleQIA0M4MHyt7XZnmLoLvYNwiPGXKpnZK8gAC124p/yOts1+MhSOMOGOyHZXww/CEXppGQp3RIdprbPLWItg3ou8C8lfph8w+ZMY2SvIBPxPGY+0W05DFzH6Y3i/pgyPNkugDycr7QIkWk29ryNCBmjrFvWMaHzTz5pFPSIOATXRLs3F5j5hAJx2XENnOpnZIGAYi49RmjmjbC+85t398i6C72DcuIGfLMmE5Jg4B3dNUrkMN5R/2Rl0PCosdbsB+XETPkmTGdhAZKRHrNFXWQypfTLO0Yf0N434fprfCY4Q+ZMY2SBgGIpNfvdp5vAX0fmLfCY5t/yIVplDQI+EIcnpu36yovCMP7PmhvFxUz/CEzplFSIoe7FM77PB0vyAX7XdDeLiNm+EOeTKOkRA6PBuEgqcbPMJ4OUfIhoG+XETPk6SZVwKzpJh39BnRK4Gnb64/M15x0C/kNsXaMmcOicMEffHnShEQe90OT+h70GxEXfe+H7jt9dN1G3j+s5HI6CXnKL7RORcJ551vIGoPNPmZulvHBkGd7dAE0yHlHLduDf1btFN9+8vOq0XWIteOiYoY/5n6cOi3KUSJaJJw01XOF8XQXFwepsc1U3ENJg4B3VH9WLkVuATwXT3dxcVhGzJDnd3RKGgS8o61ec+UJ4Ll4uouSwzJihj+kojRKGgR8oY09ese61nQfCGC7QLSLoNtFxQx5mkoXQIOcLyRtrI86sMohCG67sDQuMWb4Q5pKo6REzsFFOUeNTWGs3UmNreSpKJ2EPOUnKtyk5N6vtXi6ja77KLkVHtvMU1E6JXkB76i+9U/OKjzK1dAiyOQi9Vi7j5mbRX3w5ZkgnZK8AI/Yw39cUxVXo+sLoCYcI+hmGR8Mecpp33aQ34Q4JMVNu3b8dm92n28HmXKwlflgyCLYq8QRV8mhMuDnwCYxvE2em5gIACkCoYFMxmOfHNkrkBj4vknQWR6JN7geADkBLrhvpIc8mdqHjBwzgEPK1bV3PeQAYCwf1IbWMk0PGTnmGMhOdi4lC9Sj+NBemnTS6Qi538EuQCYWnfIMuoqEwE8NTbj0BNAbGk8ldgZCOgSnzB+6agcFTD5waQNGZGwwzYXpfITk70DsXxrLvlpOAKREGMWxvTT7pTMQ0r2Buea0TBLFXuY3hMkQPqnhWUBMlufCdEJKxMwStdahZA+qLTwgvwDzBHyCg11SzJfnwnQBNMhxSGaUbC2JB9BX7gEuKmbIpXZKSuRIBGvZW++XXcYF1TvH5R5A1gAKjxnykJ2E18qhUdoH/QaE4SQMNfFrmAeblJf/zqI8GUfOQA0ZGfQb0CZjjKr30CHMNsDMAJfuAOcYz3/MnifqdDmUSN0lhn22VjS8l7iRysE0CVxUbPMPqTmNhAZKRMckNcn1wYXJD+9JDOXFikV/SM1plDQIeEf1Z9U49dxQeRCmQgwpDXZRMd8fGtM0SvICHCoyAal+rfpsA8gM8OkOdhkxwx/a1DQB5OUEqKbtbDJsaW3pN5AYYZfxYfMPjWkaCXnKAOktII2S1q1nEdk8AZ/SYIR/MOTJOEq562P+QT+PeL/BT8uj5gZBfgFmBnwkTeASP/j+kJojcnpqTkO/AUl75rW1psLHPL4CME8Al4jLj/n+kMTT5NAg7h0d5icvV0NF0Pn2toIlxgx/SNRpJDRQOgEaw27Bd8w2gKwBn+5gX8i4jJjvD0k8TQ4N4r4QT4/gxO2atgOZCC6jAJYY2/xDe5tGSYOAd9S6vXBYdNb9kkuTQOGxzT+0sGkkNFB+Id6azDL/7pfkJfhUCLuMmCFP22GPzLbq68Gg34gkhr3WfMyvvAQUjkuMGXKpXQANchAdpwSNyzmir7wEt4yY4Q9JPI2SvuXcPyRHYvezZr9A7oHLIQCpsc0/pO00SvICAtSSeJjkuKpUyD1wOQR2GR8Mf0jiaZTkBXyii/dS21n7EV4S7dahmz5NApbxYfMP7W0aCXlKJ2CSRJGrJjxNEt/WsZo+TcKlO1jhHwx/aGjTKGkQ4BA7JfZpOV/QV16CT4Wwi4r5/tDspgmgRJw0WNpb2yrMGkCpsZU8UaeT0ED5haSNfSu7dshlDXwkVMQMedpOp6REDjvguey6donhKOGuM1ejPIHpbRmAYr48T2aWdAfdEhr0G5EG5lvvF0CYNIHLwCXGDLnUTkmJnF1C8aW1sIEQiQt1gPDYZp4L0ylpEPCFpGvRfrYWNl8JFS5rwy4qZsh7xnQBNMj5QtyBg2ugMd3hJfnBLSO2mUfF+H197343jYp19AtRS3/iyKNOU3bIZSlgtoFPkzCZIB/sf2jZ0gTQt7jl4lfpsbTmIpilANkGsIwPm39o0tIoyQv4QjL0eD7q1u47g8Eu48PmHxq4NEoaBLyj1t9I4uI1LP2VpYDCY4Y8padT0iDgC8nAk2O/asyW2w4c+/WWbYDCY5t/SPBpJDRQIlol2l3qFfiVpfCVXhEz/CHBpwmgQc4n4i6bx7lACkU9V5hfgMuIbf4hwadR0iDgHbWkMr6vr7XlENgUChQe2/xDr5lGQgPlO2r5bzcqU2s8UpMmFkCv6RWwjJgv3xHsUmy3a67sg34juqQOTl1oyy71hNfcXqy7eP8Vydz6pcy14aB05D3mtutih/La8uolpLGulUGKK/dpfmM3KN9JdHE0SEV0cBbAOtXOXIe2Z13bS5fr587a8ZPbtHKO8vmy4Jghz6rlt448XgjQb0AyRGVd9vrSXcrjpl9ncRnVl/UqXsKl+mE+bP5ht9AoyQv4RpfUbx0NlX/aA01uKxE+120OLOPDZi61k5CndIinvPBNUhN5xS+71fPITVtvyppyuorTctlehH8w/O2lu1ZXh0G/F8RX517veenGt5a5ZnyuUtul+1UZVqKpvm9WHvSHdxdTnrX31IN+Iaq9+WatNKqvUnFSTEtLR5XSnpoALHM5tho2WgvHHrap9kYscjueLW1Q2rrWbJgPLfmro/eUI0C/AWFLN2z3dojwq14qvKNgH8FSkbg6ap6YpEVt7bWCvQCxT2CsJcv8mPm7b97kc9mA3zsQb80lXnhOsP7nE7kgDyvOQQt5UrWdmZyMVyBk4oiX6lsB5QGQdgbrCE1nAh/75MgArJvkEp3fWVg+hcyoDU2nWYKdmZyMVyD2N0kMPGvjH8jpstlZID00neYPdjJyzG9AE6T48cXutgpOAZoXB0lnVnpoOk0Z7PbJkSE4JQdHHrMIILcLUrZcVpmRHvKkajszfWk6JNVpWSooD7A5X5itBesITafZjp2MHDOAIilNa0tpNPlWqDC0kOYLdgJCtg/Ag2XvPWVrqwRpZnGCWGwwTR7sfITkH0AqzpZ9e02wes0M+zaYphJ2PkLyV7CrRrlejl3/5Swd+LyyOD8spkoFdz5CcqeEh1f3vfprTlXLt7KaY4t5gmMnpIH+HdVmafLdVJ1lE88xY/SWbYWLiBnyPMFOQgMlokWyK1pfpmVbDcIUsq9ks5ghb+jVKWkQgGiVXfw8Y0bVAugt2QyXETPkOYRdAA1yXlF99GySwrSsNcNVpDbk0stgUTFDnifYSWigdOiUj7raswkRZmlh7pVPE7PLiPly4V0AJeJ2SVLQSY4eYQYXZmLhomKGPN2xU1IiR5xlLU3pRrNBr9lWLfkRlhEz5DmEnZIGAYgKf6usxwn5VZhR9So8tplnDXZK8gI+0SlJS+dUswYxLwvyq2AZHzbzHMJOSV7AJ7okMemaa0ahPA8q8ilkdhkfNvMcwk5CntIj6dAwLceIPvOyfCqYWcYHXy68C6BE3CTdG1oHp0m68TeEeVmYbQXL+GDI0x07JQ0CEMm84W1paaOb5P5sb0ljiHAZMUOeNdgpaRDgkeT+1HMsMaltm94zqmy2FQqPGfLku05JgwCPmLK1l+LervNWQ0L8GxqEKUwu2woWFfPliXmdkgYBDp3iLZowaekC9CYcUcyQS+0CaJDzhXbJEmotk3Z2ZG61ndJnkhQuMWbIE/M6JQ0CEB2SF3TV9OdjWwzCnC2UGtvMU/E6CQ2UiLRaflpfEOZsDblXVnjMkCfmdUr6ljOfkyTUbA2tD/IJTS7byi4jZsgT8zoleQEenTJjYs+Slj7zuT4YcqldAHk5n+g6pAL5eEEuhQmW8WEzzyHsJJQImDZNRZorkqSls3Ypg5ytj+yuD4Y8Fa9T0iAAkVTE7zVkfiMZ4zC95mxB7hUuI2bI0/Q6JQ0CEEl9/F5D5j6/CqTGVvLku05CA6VDckeee56X9ZVeFjPkZ+6S/iF18N2DfgNaOETWhjN8ZmKhcFxizJCf1S6ABjkObdJNpF5lS5FcqL1ec6dMnGh9yWrS2EsKmVtUzJf3JeuUNAhAtMtshHl/SxrDBC8UHtvMo/udkgYBiHig+nwsB6K3NDEUHtvMcwE7CQ2UDvENcawlS+L6zm+LGXKpXQANct5Rvebk6tx0XJNLDIMEL7eMmCHPkuiU5AV8opM3ZT0z6itNDJbxYTNPROiU5AV8Ip4Ez7lQNS2Bv62OZ0afzWED4R8280TFTkKe0gngBBn+pqjNjj4Sw3wumhH+wZDnTHQBNMj5QrNkTV1bQ6tBmCbmkr9gUTFDnrbYKWkQ4BC/We5XUL06Wc6N3pLGMN0LlxEz5FI7JQ0CEC3l/pHLfDS0CqqZEJzQ0TPaML8NlxEz5BGWPjqGAP0GhCNnOO/sRvqenzi1iMuGa1CKr9X7/xwH6Hwx5BGWPkCGAP0GhINnZLQYn5aKRPj2tgxcYszwhwhLE0CDHEQ4XgZHz+ySTdAcvPsqbXaW/WVRMUPuUucrabq0b6ZBvwFJutF9eqqHX3rBzHvz7538lyqcN/CM5uqJ5ZSuqSwFbO4vDBb9wTHcBJCX45Gcq9peSp3oc+09xl/L/Je1KHflPKm5DW7nqDB7h69xiR98fys1FwHk5Xwhvq/+6SwCRZug6paQHjitXT0s6sNm7m3tJDRQOsTPXB6RJog9SzPneam4VW6y2ucdpcY2c3GdkgYB76i6gvkpO5eloU1Q9QRecuvo89gtI2bIXcGdhAZKRNJnfD6bI0iyYerzYD716VDnZ6DU2GZeJN4paRDwjmoFtVxJV3XaNFRdD0USocr+soyYIfdTdxIaKBFtfLMsNf3wRpug6l3Rs9NaectTttTO7ig8ZsjdvZ2SvACP+Pm4zHp2Fr06z9a8Wx4s5/Ii/MNmLq5TkhcwoFNQ9dvz1+VSX5D382WTvJ36HbroGa9+KUlprL1JcVEffLm7t1OSF+CRZKBszd+/a6egc0TLpilS9Vt/08FU2nthkdfz0v0Hdokf7LkruAugb3Ezt569L4Kl1grwJmSpbRMlv5+riI9xGR82c49qpyQv4BNJFeBSW9ghcgUJWKwAi/pgyP2rnZK+5czsvOHqilr3ivURVuqHlVxOJyFP+YXuu5zPx1VdwbNWUtQKNSwdAeEfNnNPYCehgdIh6UxRd0jLIon0y7S8ICwIwcIOXEbM94dS50ZJiZyVryRJrh9RkbyKeWuVLLZ2BZcRM+SewE5JiRzunqkVFL//vstDfEWKXUbM8Ic67CaABjnvqPmpWcDeZpQAcpUssIyY4Q912I2EEgF7kRqIGkbbZTBVQ1jJ4itSrPCY4Q9V2Y2SBgGIjl1G+BztRpJqlaMVftpKFqhPwRIct6iY729V2SKAvByHZH7GerZaqlpm81Z0A8v4sJk7NDsleQGf6OT3/P0Z1Ao/bQkOFsjAMj5s5g7NTklewCe6OCt5m6e3+iAQ/mHlD4XgjYQ85Tfivf3Wdk8NvRUvgfAPm38oC28k5CmdABnnsa31Z534CbCttUIKa6lA6ofN3L/aSWigRKRZP1srNdwlz6RWMxU9H/XqxEIvFB4z5G7KTkmDAETii95qezh5MvLc+eqmhKIsV7ClE3SqQ/PgzfTWur5L1v+29lkGco5re4MiaQ1Lq2yDkxHrTBZ86qfmJZ9kBvwcOBb5WJENYAe8nnPf5JtfHlrnumkpzTYYsCDTxMnFnA3Bz1YDfh4s8hkmO41Tmj/cJ0eBlAHPsns+CyeO3LvUyQBxpuCiQG1ImkrvzORkAFjZxb3M8sueRTbX6lJDtaGBTMZjnxwZAK0YWqQh8CnBndv+CIowT8s0qA1NZwIfZnIyAMiokWVb9Ydk1+OyiRvilIDWsso91YD+N9r/dFnHdYQ8mdqHmZwMBLsUI8gr8iyyndcxBNfM3YAWbQ3jAP/ei3a7wUWFPKnazkwoA0EtOZekgEvabi2HhMhBYGwgk/HYJyRD5olTcJZrquWBDIps3TooKnAVgcWrjU1nFT4PMzkZCPTTU4sZpaakFmpc0lXr3gsfg/TQWlrJ2u2TIwMgcyxkohUDbpFUPz+vdTX/sk/yL/NqQa3dXP/ppt6vIyRNS0g7MzkZADaRUUvednYYr5qsi2pDA2mpLV+i6ypuPAN+DvC4CK3BZzBLgYOeDW4twnX5RQVuInBUC+vgRw/vCK6Bx4L0DHYZ5DQB0EKWXbx4lzxz1nWvQP5Mp07wfqOvAxYVmk6LcDszORkINmnjKpu46+Tco3U7rgGA9NBaXhgsXyIyR9CAnwPXoh+F0yAD1IYGchm8kT/F6WLAzwGJ5t1XXS0GlYvwqLFVi7reeRDvJAZMaQFwF0KoCgHXcHPUVOOUkqAqI54UHUJXRvWhwbTctvMRkiM4tY6hhk851fT+p1o8hUi87OtVyyrsAmLzab2t7MRXnQ7zgJ8H8vlUszmndZUNey2bsiJhNbG9VFWnI+R2QqQK6f46UCGbtFitGV5OpEWxxTydohPSQI9Iv/72FhWXQoq1jqtoSH/ITf67JhsXETP8IZ2iCaBBjkO80dj2NqyB3wzbUQt9dxmReWwV6b+t7d/k26wWVuESY768JlTaJE4669eg34CkoeJ2tppEQEU+HEtNUsFl4BJjhj+Ur0oTlGOp5asN/UbE5Xv7XB83F0fPtmt7E+7khDZzcUp5VXEd/QbEe0zOgK/VW+we3WvcsaM34YhwiTFfnvnR5dAgzkldJB++BpO0E+R8bC/LiK3klZ6cxLRvpU2LaOjn0Sxl6fdVvlc5p8g53sRZ4R828x+ZP1T3Q0eNGvR7QZxVfNSCcrl39+q54e80TtaveTEN7S+LAuSEx+x5llKXQ16cQxen6exHnWTACVK3gOsAtI2L+rCZJ/R0SvICnBxJzdvrJmjWebLH9CL1w0qebNJJaKBEtBSZddqLwnjN9Yk46+jboxXlgdTYZi5OsoNr7wGDfi/oYFSrsA6pbDlr0/lDCkRKy+EC4biomOEPUpsAGuQgWidBrfBRnmXXPr8Ij63kuS+dhAZKh3izesz17Ihn9f4d38TFVnI5nYQGSkQbx/qOtaYt7bukh2+t8EvS7FttleQYz7WEvGgb2foIwmXEfHk5YxdAgxxEvB24T1hLb5Dxqqt6qOdTku6X1jsflhHb/Fs547G3yQId/QZUdNhnLV7Qgap1NLWTiggXFTPkOSxdAHk5HvH3xtGiezpC9ajhNJ0Lu9dewbiM2GYurlOSFzAgrkmpYxhnLvO80dWqqeQvl1bptovwZVzGB8Mfai0bJXkBDl1yJV21k/XCj+TjbE3nK6oFjJp0v7ws44Mhz2jpAsjLceI4Ffz+xWq+jxYlXfsBaB+X8WHzDyWLjZIGAQ7x90xZWmoSv1vLVADVzBQUHtv8gzg2u+51JkNHvxHxy6z0tq7yb/P5JhWXEdvMxXVKGgQgmnmTWra9Ru35jixLa90KUhHFNv9Q+ceGaqqcQb8RCeXeOtBKEUivkdqFcjne/juDEjlFzvkyS1cXA34DkCRC8WiVedU0PQGykVp0Y182SaecigXy7ItNZ5EI6Ri8LuLoN+DnAW++V31hXYtmuKgHa5Z/0YTP2EDq2+9WCE0iAGb0WYOX2Xr9IR4Qmk5d590kefsQYrAy0A1unfahgezn4laR92em3HoG/Bwo0s1FK5POmtYxawhDfH7aact7SK3vFBy/1v+MDnITKThP8VnvGg0Ltf2hFoY/HVojpAf9BoTfh/jtiB/E+LWOroSYIb932oLJrd4CDKe4AMhzOcMtFltLcxYkKKP1wwb8HOAx79z09xp+K2RGTebmLpdmEmp0WxY1aSQ5JE2kH1KgsBxSXWzAzwERuGj7pTLL9OFdcl8Lfxi1nouHTO1etDmttHLnEPE1WLMgE/gwE8pAcG3SBlA+zIvUANQBtKA2NpDJeOwTknkgYcyiJ4CfS8slD4QiMwyWQ/6lyOdGzQkGtbHpVGAnI2R2QC4hTZ0oHF24gewUik44PuXpU6T+5/5IH6THptO3cicjx4xAHoLzrgJlxuIsm5f73ctvZc2UQ7WhtVRTt0+ODMAsfeqWulOwQGoB11kyLFBgaC3T9NinL2apNb5fCRXMD5AuTvfzY+s/5P36OAe1oelM4ENGjhnAOktzOfEolEOeafp9jQJDA5mMxz45sldQN3YywVN8OaXIlaa1WaVIf3kNfKDa0HQqsJORY47BdmgaqzBv7CS7gWiS3ra1dWA5ZZOz6w8J6whNZ2ofMnLMAKQP/Kqfoqc8+9eiD5NrVrJjUBtayzQ1Mn7oGvBzoEjKon4O3oDDGfr5dc4SV9eOq+cizRfr63eR1oc6PxvXYVcYk2bSHxmEmhDID7npF9g5s4Nqm/bVS48NZDIe+4RkHhQBcgmdEmbT+rEbnAIWPWnSyk7ui3ORZFAtawDpMU+qtpMRMiPg8l5uPncokPil7JPPddK46+bVxtYyTY99QjJk5kYG905Drv6TR1XdQMK/584XV02oPXeJEmoXbVAbm86TUxsZOWYEEko9VIakxW769jy1ed5x7Rasg/TQdJr7qWQSeTHg58EpXdLkHXluh8RPZWt2ikflBnKiL1mHugJROiwq5MnUPmTkmAHIyIP7c0ZuBW4PzkBT1GTSphagotrQWpqc2u0TkiGQnPNdh5dfszRHmjT9b5Hb8zqmQWBoLf0o7mSEzO9A83b5qtm3mo8qAym36hXgAq59nQfpsek067TbJyRDwNnW97enXig8/ej+uNXkVwuuVbud6dAIqzY2nX7Jdvv0wXy/bhiUo4K9g0taT+y7pv9ZgbG1PEe22SckQ+ZJ42WyW7rEjbmfdYTGKUG/VdM9Odn5Frh7tbHpNEe2k5FjBjCLJ+KqfhVpVXiWdRAYGkhdZ90+ObJXoA4y9occk2a1LiaMdz8kTon3KZBxozVVF6SHPKkfzUQlkRkBP4GPRV1Oi4TrtDPvpTGnaR/VhtZSTd0+OTIAUsZy1AeDVEgfc80tLdJDTs8tCAytpfmunYwccwx4wjbH5DSDVMc/1jEuVm1oIM3j7PbJkTnAEZo6Y0K+845909RHbUqlmX1Si3Csx6g2NJ0mbnb75MgA8PQGbjG1KTOfAJ1NfX8vXxKIq72HJo2K1RRU6ei01qxTKz5kytP/JMyw1L4/D/oNaDukR1X1Zy67NMKqHkxpsn2ctc17bCWXwxHLstREqQf9RsS/V6kNmScZ8F5q2dy0S9Cn9f3Z2QdSppqYgstwUkO+PDexC6BBjkOc+V22taFFkFIWfv+WWprolhHbzMV1EhooEfHAu7m0JEduQMTxKT3Hp0Sd1tZnfpufUJoTHjPkvvdOSYMARLIrLsfUOiZdTFLTIU9OtS9bneODwmObqbiHkgYBiHZOEpCPU3X+M8mx1NxEiYLWNjhOeGwzTzirlPojP+g3IA6qzOWsvc9kfkQpbSgGSMVlxDbzjMNKWTMOO/oNSJImSk33mdj5w0gTASa5ys46MgSF46JihlTqQ0legEf8YXrWjtCT5ImftR53lgzkcrYcQ34+lrP2NZaMw1Kflm5RMV+e1Md1CGfLMn7Qb0R85s6pJlRIy9vydEJjOVftNhdbSV0F3QNGzh1mAXibnB+Kt/qrtq87OVuXI1iLNwAgP0Xs2jn2q56ijn4e8ZQdeUO/JTJhQhLmTkHq2AdD3iusC6BBDqKFb9njqhm73KCAE0BqKh3kCrmcH0hWwiXGfHm2WhdAgxwnbpWEhyqAG+zd6GyZK5Ac4hJHTFaLS8DBXCFcfqwl9Qf3tAd6z4FQwA1N50V/fFcAbUuWJxmLpdUsRdpVzfrrYUZFyJM6wTTWKDEJA34OLNLFaJfA46lNpHat0IbCXqjLhZJiLICGEu+INHU4dRnkNCHQ4NLyUthr63JhHaG11GXXY8vkAs0AbDway1JtiSkWxGL5rl0HrFDVXhoeDxX8IbO+5cvTkD3vkHQ6L3WI3q7fkz0h2OYnu9xlm2btMsIxXT1mzzc6/KseU6kbnY5+A5L78diOtgvTD8GakLHr8+56efhj/q/L3IUEZJ8dbU4NnrYPnXnFeLuwyGU9ALDJES5nCfKPbAWxvUxj0+lXuTjod0ldNeA3APZp17Ek9zOOK5ZarSUWbGGpla0Rc4VuthpPvpa2Ou04VJHn0PfNGQ1bNYdgU8fF7/f75qozkLgBS+llE9IluVUmLPI9ethilFeGXKq8P+faTvRBvwFtu7xpaz9TfO/iWxE3E7HNPNu+r5mGM4AIz5V03iybNrLBTYETjouSFDF5TY4MFqVhVnkrHhriesDPA5u0AukskC1SZn2mv7wV4X1p9gqwiyi7NPTQDhSxnDz63nI4ySV0AgAykAF7kdBAGgfuZ4Pw1LjzpI8oE1ldp6LAZnbBixBekbCzsWc9Jk2z2rpJcvZftlFVxss7vG4/QgNpPoxm5hbNh+ng5wBeKPZXhd8O8nxDa3+obmw+AxqdHYjsJzt++boHITwkvcskZMildscQjW4ih8ChZAW4Jzg+a+A59MGQS+1eKxqdb4gsiXsQ4kMSnufOhRcz5Duy7mGlwd/qELg00WsIctyrB19L8HXqPrJxXxdryT2R3cNN/3l/NyJ0KSMlysEtaGwz23E9UQLCkIGPH4BfHvlQC26Vbdwhtp9787sZ+m8IZgBCetwr27DHl5W0e0UPQZGPngGwgSAbZfFK3I4edvv2AwqDcyFxHlpqkUbyQVILIPhnmf1Xnf8Cs5nsNgf9umR6lObXYUA2VJHGFnvcmVwQGgAEfIEZNHESGrvhNMJnw+yh6bzTU0tqoCEfwwBIhIAMBJABAjdJ0DtLjXzbXBSbpRKSprkoPQ2IgnQmbdFmknEgCwY1gVr7BYefWDpld1uK5VkHUgvSPJ+eb0U+b8wCS4Yy5AG3VfcU5JqF1tJdYM+ioyEB0ADIvANm0GTLYrBgBtIJQ57cD9jyEMnnU1oAZCADS2hswQakj0Jiacjzp+xMSeMll9OLwCbTYijBxghCA+k3Ss99JpcIjcDmGVv7IMMFMU5J9d6W0ZoBeR5wSxgnlz2Oue42bdvaBxn4eWU/vFyyfMSTe85bGQC5mgBXwWCS8S0zaoLPNyzLsCUQIU92xzw/F/nfzgKIU8GtgDcJ1CHZEw0/QciTVgNJrcwq0wMM+Dlg65CgQun1k0+vaFsOej+uZYbGUgbTFqTPc94fcPKRPM87+HlgO9ZCL9tLmq8ep9aF6dwdTeqTznqz+gtj0+mLs5ORY34F6rO3HWtlLPxcND28Ae3myU/VWTsO4zpCntQr3JnJyXgD89gd1vaNveSym69ptmAaFhXy5PmnjYyGjrUG2Iawl8w6XNS3fs1SS1aBVRtbS1NOOxl99dcFYNvXXsui8a/Jq40NpCmn3T65XrkO8DNNn+fXyrvkZdF9J2iyILaWaxIyKZt47eyrn0q2V+4lbQjqg+EG8pRYq9rtUWul+z7BAU+6c+8yyGlCYNv8bjLqY9snA7ZrWEdoLdXUyeiz27AF0PMX+uvucivoow+lh9bS/NNun4ZmvgZAz195WC2HfiMCkB7qt8BrUBuaTj8YOzM5Ga9AT41tnAstdWWTK6NdvfTQdBoD6/bpP9+/1wBo88uW+V/WQROA0FrqMegteynoNqwA2vzalrqnzNx4VWsBLCrkSdV2Zho6+xoAvXKhi+4lAVD1LV6ntDWtMmAdoelM4ENGvn+vBbbN7zxNm9Sv13SqirSJxSWTUOZlFB8az11cjZtcv2EHrn+9t69tt8uzT+WzoabfNTQNa4mtZxofPvrqPwwAWuza5rv3U3h6PsRQfmwvda92Bgp6/Tbvo/SoqOkOi8yy2dtE14qWF5UWxfb/4F5t9DSI+UTQGnjl0MZ66EAet4jYSi6uN/MlQL8BYRNgmRC2njUDFsUhch2OQ4Y8PboLoEEOIuxeLB8X61VT0FE4otjmH8IQjZIGAV8obhY8T4dkVEw1BR3Rvl5mUbjEmC/PPeoCKBGH7YKxlbAEjLa5pqM29LaMmCHP8u6UNAhAhF2PpdxtqxPvPQLhsc081NYpaRDwjmpUCjobn7xr3NajZS7PUgH8JjxmyKV2ShoEOARNmGW3v7UIakUtggrCY5t/EMcX77GtVVxDvwFB2+X7UmIBx7S8SPW9pCObeQp6pyQvwCFotMxzyfnfWrpORTWhmatZmnC3jJjhD1HqJoC8nE/00XZ55kLi+y+XMi7qw2ae/N1J6FsAdojmLwD+tzb9FxBnBRqpVvgHQy61CyAvJ0AqAFoyu3bNq0aXtmNcxgdDnqfeSWigRPTRdpnjL/yXbfgxIBSOKOb7W6KfCKBEHHaP3qXrcZ1h66TGVlI5DwkNlO/orUP0MUlNeJ233FAVzu+ZW3h5WUbMlyf6dQE0yHlHVTj2kobmzfLNs9cHu1tUzJBL7SQ0UCLCBs3YvLloDXpNVOJqCv7vpjfhgGK+VPjTkpkA/UYE3ZKxBTG0J14kBrFfcysNkQW3/w6WiMuP2dNlPALIy3EI+iovXPjBV4F2xlwk9n/pBbDMktRw1dm3blEhQyr16Y9M/w1NnxHZvso6YPeYW4/boud/G5fhWkfHDLnULoC8HIc+uiwvi5QkL2Ubl/FhMxX3kFAiADopuy7Lq/x0NYsNpX7YzMQZEnpp7GwRtoDGvspaLVAfSIsMuzjqk9QJjxlSqQ8lvTR2tghbQGNfZZlifdRn7rJJAVgTjsuIGVKpDyW9NHYGBC2gd7lZalafQ044oJghl9oF0NiR+hWpHGwIfWiWXZ/abIXHNlNxDwkNlO9IBWBD6CJ3cn0hdDRV4YcRjsuI+VLhjwAa5Lyi8taBGZHkypTpmF8WFTOkUh8SSgRg6+hDewPUYkWZBVxmraBtqMo5uRtDaS9dXEbMlwp/BNAgxyFoJI1NprXYem1Tm6UWfqlyZIZw0bo/v8SYLw269rg9uSA+AIiR2+j5NfOH9FzTzhrQNje8mFkLgGLTabSzk9EQt7fAhPcv3kVzBdAgMDaQyuj2yecSvIFaZ/jE7a+VOznMRU9aA1VtedRa6TFP2oioM5OT8Qr057IRfUkznDU1uYHzGtYRmk4jsJ2MHLMDJuUgDKXfj0/OqJmmZZAemk4jsN0+fTFDrB9C6Tt7w5d5rgJPEbgOakPTaQS2k9EQxLfAxvrl/bIsy4tAC0JreRpxIyOfZYDABPEhvC8TvRfNzURwSElXlQ7rCHnSEHFnJifjDWhEH6LnEFeXPMiayIUA1hHypOHYTkZDRN8AiJ5fHO5ddpVewTaqDa2lEdhORl/5BwDiuPol1+Cxj9JDa2n8tdunL+YwlD5PvBfiv9sAac67/GHTa8WHTKnezk1fAX6In9vI+jyJj+tVfWwvjRB3BhoC+QZAyNwG07l+gVErxJYU0uWslQ5WcWw9r8BpfOQj+aDERvx52uEq/zZZNNdqIL7Vu2a7gth+HoXt9DSIeUXbW+B/k6TwpbaowUXENvO4ayehgfIdvYX8EW0S+F1riFLnRjThuIyYL4/JdkpK5GAWwM7vkXVrgU6UCii2mYvrlDQIeEc1RvoRaj+kI3qbUIHLQBTz5SHiTkmJnK9Qe5GIdftLROIc7cvARcV8ecC4C6BEHIbTMdR+ckOE9Wz1l4BwGTHDH3pnNEoaBCDCcDqXXXGpyv4iLraStwXrJDRQfiGM/MuXyjYtrcvSZqSi8NhmHpPtlDQIeEcv4fRZC5T6sFcUDihmyGOyPZ5P//novkMQTodQ+6xNOKrfgL+r+b/TatF51pnYrfdeyJCf1X52yJ+rTwSUKOc+x8dzjt0Zj23mMdke66f/giSFWmUNwXUXeJfhRdtWu1WtInyrISE44y7xIebLI7RdAL3kAViEGQObXHN7G7UJwmMredy1k9BA+Y5egusu8L5xYcNWplfEL8++DFxUzJ4vowuglzwAizBjgJ1VrPBNamwlDx93Ehoov9BXcP3gzdx2LU24NOypLeFwGTFDHpPtlJTIwVA7Bzjuf6uUUvXcpaLw2GYq7qGkQcAXwuA6Bt552Nn9B1t5WQaimCFvwtcpaRCACHMETol7LzWdxCGpxm7CcRkxQx7b7gJokPOOqvCPUPslQfn1eFtGzJBL7SSUCICsgIWvNv63+UUcothmHlzvlOQFDAgSGGzkXwOd+66x/lu41Lefy8syYoZcaqckL8DJgXi+i/VL39L9bFNZ2fu/l7nFazdz/mFRH3x5vLCHxWmM9SOCcDqGgTFEfMwS69ecrWXn5IZjrhkDGnbTCtIxmyBizyOLXQC9RKwtwqAwBowPyQOoN1JHGyzqbYkxXx5Z7ALoJX4N6CNgXOQ8blUAIlxUzJBL7ZSUyMGAsVQLHu0GRIRSY5t52LNTUhJ4R4QhYgwfy570qLs1Jzy2mQc6Owm9RKwtgtj2Oq3S7EZn6yK6pV5GKgqPGVKpjwAaQu3vSB9yGBSGgPE6SzbHtb0tI2ZIpT4kNMaoAUE0e5UncJnqOZ6lH04TB1I/bKbiHkoawumvqAXebcR65bJ2/su5Ct9E+Dwu44MhkXq/UqR/pnSrN+AXAL6K9kOd6ZIJvnN9JwO+aw+pC7lPFQA+Y8d0SasD+TKMeTK1DxkhM4KyS02cNB2/wd7BoZ3qLtk7H4uUEF/SygSkx6YzgQ8ZITOCUwYZa6eCXVLA10XC7QfPQ+Bxl4cCOdGj9Nh0JvAhI2RGwPuVe88hbpVdEr/rvN1DXdDzqDa2lml67BOSOSBVnlvRn0v+ZZe8m2M7pDJOf8jqhp5UrQ7f1TOos6Q1txzWEZNmDSxmbf4uxSwG/ByQhkTrKYGeQ5uPHPoTc4dDbryyDuuAFYamM4EPMzkZACQJeb0kkHNId/i1iKPkOCRGVdZRemgt0/SQkWNGwG1dq3PzOKRU7hI3w/2m419VRxOg2tBaqqmTkWMGoM4X7YJ+yDfypmNg74cEe5A0wohqQ2uZpktchJv0EzLg54FM2tvl0Vq0cdMqs8mLtlrS10mZ6+RG6ag5iaNokQ1MbDoVKA2Ld3naGfBDUGS82HbIh7YOMd3aAFer1gJYVGw6690jffa3Q4bGGfBzYJZ5meXQbjvSFewQf3vhUegMVpUunjftcQvrgBWGPJnamR9Jmw6lNuDnwSFetfPp4ruVOrHYSodFhdZSTZ2MHDOCIu3XxA1cFmlTNx0jEHfAdsqeusj4lU23BLiOkCdT+5DRl4xNBhdq75AiH4gNyOTUfZInizbFusE8SAcQ8qSdpTozORkIeOu0a2C3yEfSrnFkHXy6z6eqFea5NQ8z6whNpwI7GTlmALsULW2yNUZwSW/9RXo9dHAM0kPTaSexTkZfMnhY4rzv9Ydkv+++t6ks4p+ayqA2tJZpeuwTkiGQhma79g4pRbxUNVlU+sbuu/Y4mqQaZtN5maA2NJ32h+tkhMwIzkXcUfpslu3cDbSd3yx/Ju8wBCDdgpgnbarXmQllILjEX33VH3JRn5ucznXSnqGLVxtbyzQ99gnJkHmSz8mpNtWTL81JW2lrI8/zqL0W1X+3erWx6bQLXCcjx4zgWsXlJoDTjm/72t4NBVoQWks1dTJyzADkO+z+2Klge8DOztujz9s1agHEpi1IO092ZnIyACxSAbOKB/c8ZE5jHSIMQBLjjzoCF9YRms4EPszkZABY+Uvz/rAYQZGm06vOuwa1sTULMoEPGX3JkHfx/ZExAm6CxIGw04Ki0k+Rfg7rCHkytQ8zfWli1+l8aN/0U17MDfDtwSO1yiA9tJZq6vbJkQFgY/NRn83qGDx0YJD6BY9V6wmkk/JeG7dataHptCFiZRaBD/g5IK/f49KfS56zddjVNYmMU0fgqmuwPgdhHbDCkCct3FikOkX6kBjwc4B1zkVdBtcikx8nYb5k4MWhiUEgHRZ1nrKOS2sQQp68ikNlbFrF0cDPA77Sik6TOS8tjdE+5/w/PBhUG4FxcKvU0TqS01YmOWmwQlh7TJpK7zIINaFAyXIpW9GOjeLrrOPDt01mprTpus86YmtpfUe3T44MwMw7rLLr1Tnz3qsBiQiXbakFCXM/66g2NJ3Wd3QycswAFnFDaweji2MlPPrzULA+ANSG1tKSjkq2S0lHBz8H5MO9aAX1Jd2sy9E6f80ClkEtrCM0nZd0CPNSSzoa+HnA4Zp7i6jdzeR6KvsxqIV1hNZSTZ2MHDMCGaKrFY/3JbTIWEotheDdcdG5Ug3USgArHUDIk5Z0dGZyMhy479Vz1oeJvCLOOpqLHfc32VkG6aG1VFO3T44MgJQInfpI0jIT2T3/OIlbJpnOdZRBQ4vq3UTvOYgPmfJCk8ZNKMQBztu53xS73gz3z39ubQjEJUuZN0DrsJbYelp40vkIyT1YBBz97j33tVYd8Ob0XOvIEqs4tpc3JGwMhHQIipjca+tLdkifx1qrDHhvcW61Y9HMvsFzrfUIVnFsPXNyynN10TNnwM+BS4c0ia8VGla7ftOTllup65q3rssql19sOhNYpJBmUdf1A34OADO217bdsdt/sw4GLMg0yUQ0OQFkwc8B9vdxDZA4dnl/x2AbTiecmtBa+kPO0k1VblMDfh5I29qzqLNZqtfOopo2qQ0SB9Yh05WWQ/Z/KB0WdWi/93kfeQxIpUuJmSa9G/BzQOMik5JdMv9QG0kfF78S2p/BomC5oelUILsIVq6dIQt+DkhjrnXe9SbRrq1HjREIUCenPPJWDXXjOmCFIU+m9okKkg8RArCRxMJu6BvsXjouKrSWauqxP/IBTQsgXnjwQ/gGc7+lV+0bgmoxIhqZTn/iTkaOGWUcGrbUK20RoOG485ICpWtUG1pLHzM9HkkuOIlBVhvDvFaJnuoJEKfaehyjdNRkz3rIk9/FLVJJPshqAUQ3L6k/Ut+bTA/jPyvDOmCFoen8Lm5hS3IxTAy/mlBnka/29dKwg96417wN0jFkG5lOf+8ecSUXfkUgs1i1hg9CnRgElQj7Nqm/364Dg7khT6pWUrq1uNuAnwNSxbVt5xCLxSitXVRsLf2JOxk5Zgc0/Po8dDcdT+disRCltWHk0HS6m+lk5Jgd0IirPpuLhDrFDe3Dr09gFqWHplOBnYyQ+RUcuuuTX+jcaiAeYrEmSmulx6Yzgae0ij2L/MQP+DkgKT6bOs0xfovhV6MW1hGbzvMahOyqeQ0N/BDcd6SECMs0AIi4WumwqNh0mjbQyehLhoxP3nWYb5H5z/u6aQ6BDTDHcejQdB6Vb2TkmAHoELxtHwHGlDE+bKSHptNAfCejLxmrDpyTVwRGXF1I2KgNrWWaHjJyzAA29vXsh94XejYOzaCBMHIcbY5NW5AnBzRmcjIQyLz6cmpGhQYPpZELBpgxWGzXEZpOY++djBwzglMqHjRpZucI3M6dKnyAGePDVnpoOhXYycgxAzgkhDDp/oDjHhzQ1PCrjSljsNhKD02nmQKdjBwzAHH0HTrdosjO5NBxDxBgdsFiKz00nWYKdDJCZgTnpmFLmXTzEX7FyLGRHppOkwMqswh8wM+Ba5Gwpb5+5Zvk0IcJRputWlhUbDrPFGhkhMwoY5qkSEU2Cx/hVxcsfqTHptOofGcmJwOBXDWajIpBVhD4YcCAVFMnI8cMQF6/x6EDliDIGkebY2sWpMkBnZmcDAD823BwUgVC5DgMMMfWLEiTAyqz9F57wM8BSd8+6pi0Va6aCl6DrNu/MVhsFgXLDUnTtIEug5wmAPKWvj+QRBMEmEF6aCCVcWkNhXT5e8DPAUkpr6UWLvBrQ8IgEKSHptPkgM5MTgYA2ZkUnb3jgtFWbWggTwFo9smRAThkFr3O63kPLI+B+NBapukhI8cMQFqSlNptsWwSMNUTgEF1qza2ZkEm8CEjxwzglCDurmlN5zJ3AKFzFxO30kPTeapEIyNkRsC30lzUB46hcwyDW7WhtTwhQsmKJkQ08PNA4qr6vfoeWNbejRgTf6TDomKeVK3EYMslZ/ABPwSXpHeWOhntLeQ8rX4dsMLYdJoQIWu+pB2zAT8HxEd21j6MELPGkLOVDosKTacJEfzBfq9fIpYP+HnAMs55qXF0G6a28WeQDosKTecZG8J8aEfODn4OLPwiOHVELcasMeBspcOiQtPpT3xKfFjTNx7wGwCHSTdx0t8nQEDNIrERaww923XACkOe/PduzORkAJAq+XM/a0qJDVfbKDRID62lCTDyt2XTBJgOfh7we/tUJx4GqzHqbNXCOkLTaf1Zr7EkV3D5CsQTBmWPLiRpgpU7C1z0cRmbTuvPOhk5ZgdMXSaUPWJIEoKVVnpoOi386mTkmB0wdZlQAwlVhRjthGClXUfIk0YJOxkN9YwW2CgkxCdBYGgg9YH38CK5WCMACPLZ8F+RN+66qLtnkrCWxlQgEOzirBFP6hDvzOSjkBbYYGWRN+6rWgtia6mmHmskF3h0AdQnPllWqftspXMVqE90NefWSncR2Ign9dh3GeRipgggtGqClVottx7zNAKzqNh0XonYyMiHSQGYkCQEK2VffP+ZegGtwNhaGkXo9smRIbABVAhJ7hKC1vG/HchNshU50XqpgvSQJy8+bJFR8mFSC6CklONRt9rjGtTCOkJraRShk5FjBhBWkWoZ3E2mfrvKrH7URQSWaVhHyJPGFzozfWnCAlhbUioVfNtyzYP00FqqqdunoX7VAChzvYrEcaenTu/WNAoMraWRjU5GjtkBU8wK5aG2cFRr4rZdWt4VmZ2z9XI+s46QJ40idDIaSlYNCMtDz1mGER4V8N5u26sz0koPTedRhEZGX1Wqtpj1XKVP47ltBsiGGNTG1lK/fCcjV0brgK22NfWr5yqJBZcWaVq1sbVUU7dPvlgWgSlMtSWr53YImToGrMDYWhoe6PbJ1ce+gtKvmloEiuWh3KmeG/fVmrhT1BYvPeZJ/fKdjIbCVAPCItDz4P3Bvk4AVLosatabBNYR8qRO+s5MX5qgfrVI/FNTWFBtaCB1xXf79FU5CwBKVqE89Jwkjqs3rjR/3dXJhtJD06nbu5PRUJhqQVgeep4SQa5Ta6za0FqqqdunL+a4IvTSboFvAi0ITaeu+E5GXzKg7tNWhF6TjiAs6nyWrJKqFqSHplMnfSejoRbVAFsEevFUgtu+jrBpQOv0JOfi1FE8ID00nXrsOzN9ldECgLpPWxF6Lfx5fkzqArbriK2lHvtun4byUwtMleq1SESxFuAtk/z41yAwtpZq6mTk62PfwFj3aStCr1X6xPWaOwN4LNZ8LPXcmkXFpGl8oTOTL0y1wNavXpuArQ6FYX/RcW9FvdrYWuqx72TkKmcdeApToWT12uV62sW1Ampja6kHt9snR4bAltFClarkcR5Fy3T2Vc6GVuOB2tB07gNvZOSYAUAZLZSf6kjTswLpAKmNrVB6aDr14HYyGgpfDYD62KLdDNW5DQJDA2lRYLdPjswBU7MLdaVQcXrqn82j2tB0WsPW7ZMjQ2DrSm3FKVeEce3fWocoTDpRT29d0Bsaz0vYGh25alcHbFGsKUCdp1mCQFsdnjBLOG9d9kF+bP1PBW3CR776FYEpOw2rOudp4Vvx/hqsk0l4A1H2OpdnlntqW8uwtJg4k/+w01e1qS1KvWVxlnoptXjRSo5NZEIeBnI1sG9A602hmNOWec6TjGQrtesoCI6NZxIfBhqqSi23rT69lUh8/qqjNRziHKmu0mqO7ScqLT0NYt5RvYGhCFW+Js9pf5Md28zFdRIa615f0VstKlZ97ptEVQ9EdQwUu0rvZZSXRcXs6TKeC4rG+wEQXoj4g4vTp5R6ezd0VKl86x91XMkiY0739e2x4B4ZoZZ0UY84erk2AcHlcHA0uJz1kdvQ9LLE2GYurlNSclPhj4wXgA6PrU2MnfDPG9WgVOpDSS9XoEV4rZYiqQhHlcqezXNazipcBOzLyzJihlTqI4AGOe+ozqFazp4AME8nb3DPuZSXZcQ2E3G7tDW/f0xt/dvBD8Eh9RXbrgU/q3j8N9mr7xw6aQN3dskj3/Rtv2tl1SrOp32S0R+rfN3uWvyySbL0znfYDbaBFEC2jiIzks6J32wG/BAcK2cM3t/4kwKxX7sWmxWiDK1iKhJZiE1nArmSZt74g5ks+CG49xMs46wBcYmmFI3TWukoI7SWpjkszVdIFvwc2NXnqXXDOt/l0sKlTX7V89y9dFxUaDpNcxD/5S5Zqwb8HChSRKBuzuOQgROTApAOMkJraWaD+I4OmaBiwM8BuV33VaukTnb/75pmiWqdDBlHoaH40HQqsEiljQTMDPghKJNWzWhAbtJBGHor8APw/hisLQ3sOlBTZDrNtuCw+l6khZkBPwT3J6AAra+YZMLHUQv6jHSUEVpLi0o5ZXI/tT7yAT8E9ztenHSaOMAJtb12xap1MmRYiwaCYtNphal8ME+HVjl38ENQZDbUfmkcZ5agyzUP0lFGaC3PV2HPx7JpUWkHPwRl4fDCoY3tO5i9WpQRWkszQCQpfj20TLODH4Ky6jgV/SGtQMesUz80GSq0lud5iFvt1MrMDn4I7u9/YdYS23U9H4FWLcoIraVpFLLMQ6aBGvBzYFMn4HoMAi3AdUyi9tAan9B0mqUgrt1T+6k+4OcBPwukbUgL8B6bpmnsWp5U1dp1gCYZ7naUfR9NG5DnVDQZ5DQBkB3mse9aQCaX3XYcg/TQQCqDg/PHpV1yH/Bz4BQZLfQrv9256L8sWnpSqwelhOYYpaNAOGkRaRpwn8TxIkmhBvwQnDJIuMxaHTCJ32xatAJN7hjtS48rBE2bfMmp+y7mSdVu8j2oGSAP+CG4P7u0OkDjj5wHWhb9F7sOJyOylpftsaemlo4+4Ifg3GbJep9qyoJUa2hsyapFGRw0vf+b/Tm3RT3ZMU8a9pbsXh7BTRb8HJCp3Oc8q3Rxfx5apin11UUHG8GiUJMMei2nViFMvIE552nksSCNgXdN5AQCkBdaOQ+tVVole1/PusTla80ELiq0lmqSdPNFRmYY8HPg5H35OWlsqQEN0nNEr2jBP0oHTfjjRDxp8Jm/qe4XmfSyfMDPAUn6OBc9aRyI4ez9fVgHyAit5fFm/ttDfPUG/BBgXr/NxL93U6JWM35AOmpiD/Op/TJinjS2yz7VU/shGvBD4FPgTXI8ZO/bRaEmiTef5dy8aQCJ2u1adPANf5MY8EOAI5DscCRJCeJRs5f/bwBkMrhRDqft8kkz4IdglySAdZH3BU49chOMHrWo6ZS+Qds1edMA0pMmie7l0pPWwQ8BDhVy04K2f30e0qEC5VN4k8mXq+6ANklWWrU1wy7Nce5Nk/yZNGCr/Y826VKylnPxCgBkfhD5TlpPeewb8HPATiXyc4Se5eKJkG3desoTLDadX6p8Ai6Z32vAD8HOrk/uvLTq6bwEVE2SHrwc/r8BkJ2nVVrsTJJ/aMAPgZ9gpLnn03AG3dlQtfOwDlih1EStdTLWfAmpPM6kEQyDVS8YSfmV3cAuQxu3SR1noeps7TytkpN0+V1mwM+BRYaUzzrvTKodtln83Pu8CBC/VGwgk/F4M8m7Ni2wHlCcZIQjiuwMJRjyZH9Dd9LEhTrr9DRYLixKCpw33dLGQrPlPusg59aFFVrvr2uYBa20bHsve1Zi06k3sLtoyXmk0T1t3brQcQu6Z4F0WFRoOvW8dRctDa5mA8Ctix23bPcskA6LCk2nnrfOTE6GA9YJbX280H4LW2nZdYSmU4GdjLx32QJwQmPDLNtKC9SG1lLXYCcjx+yAcTWDE9o1zDKttEB6aDp1DXYycswAwO9sPdLQIwvVhtZyN1xzG5P3hVtgXc3Y+Cts4oXO9NB06pPrzOQ83qDJOsaxR5Zr4vVIj62lPrnu1ybvnwdgfeFxW6y4PxgsKuRJ1XaPNw3OegPASw5dwEAtOvgja2m5VScjx+yAdeNbLzk0/sImXlZ6aDoV2MnI++cBWDc+uMyx8Zdt4gXSQ9OpB7GTkWN+BeIDAmc6OK6hCxh29LLrCHnSQqxORoPL3IDQcY1dwLCjl5Uemk6rsjoZfckA9zQ4rl97ZA09y3AdIU9aldWZyclAYH3V4MWGlmAgPbSWelq7fXJkAMA9bR3XccMs397LSA950t5unZm8/9wC62b/6p5l1YbWUr9wJyPn4HfgiQN8NMyyAmNrqabunycfjrDA+vTfm18NAl08IzKd1pB1ZnKhBdBkIxDY+MuqjQ2kXvJunxwZAhsVgTiD66tle2RhEy8jPeTJ3bqNmbwMABAVsRGIuBEUtK2CvlrY6ysiTaV3GeSjIhZA8AQiEND3CqSH1lKPdLdPQ7jDAhtAgNACtLrCtlVWbWg6rYDqZOSYAUDs47X3k7rMsYeVkR6aTr3knZmcDAdMuAMCIdgIClpE2XWEptNqo05GjhmAjdT43k9CpkWsoDa0lpYRdTJyMaJXoKEkE5zxvZ9MVygrPTadCuxk5MNCCEwIxgZnXO8n6AplpMem06KnTkYuLAQyoKkTtHuyAmMDabije/nJufwtgMgAxD4wdHHxTbJqsvRWxKF8yPtiK5u2FFm9aQBZnuzGldj3G1Nak1n0C5Ek6m5r0df6OqJ9lh3ULo69G7F/7djlXTbvk1a7iROIcxX5dbjpAKQP9nQZjwD6Frdt/Csf117RIVkKkohyi1u0TusYl/FhMxW3r7IDEA+gRb8BHfIemDXD+Ealv3FZHDfJvS6Vc0mSlBb1ftlMxT0k5Ckdkm5gZZE4A58dDvHPmo7vxMVWUjkPCXnKbyR57NtUxUkfSZ38xGgWND3X4y38GpfxwZAL7wLIy/lEp7SX3LX+Y+N+YB3tS5Gyue0cF/VhM5X6kJCndOiSF92xNCSlXvVOXndphanVCPsq6R+reEWc8A+GVOpDSV6AkzNJJVFZ39C26b5mHoV/2MzEGRJKBHAex71h2OsVKDsG3T7Mu+b8lGl6kRrbTMWt2oRRvDQW/UbE3tJT2/Ow11TedXoLHNJH/N5ITBXxVXaey5sVg1JxDwl5ygHxS3m59E7m8SycMqGU4i06d60k2qWByr1R1etRhq6de13UtQrSR/m9jEkSkvZxiR9a0mv1eZeQf7M4tEt5zqSlI+7hDQ92fCN92EzP+HPN0XAFOsRx9XJteuakSP6cip7/69AstPPlyo1tZuLW85L+zfLFYNEvRHKuVklQKZPWud1o/9c+tP37GjYvHwyp1IeEPKUTMEmB2KxFxDfaDcJNyMd25YMhvR4fShoEIJrlwVJfkO7qdNccCI9t5vtO2RSs0qLAot+I2MNV1ipAfsj74b2mOwK/CbE7q5jvbxtmEUCDnHekwlepk95LvTrPzaDP3QIsKubLt8idkgYBiKTO8P7KPl8QbldQamzzD8/ORkKJAOmoVMp1vSDcrvhthxUeM+S7+U5JiZxD2hlc9f0E7/Jh22GFxzbz3XynJC8gQG1vX7pfwW9XPjY2Hwz5LlScD7OMa7boNyKpe120fniXHi7nVM6X9xO8uz5s/mHfyRsG3sASoF+I2tnRpNP2k/NZ1VlKfiuDGw3Yg33w/WFP2ihpEICIH9S8Q5pedlYoNbaSbzs6CQ2UHm2C6re31Kwfp55V3Oih1NhmLq6T0ECJaJFG2Efd2yySq1vq3hL3nSg1tplegc87mYY3tEficdcKavdqw9eedxPY93zMkJ7H53zQcHYcknv3rHvLU9LadVaB37HjWY1tphu2XXYlk3qGDPq9oMMg7mrE0Z2tolPQ/m/cd+KeNGZIpT4kNFAikg55RZOMuUuxOAaO49+w7xz2j1Z4zJDv2E/ZeUiXM4t+A7okKqPpdX5P5HYzdqP3YTPfo1fKonv0jn4ebdL/rRR97bktGkjFZXzYzHfllVK3Dw/6DUjavZWzbgpmDXBU5yjuX/zGyy4Dlxjz/eGB1ATQIAfRItuH9hbG3czX1i62+YfPiUZJg4BPxPfuqQmEfk+Ee5uvjV7M8IfPiSaABjlfaC3L43zZpNfeqYPF3WbOLSq2+Qcfe6OkQcAX4vu7t9TYOFeKQzrXi/DYSv4B0UlooHxH7SUo4aDzDUnLvXOpW13Yhbq9JS4qZv9DqKAJoEQct3y+d0FXvXK1sOjC/eMF6HxZVMzwh8BBo6RBgEP8JD2P6ag/+SKobZHNhtkJj23+IYzQSMhTeiTxwNLCAbgLhb2l3wZb4THDHwIHTQB5Oe+oultk6MF5rnVPCjtUt++0i/pgyD/ZOiV5AZ/oEt/wtak4KYW5dF7m/eXDO81r0reV2yC6bZ9d4gdfuj949kvkd08e6TyyUt2GurWusUvcduP22TvG7I4s5suEL+IaLLv0o7DoN6B9UfeCkCzyeCq7ZADcSCg3feZ+WEnlPCQ0UCI6JIOn6KZ44aZ0nDuzV8Rn9VDHzFK0H1iTCsJjhlyq7B8vjXIa9BvQUXMiVA5vTe4Hu25JVg0dVu/nKlV7ReuJ7ke/tDXTIWe3zUsa+Omb7IMvFf4IIC8nQPXMSSO5enWueuvUm6yjtS5qMYuCJX7wpcJPLgw8V2nZY9EvQdckj3nd9d7nmP9t03fXKq1wzkV3XR3pv0kL03M+X9AHX/qskCzHc9dr3KDfgPTRpSlSXIfKqOYyrJJ7ez+j9PxLmdapwxLuv5RhZNWd8cGQf+myh1PyWwjQb0AHf+lecz2PXO3L/za/oFNeyNdRv8l41yuNvEebFuVfuvx8vKp7zaCfR9vE5+qar72i80FOKi4qtpmL4++ue/uuP/mDfiPiYuRr093TKq6fG9WHPm96rrW6xmEZXlzIkEvtlOQFOCQV1feHavUYiID9qu8ufujflOsLkpDvswy7qA++/BXcBZCX45DUU1/aCe7+YOHCu2tfXoR/WMlfD/1xTePDGxA+5i/ZA5SpPVjsew3febHN9FyJi/uadr0eH/R7QXw+tCfDfUfK7bFer1eZuz3srYP3NU/nuJEGyz/Ys2XM8iwrp74QDPq9IH5BnjJL5X47SV/l+nE9L7J50SKdGx0Su9dF3VusSV7I+m8HFyIWHZ78xZcKf0hooPRIv2blrHJ2n3wUTipOvIuXnnFub8wCGlp0J3G9LCPmS4U/AmiQ847k1pk3yR6tiUaz7MjOqf4auiOuiV5uUTFDKvWhpEHAJ5LX7Ko32f1/y7/p42mWjjTn3M4xLCO2mUvtlDQI+EK77Miqs/PeDPDZWfV7gb+NZCtTXpYR20ylPpQ0CHhHSnnIDmnXT5T7oSE7sq28CI9tpuIeEhoo39FZkeyJdC87SwPpe0enT2Cp/zi38opmQfp0douK2dNlPALIy3HiZPNyf77rK2Dliplzv6ZR6oeVXI4M4i31Kfugn0eLNKE4tWp7XqRK5ayvWYdW6YnbpKJwWNQHX/oKnkxvHYt+IxKnpVZz31LF9XbO8xuCZeCCY4ZcahdAgxyP+IU86XW1zIvsXtVJtOzSzvha3oTHNlNxDwkNlA6xY/LSwsb7xcJVAtfUPvU28dHoXb7s4jNsUlF4zJBLrQLUnfGg34BkKOilRYOMFkEqoPAokGve5pdl4BJjhlTqQ0mDAIfkJ9+09fayco3YjfSaK1zLci36/bQU2Uwv7YMdloEo5stdRl0ADXIQHbLRa44gqW29Nn0jOeGxlT9stHmnWa7qMuro59Eqo1uuo94QKAelxlb+4BbidZ3LWd1CDf0GJDOPr6tun+dNP0pKRaugKlw+Sg59sLhlOKkhX+4W6nLIixvQLqhegcv2b5mm6opcuPjrOud9XNSHzVTcQ0KeckCHoOqmuT8y7hfKql+XK+/7r2upPiv2oNxSj1H4B0MmdZI5x+esQQyDfi9Iuhheuu3Anb7bo9tPlElmJJ2TptJ8MPxBahNAXo5DEo8+dazzg3Rvjzt93LHDoj4YUqkPJXkBTo7U0J464Pl7pw/CP2ymO6RGqfvOB/0GNMv8Dx1vy0i8dlP9Rvra94NwXGLMl39AdwE0yHFIEmvqQ0c/oG+k/4Y7fdy/4zJihvyTuVPSIMChGtOqt460RGzI7/vtHh2XETPkUjslDQIQrbLvqYnZs0anta595oR9/ssqAD9RcBkxQ/493ylpEICIs1buLdpeHQqLbnzrF/wiQbVjfhEe28w/i5VSXWgG/Qa0a8RPoyH/t3Yl2ZKDOHD/T1FHsBk83Anuv200gAlhTL7uXhVRPxMJp43RFKroVC/JIUdddT2wApqBYZaBS5zLWxvJTYE8qIOII9Bcujqi85aDr1xHIkIgx9j5sqi5hLXJ3ETmhToHmV63kwAwhVAJ6Y+Mqs5nWasjQm65cg9KA2Iq49vrI8B+0ltoO8s5PPAxWO85VBWXMZewVPURma0CBt1sQISzmhq94WEMCFR8OufaZqf3RZErz/WD0oguRuJ9c9yK8A4SnTaGhzUZumXgEj/krRUnR+19RHU2NJQsclwfWp4AvXJ8l52nKkdR/nLuvMdF4YI/JKxtTUo0ui814B6URsTn8Lvamhsfn/Velaf1cu5FcVzUXMLa1mwi86CAQScfdfUak/uwoOPt3I+neWN44KKm8taKNwXyoA4ianNa3tISVnTUoLggvXJoE+DZHhc1l7A2i5vIPCiAiBhTyu17VXQzkmtFScrlk+peAPPFLGMuYX2YLvdOEbmLifKgNKKbkLBr0mFuY3X0vHrRddw3/dt+s3J6Wtjok5sYfh8SFqreJ3OWH1wP24FkAHVQK/u8tFW8+AR8ao836lVF8W7pY8nBvnLe8sMUPVhp9UjIKA7BTdwnl9DTUTsvPkJK1GuLXlyecVByPuFKrUdeRuEW7AzECts4c0NPEhvxexAStbje7dLdCBYwn3558z0i8iDQIN63NWq4MZXmdUnm3HY4OWTeiiTl7E3tuYS1qk2BPKhjkRyA5JrugYOf+jeODJYNRnu8HXyO8/vLouYSlqo+QvIgEhF3p7prP0gXOfyuNvDBIX3pCmBVnc+5VO4RkgeRiDy512v4fat+QLk6p+fDkXbV46P7Xd0eqPhcwlLVR2QeFEDEBEt3VHTtfDgS+8yoOp9lqc4jJA8iLeJjjRwkt3CzjzBom0PytNyHeFe3S45DepddFNO+gz4suIy5vLXiTWQeFEAUTz7H1S6PnP+i5eDbTWZOOauFF8Xncy6Ve4TkQSQiSWO4znqXnQ8i5xaJPN2LqvM5l8o9QrIVaZDcZfelrjbyZtXDIp0dSTk1c1DV+ZxL5R6R2Spg0ckHGd2Sz/N60O53FnmFUfGPOdfKNSHZijQIDiR4WNm9HAjVeAFVP+Zcn7naSSrbc5U5ZW18BPT6s5ZDV0EhqqutPAJF8eroKBu04761w+nsQ8LaK9hE5kEBRI5PpFH9J4cnBfypzjXPy9ADISo+n3PtXGsi86CAQeWOctuhV5XO+RSTvV9Unc+yVqcJyYNIi+i4fNZHYKM1nxJv2o+bRB5bRaG/qqD4XMJ6S+a7RTrE9ygNKEaaVrhBKdxA1yr4fbw77V0G53z7sPT7gdgOWjLyoct6K2+q5kFxRMdB6pwhtONDQVH3Ax/4Oh7jgj/mXJ3HHfvMTzZeO5AMCFywdAl9XOCq7ZsfaTRr0FrhU7vUB86nXin4CMtGMoDIrp6N24mA9YBWgLFbOtWnU68UfCRno4YBfBiVXk4xcl4s7yY397K4dz1c9LYOLmQ691LDJiCjNASHHAij2lxgLZhTvzFXOo2n06+UfKRnVMWCm0+tp9xhnKV76L3Hzj4p9zHmTb+Y+eRrQ79KyCgOwcVnUPUzGlPGGCidkvMJl5Z+k5dRuAGc23J4AazVodsHWjTWMnn0n8++NPs56ePkNKcOJATlh+I5T+3gvnPas9DMD/ZCZ0vMZ1zbpE1EHgQiYtLM+7rfLAJ7zu8Vnc+5Vu5iZ5q+OB6UBoQ2gD3Z96riMuZz/nDl2LUm6Q4dSgPCF6k5dMNR2p76+0UZVQ/Hjr3tRV6P1gfy9pLNwysXEaUtu2J96gn49s9Rybyc57Os0x2akGxFGkRd4Nx265HH7xuf1d5ObniqQ8XnEpbbTttCMu4nCPD5Nh4AsN2NC6Lbk+bT/2Bvcf6zJIZ2KA2IO7pc+6kIMlYwm0XeyluQH5vLIy911Zc5OSdGk0nm8pYbJiVGauCmAwnB8BzAM2IeddiH+o12Pv86Nt8M0TyapYDQgEVP/El1IfelN+/J5RWX5pEcrI7uZR8Sfoja3coIkQEli8qxmkn8RDnnmJry9BptYnoGJcT4mGWdTStllFGzaRtKI2KaixqZ805IquKLcqj4fM61cocQaWtWckNpQDufrjfZvx1VidOveb6oisuYz7mOafIDJ8fZHqURRa4v0CRdLHHF4lRUHBc1l/BDqm9VIA/qGMRJaF4LrHbNSHorcTXFqbCouYS1qk1kHhRABBUFptoA6m8NwmXMJawDrk1kHhT4QpjCj+n9X7W5uIy5hHX4tYnMgwKIMIX/YgXipiXXfamwUXU+51K5R2QeFPhEkMJ/cWbXEeKL4vNZ1so1IXkQ+YUwaR8T+m9OX9VTmlF8Puc6uboJyYNIRFBtwJ1+ydaPitg3Ia56o+p8zh8SqKvIbBWwCCoKPtL0vfBs3FplD8v4kLBOp25C8rcCpqKAvTq3tAal7gJciqJ8ZqDqx5zrMv8mJFuRRgHu8lAzkkypqikr7VX9mHNZObuxNRqFZrpDaUBYK4vKoeLzWdbqtMqAPNYJAMKKAlNmDoW8qLhRbiphTXvQFMiDOhb1pRBYUYBJ+1iCbovH+yXO5a2LpZvI/FI10COsL/BE2VOQEh1IlGt7KUEfysz7Rc3lrRVnar5diDs7lAbkmU7GnW88hchhOJ9lqc4jJA8i35EoELww5sj9iDyFlm+wV3wuYc17wb2oDsmL71CaIq16lwLxxuXQWTATgj/5pGEmZF7hoLwjc+k/cDl0ZplRBxHnEzeevHdKv7dlzOdc8zU0kdkqMEEihH0J5617J7OJnHelTAJ+Q1jGh4Q1NWUTkq1Ig25ixruUABXRJ2mg4Snsl/Ehb01b2RTIC+WEFUda8y5IA3vFP+Zc01Y2kXlQ4BOx+8hdK4I/q/h8zrWqTWQeFPhCO58fvZgMhiYQKf1Q8fmca07NJjIPCnwhbtdaK5MMiR8qPp9lTU3ZhORB5BfyXspvKnIdQtbCL37DuYQ1UWUTmQcFELHf9TqddgwAnkLLPtgrPp9zTVTZROZBgS8UuaipNolAhMSAhuAPmAlxiXN5a6LKpkBeKBfZnry13c4XTSAuYz7nWrkmMg8KvCOlSj2kMikC0j5BPYehUXwuYc2i2YTkQSQipoy5d4k1B+5FWxFSKhpV53OuqSmbkGxFGsRtaO/apYJbImo4eo9MjXhryWPUoKr44qNn86W25gp8JK8NzwJ5Te891E9KoVR4WfBcs+VL9zmv5uH0+ooq3RnFb85w6XEFeCINwyOcgecS1ufcJjIPCrwiNUrwTIrnVaC0NMuYS/iB/K9yOmZA6QX1nFnAp+Udi4y3MhNGpqbcqonInUfu83XOB629KyxEy4E7lEYEvJmGU7OnrSymNl/HOwBSyrBb+rlsbxI6tFa8icxWAYPg6uCVQ1U/Zlk7NxobZv4z3JgGIYsm0k96Jka7KgWAUKip4nxAPM/tepmzR2vnRhOZBwUQIVMmuSfob1FV5XO/jy+Kz+dc+wGayDwo8I6UIGHOf+mjRJWO+wUFZouvi8IlzqX/QFpXFcgL5ZDG85A2cuebqvNZ1u6MJiQPIt+RXh0h59wqWS/3bNENqaLtRXFEc3nr91NTIA/qvCLlEUWOUemmUT9Z0fayqLmEH95PVWQeFDAI6FC5X2352/6i6nyW9ZVrDKz5z/KxGnZWPulrXpA/+MB86mN18491uP0FGcUB4RLn0tduoaZOHpRDdDLrwFV7s0mCpztfFJ/P8oMjqArJVqRBSBYLRLJh53vukuy2IORbZ/Nn9YrPJfzmCGKR2SpgEBDJBreL4pXY2/9rlAio+Meca2dPE5mtAl8IGXCD+LA3CVQ0FF+WAehDwg+OoKpAHtSxCKh7kQ8XaGW5ovLer/iGYIlzeT+4harIPCiACBlww8ERpzu8IFR1PucPjqAqMg8KfCHkw61ITWYOldXmfBW9LWouYXkKfU7s2Z7fLeqZc83xDY92nEpwKpsLWgEfEta1WpytFoTsq0NpQEigZImQgMEJcuUOTjNwNWtzKmFdKNEKjvOfLT82CAqVsZgWCm0NmxHwEG3cGOzSmNaHvB+ucRWZrQIDgppgfj8pP8R28fXXF7JhM7KsRN2iPuSt002byGwVMOpsnitAlADV8BcBDxEo/jHnmrKqicyDAog4GHFpvMUwFlnmoV7x+Zw/cD3xVrJvyvVUURqQ5yoId2mpFBDPvLLiaAHafM51WmYTmQcFEAWuwfRKCBuCeKmUwemNeKaS0nyw8MzlremU2NuntcQdSgMSv6Bu3oZpBxXHRc3n/EE5Lp8NTpWrKA2IPM2UdKAJrfxmqX/jk/4dt7dlWOVmEtYcRU2BPKhjEHk77lNJuK8o5DL7i+LzWdb7Y9vn8rDrIWIn7r0p883OPCyVvkMyUra71gv3zzw8yWbTmctbl5nyU+fl5dmhNKKTDxqVdwQeK3wg8LneT3YFb8fbnB1ab0itmjoDSiOCKmwsdMYEa0y+xlsFbwe8V3nPvTX68qHL+pFreeJ5yBo3CJheOCvyrsRoimLlcu+zzedzrpVrIvOggEFASoMl0UTJTTn78UXx+ZxrfrcmJA8iDYKyZyiJphJXQnslj+ZiA91JScmiuN44uIy5vPUhsNGN5D9LPmJRz/2B9BpIvQG7it0P4EQ2l/dTJZGIzIMCBgH1BvJZANfFsMfgXtFtjmaJc+nrI2FTIFt1LAKuCyCXQDYHuwPA7oAbJyz4Q/raMd8SaPOfSacdUJ94i9msmD6K+ZrYIgS9aej5wh5Jc13WBA2tzCwPRWeAsMrLVICZ+nwgFkDWA1NIDzXnc+lr65mDSE4IHTuURtSHjTCkZDLwMJPOpgDujPY3CR36IZW1KpAHdd6RBkYg+IQhPQywYqAUlziXtw4EtJBS/rMBJoMwFAXRHkwdxLTC+Zxr5ZqQPIhEhHEajOFgBh5m0tkUwH4Zc3lrX3tTIA/qIMKIDqYHouLzWdaRiCYkDyK/0FcMB3PnTJofLGMuYe3sbyLzQh0IPn1l4H0lEn5IWAcCmgLZqjNBGhbog0/f2XmwjLmEdSCgicxWgQmqib7T+M5ndh4s40PeWvEmMi/CTRDf+czOA1U/5lxHMJrIPASYPhDGd0zsB1MHQfGPOdeu/yYkv4SbeoSBKYz9fGXn2YTAfhlzeeuwQFMgj6EoQB/RHpNJh4rP51znhzYheaEABqYw587kzn0kEs4lrDNCmwJ5UOcdaUQN4juYHojLmM+5Vq4JyatYGCCM4WB64HvS32rOdfJqE5kXkTFEGHzCZEGbvNcvYz7nOsmnnS3zcNJEhGlmGHwymXSQEYfn1bmEda5ME5nH6BciiJPhSRNPoaYQBZYxl7BSNUru1i6sHB1KI6KX4NkyOyMX+0hkMnL+/LmJb+1jlqU6ntsoemkj2qE0Ii6MCrLNxMBsAVEcf/EIclVF1fvgQhRxnxxEk1+QPEgF0SyHEF4cGx+m/amIq5t0wccWxO6K+je6xjWVlRgdCrr8m54dWhKPeCIpEd92BxKCsoKDKeoqFSfzvkWl6NnElSbUXwfbvF7YRQ6mp/F8jZjCrFi82zA7gIXCnC9New29hzuQENy7NCBl9zYSriF5mjga2F6/jq6BGzsYyHVx2KkBrC7vo0Y2OgFAPrOemgyZ1Pp1TGdb6bRxmWKQn/wByQCkVesV7IXhVZ/OttSJex1EDgB2IBkAhGVAPYZUab3qqBN70qTR2FzO8lfl2t6DvaodSAYAoxqoDpKnE6zU8Mz/o/TfD0gGIFdZTzqGLGm9tqDTdOol3eBFTJZ69z8gGYAkPEim03ORIXFRvyrQcCpoyZrXtq5s97EO4H430GV1FEJIBQRqTWdfhiKePr8ZUBpR3x/YEtj05DaGeefi15yW0HxIWKvaFMhWHYuwsXHfH9iS2yDxTb+oDwlrVVtn3wwoDQg6Als6G6C6AcVt0+OphKWqT2ff/De0K0bUdwS2pDhIbtMvwzQ9nktYq9r6/Oa/oV0xIGila0hxDLlNvwzb9HgqYR3jb+22MqA0Iuh2hZ2wTHdc7GsLDXnnEn7YAarIPChgEVeY1aZdfScs27u272trWvDOJaxVbV2rMqA0IOh2ZXremk62veK2vddUwg87QO1olQGlAUF7KezgNGkPq9RX0OUWlmibfU2l/7bn1iRQm9cDCFNnTAcn6O6EbakwO2guYa1qS4jJgNKAMJHGdHDC7k6wDJMdNJWw3h1a6kb+GxI5AAHfHrasMorjokw6yFTC+qo2BbJVxyJI3YC0Dtt6CtpS4aLmEn54PdT0jPw3yTKp+yrkQ0CuhOm1BYqbXJW5hB/4DqvIbBUw6kBah+2uBX2xQPGPOdcEg01kHhQwCDNQTsfnTrlXsZ+W6YsFy5hLWKvaROZBAUQ7+wSCUwox6KBlOmGB4vM516GSxtGTAaUX1HP73Ds/SJJYEbxn00kUaOgtuR4S7z/krcMoTYFs1RmQ0Amp4rwD3E7Demxr3a66+HnTCW8Ilvghb614E5mtAkadTe7AGmLZHN+P1cVPD9JVuSv4e3qUQcU/JKw97IHvuUOqKx6UBkR+SnrIqqOa/1bZAXY2ApW9Zj7Lmp4gcAMJIXTrUBoRPx56r4aD/3apcnR/OU7wTFxW7zjtRLyITh5AsQLifm/Nk/clbx2Oaj9dHn5Ig6Rt3/12jfE6RvZW3DG83A5zCetIRfsh8/CzGsTbdZCNPVIGetms9IrjDTCfZV0Q33oD5j/bKdAi6CkojOFab+Y5QXGrKSmIgMAMyM0+5K0Vbwpkq86AeJsX37i72ZdS+4/e7IH2WsVH15qW6MdlfEhYJ1M1IdmKNAqQc55+cq3W5wNKOJTYgV+JrqnKDqJwjIp/SPghJ6+KzIMCiORBikrJgOhg4nOvy4i8KFeJ4GAZcwnrOFoTmRfq7NwJ5zgq9Rs/VprpdfJdrVyxnipzSHH/soy5hLWqTYE8qGMRee00DZOzGctOqqwTnlW9NM/g5P0gnm+LmktYZ3o1IXkQadBJyt21kFvyF1VVRCdv842YEBSfS1ir2hTIgzrvSPO3ysndUfBJUPnpC6rvck6gPBuFXr+MuYR1GloTkgeRiGIx1hwlecoBhdn+71AR9xNwtQB8e166RvG5hHWKWlMgW3Us8nQdd680heV/3e5qvkZRq4j0x7iMjznXaWhNSLYiBxQZqXI3IV8JHqlPVkXlLOdIgaY43xzKnwTL+JC3VryJzFYBg066r3bdEQNlyRYheggh7jRCegih55p6yo/L+JCwzp9rCmSrzgTVQnpSp+6PFz9k8dRzFh0Cd18zZPpFfUj4oZC+CslWpEE336tHPc17UkBbeQd6NZJyL6p+zPlDIX0Vma0CE6RGyU5P69kqyXtE6RJFgUtZ0iijuyzDj4v6kPdDIX0VmRfqULsmt9967jzo3L+fmkvDNSvlZB1eFJ/P+cNJv4rMgwLvSJ9r6rvhNk3uQ3TQa5YSOl+WMZewVrUJyQsFiJHL0QPKiMxcErK9KDefZZ0V14TkQeQ70gQy6hzILPqpWkxO99Vy3qBrdWvCFCo+l/CbWcxC8iDSoGKkOecreQDFPJ3W9EUqcCHv2N0j96b4XMLanGsis1XAItq8ndYNBEotKDLEmooc7nVaDISKf8y5tuebkGxFGkR2tnNRbe+DbCSnBSeRHIzUVeVSdPIVj6PiHxJ+oBusIrNVwCC2Et3h9GclQ6z8Vteo6scsS3UeIdmKtOiiK3fqm+WmN607lSiQS3Wc5sGhqh9zLpV7hGQr0ipAP5bftqu7r65rH5X7mOUHxs1yYX3Y9S5rKA2I6H6d157xkTMe/CUPRGTT12sGW+QTo1cu+fLJcnW8umki1XoV1BJzZ/KWdnk4bvb/igvhQWlA4ozyl9L4gUPBOAbASzKfc6lc5HKtIFShHUoDotwVsv2qR6P3b6CquIz5nEvlHpF5UMAg7UkrBi34NwY/Ra/4fM61cmLvyhGhQ+kFnYwqVyOrqtURaO5bP0W/DFjih7y1S2t3bMMJZc2D0ojYErykPtA4DYzxP/eL4II/5K0V96RA7ZT1oDSgm12sle0J/RuwDFzix5xr7xvZadstUbYOpRHR9aDmvPIjb4wq8T+4EIwrAHwYsChc8If0tWeuqZMH5QziE+OuR39E6PvARc3nXCvXhOSFAhRRK7af+oLQhYCOAePDAMXnEta+uKZAHtRBREdeR+YJI+NQAFcALuNrzh79lH5PCjzp94LSgIgMwO2S+kmIzVStnTK+D1gGLnEuYe2LayLzoAAiStUudmFtpwAuBHQFWB9Gv4y5hLUvbmPD9FLiyobSgKJYgq4a/71/AxXHRc3nXHvfmsg8KGAQnTv3Wj4LLgRj/FsfRr+MuYS1quyMujU+/KA0oINVvb320+iNf6M4Lmo+59rf1kRmq4BB5yHGFno0AqClY+ZDwtrfRoQmZEOJv62hNCI6BVVkXQG94riojznXyjWR2Spg0C3oRI/Gm3/jwxPyIeEHf1tVIFt1jHIbBUucHoONfwMU/5hlrc4p5qZsMw9KFkkWgtO6F+PRsJ6JXlVYxoeEtcOvKZAHdRBR9UNBtWmK47+pOxr9G+i1wEXNJax9ak2BPKiDyMWNzVt1W9FJ3x0asEfF57P8UGlKQq6zVppWlF5QZKTOUc+2d+3S4OmTR3VHg6q4jLmEH1StCuRBHUREieHcXT1DntS5dPNGxeezrF18TUgeRCLic6BXSpdA3ZvL32pHEXYxUd+rUdX5nD/kaJAXYb9vzdGoKI2I1PFO97KL0aaRBFQVlzGfc80c2DqH5z/bR9wg7DjOUdjrrGjvENWqUVqbIrrntuPUpHI1b18ldGiteBOZBwUQiaNEzaTyQF589FfeMLH9NDX34lyXS1XFZcwlrKm5msg8KGBQYHQrAR//zSmVKdWOl78d4UXx+ZzrvOEmJA8iDaJNeHeacX1yDMZrmwiqES02S60qoJtjr6R+qPhcwjpvuInMVgGL+LAffM2x3hhpIYkYTTUXtlf8Y851pnATkq1IizhgGRXd9DLbtcqCHnD6pHrYPG1BdFYdFf+QsM4UbiKzVcCos3FgozpRON91P2u+685/05a5oPjHnEsHyyMkDyINuu7nzFzOMYQup85R+ZvenWF3naqo+FzCUtVHZB4UQMQ+nWJtaDZwlMiWOk4pg2XXxnqOmQMfxWEZcwlLVR+ReVAAUeDTTK1l472TPNCMqEdws0uM4ojmEn7zo7PIPCiAiJO/3F7RtTHSjjN8Ctq0WotKGB7FcRlzCWuvehOZBwUQHbEzmtzFRy2NOThKunGuJuej4vM519fx4jOzHG47lAZEyd7ldnKqDj3JTskKjaq4jPmc6yvXROZBAYP4Rw76lBPvAx3v1cl/3o/NUhT3bFBtL8uYS1gHAJrIPChgEB0KnBbP+J2NrVBpBukOLLbW9aL4fM4fohNVZLYKTJCI5LQ5p4c5d7KxpcV0RXFCh7r/YBkfEpaqPkKyFWnQxddKj1rlOMx/0woARWrSg6ofc65jDk1ktgpMkOb/8tN6X086cvmbu0fFP+ZcxxyakGxFDmhnpH5tOk/7rfIH0muvIFWVA83VxUS2NNk627iMD3lrR34TmQcFDKLXntd89IbUWU/HB1/T5jgxyWmFlFnGXMJa1SYyDwogImaxcjLbK3KMahYf/W1X91M8+fprm3JcxlzCOubQROZBAURs7vtQ2+FEUsDFyol3c9zbvSg+n3MdZWgi86CAQXS29JWsh5jFHIc+CJHTmE6/e49qMiIsYy5hHWVoIvOgACJmifZH7c5zi+I1HZlzBGoXRFB8Puc6rtBE5kGBd6TBI3p2fd3KJYHh1OjtxY6Bw1VuR3IhRG2Og4uay/sh5lBF5kEBgy7O39BtnjP8/FWdozt/sjpOWQGtZzfLmEtYq9pE5kEBRJzt4+u+iuhmV0xt3XRLGoo+5biMuYR1BKKJzAt1TsqKCXUPJI6ShpiUr3xS6dIk86Uyj+Iy5hLWTv4mMlsFDLrKT1hOYVqEtDv+m3p8QdWPWda7ZZDDvrBiPii9ILKva145e273u24zHD6+9V4NJ5tzyi5qAksYdIKIGIbyxICrd+5csx/qAao6eVAOEXnhyrHE15atEMmBKA+GoHCJcwk/3McSczj1Pq4ojejiAICG8k62fKLmFsjpKVauVz68xLPexxANwagGBGBMdAguBl6ouZ7rwE1TLo+qIqLXA2d8yT4i3nhl06S92mnVm/Xbg08fww8QG7FBnaku6xCPv9QznQGlAVn/du+1Rpe69f73S8Tlz+WtFN9ursG6hSG1Q+kFca2GNkkw3u7eE/4xy1odSqjciQ8gA0ojClydEZX7n24OogdgddC/bf3UneK4qA95a8WbAtmqY5Tb2PPiKjo40UXacRlvN/qwYVEfEpbOzkdkHhRAtDOqHlXHPsOgvAzo+0YfNi5jLmGp6iMyDwog8uT9L2pULpbe240+bFR8Puc63tJE5kEBg+jVvR+SpEbFGvwGVBIZyRep/CLgCUePNi5qLm+p+KNAHtRBFLnmRZnh95Nf+ad3L4rPZ1kHg5qQPIi0KDBShhX+se5QryMpV1ueoarzOdfBoCYkDyIt4rd+fSDYDN8qFcpx8dlBmZo4l6TRnYDicwk/8N1UkXlQANHJr7barIx8+84pLbCEfyhPWJCTM9/1soy5hB/YsKrIbBUw6OIItFMPFhMalEdZAxWBHcNHGBX/mPMHhpsqMlsFDLo5MuBDfK6O86oqMZaWT6r330VOe1HfKyzjQ8IPDDdVZLYKGHU2Tm3RWja3ie9VXXaBjxa14RHR2rYjIS7jQ8KaRKaJzIMCiIhyiw5sGtRxUrmhMRXwfaMP2zjfYVFzeeuYlts6L+2D0oA8q6M8Lca9bNzE4N/GReGC5/LWEa6mTh6UQxQ2yaSQxwo94biM+SxrdfhOujX7/kFpQIHO6L4RQ4B7GZ3G1r/dK46Lmstbh42aOnlQDlEk5bxWDKPr2TiNcVHzOddhIy7kccrN9KA0IOpWV9BRs+87T7hRFZcxn/OHQFEVma0CFlGWIufLp7/B940+bFB8PudauSYyWwUsumnNUZ1t6O1+91q7t1k69INydA/EGFS5itKAiNSR2LRqkQlVctV0X3Qoo2PYerS7ReGCP6T/UHFT1clWOYOoFTk52zSkAR5c9L2iCxmW+CHhh5BSVSBbdSwK7KbUCBexsRZ0d96t5myGZXzMuY4hNCF5EGkQ34H33bneHoeycQz3qs7n/C3AEYjWKQNKA/I0bVA6IuNRta7gXnFc1FzCWlXK/QzUPjADSgPiN0RwWgGGLuQvZzMucS5hHYtpCuRBHUSBDr7FLNTOWm5nIUoa0TuUB6dxv6i5hLXh4YVmTIk2G0oj4gTCUHsmcyWd1g8TewGhSnUMTIKGH7AnRMR2nR/S18to6mSr3ID6lE1I53Qc4y42iSYocTfVWNPF+iV+SFjbTy0RM/8N2aWAIIGznOO4J6K+kRwz3Jx+GxU3OapzCWtrqqVl5r8huxQQZEVixmTZ4ZnhpiaPcZnlFV8WZTJW5/J+YL2seZD5b0jnBIT5k5iiGDmE4o6an8VuMqdnqX173GRl0+Alau0oLhgvxlyXtTHTkhLzn82tRIQ5gZgveCoVimbOcHFcUKpvZjrYlXXfLB8vzVz6+kje1MmDcgZh2iPkEp60ye3xrohdb+JQNkucS1ir2kTmQQFEX9mDXEpcSVMKYgWqEQTLmEtY2xJNZF6og/mCmEtI3ioiVPEvis/nXJ+Im5A8iESE+YKQS2gjmn2E0Sg+l/DDqbdmCOa/MbUREGYW9ul6msm1t2y5PvgKyzDpknN5a8WbAtmqYxCk62Eqn2Z5BVcRuTpcLU/uF/Uh4Ycgds1zy39jgl6PMD+OyTtdbSYYOHtTecg9B4rKebJm2dHfgt9eFoULNnmNU13Wx9OWH5cBpQFhXh0mq0U6AZanQA/97E46d/+yfLw0c3k/sBpWBfKgjkGQnoapa/Hi+iIXX5Yxn3OdDNCE5EGkQZCQhslqB5fY3Vouf5ALv11/VHwu4YekS6Gc0wewoTQgjo3vNQBv6vV7ogFkXfiYc20hcxW4U5/Eg9KIyH9QGd8+6/U/qAxwiR/y1orz0cLrtvagZJHf+Fqpm3hSr7+Py8AFf0hYJ12SN2cPmtX0oDSgnWNhsSYLAkEBKo6Lms+53nOZP+LQjNAHpQFhIo+t1+9r+S3RQL8MXOJc3npfbblKGVAaUOASR2XJ/87GgXwYTACaS/ghkYSdv5Is2KE0Q1qbyb4Fr53pQ7gYaedfLKLEBBSbOjKT9wMNTFQfTQaULLL+G/Tt9G4o9LR9zLm2l1s4OA/BYRvV7qOxEKnF2i9T0WUC9xAbn8tbB/iaAnkIHBvUx2YxbmvqwrC+yyxqKmFtLzeReVDAIAgxYxQX68KwvguXMZewrqhrIvOggEEQcMYoLtaFmfouWMZcwtpgbyLzoIBBEHDGKC7WhZn6LljGXMI6wNdE5kEBRBibxbgtFlSZai9YxlzCD+fVypmfAaURAde+6cQBPTSwvch8zrVyTWQeFPhCyK6PBPamaQgsYz7n+mjdhORBJCKkpQfKemwTMrT76BWfS1intjeR2SpgENLSA2V9IGdda1tjml1g0wpc1FzeOkG4KZCtOgYB137Y6LHafGU67xX/mGWdzN6EZCvSImwEgHz6PWV92JknLWi/HVD8Q8Ja1SYkW5EGARF98PzzRG0NBMp9zLJU5xGSrchPhNTzQEsf6OROClSKavJ9R80KhmV8SFhnbDeR2Spg1AEGfdPEBtvPgOIfc64PzE1kHhSwqCf7RwZ9pKXHfju4jLmENblOE5IHkQYhZz4Q0XNBVY0MYDMgo/hcwlrVJjIPCiBCzvyLT4y14xOqOp9lTa7ThORBpEU9oT/y4iMRPR3VigJKH4OKzyWsiXeakDyIRIQs+UA2HzdZhhpwqOp8zjXxThOSrUiDkFAeyOajE6rAitgOcrIMo/hcwlLVR2S2ChiEhPLI546U6cBKjozl0XGO9l37aLEBd8mNEzmov2sNY0ESxYrjxfjQc33jNNKs/GcptAwCBitkt0KicSQMRwaxuYT149g64mVAaUDYSY8qFKmDen0hcL/SLbx8r0frK9eE5EHkO9L7Efrjndw569CNnVzkpKp/UXwuYf0ANpF5UOATQX+8U/uOKmWXi6zA8bKM+ZxrVZvIPCiACHu3YV83yiwkG+l6UXw+53p30HtHruOD0hSFlx8Sf2SKaVGPXH0hOLKRNKj/IWHt06fjbPlsbaRWUbJInLHlSayZXJCPhHlFvQvNOMbmEtZFTLI/7loM1lCyyFS0YC0KltRADdF2crKCblbbxbOcEtTcbtlzz2OUB2hd4MTxUIrkZ0BpQFgIYQoa+nqOTTKNtfX6dnKrAaf5MHMJ6wKnk+N4ypH1oDQg2aC1GNJUHmAFgSl9gCUaVTlupVTmRaCUTWrtlyRTa67SXLN1ec/BhYvqwnxQssgk/puU/b5+wVwMo9zFZZNashLYK3ZqVc5c+g8pV+wod9rAvaFk0ZCy36fzwxIHdbjcVV7re7xjt6iDa3GvVrHDMcVrG6UDWidnaSxAmzk3lCyyGfqYWw9FAbB8o9zF0Yb9uEYJgH4ofKEtj4LJGVCyyKavQ2o75t3DEo1ycwlrvzgn+gYNjDwoDcgkWpskbMglh7R3WKJZ/sZZvjU5ay597d3dOE4jvWs7lAaEGem4KFRgPstaHXrKwy7s2B1KAwpkaBbrt/YW6d+OJqSE4SZI18bMclyiWYZjEgn95Fyz33j/OAU2/9mEWIMgdRZzTk0XEuhQYtunxH9Pu+65vHXMoimQB3UMwmRZyEe1jT6gCQh0L8ElzuWtFW8K5EEdi/pEWsxHPaW1R6xlYH0PFFzUXMIPxV1VZB4UMAgySTHL1LT9wJYg0K8EFzWX90PqZlUgD+ogwvRY29qD7tXa9gOXMZ9znQHZROZBAYMgk9fk5kDGDSo+n/OHUq+aS5sBpQFhDq7JnIGsGlTcpCdPJayTNZsCeVAHESYP28wZyKqBZcznXNPuNZF5UMAgzHPuE4SHPJoux8YsYy5hrWoTma0CA+qTgCFB2GbOQFYNLONDwtrMbSKzVWBAfUowZN0azh/DB9Qv40PCj7mju5Ql2jxbQJi8islBmORj83Nnc/6YAxokCXvIpUXUJ6hidpJRFZYxn/MH5arIPCiACHNpkbroK61qPucPFVNVZB4UQIRpv8ikhKrOZ1nHxluqbf4b8457hCm6nFvvDi0vRGInVBWXMZewjo23VNv8N+YPA4JMV8yC5d2SN6JxGbjEuYR1NLyJzIMCBkHCLrBHGWYpo/h0zvV1bBnD+c/mD5tsYmCXBObJIQkPEvR63iezKFzwXPo63ntxvuCl8d6GkkWBiJOc10RTLjok4kdFkJEI2Yofc65vgHatsr1yFgEtJlJmmmVAKiVc/w8J6/yDRn2ZAaUR9ZSZeFXNtcJlzOf8ITmi0ltmQGlAQIsZdup25TXR0fzkqLjhAZ1KWCdONHrL/DdydvYIaDEDVb2QlX6Nihuuz/mc64elEVpmQGlEPRFmcPxcn2cYVTXsnvM518o1CssMKFmE1JchsH/p0jQnUNXyeU7n/CFzoxJaZkBpQEiE6bmKea89qblSWQ2qcDAdQGttA8vAJc7lrbeg9mrLw4sOEb5ZDJ8hsA3ie34+50q546IstCtIPkyH0ojI+3mpS/3cKVvrinI9zpP2zstLGP/kSvFLy9ROLtu7lE7t5ESBa5c4zenIZDhPr4gknKfE3k5K/iO/cBR5dKuchwRbivSbkOzAH1qvln8yzcqtvZs7lF7QSUjcBNdJsZ9b31YXccgQDyN/8qLGyGVhkqv0MedSOc57vTS+1qE0ILpm7t7EEj/ZMXPdch8XRL+bJj6X60nXn9zsMgv9bpoO9CFhqSof9G6yXDKgNCByZlEXJrkdqN91QXKwOTmT697lLGWWgUucS1iq+ojMgwJGHbof7yCn+YuLKG9/VVUdidQ7FxWfz7lS7vIUxrkvec12KA2I1PKbFkfflPJcHj/ZK26q//bbJoGiggJ/j6/cRSn/5HKKL3P2aKVq5CZy5dfk12yH0ojIGXvs8uxGsh0LEhdCOS+Xv8VbrtxB2TUuXmKHHszkE3U//pCwPhE0Wov8Z0kuLAI6jJsj7Nv28iKBl8zHnGvlmpBsRQ7IMVIF6DUbvNd3F50Iwq481fiWA8U/JKzT/JrIPCiAyFEyaVFKlaOAc/Ct2Vqv6nyWdV4R3S1lrZrm11AaEb1nQqzZGZGV07MUKoeKz+dcK0cRuKCn0A6lAXk6aAQtpC3vV0JRnIFGVVzGfM4fsg5FpKZANZQGFOjtEa6g6GCklifvekFjFUZxXNRcwjqvqInMgwKI2DEQ7ppl5OhnvaOm5NHbO9REO1R8Puc6r6gJyVakQQcF/aJuyYhiIBSUgDp6fjxq8iQqPpewVPURmb/VCXTkclEZAQIfGCqKZLqVqyPbNSr+MedauSYkW5EGnXTvRFd7OpJZFjWwHSNvyXqaR1U/5lwq9wjJVqRBFz0C0Wv+KqBIeW7lemiKKKj6MedSuUdI/lYgsCUYw1VzhCMjUeegSE7cZZtBVT/mXCr3CMlWpEV0RonxDiOKB1VNcOIso5OUc3oHguIfEtaqNpF5oQ6XI8ZTjloGnZQEEJVhFBX/mHN51HqE5IUCO930USsgIyfTFSR3IGVVFpESETOqzudcKvcIyYNIRE7Oer5mUF+MTlGOzohRMwSNqvM5l8o9QvIgEhFHpY8t6CZMr3o+nBLiHJl4SlFRvPlYqoapUXwuYX2ebiLzoIBB/UnYnJJR1fksS3WeY3q2h3aLWB0nzihEB9eRHVo7ejCZe1Sqi4PaGBQU9JO9IfAhb614UyB/Kxe5KcehsZuCPCNRlT1s5Rof4zI+5lwq9wjJVqRBB/kfj1B3PVZH0eEon+VwctIpxxjP5tU1Kv4hYanqIzJbBQziPiCHBpYObu5wePEpoKofsyzVuWjfPy7J4OpQGhCb5ocGPSJnVxQkriI+Mh2HHB8OihQ6/j+Zpex6x6nHh7mEpaqPyGwVMOpwjdm5eX0E6Cc/N4n8H1xXemj5Oir+MefS4bfTgfLcpUdCh9KAHGWinE6fVnHV6cvsuMjFd+5iRB4nbdfHveMs4WXOHv1QN+L5kLRr3UhFaUB+5xOLFmqgIWCO92DPcF5WqBVncwlrg0pOu7f2T28ojYhCQuXoqaWDcGa2x/t+GbjEuYS1qqqAUIY8KA2I+WijFmEHKmklVM/TYCR8mBO44Lm8H6rRqgJ5UAdR5Fei8s4bk8EaAv0y5nOuLUHa9aLSQ3cojejiY6mWXePp2hoCveK4qLmEH0rlqgJ5UAcRc9XG6m/gzIsYLz3OgjnxZXh8SejR2kpsCuRBHUQnHyYOeSPZk7cxEvplzOdcW4kqUu7OB6UBkUlaDmziZseT95fhYRY1l7C2GVUBMcselAZElBV0KDsVhQcZU+PDKMEFf8j7wZ6sCmSrjkW3HHW1kJNyCyoyZog1LrpFfUj4wZ6sIrNVwKizUWTr2PWEhGaINSc6xT/m/MGe5DOi+II6lAZE2zYdbrWUFRz5xiFvTI1+GbjEuby1rdnUyYNyiIiLuuycWmZsTuxgXOCivubs0dryVAXkpP+gNCCuhzmCJNnrlQuSj25MlC9jBhc8l/eDHVoVyIM6iJia7Ti27QWh+WLNkH5RcwlrU6+JzAt1aIMvh+nNA6qeEDFfbkCXLgMNln5Rc3k/2KhVgTyogyhGMEOolnyi+HyWtVUae9sKRSKiWmg66XtFgZGItBYTWFOg+JeEHq1t1KZAHtRBRE7qYlu5aj/1JiIqPp9lbaPSE3k66SPaoTSgm4JOpz/UYiUFTn1ajd0F9lOdRY7PHxKWZiC7W07tr9ShNCDmPTj1THRwmt55qHXP2RznIWZI+RsZhV5OVm0W9zJnj9bnVTLEDu2o1KE0oCPwj6X208l/u+vp6eS/ndVTT3enMksHrs89lOKO42tU5Xq/SOjR8hqzBX8fUnXYoTQgzke/tey0Irk5eAHF7Jaf/OBF3UH/Np9zea/S9O52cl7tULKI3V4tDeLY95PTIPQnp6jjvUuA9KDy94LkbM9vpoIO9QM4RrpzzOUtr2qg4PodJFbUoTQiSpIqT9rbtTLXkd5I5WAlqgZOkdDkng8J63PWzakfh/rtG0oDov401PPpeLn+cOWOjfI7r/tWnz49jpcSiUbOPLpurxbaxgk86gqeS19va01IHkQCQuUOynlxlyYCHqLc6dT5S/vxdegGOJ/ztyPheUnjkw6lATHRwLWdes/Re+as2zz3Tj1P71++16N1IhSt+b5FnQ6lEZU91G9Ka3kS+xk1q5KEJioqfZLGTtkPJL/t5GLe+5T7+EPC2gwkr911SGPXDiWLIvf7ukK9A/lndfpmJ/+Uu/aznvT5k5sfZwH0Q1Sp3srZ3tgGmTuwv6/KaUxQePlej9Ze07br5WEPROS9bBDX2+YBGwvunfM516Uj5MQKSljdoTSgKNkth6Y3cXGzr2nMfXaRzRKCtCjsIDSX9wPJIuUPqKnRoTQg7oAYav41ETQ5ZiYel4FLnM/5Q+kIZ14o/96D0ojo7RH0Nhc6utDagnM2R9zDi+K4qLmEtapNgTyoY5Hn1BtNshdnuJIo8Xs+nEp+te2sQM3UhkXNJazrCESk5Ct0KA3oIu9zuGMtctjYi6/Z2Hx3nrqxgOK4qA8J68S8pkC26lhEh4m4a10LM+cFreANlCLqgm5PuIyPOdfK0YEhupo12FAaEUWHolNiT8de5E09nKAqLuNjzrVyTWS2Chh0c4qE376CA/o3iHjAMj4krKsK6DaPVCCTAaUR0eYRtS63/JDiuJY7kJ1fMRwa8WAvftDMIy78jF5NjbmEtapNZB4UMIijGrHyQdLZJtZsN+aUiJWpj7nhis39toy5hHWiaBOZBwUM4lCBEmWEnZN7TlWcY3XxVDIwPs3XtAuzjLmEtapNZB4UeEOXZrsxb03UjUXVUWoeSb+Npz5kuIy5hHU8dK/+3wwojYgjwptu5XTPlr+dGtbip/w+zhfFcVFzCWtV2cGyCVFVh9KIbvEi6zNPxRuH5vWHyHFlzWoXjslju8PLonDBc3k/BHKrAnlQxyDP3uD66LDrwWnOXGRng9PsV3ptUm3t9bKouYQfArlVZB4UMIh+5MOrR4O5dI+a4kwcKQVpjvvh2FOsVw6XMZewDt3yRFH8nR1KA+Io51GfZOZzP7StYDjpoHdEvVYnBxyCchXiMnCJc3k/xEqrAnlQx6Lea4QepYv2g0O7eQd+zx9RlcNFzSWsA5BNZB4UMOqA8+umoo/j1AdJ4kha5hRufuSUuMgsYy5hrWrzxeU/65kDxEmoRVUNDvA76Liaqr3ixqM3nfOHdN/qNsx/gxMREUWOTt2QIh/0DiWHKog/eZ3jMqxyUwlrVZsC2aozIPJv7BrXvDjtyFXSW4rAnVr4HPeL/c3Vo8Tf2+5zXOKHvLXroYnMVgGLyCo9tQt1uNlNo891OVPR33zl4OUKQadhdVjGh4R1ILeJzFYBow69fRy7Zwhxad1Zc8vYD3CGqGmZdJQ8fdjHZXxI+CHmTFWRp1BIdChZZBxc6PyK9COfhzoY2dY/1fAzi4IFf8j7wYdHnkoX1dnTUBoQtXh2l77ZI9MRnUrdFHlfPW/xrhj/Hvr+5hLW17g5VfOfcbEahyt4m4wnChxqxk1GfLtUofkyJ6B1aW8LI+QhqADopMh8OYedWnhLyt2XljZyx63mROe8ils7FZnQxFzC0mv6iMyDAojQ34m+UM+Ocn15ouIfc/5QMFpds3lw1Bq3bXmEiLySn92L6VLvS7YgrB82VcHG3TuVsFT1USBbdSwKNK1S0l5EZF+QBAcu4iov11jOS2YZ8zmXta2PkDyIRFRu8YL0aIeVrrZiFVWdzrlU7hGZBwUQ+WIB+e2WcNhNeSNFiHj0sAzXKD6fc6VcJySPInuEyl3U87wgea4vCnP7TUnqb3rmCxKr9CbDw29HrSaeSlgbJeQp5nBABpQGxHXR51XJvfl9rakVYfP8uvTqCeTXZQzVuUHbvG5WHxLWYa329sjjuwQRvHUg4oHREPHpX05rGiIv8e4jJQWdbxI6tNzYHyF5EIko8JvFe41ysuLBvbAmGEYFpm88zxDHZXzIWyfGtyuQh+sByIg06gQmjRA35ccsSzclcyUx60cGlEZ0S1WwUmeZiEcfDWFW4ODkihtSdiRsn8tbK97UyYNyiMTBG+5K3sZefG1VZWMjfdwElziX8AMFXBWZBwUQeSJ4CPr2HqIhfaQEFZ/PuaaAayLzoIBBlAgbdLc0URQTDQHF53OurxzXr95Or1xDaUCenF9l61RetbeIh0ZDUHFc1FzC+jo2BfKgDiJOp+JE1jSGGDD8ALERXNRcwg+PDjtc5VDcoWSR9ff3fnsMW9jwAywKF6x50fsxygO0XgZx+cVbOa4elAbElk+sbawwMmA8/P2CjXI7R1+UwPhD3vqubupkq5xFfFXv+BonAH8/LOpjzh8euSoyWwUM4tzneN+9T79GBoyHv1f8Y871Q9ZEZquAQVxUUbbM18gAePhB8Y8515H8JjJbBQziBhPHHqvfHj314MXvFf+Ycx1zbiKzVcAg6gNFPv3KGtKHJkDVj1l+iCtXIdmKtIgdrlpKaQMOEDgAVT/m/IGNporMVgGDqHCXMrU1OAAhBhMq6BX/mHPNTxfYHe2UPK+hZJF1+UM4AFTFZXzMuVbOi3dc6BsflCwKnKN0nBqr2DiN/3S1rquPf8AyrHJTCetIchOZBwUQcWv4Qx2FNhcW82QxcgHLmEtYBxKbAnlQB5FnI2HTeASmAqPi81nW6mxcBbtrXLOhNCD0uBtfObj8UVVcxlzCb+kCJ7Vvy4DSgDAcgIqjAtxr9Wy5DNM518o1Az9bc98gdAxgOMC49WEZRrmphHXssimQB3UQoUcDPe7GVw5OflzUXMIPNYjVdZwHRzIizO+ErE3jHbee8y5wYFz+uHx0zHB+81UP03PNfiDTPPhJ1vbGDSWLAveuOuvbG/Zcs3fOZ1m6Ym5x8osLoUNphvbqqibP+SZnRIMsDePVUTRSU08KI5xzCT+5EI6D3KjXJdmNHUoDAiGoALKAIkPox5xrP1ELj2QbLLG5yH1YxST/YsI5usLQiWUymqfy1mnCTWQeFECEufGBMhivyvWAfjpUfD7nunCiCcmDSIN4P1DOXvND4o+M1KtG8amEZRzjeSDy4mFBIlAkCcUHaT7LOpLGhSRK1N6hNEWS1M97560vT1QA94OPOdc/a/ux8vDTWUQiL1WAk3uuW6u1UAFUDrcZvB3m8tZVh63mJQ8VMIi4Wu5WEryD31Z3VE8xVCeZuqL5nCvlHJOjx+3QVioNJYuMi9W4SnsfrxNa0KD94yKzch7aaOlg9+t1v0gAtC7sa9cjD7VbBsF13GknvbW/r6liwNqE+ZzLqyrZRfcmvXQelCwy72Rj6xgjrTfgjHUJhjDa7OhQQN+HcdOARwmcX44DDoeva2DNgngCHXNLHLXR4Xy1P9yMpM4mmb8dShZZxzA4eNEXjW5zuImH228mb+2mbP7OPHo/AaGfFB28sCirDlNktMZa9PRF7d7rxb15nK++1w6tnSItAJn/TDjSBifRzkAbBI2n/niKt7t5FDbyvR53bUbjOLFJveSUAF3Q/aILoB+OXOFfuQu0HPRBySJTq4pVlVhx6bmqspaAE3eV37RB4oeE9SGr7VR52LfMLtYrYJTDyiyz303nXCsXYllJkGLlDqUBBQrAl+1LU0f6fAyTZYEJIVg3SH2TCzr39v71+xbe5M3R/3NRvQLnTlvzrdsoZhm9Zwud23hz/C+KP+rk4eqgqnAdUfGP760VaD9ytj+5uQEoVOx3bbpVNuCDhKiZFT1lZ5zaeuEsR6/yIF16AKYbZ1ey+YuaVpTvyf5z0Y5T0M7X0WSDYKYIJqdAHg3emh9rWF6MM/BxOMox+kHpBXGTgKg258YNFS7N5JJDtfaTgCM2Hr8/JKxPUa2QOf/ZsmZEWJ2NNe944DZHZbCO0Bycy1vfcAcXlUoLlw6lAeHVwSuH1gBaCvM515l08rIQ72mH0oig5Bnz4yB3Drtt2CYNfQOH8+Kkv6AP/Fz6chnP/ZiHu/ML0cm/vEh23cf5Htck4IbgrtZ7fD7nUtVHZB4U+EJ4dfDKoeLzWdbHqla4mwGlAWHdLNTUWo5+4O+H5gK2wnkqbx3qaQpkq45Ffd0s1tRa/n7k9u8X9SHhh/rGWhubAaURQU0tUWo7jgUQeufv316WgUucy/shfFErZTOgNCCssDUknkDwiYsyRcRTCesSwlZFm/+G8l9AWH1rSDyB4BOXgUucS1jfuS1xJQ9pLFiLi4WqWMSKxKBQtfsx5zq41oTkQSQirLC1XJg9T6ah9ATF5xJ+SHOtlbIZUBoRVNh+cmHCMnCJcwlrVVulbAaUBoQVtkj+iaqasuHpnOvgWquNzX9DwS8iqKnl/NB46qb/zoV56TKQ0rNfFC54Lv0H9teqTh6UQ3Rs7EvSh+ydC3N/WdR8zjVtqohUus8HpRFdnOKifBAHx/c3OYMZKlBUHBc1l7BWtYnMgwKITk4V2r2GEI+zy9Qx5J+GxLNfxlzCOtbaROZBAUQXOwXVtTWwX3bMmAOlZ7+MuYR1tZ0qIGHhB6UB3cwy7pWAgaPU1Zf6yYwJi8IFf8j7rfauJiOhOka5Tcp/lU7qnf3SjYp/zLkm92oi86CAQTdn8VS+UaD7RFU/Z+nQD8xjVWQeFEDEZ6LjqBWeXKpeETJcWqLOfhlfEnq0LgVsCuRBHUSU9kGsjUrqG12HDN3nBzHoXMKa4bWJzIMCiLw7Hw/uJ/vlO4mnf5mzRz9wuooCtbdIRWlAgfN9NAWTPekPQvJPVByXOJfwA6drFZkHBQwS37erFL9nhyrd5wnojbUUFzWX9wOna1UgD+ogYn/K6cIb4oD6uevLApcxn3Mda21C8kIBboN9atGaQa98o5WLdONfI1wvy5jLWzO8NgXyQrmTiVK1f3RBV4eQbhWXMZ9zzaHZhORBJKKLiVKjZk28k6FqPVPPBWsUn0tYF7s1BbJVxyJOVTzU24fsr6D49ywdWivHeXyXdml6ULLI0M+Ccqj4xyw/XKtaSJ7/bFm5QVDEZ0rY+jK1gSm3W4ZVdSpvndTVaEzznyU1RYT0p1jHDTXeXw5NdNN/yPuhopEU2KUQy9LIGsT+5hp+AEJFs0RQDr3d6MOey/shUamWnOeXAvQeYak6+rfR24oe1fmcP1r+l7Z8RKYnQ1gFnFCvBtxWnRS9HYpG+VzCD36AyuaU/yy3EyJkgTIWKyiOi5rPubbuG2NTBpRGBExPaKNaW7NXHBc1l7BWtTE2ZUBpQMj09G6kKSGFsTz7RRlqq6m8H5wUlb8pA0oDQt4ntFhxGbjE+ZxrW7+JzIMCBgGbEzA9fRl3gx3aL2oub235NwWyVcci4HYC3qdv4w6WMZewtvWbyGwVsKinqDL2Kyj3McsPXDqVXCoDShYhKZWxSq112alqmbamEta2fiOXyoDSgJCU6t1I06x/Y2v2i8IFz+Wtbf1GJ5X/Rv4sQEBDhTYqLgOXOJ9zrVwjkMqA0oCQeMpYpcae7BU33FpTCWtHRFMgD+ogQsYspKFCI83amv2i5hLWjogmMg8KIELGLDTSvuzX+ZxrC76xW+W/gcALEbBioeX5ZaPiouYS1qo2BfKgDiKk8/oy2ax12S9qLmHtemjsYvlv4BoDhJRdxg5CGwlNPVgGLngub5l1+yRo5yFdGxEmdgd6B4VdzkSOj8FhFzcZUWoQIYjUqDk2Q4JWmnxIWNtPLe0oD0lIBoGtg3aQyfOB5KX5nD/kUv3z5RuaSSXjZMblOOPVlUjVBv5UlqKbxsrudJVxvMfvPuP1dYr/Lm0g2cYJxq5YV/8u6Q3mKEDPKUX0/+XX5fQ6Uuuiz7Bl76gC6dpr657XOdfkU/s/Tq7I3TjB2G00ltxJR8lmQRo+l5N3pM+IWuV3LEaPkE/d5fN6DiV/V4iVeOp1/vVJsvzi5QtOm0U0lEZ0boRqiWCx//bLq1vQl2PFXq5u3ZwPQrVj20VoqzWpUwnr12G5JDSRbDgPSi+oE4nqHMR/QZlnNQe4KH6ezZ1IfzvV8zmXsM4ka/Vz2VbTWQR1d1gUyC1Ny72hqWwX14vp33hPvbQ+4UPCUtWHvy6/sNl1CAnjDEMbsrdxWcd9SLvTi3wjzZnzIWGhqtvKXX95R0/5M044phvx8vyuLeONntTLPP3wNNNL5XL1vi1jz9u7I3O+fOa083fj9aZ0/7sup5uSjhOOywGijPm1JVOffIilgokyZgubXzuXNIMjyql/V+Cr7OgIegV20bitrOCKXsdlHt0VYtlbr0MPdOX+uY5Tdp0yRfl/3XU2kqVZr+Uz5zXo2Y1Xy96Ock+6skHwY9qhZNFOnYTd7uRXKc9lednue0WUprFrTc8W6YailChBgZGovPFredcU/y1QYhiZr/LJgz8p57IPXZaLIpPN7Yc8JR1KFu3cd5S8ZLJERk7ebmbBRh3yXFHzTUG8qCh1I2XTOUiClAZs9LQUVP821WX96G//bi3Vb+OE47voo4m2jmzAW5wXjvbB8uzKM1deDLfnX8P58szfUnDryKd570KQQzUv9yZLJfa3W3w5bitHvFscUo4qKG/tTFN2uyJX6yTedVsszxPDgfwcuQfJgFiOAeWX4d3JE9dQAbx/eHJ+lBuRNwRP91ABfJTx5Qelj/FO6KmFXwFsmZadhKaW3p2OTrq7pv6XfcWRUFZ9rs46htHCcRlQGlEfxpu0a9e0dOhPD73rPySsS49axCv/DfEv6IyILQWx3SD2p4ceih9zrvPpt39BmYPaOE3HjrImOSOTD6/3v7DJi48cOmGTe/Yoz3XYane513lWrzh6tDnDLXfjBGNPd6e65v1WxEcJN3m6HYtBz7fUVn71MuZHsryHy/iQcVlGDOyOns2/zoott/umjP91nMxYHhat1nb8ePCYTlubsiOXW/C+9+Grz3ihSSR+FU9vgdyNE47Psgd54ReMROfGHINlTCcUHzg9iwtAvZBklOt6/vOeragyT/lu4Md/Nv9CxSC1cVy08YwTjqk40Ds2x8JdZvU7/w5BasU4xT1QOYnf+H09m2ddMuD+HVESMts44ZhMtENuoZ3IqIsdKbt92b0PZcKkUtjDyV5BbtDDie1ejqtlfNYC+TLWso5yux5e6998kaUlHUTPU955ajBfJEs/Q/+vdf/veq6uOhmcznPa9jNOZsycnaxu3OmUICepSCa8c/yZfhzo2Osc37qzOZfmYHkeYxR3bhsnHN/lCdHqVUeVWVEqMB2pUk4D8s6khzVKe+jJPOv0i1a0mf9sCScgU2uJFZRQaY7V/EVZxzzEmozBtWbaxeFD3g8hm7I/FCGHhmwqSiMqR4VyF1fWnrIvlwdL7qVY7jJCR3XRlm3p1pLpSKf+cu5pvuXA6FVChxaKXxTRviSJ6BknHMdyLxUDe+NxeUouOUcUNclI4V/gOg9yS3B2XhmHatTUMc9D2QhcI8jfLSf6jc8WF0WBLilEmOmwdJ5RBQjxH/CpsUNpQOSN2/0eKoqMpNSlvAT+lUPUVdkUPCE5Yziq1d+dlkF+SFid/2K5CsxBlLtxwjEZ/uHmjc2T8RouvprMNhDER+DJCROk2Lx8lzwrYbfzdON1KJe2cichxzpOZlwuTLlWYjBfzO7dTsJlu9cEAnr2zvG7z3ihykHXkXwIRZVnnMyYDXsun1XGGt7WD2YCPPn9fXCWsAS1ZvOsDj5092n5yjNOOC6WcDm8iJ1Btm70YgiTZyx6PiBSucq/6LjceDbPShVffkbmqMzdOJlx2StCM3me8VH+HNSFQC7N8n67h+8+49UPxDWodBDO3Tjh+IxCPl3GJz1Wzsl4o5CQY5OdsyCdeNkOIrggy1J+xDLe+LhxkMORfQdpKmu5OZAzv8wjHCUdSiMqj3fZuYT5m14aBZ3aPZEy4wu6leiVfXmHnBT9fpAXLirRMUXc9ivUjWOjOYO8Yz6krzaOK4pxRBtHGycck13sLp4ubJytxhtHEOOJt1J/XxJClzGFKMMwTzf+wQfBv6gc4TqULCL+qPIb31J1T+l0hCTrg9yhBV3qZ+BkKrcfcZwF0Eq5nZPI3SW5NB1KFhUzv9xoTommdnK5lltW3sT7zZ/0clt8zLK8E+k0SsX/QkjzoDSgcm8XFDWqwy+Y08v9RakaBam/hh9uOs76l1l6tFSOjrtS/J8BpRHFjZHcxEQ4UpCSidBdRqdi4as5WTk9p5SjN/1NDeMPCau9kFm46NnL3Tjh+GA/g7g/TscBRN7zburTIvQ97uI6X4l40AlGN6zZnEtb5mEHyAMd1yvSimusxj52ziT0+jdgHPviJpvLWxPntB0r2/3LINzpKC+o/E0coBVtlVSH9j3lxvqY87fSp7I1n0/pE6M0Iooh0qWT0wohv8l9GSmW5vyuh3uqiS1I/7YTib7ftq6ey1Ve9ou2SOKZfJPXodX2Td7KKByDzzjhmAoFo8RgPT05UbJiPfmZywYp7r+NfCV8xWfzrFQhztf93Mjie8bJjjnmJCIdmSz8AvNcvyBsJJ7T33Y2paRkXnx1/mYzRryVdIl2sWg81T6XOyKKuve//QjixCT/i7j9Z/qsltTEZ6PKMw5UTVqeB/ZcBPbq8/ICHc444FnGlKuyC/dFoDfCLsd/WNJk/tWpiXwpZbPkusgOJAMogL+XAyOfkMhs3l3gB/w4yCHrhLf1oI4PFO0/5WOOAO8fB4UhynbKB8+5nJW2tEnvVJBN2j4gGUCZpLtuj8dBjmU9Nhxkn9CLyw3rgBVOp155UyiaWI7Y9Is/42TGBx3NxVdFVQRRcs5DdHs9mgeyMqNjk698ksZslc7mXN2IlBEYN3YuP+OEY6LBL292vscpzh8lm6mMYxtT9CLu8pz5cvNFsVh9uSGLaci2vad6hHAft52/G6+uInlD48FFhc844ZjM9yix0EB9JqLwxoRYjvVlt/LyPO3k/PH2Sve/wGT+hYrlvUyBjIMDdx1IBtwXhStO/iFP8oXvuzhVy65TrPpdSgdPCX5IIu5JPs5yguO9/aS4ZvmLfGcqZ+X9pRT1ffPsW+1AMoCKSIjUiT3A5CSh8CF79+hMUgBnsUZq7kGhxEsAT3CKR5ie8k24qCPlIhUji38iTkgqgMPskdL6y8c4Hj9XZ3k0fHKM8pBxhAhyk2zTob4hkRMKlE2Pf/M5lztVORqV1xK7C9o44ZhOGl767x1HebL8yaZFGQca8/9H+n/xts3mWRrGF4VjmEPkGScclyPIvyAugqNM+y/ohh7K8bQ8arwPkjehrF6MYU/2OoccD3KwBQmPzeb/IV2FXsKXpkQ+KA3Is49x0zAWHZOljRs7R8kCuLRZRiS/VDkUXv5llh6tHnUizzg556cNUz8Us1RKQzY6pUU+TBBxrBMvCiValFuMt8eTGRX4mdiZTULeS+1r7zKWJiV5hKmGhl1lHUoDoq2Z6PQkmEBNIMtxXk0hNKGMKQS2H1p0xM5FJpTMufH3NPlmp2zqgsQu3On5otSd40WzHi0NfFaA6dwyoDQgiuqWW1i8ouXZ39lUECM+ejoIxrsivmOkrmc73P64SAri7KuzZlVETpN6k9ejtYOzPDwUGJUQ4YPSgA4+EKpDM1yU8L3tmkS7nXTgc1utBvCM5DFwG39Sm65SigHN+XySXPsvjn4MAnxotiZupRfJHaSavUPJIr/xOVdTcDylpBHSv930SSUt8bT17LfX249IPss52Ctx630yktv2vPhvsvwP6WtHBL2wbzFQepQGFHmLumoOKyug0Rx2dJZPVtcDnZfv6qSgDO2iTtA5ybV/a3DPOQ67aNT/Q/ryJBDF/5CfYeqH90mMiKIC9UCo9idZJU4LxzZOiGCXY7f3wcbFng0JJHOy8YVSuuHKq0K1cyFwHuMzTjimopZwsBCOkwQpOPUUig3S7sBTf6wgHPmeoupKj+YohbSYANHO2Y1XL1gKtN6nmFBtnMyYcndu8SqzybSJfXYQ3WfZM9jnclApLcX8+WNk45eP8ZvuIB9w/T7dPeXB9DwX5QfJVRcZ57YPsp/xuo6mdcHIgNKAoAOo6Q6K3TPms6xevWf5oeLN4YVnnMy4nFDLWAJ45ceMYqlxP4Qo8XMdn/K2juS24C3vpApgpTeazb9881KUtxxBZF/oUBoRvRhu3Zd3MloKkrStXfYMZZvmuFQ5yEjmzi6b3Xa/ztmhpSfwyZHNQ8YsIsp4d9ct+VAX5cYTaacks1LmNcUI5G/bwd/TIt6b827lUSyI26Zo4OKkfLDyWCm7LPMQXrH2UJb+Drfm60L27lzPdRSgeezz6L/vEXr66ZTJKOqvQdmGGhyntqCcUSiHBIr2uV2bBGyUo1OQvCU3ztfdlbBuY8bCXcuwNm7S4PYaPZhqtszrKTKCsMU944RjqmIJcnCLkgbPS4nkew7CAzf77ko8+dlCZP6nZ5zs2NfM+0jlyOEQY5E6eoWDt7dIF7zYGvJuIDtDzoucVRLEIzubf6XiTcUBwvv0jBOMOY0viCsFTKHenCHHW5B0o9k8v2Ss8V2Vu3HCMT0Xu5SfcKjPCXMxuD47F2R5J5cNQBNfJnOuC8/pRt3oTJwBpRFRDdwWb42ek6uVk3F50yeaw3I2UASHUDigBiLtK1aClqTO5S0Uv/nA6q+brOwOJAMi7btB2LJvikMSsaBnUG4v4hmVkw9dMaZ85O9QCsbFUcGb7sgCWPu5nNXLjMML5Hegt9kDkgFUarMTIR8Bz9keh0SpI5WROClPPimRSA6Q9B06qzsxTuZTr7yEzYuXjUevG/deP/IAxe2SIAG54CTzwlN8X9vUcn5e+a6z83TjlVotpyRjfkk/7nJQArHCh0viD5SJxmXuaf7dbrw8PZcDsfRqacPUD286Me/8MugO0t1pN3AFC3+AiHyJRYSGFzeeN5N1w2XC1C1xgPwMUz+kC623x87pzFqZRC0j3F7DspQNL7E/esVzUiPf4nTAcDhhN1wekGgZjvMynnHCMYUVfdha6YX3tdCfmNxv1Y8+L266yTxrU/T855UArI0TjqmIzmvdTl+R11fb0b7ntb7elT97yePj4rxLDDaqo/JayU5ec6/F4Y5ui9r/5F2F5QUlB/slfQjaOOGYUgnDKacZqHbrq+DKYTNEr6l79D5VDiF6F0t+Mx35gjjWKSkk6CImUlcb4E69hxxnwz3jZMeU4sB7xxm5kRVfw5M6VnCmdtFkY7Z/fluf9Pb1smefnF56qhOduTn5oWaKIU1fPQ/2/fLh7TyYXzqKa507bXuRxd3LnWyz5NCTACZzLDm5S08ulpFU1pNJ4ISyVoLmkqHBZcxcZMVroc/zKeGkKhYnjBwn8+FLCsVJEUfnOZ37pNIR5255I3BuCd9is+u2zmFtGaZ5zDcFhJmp2D2K+2Hf2hMhek4QOJyyJVxSx6aO2Zu2v0ZPcFNe3qZ+Jio/osYeWnK/0y8o0ZgvzZa2YrUDM9iEYB9S8cwhlQkX+TqPjR0xF9UrRqmyvjhD7vSSHMr2JG8GvW05m/+H/UdizU53oIrSAtF+VA5z8sSVzc5zAalkLbAdealD/GOWpXX45HvkIfvjHaklB8T42G6A22He2pjD5pBMJSyTw8uzH09p6trGCcblqpSfUVqJOXrNRa0bppO60gtzll88Lvn/J4G8Tyyfzb+uF2Nyq1340zqULMJ2DaaVA+f/3EFeQRdz+dxOQg1sOxek5c1emr7pNh/5k9ot5+Iz9b3p98iuJtv+HnUBtEz985zLyeeyNk44pqQFfd8EauQSIqflB9q6Qjgl6krvKndJFgPne/JBZTbn6srfZUM8Nkn8a+NkxuVIcUgup5N9QLJgaQ87xDFX7ln3Txuvww3U3Viz+Zd+CaZgIGJ49ks8KA2If3JKL2REJSblwKFVkFQ5REi8DZxaRVWcgqRAVH5Wdi/S2U6+t3OGjJaVb37fuuJRSuQpf5PdhE00x8mEPKdUa24aVqEUsF1zpzgaXD4pb4aPFS0vzVOTmocKVYOgltWzchJc//reMusssE9+k7zcDqUBkSurIAkwej4SX7e8/ziUW3ZoIZXwxMm21842nrpWUAbv+TJnj9Z2OzfB2GtX5obSiOilXqxeqcXgTuDcV53P2OT6CvFUgihu+qBRl8hd60M9DHies6KdkauBJZ6zEqFS1xzKA9LcNSrXLYdqDWTxkedWSm9mzwtb5dKbrmFNI9DaVeWXrls9wjZX2EqMz2z37bUci19tl26O0LvrQ8Lyd3va3uW/sUczIGiXh33ITZN06Odums33fZ8/5K0LQYulXAlW6jiZ8cXuM3EVdxYGWB49L0e5N0KlC3mfc5Uu5JlGkP0WzzjhOAShx6HxEVoJRjiZ1EnS7LiN4nHod2nMd/pszpVa1LbCea4ae8bJjOkGkzJxU3HXVdDRk+W2IUMQMgff51+peNMutUmhYwcSAj72l1eRuGTZJbWJfyo6DlgJZwC7gijAzskNHMvdJKt6PvU6+kf5QKckVT8gIfCOdZJ0GO8ox287JARIGUf0BuLXeNmBCcg7nTaXuijneYUSI3PUlUx4BDgDm/4iOQHu4kUJVwe13yzgkkIVyW+SnaIc10kdoewhLiEC56A1gOVriXzyO1+HZ5xwDHXUfX011Qwqd2nv3gD/w0V+iSD2cnki1aSmoOkmQWfqb+f16BHKhQpSNEcEGOU5ZXOJwq3O1VKUpstE32WKHYczmXvuGSccU03aLUR3J/lv71tT7U4Kl4qpruNNlC2fkSt+0g98n2LaU4GYhkhnspab40MZnC2BsKETpgrf1oTTkNt+NSRD4uG5hDXRKKW2lGmlsO5BaUAUTt6LVaBHhb6k05R7kqOmoONtlh4tT4DslL+06q9DaUA3Z+hsoQZUKZVJu0XtO6V4n5eEpz9mWd2FN2eE801Yh6kfEg3WHvmgwxkz0kyVS6jEtUR5IHvgJ+F9hmVdCZ8rHZeV6DD1Q+bhuPiQ1M3aiaUWRdos1FH0I4qBQ9tXlEATpZ8eHLV8F7FkG9JZMwpow04DeuHu8maTpNJTfXf0HuG80XIHXfyTkrUjrAdUMrqLw4N6VpTvc5Y03X9S0luOof/YFUtBO/qApFBsVB0rZhsFarTWkZwpmptAqUJemiTRNq1VN69rWMUG6hJzv9pu2P0g3d3RXY73r60LUdRFntFd3o97lzq9ybyvIfly9PXq54jErCCkHReHMaKmAjwltX2p7UTWmgiv8afkkU0FEPKunMwAfYuC0nH5qI1D57OsAieUT3Z5T3b4M044Psr78JKsrIsOAFfkd+NFr5QrOkk26arO+2r0yZxLFz+XJpxSTNajNCB6b5QDoVwJekXQrqdREiL0ICROe5NsCYmYcwnr5Kfj3xnYBH3GyYzLTKc0mzmKiVLGrARXY5xR60jK/ac9ww/yXp1STTSbc+mcEh/Hxc6pOk5mTPxPTstnnrgDHqafQzaU2PRVRpP5l8wb5V19U2wwd+ME40iOm/uIkvNAdFHiX4+Ukn0f/MNGso9vqR2MlCp0a30I01FpDQmV6t9ObAVK97z9bmX14+VplEzh8nxKg5oOpSmS0x9lZVJpg5wRqXhh1yz28i9lwinnDP0vbc1akvwhYRn54Nr/IyrB8oPSgK7t7PoO8d1xtL7p1G/3UJrag31mre9WneV6mbNHq6PGRZEQoWJ5xgnHxNsU5L67qEAwSBeIi7LLg7DLXEQ9UE7ovDGRWzlIaPly5bteCk4vSvsp15//nyoavNw0F22eSqoz02GVlRHokBguDth3IBlA9LUU/eFgOaVKETOtOhopgTxGza6mLF/KLnE9klDlRq5JIdwmtPErtiZtnCyMzwRzNZZcC7Rd8b3ThskMz38So+SthLL8/jHPGxW/KYkBJXIK3S21ueOkzn9cxBu5WuYfW6P08PHxhPkM5VxGT/sp5zJiGzy9kBwSgeGhvIa+PPs8A7mDJD5L7jSiZuXJykVUHkNqWnawn4czjU+RRvfMJRyQrwtcbbT0dqTET9po2zjhmLP7xDLz9G5y9/VsukIMAIX+FIYhijM7TzdeJ9bTA+uUhLBD6QXdvPWLr+zg9IirbzHYKmux6pYUL7Noc1JuqqnlHAWRx9NFPSrNpa/erq3mJmP9DYy7Gp1T4iecvEburDoW01xqdMS+91qWSYb8PtT3dOMlBQglX2+cg/WMkxmXyxkk1RXoPXraD+IPCLswh9KZIEgshQkOVN3Z/KujOfGylM2SO0B0IBnguZRNnqwoHqFLM9cpAWyTBFhuR/t4wwI7s6SgB1xj4DSbCl1tpjWhKENu0TOkDNR/HBFOJqWmT5d5Evm7tKT3CZcVrpTierFX5hknHDsO/nux0cjJtDnxUu6+6gEOWXCwUnTg4FNyIDoNd4bbzt+N/z/chY/buXNHu43vWq/U0/RAOLEJO37D/467kOvWdy8dk9o4wdjRPb9Lp0l4nXSvmdl31wHIxhGbR8ZYQMgte3N4sKYtY3DSBP2mcy73vLLx+0tqvNs44bjft/r97BSKSbEoupLKvtRyMueSn4BD8cxS/YwTjkPZYb3WO0ca78o34OkhiLt9GfYvNw7gy009m39lzdLU5Jslq6cDCcFNvUv2IAlON5W4kNOK82EhU7bPbWU+4/Lb8h04n3pdLNFKGfJY2AAISyAUaUkhPw2VlZ/MCEayBe5OPvlaOtGh1WutGHrFTpVc7TZOOKYkv1PuHkd2y3lvQrhV9rNTHOuOagtPOWvy6+48+UpxE4Qz7jJPschOrTuayFpuKJVpMiPrZDfumSmZ7OrwmukQmYFSNpeygkP8UVSYRoyVdp5+vHQM0nQnd+B9xgnH9No9zlOuRKQx/+jl2Fw+I9X4bI0fUeIutC0fx7bbebrx8mpVvs4M3J3A40nni0Ny1OFqAb/n+3fXeWB00oi3tPjuUJoiZeZiR+2mdezkGiNfjYRniFiOHNFfs/zEvEk5d15i022ccEw8z14yKt3GDsVDXcqUsiwn4sl3l/Y6vdwp8q49hxpKL8gx0gLvk+uMa5OFwBXJcm0i0cPup9JrR2bc5WYCb3M+aHWsJOfwSQ6f3I0Tjql1fXn8hVGhPFanHiKpROo82fSJsdw5p3jtY2BXWRzm6cbr9AJKGtj8LjXFD0oD4tZcm/BL7YHzObco+T22LANLNjjzyFdy4iAVxjU0GKhOWQOFdHfQ3+KL9B4tM+8pnOPdKQwWDSQDyC+8e6+lpxQf8MJ/HYkwjx4ZJyA8YDrb0jewUS0Es6o844RjyoPlckge31Q7IcY40ZEIu7Mj93kZ8xNEjo24iUU/mXN5uHvcINk4RSxC9wmROhQk4bRiI9Anj0tzxui6lLdwfJmlR8sc8PJreOEie8YJx1ScwFQznGdddg6p0D4pCuSDRp0ff1Tvs4Lc8C5nfCZrXbNDEQ9mon3GCcf91L3IPn1degVdkrZNvNVCmz+bc51dStwvYtW0ccIxkf9pSKzcVFRTdOgd1hxWvcMn8v5iJ+nG6wL5RiWRR2IJRFSvf6rHxXnm5rvk1uLcfGl1krh4nrZqYROi4nnPSKonONB3nsqZG8lEP7VAw7D/GVqLqWarTeghvskDC84Djk1odCSoR8SW5dHalDmnI8uZTrDc4LmHYjhvyR97UBqQo8zH8iRrdh3ZckErVIKP/En923yWpYn99CDILx0JeoQNoLE59MnpbKdGJndufHZcml3H7fUO+eFPLjk+w675ZuRqO3dtK2A6IEx1WYdVN84R2JXfr6H0gi7OJpBXI+XD7NeuXkGuNrz2oIcLjqvdtV6SEibOq7Y+3OUp2F4lPGjp6yLGPapnyN04mTGlM0uPoUjBgigOj0gn3CikJrPvrsUTtZa8pts4mTHxDteAFf2/RHkivXGiF5HUejH6Q8bl0kR3OKtuv4yJrKVByvubJOm3ccIxHQZ3bddFBj5R2sj4adzQd2WgPlPK1k0cHrcWfnHWm4Zb3yUt8xyLrLusmvMc6zjhmGqIbnlQAvW0uE8J+hFD4i3t0gI10NI01nAwl4S43ig0dEepU6QFvc3fjVfHo4Pufc9Vic84mTHRm8l+KGwsQZy7JwdvJLlvZ3/XOYw3Sqp2EtsgZgwi9/zHWX50BtTkOzoCikeUSh7od+T/p76zlBbP43LDS1k+dRNjzyyPKfFP+9tdTMEu7jfyWeotMFvWOia5c4qCNtl8UBoQFR1TE5lDUddgxjSfubkn9a3f40KOQ+3GNqd/kdCjZbDHnzXT9hknM+6CN8AC3bE6U0Gwk+4LTCvvhJhvNufqwYjMJC4JwG2ccExlPkH89IEyBYP0ZQjkFAxRu4VcxDzAR6ZAd2bQ6Dn1jwjyCp/Nvy791xs6w80NYyoio9+Yb246wIhh5smq3sVd58kTsUtQx++cOySE/BtnMkljJvotlUzQ3RxU5+eeiWV3p3mxz4M002cdYnPi2c/dONnxQ7bfk/BzzYGybB/ccVNpAyjj/7qucZ42XrmPaVvgBiW5GyczphCcpCMelMbrpP/fwQ3pA+8FPVc8cLxP5lyfkjTxNpsa437cJepSoN+rb4foILw2eeg7g0J98vucSwKP2s4lY2sXaPNCaafRKY8jj4XtkWtmufKxPCEbURdLUnjXFmYy5/JxoXOr+ICeccLxRcXrYib6nUnco1AL0IYmtr2jK+fE8T6bZ/ka8zwdpwC0ccJxP3UvsiPwAGIP6V8nkf/JnKvbnDuMMm197kEy4GbyWgnYnNQ1kZINOVWUu3k6ObOw7Uk5YXxX33LgYVfmfOqlA53ek5Ji/IwTjomsdZeNmB/BXTpIzT6/dOtSxqo0I3jGyYwp7US6NjpqBrXLc0LBKSJYk3TYKLxw/9QHvwtfHteHU0yC1aWMVa0jjWxtaq0pUSdIhiB51mg86vCMlzlBmh6a+0zRPof2SSXt0o+pJnCXJ5OyFLlI3+Tbvk22PLdU3oOMHAj9uOdJ6LsV003ltSCvcx+Dm7jPR+3zVCeyVteOfXnFWGRn0wPSACSeL/X7zM12avUDEesxDySXCHAhiFATcAeBLUpW93Tq5S5XrvqxczX4M052TCXrwu9zl1Pn4ZTDrtyexy6hCjq4H5t+PlAZaozjPG28zJ2MVAHvmLa8jROOKYMnSl4MUDF3FMqe1I1CVzObZ7XLkYfcizX7jJMZl5m8jxL/JfefeP0PSuQodxm7EXuXYu+v63xuB6Wae9mUD3qsvKQEyJzSdnOmwzJ2TCbJtnGWbAeSAVTLKoW8dP4lk2bTuuiDuZTFreG5YcXmJFR8kptv25VnNpCVJ62YqOHofQk7z1Tk0qnHBNaeMs4yoGQR8yiXV4uyEjCfndfUei8ESpql8jHL+sip5ne2png35jeeq+x0zQcKbs2uzyKY8e9zLp3akbII+HD/jJMZExHSJpuM4yROqdigQ1SQQMBJtVPlPMdvZDp0eXm/zOZc1wdzrwknZmaH0oiomLsy8ITIRCTaURZ7VGD/io85l3dWOZoQeZg42DqUBsSewWKVKxeGIKVwpT6V5ZNSn/Axy7J6g6yAk2/zZ5xwzKc8YQGLF3PH1Ljecw7uz8eTeVZvhbbLZ9jxcfenWLf0zvLkPDrk2WLz8Nj34Q0xmWd5oKo9LrPpd/mMIRzfh+kpJHxIu0PO+TuCJEF0cXWMn7/Pv7pagYlyuOjuGScci1knuRZ9R52+005nTcBxvj+ecxBUGzBPZC2fybulyz7jhOPeCO6NY16GZr0cFFw6lfec/ejhsvN047VrcfvH1CO5GyccUyr8JcRhgYgILyFcDnRXX0I8EughvYT1h1kmT+VkowNxGcv/l333lEzlmaxl5L1amHnahBTGvXVKe7/bhAEzkM1xy2fI+0zdwHnsjvqjR79z53F+ijnbU3jRomNC6lOi8wfvNPFDh9VJhw4k5GqmHagDyYK+dQo0VeGaMaWDOmhnKod6XjHHPXYnDZkOx/SC4jQ82LXthHV2LnSZAcyvC27X8YwTjpkfJGj9Xfc49o/R5LvLGi6loM49GzWQ8j981Tt58eqzwpQhUbtlEnllVIKUh8T/fcbVcY9ZTi+uqn/GCcdU9RIlpOPpBRLlqYEum33XzMk8y9cs8RsESaZp42TG3dr7a0J8U3XM1E1BeX3p6fCV+IJaVukJi/qNe+0aSyRDTsw3zmx05znIfcbLrGOiedsl9NHGCcfkiPWSmBXIuPSSCxSoaEetSshG7rOUdZ7dztmN12kXRBmx7VHqlh+UBsS9QbcYlHKHnUTCSlAQf1L5GTfyRJTvubdZerTaMBvVb0ba337cUwPf7BWX1k0dOS4Q3xKdTRBautmca2pPatzDdPTPOOGYrUVxzPibx+IV7yzQqZVK/9T275P5l/Xf7BC4OR25A8kCbvQje+xF7Cv7LnR31850FLemqgQuJBCuwJvZJK74MlsH1icKLvq+JJuxQ8kiDpgSU4AgSimiQLvy9+z7Pwm7E2Ib8dSAZiSiLio0lYAR+ejoXBKf73HFpsxJbMTRV3mElEjtQ7NVEQSRORZtuElGB5IBRDBELQb18ZB+lJJIsrGr75SWQwUdTJosbjNuiHKch0xI7sHjlEIx7sN8SGn9XO7Sa/ZczDxcWnOhITMRshYPWY+2ujnoG0QBLSYaPbrlh9X8RmIkLGh/+/Hm0lfPauvQmm231jbuO7pC8UZf1LFxsYfkvE/mWe1mVBDrd6YIe8bJjA9Kv5fwDXUG9JXqm7w8m3SD27hFtOTpnEw1yW+D2ZxLteopM+OJE06fna3Y2ZAQVYKOwk+n4XgzwfYh6nan2Ims5QuL+dw2apCUAaUBIdMcstAdjE4xSzbiqC7f08xA82qD195c3lrxRnWXR+I7QIYirxNyU4kfeQf44aY6rwJ4X75v8TC4twl7tM7TIiYCH5Xn60HpBdGR6tC9kQyrsnEpPxs1KiP2NK0sBPY0ZFYDv43x6bibkVdE5qMXHtwvzZaF4EylcvpL2PIelEZEJskZ1D94cWJfqGlq9I4su61Smcn3tCBzp6DLqYymHxKWGcRFcjyC4wTiOk44pjSE8mjxU0WtVtnlw0eak7zaTp4waiqoxConccJqH7v3OX9INKMn5pJkzg6lEZGLYqvJfOQnpLRg+UEppFLsPX1zbOSI2/Vtx30knWbKlD1/k9ijvLDJeCQ7UV7YjmreN43RR7rmtN+4N1069FO1mfTVyoCSRZQ1SUS3EjJqSCvRmI9Gyxsbkr9hr665hB/oJ+velke+Tdz3oPgNC+Nu5lXXbi78i5XvKRfnRe/I7dJmYWxLbdrN3eylc+nL/GDK8XTXLY1POpQGxHyPt+YrGmZaYIq9+Da6bqWLobag5KQSEj/TIaZH2EvmQ5fVAYR6s3rqt5K7ccLxQXz/u9dqcd/GzIcuNAieTwa3VJ2T06SMg52nG69MU6K28OQMyt04mTER5wi7eCASYS9syUyS57XlK2Vu+Z2DyIHuH81oD7QFeRfGOZ/xuuyO4vZ3kCbqHUoDImcVtazhH4uKBCn4LQnDO3fSvpWgg7z9zP4lRXhU2lmQkEB/SFiWMCqFfu7Z9Hti/Y5vH9oG9LXPXU00leJ5IRomphwvrtT3uZeZRTVrKGMGEYzpNXvIUZP9Jwd7FCHLaPLd1f3P1tSm/TkekAyQinQJNXjyxhATIbuNepZEZCI8mCXx4r3FUdI1zSbZLJyXLr4md3NHMrFeHcfQNk2cJHpDSpZkORu3dxVK9Lmiy2R7/eFy/xt2w/5X7urX+wYar99bxjwoluo52zMDSgOi9mF+9xqzoJ2x/E38ZTdt+n7Xdo33xcXAmgj3MeeyOI82XM/8ZxlQssgIQQWodMIrUUF5arks/9bSvk0MHqEc/JCwVJVSi8uH5VXaoTQg4gTx+0MOS39TAp2bfI5+FxoFSpzh8p66DM+flCKBm540T9av/Da0T3AohZGLLEFT63iJesowvyJcNrP8+Rr6i/Ef/xWktQplbmRzdHJlYW0KZW5kb2JqCjYgMCBvYmoKODQ5NTUKZW5kb2JqCjcgMCBvYmoKPDwKL1R5cGUgL0ZvbnQKL0Jhc2VGb250IC9IUERGQUErQXJpYWxNVAovU3VidHlwZSAvVHlwZTAKL0VuY29kaW5nIC9JZGVudGl0eS1ICi9Ub1VuaWNvZGUgOCAwIFIKL0Rlc2NlbmRhbnRGb250cyBbIDEwIDAgUiBdCj4+CmVuZG9iago4IDAgb2JqCjw8Ci9MZW5ndGggOSAwIFIKL1R5cGUgL0NNYXAKL0NNYXBOYW1lIC9Nb2Rlcm4tVVRGOC1ICi9DSURTeXN0ZW1JbmZvIDw8Ci9SZWdpc3RyeSAoSGFydSkKL09yZGVyaW5nIChNb2Rlcm4xKQovU3VwcGxlbWVudCAwCj4+Ci9XTW9kZSAwCi9GaWx0ZXIgWyAvRmxhdGVEZWNvZGUgXQo+PgpzdHJlYW0NCnicdVJNb4JAEL2T8B+mBxM9ICCHEmNMWpDIwY+Ibc+4OxgS2SULHPz33Q+QatI9kJ333sy8GXbydsycD8ov6ARzD07Y8E4QdKJdXtvWZBJz0lXI2j0iRTrQzRKOgpMMW5hGaZyysp0pdcrIraM4yP5RfeK1ZKNGtYLpjlMUzPk6J6Gz1bJz2d4k/czANhcdGMgHTwu/UTQlZ0vw556KN4xGvFKuG9ty+87gDl6KklHRd4eL8mJbtuUvgJakHQF9IZVag6mS3ZsWq5QVHAKjpV096AHck7w1rbjDVHmcAcVC4wchzZbsOkzij1TW1fUNlVPwDIiMmovqKRezzysE93kFmtdsP7ka/A96vtcIi0eZH5U91JeDGstEgk2dExQ5u6JtrTx51rBK5FlrH68K2wpM6qV4yYnfZQ6YSKJxaCoZdNOjSTjWlylhEMWRZmSrR0XVVq/8MTvphJD70fvW06k5SoaPP1jzWuf1n/4BDM9Lh4fEtn4BmM7cvQplbmRzdHJlYW0KZW5kb2JqCjkgMCBvYmoKMzc4CmVuZG9iagoxMCAwIG9iago8PAovVHlwZSAvRm9udAovU3VidHlwZSAvQ0lERm9udFR5cGUyCi9EVyA3NTAKL0RXMiBbIDEwMzkgLTEzNjMgXQovVyBbIDMyIFsgMjc3IDI3NyAzNTQgNTU2IDU1NiA4ODkgNjY2IDE5MCAzMzMgMzMzIDM4OSA1ODMgMjc3IDMzMyAyNzcgMjc3IDU1NiA1NTYgNTU2IDU1NiA1NTYgNTU2IDU1NiA1NTYgNTU2IDU1NiAyNzcgMjc3IDU4MyA1ODMgNTgzIDU1NiAxMDE1IDY2NiA2NjYgNzIyIDcyMiA2NjYgNjEwIDc3NyA3MjIgMjc3IDUwMCA2NjYgNTU2IDgzMyA3MjIgNzc3IDY2NiA3NzcgNzIyIDY2NiA2MTAgNzIyIDY2NiA5NDMgNjY2IDY2NiA2MTAgMjc3IDI3NyAyNzcgNDY5IDU1NiAzMzMgNTU2IDU1NiA1MDAgNTU2IDU1NiAyNzcgNTU2IDU1NiAyMjIgMjIyIDUwMCAyMjIgODMzIDU1NiA1NTYgNTU2IDU1NiAzMzMgNTAwIDI3NyA1NTYgNTAwIDcyMiA1MDAgNTAwIDUwMCAzMzMgMjU5IDMzMyA1ODMgXSAxNjAgWyAyNzcgMzMzIDU1NiA1NTYgNTU2IDU1NiAyNTkgNTU2IDMzMyA3MzYgMzcwIDU1NiA1ODMgMzMzIDczNiA1NTIgMzk5IDU0OCAzMzMgMzMzIDMzMyA1NzYgNTM3IDMzMyAzMzMgMzMzIDM2NSA1NTYgODMzIDgzMyA4MzMgNjEwIDY2NiA2NjYgNjY2IDY2NiA2NjYgNjY2IDEwMDAgNzIyIDY2NiA2NjYgNjY2IDY2NiAyNzcgMjc3IDI3NyAyNzcgNzIyIDcyMiA3NzcgNzc3IDc3NyA3NzcgNzc3IDU4MyA3NzcgNzIyIDcyMiA3MjIgNzIyIDY2NiA2NjYgNjEwIDU1NiA1NTYgNTU2IDU1NiA1NTYgNTU2IDg4OSA1MDAgNTU2IDU1NiA1NTYgNTU2IDI3NyAyNzcgMjc3IDI3NyA1NTYgNTU2IDU1NiA1NTYgNTU2IDU1NiA1NTYgNTQ4IDYxMCA1NTYgNTU2IDU1NiA1NTYgNTAwIDU1NiA1MDAgNjY2IDU1NiA2NjYgNTU2IDY2NiA1NTYgNzIyIDUwMCA3MjIgNTAwIDcyMiA1MDAgNzIyIDUwMCA3MjIgNjE0IDcyMiA1NTYgNjY2IDU1NiA2NjYgNTU2IDY2NiA1NTYgNjY2IDU1NiA2NjYgNTU2IDc3NyA1NTYgNzc3IDU1NiA3NzcgNTU2IDc3NyA1NTYgNzIyIDU1NiA3MjIgNTU2IDI3NyAyNzcgMjc3IDI3NyAyNzcgMjc3IDI3NyAyMjIgMjc3IDI3NyA3MzQgNDQzIDUwMCAyMjIgNjY2IDUwMCA1MDAgNTU2IDIyMiA1NTYgMjIyIDU1NiAyOTEgNTU2IDMzMyA1NTYgMjIyIDcyMiA1NTYgNzIyIDU1NiA3MjIgNTU2IDYwNCA3MjMgNTU2IDc3NyA1NTYgNzc3IDU1NiA3NzcgNTU2IDEwMDAgOTQzIDcyMiAzMzMgNzIyIDMzMyA3MjIgMzMzIDY2NiA1MDAgNjY2IDUwMCA2NjYgNTAwIDY2NiA1MDAgNjEwIDI3NyA2MTAgMzc1IDYxMCAyNzcgNzIyIDU1NiA3MjIgNTU2IDcyMiA1NTYgNzIyIDU1NiA3MjIgNTU2IDcyMiA1NTYgOTQzIDcyMiA2NjYgNTAwIDY2NiA2MTAgNTAwIDYxMCA1MDAgNjEwIDUwMCAyMjIgNTU2IDc1OCA2NTYgNTU2IDY1NiA1NTYgNzIyIDcyMiA1MDAgNzIyIDgwOSA2NTYgNTU2IDU1NiA2NjYgNzUyIDYwNCA2MTAgNTU2IDc3NyA2MjQgODgwIDIyMiAyNzcgNjY2IDUwMCAyMjIgNTAwIDg5MCA3MjIgNTU2IDc3NyA4NTcgNjU1IDg2OCA2NjcgNzU0IDU1NiA2NjYgNjY2IDUwMCA2MTggMzgwIDI3NyA2MTAgMjc3IDYxMCA4NTQgNjY5IDc0NyA3MjIgNzcyIDUwMCA2MTAgNTAwIDYxMCA2MTAgNTQ0IDU0NCA1NTYgNTU2IDQ1OCA0ODYgNTU2IDI1OSA0MTMgNTgzIDI3NyAxMzMzIDEyMjIgMTA0OCAxMDYyIDgzMyA0NTEgMTIyMiA5NDQgNzcwIDY2NiA1NTYgMjc3IDIyMiA3NzcgNTU2IDcyMiA1NTYgNzIyIDU1NiA3MjIgNTU2IDcyMiA1NTYgNzIyIDU1NiA1NTYgNjY2IDU1NiA2NjYgNTU2IDEwMDAgODg5IDc3NyA1NTYgNzc3IDU1NiA2NjYgNTAwIDc3NyA1NTYgNzc3IDU1NiA2MTAgNTQ0IDIyMiAxMzMzIDEyMjIgMTA0OCA3NzcgNTU2IDEwMzQgNjE4IDcyMiA1NTYgNjY2IDU1NiAxMDAwIDg4OSA3NzcgNjEwIDY2NiA1NTYgNjY2IDU1NiA2NjYgNTU2IDY2NiA1NTYgMjc3IDI3NyAyNzcgMjc3IDc3NyA1NTYgNzc3IDU1NiA3MjIgMzMzIDcyMiAzMzMgNzIyIDU1NiA3MjIgNTU2IDY2NiA1MDAgNjEwIDI3NyA1NDQgNDM2IDcyMiA1NTYgNzA2IDY4MSA2MDQgNTY1IDYxMCA1MDAgNjY2IDU1NiA2NjYgNTU2IDc3NyA1NTYgNzc3IDU1NiA3NzcgNTU2IDc3NyA1NTYgNjY2IDUwMCAzNDkgNjg0IDM2NyAyMjIgODg2IDg4NiA2NjYgNzIyIDUwMCA1NTYgNjEwIDUwMCA1MDAgNTgwIDQ1MyA2NjYgNzIyIDY2NyA2NjYgNTU2IDUwMCAyMjIgNzM3IDU1NiA3MjIgMzMzIDY2NiA1MDAgNTU2IDU1NiA1NTYgNTU2IDUwMCA1MDAgNTU2IDU1NiA1NTYgNTU2IDczOCA0NTggNDU4IDYzMSA1MDcgMjc3IDU1NiA1NTYgNTU4IDUwMCA2MTYgNTU2IDU1NiA1NTYgMjIyIDIyMiAzNTUgMzI3IDMwMyAyMjIgNTcxIDgzMyA4MzMgODMzIDU1NiA1NTYgNTUyIDU1NiA3OTAgNzgwIDU0OSAzMzMgMzMzIDMzMyAzMzMgMzMzIDMzMyAzMzMgNTQxIDU0MSA1MDAgMjIyIDI1OSAyMjIgMzQ5IDI3NyAyNzcgNTU2IDU2OCA1NDYgNTAwIDcyMiA1MDAgNTE5IDUwMCA1NDEgNTQ0IDU0NCA1MDAgNTAwIDUwMCA1MDAgNzc3IDUzMSA1MDcgNTU4IDU1MiAzOTcgNTAwIDQwMyA1NTYgNTAwIDUwMCA5NjQgOTA2IDEwMDUgNzEyIDQyOSA3MTggNzYzIDY2MSA2MzIgNDg1IDUyNyA2ODcgNjg3IDM4MyAzODMgMTU5IDIzOSAyMzkgMjM5IDM2NCA0ODAgMzIwIDE5MCAzNTQgMjIyIDIyMiAyMjIgMzMzIDMzMyAzNDggMzQ4IDU4MyA1ODMgNTgzIDU4MyAzMzMgMzMzIDMzMyAzMzMgMzMzIDMzMyAzMzMgMzMzIDMzMyAzMzMgMjc3IDI3NyAzMzMgMzMzIDMzMyAzMzMgMzMzIDMzMyAzMzMgMzMzIDMzMyAzMzMgMzMzIDMzMyAzMzMgMzMzIDMyMiAxNTcgMzM5IDMyOCAzNDggMzgyIDM4MiAzODIgMzgyIDM4MiAzMzMgMzMzIDMzMyAzMzMgMzMzIDMzMyAzMzMgMzMzIDMzMyAzMzMgMzMzIDMzMyAzMzMgMzMzIDI3NyAzMzMgMzMzIDMzMyAzMzMgMzk3IDM5NyAzMzMgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCA1NzcgNDc1IDYxMCA0NTggMzMzIDMzMyA3MTggNTgzIF0gODkwIFsgMzMzIDUwMCA1MDAgNTAwIDI3NyA1MDAgXSA5MDAgWyAzMzMgMzMzIDY2NyAyNzcgNzg0IDgzNyAzODMgXSA5MDggWyA3NzQgXSA5MTAgWyA4NTUgNzUyIDIyMiA2NjYgNjY2IDU1MCA2NjcgNjY2IDYxMCA3MjIgNzc3IDI3NyA2NjYgNjY3IDgzMyA3MjIgNjQ5IDc3NyA3MjIgNjY2IF0gOTMxIFsgNjE4IDYxMCA2NjYgNzk3IDY2NiA4MzUgNzQ3IDI3NyA2NjYgNTc4IDQ0NSA1NTYgMjIyIDU0NiA1NzggNTc1IDUwMCA1NTYgNDQ1IDQ0MCA1NTYgNTU2IDIyMiA1MDAgNTAwIDU3NiA1MDAgNDQ3IDU1NiA2ODkgNTY4IDQ4MSA2MTcgMzk1IDU0NiA2NDggNTI0IDcxMiA3ODAgMjIyIDU0NiA1NTYgNTQ2IDc4MCA2NjYgNTc1IDU0NiA3NzIgOTU4IDc3MiA1NjAgNzgwIDYwMSA3NzcgNTU2IDcyMiA1MDAgNjEwIDQwMyA2MjQgNTI5IDc1NiA1NzYgODkwIDgzMyA2NzQgNTU2IDY3MyA1MDAgNjY2IDY2NiA2MDkgNTk2IDczNiA1NTMgNDYzIDQwOSA2MDEgNTcyIDUwMCAyMjIgNzc3IDQ0MSA0NDEgNjY2IDU1NiA3MjIgODMzIDY4NyA1NjggNzIyIDcyMiA3MjIgNjY2IDY2NyA4NjQgNTQxIDcxOCA2NjYgMjc3IDI3NyA1MDAgMTA1NyAxMDEwIDg1NCA1ODIgNzE4IDYzNSA3MTggNjY2IDY1NiA2NjYgNTQxIDY3NyA2NjYgOTIzIDYwNCA3MTggNzE4IDU4MiA2NTYgODMzIDcyMiA3NzcgNzE4IDY2NiA3MjIgNjEwIDYzNSA3NjAgNjY2IDczOSA2NjYgOTE2IDkzNyA3OTEgODg1IDY1NiA3MTggMTAxMCA3MjIgNTU2IDU3MiA1MzEgMzY0IDU4MyA1NTYgNjY4IDQ1OCA1NTggNTU4IDQzNyA1ODMgNjg3IDU1MiA1NTYgNTQxIDU1NiA1MDAgNDU4IDUwMCA4MjIgNTAwIDU3MiA1MjAgODAyIDgyMiA2MjUgNzE4IDUyMCA1MTAgXSAxMTAzIFsgNTQxIDU1NiA1NTYgNTU2IDM2NCA1MTAgNTAwIDIyMiAyNzcgMjIyIDkwNiA4MTIgNTU2IDQzNyA1NTggNTAwIDU1MiAxMzM3IDYyNCA3NzcgNjEyIDk0OSA3MTMgNjY3IDUwMCA4OTcgNjk1IDgyOCA2ODUgMTA1MyA4NjcgNjA0IDQ1OCA3OTYgNjg4IDc3NyA1NTYgODAzIDYzMCA4MDMgNjMwIDEwNzQgODk2IDgzMyA2MTIgMTE5MCA4NTEgMTMzNyA2MjQgNzIyIDUwMCA1MDMgMCAwIDAgMCAwIDAgMCA3MTggNTU4IDY1NiA1MjAgNjY2IDU1NiA0ODggNDExIDU0MSAzNjQgNjcwIDU0OCA5MjMgNjY4IDYwNCA0NTggNTgyIDQzNyA1ODIgNDM3IDU4MiA0MzcgNzQxIDUzNSA3MjIgNTUyIDg3OSA2NDcgMTEzNiA4NzAgNzUyIDUyMCA3MjIgNTAwIDYxMCA0NTggNTU2IDUwMCA1NTYgNTAwIDY2NiA1MDAgOTI1IDY5MCA2NjYgNTIwIDY2NiA1MjAgNjY2IDU1NiA4NjEgNjY2IDg2MSA2NjYgMjc3IDkyMyA2NjggNjY3IDU1MCA2NTYgNTgzIDcyMiA1NTIgNzIyIDU1MiA2NjYgNTIwIDgzMyA2ODcgMjIyIDY2NiA1NTYgNjY2IDU1NiAxMDAwIDg4OSA2NjYgNTU2IDc1MiA1NTYgNzUyIDU1NiA5MjMgNjY4IDYwNCA0NTggNjA0IDU0NCA3MTggNTU4IDcxOCA1NTggNzc3IDU1NiA3NzcgNTU2IDc3NyA1NTYgNzE4IDUxMCA2MzUgNTAwIDYzNSA1MDAgNjM1IDUwMCA2NjYgNTIwIDU0MSAzNjQgODg1IDcxOCA1NDEgMzY0IDY2NiA1MDAgNjY2IDUwMCA2NTYgNTU2IDk2OCA4NzYgOTU2IDgxNSA2NjIgNTA5IDk3MCA5MDkgMTAzNCA4NzggNzc3IDU1OCA3NDYgNjY1IDYwNCA0NTggNjU2IDU4MyA5NTkgNzYwIDc4OCA3MTcgOTU3IDg1NiA3NzcgNTU2IDk0MyA3MjIgNjY2IDUwMCAxMDY4IDg4NCAxMTMxIDg1MCA3MjIgNTQxIDcwNCA1NTQgNzIyIDU1MiAxMzI5IDEwNjkgNjY2IDU2NCA2NTYgNTgzIF0gMTMyOSBbIDczOSA3MjQgNzE1IDcxNyA3MjQgNzA4IDU5NyA3MjMgODA2IDcxNSA2NTggNTI3IDkyNCA3NjYgNjk1IDYxNSA3MDYgNzE3IDcwMCA3NTQgNzE2IDcwOCA2OTkgNzI0IDY5OSA3OTIgNzM4IDc2NCA3MjQgNjk4IDY1OSA2NzggNjc3IDUxNSA3NjEgNjg2IDc4MiA3NjIgXSAxMzY5IFsgMjczIDIyMiAxNjkgMjAwIDI2NSAyMzEgNTEzIF0gMTM3NyBbIDgzMiA1NTAgNTc5IDU4MiA1NTMgNTUwIDQ5MSA1NTAgNjY3IDU3OSA1NTAgMjE5IDgzNCA1NDIgNTUzIDU1MCA1MjIgNTUzIDU1OCA1NTAgMjE5IDU1MyA0NTYgNTUwIDM0NiA4MzIgNTE3IDU2MyA1NTAgNTUwIDgzMSA1NTAgNTU1IDM5NCA4MzEgNTUwIDU1NCA3NDMgNzEyIF0gMTQxNyBbIDI3NyAzMjQgXSAxNDIxIFsgMTAwMCAxMDAwIDcyNiBdIDE0MjUgWyAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAzODIgMCAyNzQgMCAwIDI3NyAwIDAgMzUyIDAgXSAxNDg4IFsgNTYyIDU0MSAzOTggNTA4IDYwMiAyNDYgMzgyIDU5OCA1ODkgMjQ2IDUwOSA0NjAgNDYyIDU5OCA2MDEgMjQ2IDM1MiA1NzQgNTI5IDU2NiA1NDYgNDYxIDQ3OCA1NDkgNTA5IDY5NCA2NDIgXSAxNTIwIFsgNDkzIDQ5MyA0OTMgMjM1IDQxNiBdIDE1MzYgWyA5MzYgMTI5OSA0MzggMTI3MiAxMjk5IDAgNjE1IDYxNSA3NTUgNjA0IDczNSAyNjIgMzE4IDIzOCA2NTYgNTQzIDAgMCAwIDAgMCAyNjkgMCAwIDAgMCAwIDMxOCAxMDAwIF0gMTU2NiBbIDI4OSAzNTYgNjM4IDQxMiAyMDcgMjA3IDQzMiAyMDcgNjM4IDIwNyA3MTMgMjgyIDcxMyA3MTMgNTYyIDU2MiA1NjIgMzM3IDMzNyA0ODggNDg4IDgyMSA4MjEgMTA5OCAxMDk4IDU4MSA1ODEgNTQzIDU0MyA4MTIgODEyIDYzOCA2MzggNjM4IDIwNyA3ODggNTgxIDYwMSA1MDYgMzM3IDUyNSAyODIgNDMyIDYzOCA2MzggMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgNTI1IDUyNSA1MjUgNTI1IDUyNSA1MjUgNTI1IDUyNSA1MjUgNTI1IDUyNSAzMTggMzE4IDUyNSA3MTMgNTgxIDAgMjA3IDIwNyAyMDcgMCAyMDcgNDMyIDQzMiA2MzggNzEzIDcxMyA3MTMgNzEzIDcxMyA3MTMgNzEzIDcxMyA1NjIgNTYyIDU2MiA1NjIgNTYyIDU2MiA1NjIgMzM3IDMzNyAzMzcgMzM3IDMzNyAzMzcgMzM3IDMzNyAzMzcgNDg4IDQ4OCA0ODggNDg4IDQ4OCA0ODggNDg4IDQ4OCA0ODggODIxIDgyMSA4MjEgMTA5OCAxMDk4IDU4MSA1NDMgNzg4IDc4OCA3ODggNzg4IDc4OCA3ODggNTgxIDU4MSA4MTIgMTE1NSA4MTIgNjAxIDYwMSA2MDEgODEyIDgxMiA4MTIgODEyIDgxMiA4MTIgNTA2IDUwNiA1MDYgNTA2IDUyNSA1MjUgNTI1IDUyNSA1MjUgNDUwIDU2MiAyODIgMzg3IDM4NyAzODcgNDMyIDQzMiA0MzIgNDMyIDQzMiA0MzIgNDMyIDQzMiA2MzggNjM4IDYzOCA0MzIgNjM4IDYzOCA4MTIgODEyIDIwNyAyODIgMCAwIDAgMCAwIDAgMCAxMTIzIDEwODQgMCAwIDAgMCAwIDAgMTkzIDM3MCAwIDAgNjAwIDAgMCAwIDAgMzM3IDQ4OCA1MjUgNTI1IDUyNSA1MjUgNTI1IDUyNSA1MjUgNTI1IDUyNSA1MjUgODIxIDEwOTggNTQzIDQxMiAzMzcgNDUwIF0gMTg3MiBbIDcxMyA3MTMgNzEzIDcxMyA3MTMgNzEzIDcxMyA1NjIgNTYyIDMzNyAzMzcgNDg4IDgyMSA1NDMgNTQzIDU0MyA3ODggNzg4IDgxMiA4MTIgODEyIDMzNyAzMzcgNTI1IDUyNSA1MjUgNTA2IDQ4OCA0ODggODIxIDU2MiA1NjIgODIxIDQ4OCA1NjIgMjA3IDIwNyA2MzggNjM4IDYzOCA0MzIgNDMyIDgxMiA4MTIgNTYyIDgyMSA4MjEgNjAxIF0gMjIwOCBbIDcxMyA3MTMgNTYyIDU4MSA3ODggNTgxIDUwNiAzMzcgNjM4IDYzOCA0NjQgNDMyIDQyNyAxNzAgMzM3IDEwOTggODEyIDI4MiA0ODggNTQzIDYwMSBdIDIyMzAgWyA3MTMgNzEzIDcxMyA0ODggNjM4IDc4OCA1ODEgNTI1IF0gMjI2MCBbIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCA0ODMgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIF0gNzQyNCBbIDQ5NiA3NDcgODg5IDUzMSA1MDAgNTUxIDU1MSA0ODkgNDU4IDIyMiA0MjIgNTAwIDQwMSA2ODcgNTU4IDU1NiA1MDAgNjA4IDYwOCA2MDggOTQzIDQ1NyA1NTYgNTU2IDUyMCA1NDEgNTQxIDQ1OCA1NDYgNTk2IDczMyA1OTYgNTAwIDcyMiA1MDAgNDU4IDQyNyA2MDYgMzY0IDUwMCA1NDEgNTIwIDcxMiA1ODMgNDUzIDY2MyA0MTQgNDE0IDQ0OSA0MTAgNDEwIDQ5NiA0MjggMTY2IDMxNCA0MjQgMzUxIDUxMCA0MzAgNDI5IDUxMSAzODIgNDE4IDQ1MSA0MzIgNDI5IDYyMiAzNzIgMzcyIDM3NiA1OTkgMzc3IDM3NyAzNzEgMzcxIDMxOCAzMTggMzc2IDE1NyAzMzggNTcyIDM4MiAzNzcgMzU0IDM3NyAzNzcgMzc3IDIxOSAzODIgNDA3IDU3MiAzMjEgMzkwIDM4NSAzMjEgMzc3IDQzOSAzNDMgMTU3IDIzOSAzODIgMzIxIDM4NSAzMjEgMzc5IDQzOSAzNDMgOTA4IDU1NiA1NTYgMjc3IDgzMyA1NTYgNTU2IDMzMyAzMzMgNTAwIDI3NyA1MDAgNTU2IDM4MCA1NTYgNzg1IDIyMiAyMjIgNTU2IDU0NiA1NjggNTU2IDU1NiAyNzcgNzEyIDUwMCAyMjIgODMzIDU1NiA1NTYgMzMzIDUwMCAzODYgNTAwIDUwMCA1MDAgNTU2IDU1NiA1NTYgNTU2IDQ1OCA0NTggNjUwIDIyMiA1MDAgMjIyIDU1NiA1NDQgMzc2IDM1NCAzNDggMzczIDMxOCAyMjkgMjI5IDM3NiAzODMgMTU3IDE1NyAxNTcgMTU3IDI3MCAxNTcgMTU3IDI3NCA1NzEgNTcxIDM4MiAzODIgMzgxIDM3NyAzNzUgMzM5IDE1NyAyMTkgMzgyIDM4NyAzNzcgMzUzIDMyMSAzNTggMzU4IDM1OCAzNjkgMzY0IDAgMCAwIDAgMCAwIDAgMCAwIDAgMCBdIDc2NzggWyAwIDAgNjY2IDU1NiA2NjYgNTU2IDY2NiA1NTYgNjY2IDU1NiA3MjIgNTAwIDcyMiA1NTYgNzIyIDU1NiA3MjIgNTU2IDcyMiA1NTYgNzIyIDU1NiA2NjYgNTU2IDY2NiA1NTYgNjY2IDU1NiA2NjYgNTU2IDY2NiA1NTYgNjEwIDI3NyA3NzcgNTU2IDcyMiA1NTYgNzIyIDU1NiA3MjIgNTU2IDcyMiA1NTYgNzIyIDU1NiAyNzcgMjIyIDI3NyAyNzcgNjY2IDUwMCA2NjYgNTAwIDY2NiA1MDAgNTU2IDIyMiA1NTYgMjIyIDU1NiAyMjIgNTU2IDIyMiA4MzMgODMzIDgzMyA4MzMgODMzIDgzMyA3MjIgNTU2IDcyMiA1NTYgNzIyIDU1NiA3MjIgNTU2IDc3NyA1NTYgNzc3IDU1NiA3NzcgNTU2IDc3NyA1NTYgNjY2IDU1NiA2NjYgNTU2IDcyMiAzMzMgNzIyIDMzMyA3MjIgMzMzIDcyMiAzMzMgNjY2IDUwMCA2NjYgNTAwIDY2NiA1MDAgNjY2IDUwMCA2NjYgNTAwIDYxMCAyNzcgNjEwIDI3NyA2MTAgMjc3IDYxMCAyNzcgNzIyIDU1NiA3MjIgNTU2IDcyMiA1NTYgNzIyIDU1NiA3MjIgNTU2IDY2NiA1MDAgNjY2IDUwMCA5NDMgNzIyIDk0MyA3MjIgOTQzIDcyMiA5NDMgNzIyIDk0MyA3MjIgNjY2IDUwMCA2NjYgNTAwIDY2NiA1MDAgNjEwIDUwMCA2MTAgNTAwIDYxMCA1MDAgNTU2IDI3NyA3MjIgNTAwIDU1NiAyMjIgMjc3IDI3NyA3MDIgNTU2IDY2NiA1NTYgNjY2IDU1NiA2NjYgNTU2IDY2NiA1NTYgNjY2IDU1NiA2NjYgNTU2IDY2NiA1NTYgNjY2IDU1NiA2NjYgNTU2IDY2NiA1NTYgNjY2IDU1NiA2NjYgNTU2IDY2NiA1NTYgNjY2IDU1NiA2NjYgNTU2IDY2NiA1NTYgNjY2IDU1NiA2NjYgNTU2IDY2NiA1NTYgNjY2IDU1NiAyNzcgMjIyIDI3NyAyMjIgNzc3IDU1NiA3NzcgNTU2IDc3NyA1NTYgNzc3IDU1NiA3NzcgNTU2IDc3NyA1NTYgNzc3IDU1NiA4NTcgNjU1IDg1NyA2NTUgODU3IDY1NSA4NTcgNjU1IDg1NyA2NTUgNzIyIDU1NiA3MjIgNTU2IDg1NCA2NjkgODU0IDY2OSA4NTQgNjY5IDg1NCA2NjkgODU0IDY2OSA2NjYgNTAwIDY2NiA1MDAgNjY2IDUwMCA2NjYgNTAwIDc2NiAzOTcgNTkwIDU1NiA2NjggNTc1IDU3OCA1NzggNTc4IDU3OCA1NzggNTc4IDU3OCA1NzggNjY2IDY2NiA4MTMgODEzIDgxMyA4MTMgODEzIDgxMyA0NDUgNDQ1IDQ0NSA0NDUgNDQ1IDQ0NSBdIDc5NjAgWyA3NjQgNzY0IDkyNyA5MjcgOTI3IDkyNyBdIDc5NjggWyA1NTYgNTU2IDU1NiA1NTYgNTU2IDU1NiA1NTYgNTU2IDgxOSA4MTkgMTAxNSAxMDE1IDEwMTUgMTAxNSAxMDE1IDEwMTUgMjIyIDIyMiAyMjIgMjIyIDIyMiAyMjIgMjIyIDIyMiAzNzUgMzc1IDU3MCA1NzAgNTcwIDU3MCA1NzAgNTcwIDU1NiA1NTYgNTU2IDU1NiA1NTYgNTU2IF0gODAwOCBbIDgyNiA4MjYgMTAyMSAxMDIxIDk3MyA5NzMgXSA4MDE2IFsgNTQ2IDU0NiA1NDYgNTQ2IDU0NiA1NDYgNTQ2IDU0NiBdIDgwMjUgWyA4MTMgXSA4MDI3IFsgOTU5IF0gODAyOSBbIDEwMDggXSA4MDMxIFsgOTU5IDc4MCA3ODAgNzgwIDc4MCA3ODAgNzgwIDc4MCA3ODAgNzk2IDc5NiA5OTEgOTkxIDk0MiA5NDIgOTQyIDk0MiA1NzggNTc4IDQ0NSA0NDUgNTU2IDU1NiAyMjIgMjIyIDU1NiA1NTYgNTQ2IDU0NiA3ODAgNzgwIF0gODA2NCBbIDU3OCA1NzggNTc4IDU3OCA1NzggNTc4IDU3OCA1NzggNjY2IDY2NiA4MTMgODEzIDgxMyA4MTMgODEzIDgxMyA1NTYgNTU2IDU1NiA1NTYgNTU2IDU1NiA1NTYgNTU2IDgxOSA4MTkgMTAxNSAxMDE1IDEwMTUgMTAxNSAxMDE1IDEwMTUgNzgwIDc4MCA3ODAgNzgwIDc4MCA3ODAgNzgwIDc4MCA3OTYgNzk2IDk5MSA5OTEgOTQyIDk0MiA5NDIgOTQyIDU3OCA1NzggNTc4IDU3OCA1NzggXSA4MTE4IFsgNTc4IDU3OCA2NjYgNjY2IDY2NiA2NjYgNjY2IDMzMyAzMzMgMzMzIDMzMyAzMzMgNTU2IDU1NiA1NTYgXSA4MTM0IFsgNTU2IDU1NiA4MTMgODEzIDg2OCA4NjggNzIyIDMzMyAzMzMgMzMzIDIyMiAyMjIgMjIyIDIyMiBdIDgxNTAgWyAyMjIgMjIyIDI3NyAyNzcgNDI0IDQyNCBdIDgxNTcgWyAzMzMgMzMzIDMzMyA1NDYgNTQ2IDU0NiA1NDYgNTY4IDU2OCA1NDYgNTQ2IDY2NiA2NjYgODYyIDg4NiA3NjQgMzMzIDMzMyAzMzMgXSA4MTc4IFsgNzgwIDc4MCA3ODAgXSA4MTgyIFsgNzgwIDc4MCA5MjQgODI2IDg5NCA3OTYgNzQ3IDMzMyAzMzMgXSA4MTkyIFsgNTAwIDEwMDAgNTAwIDEwMDAgMzMzIDI1MCAxNjYgNTU2IDI3NyAyMDAgODMgMCAwIDAgMCAwIF0gODIxMCBbIDU1NiA1NTYgMTAwMCAxMDAwIDQxMyA1NTIgMjIyIDIyMiAyMjIgMjIyIDMzMyAzMzMgMzMzIDMzMyA1NTYgNTU2IDM1MCBdIDgyMzAgWyAxMDAwIF0gODIzNCBbIDAgMCAwIDAgMCAyMDAgMTAwMCBdIDgyNDIgWyAxODcgMzU0IDM1NCBdIDgyNDkgWyAzMzMgMzMzIF0gODI1MiBbIDUwMCA1NTYgMzMzIF0gODI2MCBbIDE2NiBdIDgyODYgWyAyNzcgXSA4Mjk4IFsgMCAwIDAgMCAwIDAgMzMzIF0gODMwOCBbIDMzMyAzMzMgMzMzIDMzMyAzMzMgMzMzIF0gODMxOSBbIDM2NCBdIDgzMzYgWyAzNzIgMzcxIDM3NyAzMjggMzcxIF0gODM1MiBbIDU1NiA3MjIgNzIyIDU1NiA1NTYgODMzIDcyMiAxMDkzIDExNjQgOTQzIDgxNSA1MTMgNTU2IDY2NiA2MTAgMTAwMCA1MjAgNjY2IDc3NyA2NjYgNTU2IDcyMiA1NTYgNjY2IDYxMCA1NTYgNTU2IDgyOSA3ODYgNTU2IDc5NCA2NjYgXSA4NDMyIFsgMCBdIDg0NTMgWyA4ODUgXSA4NDY3IFsgMzIzIF0gODQ3MCBbIDEwNzIgNzM2IF0gODQ4MiBbIDEwMDAgXSA4NDg2IFsgNzY4IF0gODQ5NCBbIDYwMCBdIDg1MjUgWyA5NDIgNDg5IF0gODUzMSBbIDgzMyA4MzMgXSA4NTM5IFsgODMzIDgzMyA4MzMgODMzIF0gODU4MCBbIDUwMCBdIDg1OTIgWyAxMDAwIDUwMCAxMDAwIDUwMCAxMDAwIDUwMCBdIDg2MTYgWyA1MDAgXSA4NzA2IFsgNDk0IF0gODcxMCBbIDYxMSBdIDg3MTkgWyA4MjMgXSA4NzIxIFsgNzEyIDU4MyBdIDg3MjUgWyAxNjYgXSA4NzI5IFsgMjc3IDU0OCBdIDg3MzQgWyA3MTIgOTc5IF0gODc0NSBbIDcxOCBdIDg3NDcgWyAyNzMgXSA4Nzc2IFsgNTQ4IF0gODgwMCBbIDU0OCA1ODMgXSA4ODA0IFsgNTQ4IDU0OCBdIDg5NjIgWyA2MDQgXSA4OTc2IFsgNTgzIF0gODk5MiBbIDYwNCA2MDQgXSA5NDcyIFsgNzA4IF0gOTQ3NCBbIDYyNSBdIDk0ODQgWyA3MDggXSA5NDg4IFsgNzA4IF0gOTQ5MiBbIDcwOCBdIDk0OTYgWyA3MDggXSA5NTAwIFsgNzA4IF0gOTUwOCBbIDcwOCBdIDk1MTYgWyA3MDggXSA5NTI0IFsgNzA4IF0gOTUzMiBbIDcwOCBdIDk1NTIgWyA3MDggNzA4IDcwOCA3MDggNzA4IDcwOCA3MDggNzA4IDcwOCA3MDggNzA4IDcwOCA3MDggNzA4IDcwOCA3MDggNzA4IDcwOCA3MDggNzA4IDcwOCA3MDggNzA4IDcwOCA3MDggNzA4IDcwOCA3MDggNzA4IF0gOTYwMCBbIDcwOCBdIDk2MDQgWyA3MDggXSA5NjA4IFsgNzA4IF0gOTYxMiBbIDcwOCBdIDk2MTYgWyA3MDggNzA4IDcwOCA3MjkgXSA5NjMyIFsgNjA0IDYwNCBdIDk2NDIgWyAzNTQgMzU0IDEwMDAgXSA5NjUwIFsgOTg5IF0gOTY1OCBbIDk4OSBdIDk2NjAgWyA5ODkgXSA5NjY4IFsgOTg5IF0gOTY3NCBbIDQ5NCA2MDQgNTk0IF0gOTY3OSBbIDYwNCBdIDk2ODggWyA2MDQgNjA0IF0gOTcwMiBbIDM1NCBdIDk3ODYgWyAxMDIwIDEwNTIgOTE2IF0gOTgyNCBbIDUzMSBdIDk4MjcgWyA2NTYgXSA5ODI5IFsgNTkzIDUxMCBdIDk4MzQgWyA1MDAgXSA5ODM5IFsgNTAwIF0gMTEzNjAgWyA1NTYgMjIyIDU1NiA2NjYgNzIyIDU1NiAyNzcgNzIyIDU1NiA2NjYgNTAwIDYxMCA1MDAgNzMyIDgzMyA2NjYgNzMyIDU5NiAxMDM3IDg0MCA1MDAgNTc3IDQyNSA2NDggNjk1IDMzMyA1NTYgNDg5IDE1OSAzMjEgNjY2IDYxMCBdIDExNzk5IFsgMzMzIF0gNDI3NzUgWyAwIDAgMCAwIDUwMCA1MDAgMjc3IDI3NyAyNzcgMCAwIDI3NyAyMDggMjc3IDIwOCA3MjIgNTU2IDgyOSA2MjcgNTUyIDU1MiA1MTYgNTE2IDU4NiA1ODYgNTAzIDU1MyAxMTU1IDkxMiAxMTg3IDkxOCAxMDIwIDg5MCA5NjIgNzM0IDk2MiA3MzQgOTYyIDczNCA3MjIgNTAwIDY2NiA1MDAgNjY2IDUwMCA2NjYgNTAwIDY1MCAzMTAgNTU2IDIyMiA4MDIgNjEwIDg3NyA2NTEgMTM2NCA5NTEgNjY2IDU1NiA4MjggNzAwIDkzMyA4MDkgNzc3IDU1NiA5NzkgNzQ3IDU4MSA0MTAgNTgxIDU4MSA2NjYgNTAwIDk0MyA3MjIgNTQ4IDQ5MyA2NjYgNTU2IDY2NiA1NTYgNTA5IDQwOCA0NDUgNDQ1IDUwMSA1MDEgNTYxIDU2MSAzMjYgNjc2IDM0NCA5NjEgNjgwIDMzMyBdIDQyODcxIFsgNjcyIDQ3NSA3NzcgNTU2IDQwNCAzMzMgNTg5IDU4OSA1NzcgNTU2IDIyMiA3OTkgNTk4IDQwNCAzMzMgNjQzIDUwMCAzMzMgMjc3IDQzNyAxOTAgMTkwIDcyMiA0NDQgMzMzIDc2NyA2MDEgNzIyIDUwMCA1MDAgNTU2IDgwMCA2ODQgNjUzIDI3NyA2NjggNTI0IDcxNCA1NDggNjY4IDUyNCA3NzcgNTU2IDY2NiA1MDAgNzIyIDU1NiA3MjIgMzMzIDY2NiA1MDAgODA2IDYwNCA3MzIgNjg0IDYxMCBdIDQyOTI4IFsgNjY2IDYxMCA1MjMgNzM1IDY2NiA1NzUgMTAwMiA3ODAgXSA0Mjk5OSBbIDc2OSA0NDggNjM5IDgzMyA2MTAgNjY2IDgzMyAyNzcgMTE4NSBdIDQzODI0IFsgNTc4IDkwMCA0NzggNTU2IDY2NiAyNzcgNTU2IDM2OCAzNDYgMjQyIDg1MSA1NjkgNTU2IDU0NyA1NDcgNjEwIDk0MyA5NDMgOTQzIDk1MSA5NTEgNTQ5IDYwNiAzMzMgNTAyIDQ1NyA2MjcgNDc0IDY5OSAyMjIgNTU2IDU1NiA4MzMgODMzIDYxMiA1MjQgNjEzIDU5MyA2MDQgNTAwIDYwNCA1MDAgNTAwIDMzMyAzODMgMjczIDI0NyA0MTUgNzIwIDc2NSA5NDMgOTE4IDU1NiA2NDggXSA2MDE2MSBbIDAgXSA2MjIwOCBbIDUzNCA1MDAgNTAwIDc1MiA3NTIgNTM2IDc0MyBdIDYyMjI3IFsgMTEwNCAxMTA0IDExMDEgMTEwNCAxMzg1IF0gNjIyMzcgWyAyNDYgMCA0OTMgNTM1IDcwOSA2NTQgNzQ4IDYwNyA2MDkgNzQ1IDY1NSA3ODkgNTgzIDY5NCA2OTQgNjk0IDY5NCA1NjIgNTYyIDU2MiA1NDEgMzk4IDUwOCA2MDIgMjg2IDQxMSBdIDYyMjY0IFsgNTg5IDI4NiA1MDkgNDYwIDQ2MiBdIDYyMjcwIFsgNjAxIF0gNjIyNzIgWyAzNTIgNTc0IF0gNjIyNzUgWyA1NjYgNTQ2IF0gNjIyNzggWyA0NzggNTQ5IDUwOSA2OTQgNjQyIDI0NiA1NDEgNDYwIDU0NiA1NzUgMjA3IDIyOSA3MTMgNzEzIDI0NCAyNDQgNzEzIDcxMyAyNDQgMjQ0IDcxMyA3MTMgMjQ0IDI0NCA3MTMgNzEzIDI0NCAyNDQgNzEzIDcxMyAyNDQgMjQ0IDcxMyA3MTMgMjQ0IDI0NCA3ODggNzg4IDI2NyAyNjIgNzg4IDc4OCAyNjcgMjYyIDU2MiA1MjUgNTI5IDUyOSA1NjIgNTI1IDUyOSA1MjkgNTYyIDUyNSA1MjkgNTI5IDU2MiA1MjUgNTI5IDUyOSAzMzcgMzM3IDMzNyAzMzcgMzM3IDMzNyAzMzcgMzM3IDQ4OCA0ODggNDg4IDQ4OCA4MTIgOTMyIDM5NCA1MTQgODEyIDkzMiAzOTQgNTE0IDgxMiA5MzIgMzk0IDUxNCA4MTIgOTMyIDM5NCA1MTQgNTI1IDUyNSA1MjUgNTI1IDI0NCAyNDQgMjgyIDM3NSAyODIgMzg3IDI0NCAzMjAgNDUwIDM3NSA0NTAgMzk0IDgxMiA4MTIgODEyIDgxMiAyNDQgMjQ0IDI0NCAyNDQgMjQ0IDI0NCAyNDQgMjQ0IDI0NCAyNDQgMjcyIDI0NCAyNDQgMTk5IDM0MyAzNDMgXSA2MjQxOSBbIDYwMSA2MDEgMzk0IDM5NCA0MzIgNDMyIDQzMiA0MzIgNDMyIDQzMiA0MzIgNDMyIDQzMiA0MzIgNDMyIDQzMiA0MzIgNjM4IDU4OCAyNDQgMjQ0IDI0NCAyNDQgMzY0IDM2NCA1MTkgNTE5IDYzOCA2MzggNjM4IDYzOCA2MzggNjM4IDYzOCA2MzggNTYyIDU2MiA0ODYgNTYyIDU2MiA0ODYgNjM4IDU4OCAyNDQgMjQ0IF0gNjI1NTggWyAwIDAgMCAwIDAgMCBdIDYyNzA2IFsgMjA3IDIwNyAyMDcgXSA2Mjc4MCBbIDIyOSAyMDcgMzE4IDMxOCBdIDYyOTYyIFsgNzkyIF0gNjI5NjQgWyA5MTkgXSA2Mjk3MCBbIDczMSA2MzQgMTIyMSAxNDY0IF0gNjMwMDggWyAwIDAgMCAwIF0gNjMwODggWyAyMDcgMjA3IDIwNyAyODkgMjA3IF0gNjMwOTQgWyAyMDcgMjA3IDIwNyAyMDcgMjA3IDIwNyAyMDcgMjA3IDIwNyAyMDcgNDEyIDIwNyAyMjkgMjA3IDIyOSA0MzIgNDMyIDIwNyAyMjkgNjM4IDU4OCAyNDQgMjQ0IDIwNyAyMjkgNzEzIDcxMyAyNDQgMjQ0IDI4MiAzNzUgNzEzIDcxMyAyNDQgMjQ0IDcxMyA3MTMgMjQ0IDI0NCA1NjIgNTI1IDUyOSA1MjkgNTYyIDUyNSA1MjkgNTI5IDU2MiA1MjUgNTI5IDUyOSAzMzcgMzM3IDMzNyAzMzcgNDg4IDQ4OCA0ODggNDg4IDgyMSA4MjEgNTMwIDUzMCA4MjEgODIxIDUzMCA1MzAgMTA5OCAxMDk4IDg0NiA4NDYgMTA5OCAxMDk4IDg0NiA4NDYgNTgxIDU4MSA1ODEgNTgxIDU4MSA1ODEgNTgxIDU4MSA1NDMgNDUwIDUyNSAzOTQgNTQzIDQ1MCA1MjUgMzk0IDc4OCA3ODggMjY3IDI2MiA1ODEgNTgxIDI2NyAyNjIgNjAxIDYwMSAzOTQgMzk0IDUwNiA1MDYgMjA3IDIwNyAzMzcgMzM3IDM5NCAzOTQgNTI1IDUyNSAyNDQgMjQ0IDI4MiAzNzUgNDUwIDM5NCA0MzIgNDMyIDYzOCA1ODggNjM4IDU4OCAyNDQgMjQ0IDU0MyA2MDAgNTQzIDYwMCA1NDMgNjAwIDU0MyA2MDAgXSA2MzQ4NCBbIDEwMDAgXSBdCi9DSURUb0dJRE1hcCAxMSAwIFIKL0NJRFN5c3RlbUluZm8gPDwKL1JlZ2lzdHJ5IChIYXJ1KQovT3JkZXJpbmcgKE1vZGVybjEpCi9TdXBwbGVtZW50IDAKPj4KL0Jhc2VGb250IC9IUERGQUErQXJpYWxNVAovRm9udERlc2NyaXB0b3IgMTUgMCBSCj4+CmVuZG9iagoxMSAwIG9iago8PAovTGVuZ3RoIDEyIDAgUgovRmlsdGVyIFsgL0ZsYXRlRGVjb2RlIF0KPj4Kc3RyZWFtDQp4nO3bZdTcRpYw4AIVS69KZmZmTBxTzMzMbMecmBMzMzMzMzMzMzMzM3vfOJ5vZjOZnWSTjGe+vc85pSJV1ZXUXd39oxH6nShyEEMcCSSRQhoZ5CIPhSAfWRSgMCgsCofCowgoIoqEIqMoKCqKhqKjGCgmioViozgoLoqH4qMEKCFKhBKjJCgpSoaSoxQoJUqFUqM0KC1Kh9KjL9CXKAP6CmVEmVBmlAVlRV+jbCg7yoFyolwoN8qD8qJ8KD8qgAqiQqgwKoKKomKoOCqBSqJSqDQqg8qicqg8qoAqokqoMqqCqqJqqPrvvfiP1z8FdUXdaBU0HF1H3VF/1AeNQ7PQ1NDr740R6oKGoIfoEeqHRqCeGKOz6AEaj2ajJ+gxeoomo7loJ9qO5qEaqCYaiGqh3ag22oF2of1oD9qL9qEbqA46hA6gg2g++gbdR4PQUXQYHUF10S10B/VC9VE91AA1Qg1RYzQRfYuaoO9QU9QMtUDNUUvUCt1E36PW6AfUBrVDbdEKNAl1QO1RR9QJ3UZ30So8HI/ABFPsYIbeoLd4JB6FR+Mx6B16jzkWWKIPeCweh8fjCXginoQV1thgF0/GU9Bz9AJPxdPwdDwDz8Sz8Gw8B8/F8/B8vAAvxIvwYrwEvUTHcG/cBy/Fy/ByvAKvxB4OwavwauxjiwMcBl1El3BYHA6vwWtxeBwB98Xr8Hq8AW/Em/BmHBFHQgvQQhwZR8Fb8FYcFUfD0XEMvA1vR6/Qa3QZXcExcSwcG8fBO/BOvAvvxnvwXrwP78dxcTwcHyfAB/BBfAgfxkfwUbQaJ8SJcGKcBF1F1/Ax3pv34X15P96fD+AD+SA+mA/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      "text/plain": [
       "This front-end cannot display the desired image type."
      ]
     },
     "metadata": {
      "image/svg+xml": {
       "height": 954,
       "width": 600
      }
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     "output_type": "display_data"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "cd \"..\\working_data\\analytical_panel_shapefile\\\"\n",
    "grmap,t(210)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "egen total_collisions = total(collision_count), by(_ID)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "gen avg_collisions = total_collisions/25"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "C:\\Users\\jerem\\Box Sync\\Policy Evaluation\\working_data\\analytical_panel_shapefile\n"
     ]
    }
   ],
   "source": [
    "cd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(65,664 observations deleted)\n"
     ]
    },
    {
     "data": {
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      ],
      "text/plain": [
       "This front-end cannot display the desired image type."
      ]
     },
     "metadata": {
      "image/svg+xml": {
       "height": 954,
       "width": 600
      }
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "*cd \"..\\working_data\\analytical_panel_shapefile\\\"\n",
    "grmap avg_collisions, t(210) clmethod(quantile) legend(position(3)) fcolor(Heat)\n",
    "// Note that the graph viewed here is not correctly depicting the data\n",
    "//graph export \"D:\\Box Sync\\Policy Evaluation\\manuscripts\\choroplethmapmanhattan_avgcollision.png\",as(png) replace"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "  Indicates |\n",
      "        the |\n",
      "intersectio |\n",
      "  n if they |\n",
      "       ever |\n",
      "   received |\n",
      "       LPIS |\n",
      "interventio |\n",
      "          n |      Freq.     Percent        Cum.\n",
      "------------+-----------------------------------\n",
      "          0 |      2,063       75.40       75.40\n",
      "          1 |        673       24.60      100.00\n",
      "------------+-----------------------------------\n",
      "      Total |      2,736      100.00\n"
     ]
    }
   ],
   "source": [
    "tab flag_LPIS_ever if quarterly == 210"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(65,664 observations deleted)\n"
     ]
    },
    {
     "data": {
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      "text/plain": [
       "This front-end cannot display the desired image type."
      ]
     },
     "metadata": {
      "image/svg+xml": {
       "height": 954,
       "width": 600
      }
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "grmap flag_LPIS_ever,clmethod(unique) t(210) fcolor(Blues) legend( position(3)) \n",
    "//graph export \"D:\\Box Sync\\Policy Evaluation\\manuscripts\\choroplethmapmanhattan_lpis.png\",as(png) replace\n",
    "// Note the graphic display here is wrong, but the exported png copy is correct"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Base line averages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "    Variable |        Obs        Mean    Std. Dev.       Min        Max\n",
      "-------------+---------------------------------------------------------\n",
      "collision_~t |     11,663    3.115751    3.042033          0         33\n"
     ]
    }
   ],
   "source": [
    "* Average number of collisions before LPIs were implemented at LPIs intersections\n",
    "sum collision_count if flag_LPIS_ever == 1 & flag_LPIS == 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "    Variable |        Obs        Mean    Std. Dev.       Min        Max\n",
      "-------------+---------------------------------------------------------\n",
      "personsinj~d |     11,663    .6299408    1.132714          0         15\n"
     ]
    }
   ],
   "source": [
    "* Average number of persons injured before LPIs were implemented at LPIs intersections\n",
    "sum personsinjured if flag_LPIS_ever == 1 & flag_LPIS == 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "    Variable |        Obs        Mean    Std. Dev.       Min        Max\n",
      "-------------+---------------------------------------------------------\n",
      "pedestri~red |     11,663    .2287576    .5563493          0         13\n"
     ]
    }
   ],
   "source": [
    "* Average number of pedestrians injured before LPIs were implemented at LPIs intersections\n",
    "sum pedestriansinjured if flag_LPIS_ever == 1 & flag_LPIS == 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "    Variable |        Obs        Mean    Std. Dev.       Min        Max\n",
      "-------------+---------------------------------------------------------\n",
      "cyclistinj~d |     11,663    .1019463    .3338485          0          3\n"
     ]
    }
   ],
   "source": [
    "* Average number of cyclist injured before LPIs were implemented at LPIs intersections\n",
    "sum cyclistinjured if flag_LPIS_ever == 1 & flag_LPIS == 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "    Variable |        Obs        Mean    Std. Dev.       Min        Max\n",
      "-------------+---------------------------------------------------------\n",
      "motoristin~d |     11,663     .300866    .8507798          0         13\n"
     ]
    }
   ],
   "source": [
    "* Average number of motorist injured before LPIs were implemented at LPIs intersections\n",
    "sum motoristinjured if flag_LPIS_ever == 1 & flag_LPIS == 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
      "_ID                                                                                                                                                                                                                                             Spatial-unit ID\n",
      "---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
      "\n",
      "                  type:  numeric (int)\n",
      "\n",
      "                 range:  [6,2730]                     units:  1\n",
      "         unique values:  673                      missing .:  0/16,825\n",
      "\n",
      "                  mean:   1533.09\n",
      "              std. dev:   623.554\n",
      "\n",
      "           percentiles:        10%       25%       50%       75%       90%\n",
      "                               597      1119      1634      2047      2254\n"
     ]
    }
   ],
   "source": [
    "codebook _ID if flag_LPIS_ever == 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
      "_ID                                                                                                                                                                                                                                             Spatial-unit ID\n",
      "---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
      "\n",
      "                  type:  numeric (int)\n",
      "\n",
      "                 range:  [1,2736]                     units:  1\n",
      "         unique values:  2,063                    missing .:  0/51,575\n",
      "\n",
      "                  mean:   1314.81\n",
      "              std. dev:    829.92\n",
      "\n",
      "           percentiles:        10%       25%       50%       75%       90%\n",
      "                               216       581      1251      2064      2513\n"
     ]
    }
   ],
   "source": [
    "codebook _ID if flag_LPIS_ever == 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "global time_var i.quarterly\n",
    "global time_variant_var bike_route_tv flag_street_improv flag_left_turn\n",
    "global time_trend i.flag_school##i.quarterly i.flag_priorityinters##i.quarterly i.flag_seniors##i.quarterly"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "C:\\Users\\jerem\\Box Sync\\Policy Evaluation\\manuscripts\n",
      "\n",
      "C:\\Users\\jerem\\Box Sync\\Policy Evaluation\n"
     ]
    }
   ],
   "source": [
    "cd\n",
    "cd \"..\\\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "cd \"..\\manuscripts\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###  Non-spatial Models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "note: 1.flag_school omitted because of collinearity\n",
      "note: 1.flag_priorityinters omitted because of collinearity\n",
      "note: 1.flag_seniors omitted because of collinearity\n",
      "\n",
      "Fixed-effects (within) regression               Number of obs     =     68,400\n",
      "Group variable: _ID                             Number of groups  =      2,736\n",
      "\n",
      "R-sq:                                           Obs per group:\n",
      "     within  = 0.0892                                         min =         25\n",
      "     between = 0.0579                                         avg =       25.0\n",
      "     overall = 0.0038                                         max =         25\n",
      "\n",
      "                                                F(100,2735)       =      18.18\n",
      "corr(u_i, Xb)  = -0.1620                        Prob > F          =     0.0000\n",
      "\n",
      "                                                 (Std. Err. adjusted for 2,736 clusters in _ID)\n",
      "-----------------------------------------------------------------------------------------------\n",
      "                              |               Robust\n",
      "              collision_count |      Coef.   Std. Err.      t    P>|t|     [95% Conf. Interval]\n",
      "------------------------------+----------------------------------------------------------------\n",
      "                  1.flag_LPIS |  -.0890491   .0678597    -1.31   0.190    -.2221106    .0440124\n",
      "                bike_route_tv |   .1765528   .0879707     2.01   0.045     .0040571    .3490485\n",
      "           flag_street_improv |  -.4530228   .3010891    -1.50   0.133    -1.043408    .1373622\n",
      "               flag_left_turn |  -.9988322   .3281285    -3.04   0.002    -1.642237   -.3554274\n",
      "                              |\n",
      "                    quarterly |\n",
      "                         211  |  -.2761611   .0556496    -4.96   0.000    -.3852807   -.1670415\n",
      "                         212  |  -.4382398   .0556967    -7.87   0.000    -.5474516    -.329028\n",
      "                         213  |   .0326441    .056952     0.57   0.567    -.0790291    .1443173\n",
      "                         214  |  -.0533507   .0543473    -0.98   0.326    -.1599167    .0532153\n",
      "                         215  |  -.0883107   .0560127    -1.58   0.115    -.1981421    .0215207\n",
      "                         216  |  -.4661595   .0564405    -8.26   0.000    -.5768299   -.3554892\n",
      "                         217  |   .0036769   .0565187     0.07   0.948    -.1071467    .1145006\n",
      "                         218  |  -.0406692   .0565653    -0.72   0.472    -.1515842    .0702459\n",
      "                         219  |  -.1005995   .0558327    -1.80   0.072     -.210078     .008879\n",
      "                         220  |  -.5036454   .0587119    -8.58   0.000    -.6187695   -.3885214\n",
      "                         221  |   .0313099    .061193     0.51   0.609    -.0886793     .151299\n",
      "                         222  |   .0259014    .058279     0.44   0.657     -.088374    .1401768\n",
      "                         223  |   .0772105   .0579721     1.33   0.183    -.0364631    .1908841\n",
      "                         224  |  -.3452717   .0576232    -5.99   0.000     -.458261   -.2322824\n",
      "                         225  |  -.6928722   .0605908   -11.44   0.000    -.8116806   -.5740638\n",
      "                         226  |  -1.311649     .06232   -21.05   0.000    -1.433848    -1.18945\n",
      "                         227  |  -1.329731    .063998   -20.78   0.000     -1.45522   -1.204241\n",
      "                         228  |  -1.114373   .0628805   -17.72   0.000    -1.237671   -.9910747\n",
      "                         229  |  -.6533421   .0656725    -9.95   0.000    -.7821148   -.5245694\n",
      "                         230  |  -1.035482   .0642015   -16.13   0.000    -1.161371    -.909594\n",
      "                         231  |  -.9392744   .0636897   -14.75   0.000    -1.064159   -.8143896\n",
      "                         232  |  -.9536283   .0647732   -14.72   0.000    -1.080638    -.826619\n",
      "                         233  |  -.6702299   .0649482   -10.32   0.000    -.7975825   -.5428774\n",
      "                         234  |  -.8565109    .063752   -13.44   0.000    -.9815179   -.7315039\n",
      "                              |\n",
      "                1.flag_school |          0  (omitted)\n",
      "                              |\n",
      "        flag_school#quarterly |\n",
      "                       1 211  |   .3502199   .1853914     1.89   0.059    -.0133015    .7137413\n",
      "                       1 212  |   .3453154   .1736566     1.99   0.047      .004804    .6858268\n",
      "                       1 213  |   .2336494   .2026192     1.15   0.249    -.1636527    .6309515\n",
      "                       1 214  |   .0898933   .1706534     0.53   0.598    -.2447294    .4245159\n",
      "                       1 215  |  -.0153274   .2020421    -0.08   0.940    -.4114979    .3808431\n",
      "                       1 216  |   .1593314    .189693     0.84   0.401    -.2126246    .5312875\n",
      "                       1 217  |    .193699   .2430498     0.80   0.426    -.2828808    .6702788\n",
      "                       1 218  |   .0569088    .191328     0.30   0.766    -.3182532    .4320707\n",
      "                       1 219  |   .5021515   .1793159     2.80   0.005     .1505432    .8537599\n",
      "                       1 220  |   .4996789   .2061512     2.42   0.015     .0954511    .9039067\n",
      "                       1 221  |   .0409219   .2013813     0.20   0.839    -.3539531    .4357968\n",
      "                       1 222  |    .167688   .2071691     0.81   0.418    -.2385357    .5739117\n",
      "                       1 223  |   .1789226   .1842666     0.97   0.332    -.1823932    .5402383\n",
      "                       1 224  |   .1032539   .1777843     0.58   0.561    -.2453512     .451859\n",
      "                       1 225  |   .5057818   .2115288     2.39   0.017     .0910094    .9205542\n",
      "                       1 226  |   .2642157   .2058363     1.28   0.199    -.1393946     .667826\n",
      "                       1 227  |   .3118039   .1967954     1.58   0.113    -.0740787    .6976865\n",
      "                       1 228  |   .3301147   .1964459     1.68   0.093    -.0550826    .7153121\n",
      "                       1 229  |   .5313884   .2242141     2.37   0.018     .0917422    .9710345\n",
      "                       1 230  |   .4838656   .1930957     2.51   0.012     .1052375    .8624937\n",
      "                       1 231  |   .5774107    .207401     2.78   0.005     .1707322    .9840891\n",
      "                       1 232  |   .5327529   .2012038     2.65   0.008     .1382262    .9272797\n",
      "                       1 233  |    .267106   .2117736     1.26   0.207    -.1481464    .6823583\n",
      "                       1 234  |   .5575086   .1839139     3.03   0.002     .1968844    .9181327\n",
      "                              |\n",
      "        1.flag_priorityinters |          0  (omitted)\n",
      "                              |\n",
      "flag_priorityinters#quarterly |\n",
      "                       1 211  |  -.7470684   .7666671    -0.97   0.330    -2.250374    .7562369\n",
      "                       1 212  |  -1.469431   .7526537    -1.95   0.051    -2.945258    .0063962\n",
      "                       1 213  |  -.7698995    .613412    -1.26   0.210    -1.972697    .4328983\n",
      "                       1 214  |  -.2803112   .6526394    -0.43   0.668    -1.560027    .9994049\n",
      "                       1 215  |   .0795555   .6357392     0.13   0.900    -1.167022    1.326133\n",
      "                       1 216  |   -1.87424   .7739471    -2.42   0.016     -3.39182   -.3566601\n",
      "                       1 217  |  -1.063644   .6105679    -1.74   0.082    -2.260865    .1335764\n",
      "                       1 218  |  -.7758454   .6586833    -1.18   0.239    -2.067413    .5157218\n",
      "                       1 219  |  -1.415201   .8792941    -1.61   0.108    -3.139348    .3089473\n",
      "                       1 220  |  -2.579036   .8759297    -2.94   0.003    -4.296587   -.8614856\n",
      "                       1 221  |  -1.522101   .6935043    -2.19   0.028    -2.881946   -.1622559\n",
      "                       1 222  |    .353946   .6510809     0.54   0.587    -.9227142    1.630606\n",
      "                       1 223  |   -1.16375   .7040304    -1.65   0.098    -2.544235    .2167348\n",
      "                       1 224  |  -1.619077   .9050444    -1.79   0.074    -3.393716    .1555631\n",
      "                       1 225  |  -2.677238   .8911052    -3.00   0.003    -4.424545   -.9299302\n",
      "                       1 226  |  -3.980985   1.008309    -3.95   0.000    -5.958109   -2.003862\n",
      "                       1 227  |   -4.50628   1.023344    -4.40   0.000    -6.512885   -2.499676\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                       1 228  |   -3.96689   .9441281    -4.20   0.000    -5.818167   -2.115614\n",
      "                       1 229  |  -3.861717   .8884362    -4.35   0.000    -5.603791   -2.119643\n",
      "                       1 230  |  -4.129126   .9381961    -4.40   0.000     -5.96877   -2.289481\n",
      "                       1 231  |  -4.380826   .9582154    -4.57   0.000    -6.259725   -2.501927\n",
      "                       1 232  |  -3.799428   .9713433    -3.91   0.000    -5.704068   -1.894787\n",
      "                       1 233  |  -3.688574   .9528744    -3.87   0.000    -5.557001   -1.820148\n",
      "                       1 234  |  -3.933986   .8957924    -4.39   0.000    -5.690484   -2.177488\n",
      "                              |\n",
      "               1.flag_seniors |          0  (omitted)\n",
      "                              |\n",
      "       flag_seniors#quarterly |\n",
      "                       1 211  |   .2555815   .1137814     2.25   0.025     .0324752    .4786877\n",
      "                       1 212  |   .0090916   .1054453     0.09   0.931    -.1976689     .215852\n",
      "                       1 213  |   .1005408   .1187933     0.85   0.397     -.132393    .3334745\n",
      "                       1 214  |   .1667646   .1114227     1.50   0.135    -.0517166    .3852458\n",
      "                       1 215  |   .2655109    .117135     2.27   0.023     .0358289    .4951928\n",
      "                       1 216  |   .1869071   .1157756     1.61   0.107    -.0401094    .4139237\n",
      "                       1 217  |   .2052494   .1139183     1.80   0.072    -.0181252    .4286239\n",
      "                       1 218  |  -.0701507   .1089679    -0.64   0.520    -.2838185     .143517\n",
      "                       1 219  |   .1402822   .1139793     1.23   0.219    -.0832119    .3637764\n",
      "                       1 220  |  -.0059166   .1171039    -0.05   0.960    -.2355376    .2237044\n",
      "                       1 221  |    .225221   .1227172     1.84   0.067    -.0154068    .4658488\n",
      "                       1 222  |   .1346187   .1185237     1.14   0.256    -.0977864    .3670239\n",
      "                       1 223  |   .2499158   .1173672     2.13   0.033     .0197785    .4800532\n",
      "                       1 224  |  -.0058064   .1171454    -0.05   0.960    -.2355089    .2238961\n",
      "                       1 225  |  -.3320294   .1223347    -2.71   0.007    -.5719072   -.0921515\n",
      "                       1 226  |  -.2310338   .1280055    -1.80   0.071    -.4820311    .0199635\n",
      "                       1 227  |  -.1620226   .1326691    -1.22   0.222    -.4221643    .0981191\n",
      "                       1 228  |  -.1032158   .1309756    -0.79   0.431     -.360037    .1536054\n",
      "                       1 229  |  -.0374342   .1348438    -0.28   0.781    -.3018402    .2269718\n",
      "                       1 230  |   .0402859   .1314471     0.31   0.759    -.2174598    .2980317\n",
      "                       1 231  |    -.02454   .1364547    -0.18   0.857    -.2921048    .2430247\n",
      "                       1 232  |  -.3438165   .1352923    -2.54   0.011     -.609102    -.078531\n",
      "                       1 233  |  -.1208768   .1287439    -0.94   0.348    -.3733219    .1315683\n",
      "                       1 234  |  -.3386191   .1250257    -2.71   0.007    -.5837735   -.0934647\n",
      "                              |\n",
      "                        _cons |   2.966889   .0448488    66.15   0.000     2.878948     3.05483\n",
      "------------------------------+----------------------------------------------------------------\n",
      "                      sigma_u |  2.7676387\n",
      "                      sigma_e |  1.8750869\n",
      "                          rho |  .68539534   (fraction of variance due to u_i)\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "manhattan_qt_results_xt.rtf\n",
      "dir : seeout\n",
      "\n",
      "note: 1.flag_school omitted because of collinearity\n",
      "note: 1.flag_priorityinters omitted because of collinearity\n",
      "note: 1.flag_seniors omitted because of collinearity\n",
      "\n",
      "Fixed-effects (within) regression               Number of obs     =     68,400\n",
      "Group variable: _ID                             Number of groups  =      2,736\n",
      "\n",
      "R-sq:                                           Obs per group:\n",
      "     within  = 0.0158                                         min =         25\n",
      "     between = 0.1032                                         avg =       25.0\n",
      "     overall = 0.0008                                         max =         25\n",
      "\n",
      "                                                F(100,2735)       =       8.16\n",
      "corr(u_i, Xb)  = -0.3368                        Prob > F          =     0.0000\n",
      "\n",
      "                                                 (Std. Err. adjusted for 2,736 clusters in _ID)\n",
      "-----------------------------------------------------------------------------------------------\n",
      "                              |               Robust\n",
      "               personsinjured |      Coef.   Std. Err.      t    P>|t|     [95% Conf. Interval]\n",
      "------------------------------+----------------------------------------------------------------\n",
      "                  1.flag_LPIS |  -.0644481   .0207813    -3.10   0.002    -.1051967   -.0236994\n",
      "                bike_route_tv |   .0264822   .0249676     1.06   0.289    -.0224752    .0754395\n",
      "           flag_street_improv |  -.0711796   .0637752    -1.12   0.264    -.1962321    .0538728\n",
      "               flag_left_turn |  -.2908746   .0924338    -3.15   0.002    -.4721217   -.1096275\n",
      "                              |\n",
      "                    quarterly |\n",
      "                         211  |  -.0816929   .0333571    -2.45   0.014    -.1471005   -.0162854\n",
      "                         212  |  -.1136853   .0304925    -3.73   0.000    -.1734759   -.0538948\n",
      "                         213  |  -.0289309   .0309067    -0.94   0.349    -.0895338     .031672\n",
      "                         214  |  -.0249498   .0311975    -0.80   0.424    -.0861228    .0362233\n",
      "                         215  |  -.0782413   .0303598    -2.58   0.010    -.1377717   -.0187109\n",
      "                         216  |  -.1499837   .0299743    -5.00   0.000    -.2087583   -.0912091\n",
      "                         217  |  -.0721954   .0323175    -2.23   0.026    -.1355647   -.0088262\n",
      "                         218  |  -.0813737   .0316384    -2.57   0.010    -.1434112   -.0193362\n",
      "                         219  |  -.1130193   .0311614    -3.63   0.000    -.1741216   -.0519169\n",
      "                         220  |  -.2143398   .0291672    -7.35   0.000    -.2715318   -.1571478\n",
      "                         221  |  -.1280382   .0299885    -4.27   0.000    -.1868406   -.0692359\n",
      "                         222  |  -.0924132    .029177    -3.17   0.002    -.1496244    -.035202\n",
      "                         223  |   -.092327   .0305308    -3.02   0.003    -.1521927   -.0324613\n",
      "                         224  |  -.1630317   .0287858    -5.66   0.000    -.2194757   -.1065876\n",
      "                         225  |  -.2009617   .0298139    -6.74   0.000    -.2594217   -.1425018\n",
      "                         226  |  -.2825653   .0283669    -9.96   0.000    -.3381879   -.2269426\n",
      "                         227  |  -.2793448    .028964    -9.64   0.000    -.3361384   -.2225512\n",
      "                         228  |  -.2299277    .029502    -7.79   0.000    -.2877762   -.1720792\n",
      "                         229  |  -.1393751   .0304163    -4.58   0.000    -.1990164   -.0797338\n",
      "                         230  |  -.1934582   .0287095    -6.74   0.000    -.2497526   -.1371638\n",
      "                         231  |  -.1804036   .0312855    -5.77   0.000    -.2417493   -.1190579\n",
      "                         232  |  -.1947701    .029638    -6.57   0.000    -.2528853   -.1366548\n",
      "                         233  |  -.1508698   .0297721    -5.07   0.000    -.2092479   -.0924917\n",
      "                         234  |  -.1311745   .0302477    -4.34   0.000    -.1904852   -.0718638\n",
      "                              |\n",
      "                1.flag_school |          0  (omitted)\n",
      "                              |\n",
      "        flag_school#quarterly |\n",
      "                       1 211  |   .0975552   .1011972     0.96   0.335    -.1008755    .2959859\n",
      "                       1 212  |   .1222734   .1003812     1.22   0.223    -.0745572    .3191041\n",
      "                       1 213  |   .0758608   .1002832     0.76   0.449    -.1207778    .2724993\n",
      "                       1 214  |   .1003733   .1248386     0.80   0.421    -.1444142    .3451608\n",
      "                       1 215  |   .1185399   .1058936     1.12   0.263    -.0890996    .3261794\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                       1 216  |   -.024868   .0854764    -0.29   0.771    -.1924728    .1427368\n",
      "                       1 217  |  -.0758144   .0885911    -0.86   0.392    -.2495267    .0978979\n",
      "                       1 218  |   .0034265   .0896315     0.04   0.970    -.1723258    .1791789\n",
      "                       1 219  |   .2245694   .1129453     1.99   0.047     .0031025    .4460362\n",
      "                       1 220  |   .0647765   .0920528     0.70   0.482    -.1157235    .2452765\n",
      "                       1 221  |   .0986406    .109726     0.90   0.369    -.1165137    .3137948\n",
      "                       1 222  |  -.0074572   .0938448    -0.08   0.937    -.1914711    .1765567\n",
      "                       1 223  |  -.0874066   .0783719    -1.12   0.265    -.2410807    .0662675\n",
      "                       1 224  |   .0669207   .1006339     0.66   0.506    -.1304055     .264247\n",
      "                       1 225  |   .1513374   .1004384     1.51   0.132    -.0456054    .3482803\n",
      "                       1 226  |   .0268452   .0801407     0.33   0.738    -.1302972    .1839876\n",
      "                       1 227  |   .0026858   .0762253     0.04   0.972    -.1467793    .1521509\n",
      "                       1 228  |   .0147934   .0903377     0.16   0.870    -.1623437    .1919305\n",
      "                       1 229  |  -.0037128   .0884914    -0.04   0.967    -.1772296     .169804\n",
      "                       1 230  |   .0810394   .0799143     1.01   0.311    -.0756591    .2377379\n",
      "                       1 231  |   .1451799   .0930908     1.56   0.119    -.0373554    .3277153\n",
      "                       1 232  |   .1538395    .099609     1.54   0.123     -.041477     .349156\n",
      "                       1 233  |   .0811852   .0929304     0.87   0.382    -.1010357    .2634062\n",
      "                       1 234  |   .1814191   .0989459     1.83   0.067    -.0125972    .3754354\n",
      "                              |\n",
      "        1.flag_priorityinters |          0  (omitted)\n",
      "                              |\n",
      "flag_priorityinters#quarterly |\n",
      "                       1 211  |  -.6067364    .378178    -1.60   0.109     -1.34828    .1348071\n",
      "                       1 212  |     -.4082   .4409806    -0.93   0.355    -1.272889    .4564887\n",
      "                       1 213  |   -.024769   .4277863    -0.06   0.954    -.8635859     .814048\n",
      "                       1 214  |  -.1384699     .49166    -0.28   0.778    -1.102532    .8255926\n",
      "                       1 215  |   .1670519   .4271605     0.39   0.696     -.670538    1.004642\n",
      "                       1 216  |  -.5369162   .4573009    -1.17   0.240    -1.433606    .3597739\n",
      "                       1 217  |  -.4081798   .3601583    -1.13   0.257     -1.11439    .2980301\n",
      "                       1 218  |  -.7331362   .3656557    -2.00   0.045    -1.450126   -.0161469\n",
      "                       1 219  |   -.789138   .4512068    -1.75   0.080    -1.673879    .0956026\n",
      "                       1 220  |  -1.222906   .3422005    -3.57   0.000    -1.893904    -.551909\n",
      "                       1 221  |  -.7621995   .3773076    -2.02   0.043    -1.502036   -.0223628\n",
      "                       1 222  |  -.5104212   .4164321    -1.23   0.220    -1.326974     .306132\n",
      "                       1 223  |   -.569376   .3947977    -1.44   0.149    -1.343508    .2047559\n",
      "                       1 224  |  -.7103552   .3440831    -2.06   0.039    -1.385044   -.0356661\n",
      "                       1 225  |  -.8223029   .3462613    -2.37   0.018    -1.501263   -.1433427\n",
      "                       1 226  |  -1.324275   .4417936    -3.00   0.003    -2.190558   -.4579922\n",
      "                       1 227  |  -1.252323   .4299815    -2.91   0.004    -2.095444   -.4092013\n",
      "                       1 228  |  -1.172232    .422508    -2.77   0.006    -2.000699   -.3437653\n",
      "                       1 229  |  -.4421633   .5127736    -0.86   0.389    -1.447626    .5632994\n",
      "                       1 230  |  -1.293741   .3566235    -3.63   0.000     -1.99302   -.5944628\n",
      "                       1 231  |  -1.249282   .3995375    -3.13   0.002    -2.032708   -.4658567\n",
      "                       1 232  |  -1.351855   .4004074    -3.38   0.001    -2.136987   -.5667235\n",
      "                       1 233  |  -1.146555   .4155013    -2.76   0.006    -1.961283    -.331827\n",
      "                       1 234  |  -1.158634   .3778149    -3.07   0.002    -1.899465   -.4178022\n",
      "                              |\n",
      "               1.flag_seniors |          0  (omitted)\n",
      "                              |\n",
      "       flag_seniors#quarterly |\n",
      "                       1 211  |     .04613   .0552291     0.84   0.404    -.0621651    .1544251\n",
      "                       1 212  |    .014135   .0573808     0.25   0.805     -.098379     .126649\n",
      "                       1 213  |    .015575   .0549535     0.28   0.777    -.0921796    .1233295\n",
      "                       1 214  |   .0678317   .0592099     1.15   0.252    -.0482689    .1839322\n",
      "                       1 215  |   .0488759   .0575293     0.85   0.396    -.0639293    .1616812\n",
      "                       1 216  |   .0640663   .0535542     1.20   0.232    -.0409445    .1690771\n",
      "                       1 217  |   .1116125   .0550732     2.03   0.043     .0036231    .2196019\n",
      "                       1 218  |   .0455876   .0588809     0.77   0.439    -.0698678    .1610431\n",
      "                       1 219  |    .075108   .0571309     1.31   0.189    -.0369162    .1871321\n",
      "                       1 220  |   .0397308   .0535761     0.74   0.458    -.0653228    .1447844\n",
      "                       1 221  |   .0552557   .0552834     1.00   0.318    -.0531458    .1636572\n",
      "                       1 222  |  -.0020417    .054016    -0.04   0.970    -.1079581    .1038746\n",
      "                       1 223  |   .1165343   .0573681     2.03   0.042     .0040452    .2290234\n",
      "                       1 224  |   .0704826   .0533518     1.32   0.187    -.0341314    .1750965\n",
      "                       1 225  |   .0455215    .054141     0.84   0.401    -.0606398    .1516829\n",
      "                       1 226  |    .032252   .0516954     0.62   0.533    -.0691139     .133618\n",
      "                       1 227  |   .0548579   .0539049     1.02   0.309    -.0508405    .1605564\n",
      "                       1 228  |   .0047376   .0529042     0.09   0.929    -.0989986    .1084738\n",
      "                       1 229  |   .0699751   .0683721     1.02   0.306    -.0640911    .2040413\n",
      "                       1 230  |   .0969088   .0547643     1.77   0.077    -.0104748    .2042924\n",
      "                       1 231  |   .0756696   .0567113     1.33   0.182    -.0355317    .1868709\n",
      "                       1 232  |   .0312543   .0535077     0.58   0.559    -.0736654     .136174\n",
      "                       1 233  |    .027213   .0545456     0.50   0.618    -.0797417    .1341677\n",
      "                       1 234  |  -.0005542   .0541945    -0.01   0.992    -.1068206    .1057122\n",
      "                              |\n",
      "                        _cons |   .5817448   .0200652    28.99   0.000     .5424004    .6210893\n",
      "------------------------------+----------------------------------------------------------------\n",
      "                      sigma_u |   .5225506\n",
      "                      sigma_e |  .86639323\n",
      "                          rho |  .26673841   (fraction of variance due to u_i)\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "manhattan_qt_results_xt.rtf\n",
      "dir : seeout\n",
      "\n",
      "note: 1.flag_school omitted because of collinearity\n",
      "note: 1.flag_priorityinters omitted because of collinearity\n",
      "note: 1.flag_seniors omitted because of collinearity\n",
      "\n",
      "Fixed-effects (within) regression               Number of obs     =     68,400\n",
      "Group variable: _ID                             Number of groups  =      2,736\n",
      "\n",
      "R-sq:                                           Obs per group:\n",
      "     within  = 0.0153                                         min =         25\n",
      "     between = 0.1502                                         avg =       25.0\n",
      "     overall = 0.0000                                         max =         25\n",
      "\n",
      "                                                F(100,2735)       =       6.60\n",
      "corr(u_i, Xb)  = -0.3281                        Prob > F          =     0.0000\n",
      "\n",
      "                                                 (Std. Err. adjusted for 2,736 clusters in _ID)\n",
      "-----------------------------------------------------------------------------------------------\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                              |               Robust\n",
      "           pedestriansinjured |      Coef.   Std. Err.      t    P>|t|     [95% Conf. Interval]\n",
      "------------------------------+----------------------------------------------------------------\n",
      "                  1.flag_LPIS |  -.0389096   .0109102    -3.57   0.000    -.0603027   -.0175165\n",
      "                bike_route_tv |  -.0110104   .0128063    -0.86   0.390    -.0361214    .0141005\n",
      "           flag_street_improv |  -.0457458   .0301265    -1.52   0.129    -.1048187    .0133272\n",
      "               flag_left_turn |  -.1676084   .0494322    -3.39   0.001    -.2645366   -.0706802\n",
      "                              |\n",
      "                    quarterly |\n",
      "                         211  |   .0134802   .0144283     0.93   0.350    -.0148113    .0417716\n",
      "                         212  |   .0205301   .0142177     1.44   0.149    -.0073485    .0484087\n",
      "                         213  |    .020869   .0147355     1.42   0.157     -.008025    .0497629\n",
      "                         214  |   .0011833   .0144453     0.08   0.935    -.0271415     .029508\n",
      "                         215  |   .0199535   .0147763     1.35   0.177    -.0090202    .0489273\n",
      "                         216  |   .0184185   .0144096     1.28   0.201    -.0098363    .0466734\n",
      "                         217  |  -.0105146   .0134318    -0.78   0.434    -.0368521    .0158229\n",
      "                         218  |  -.0355236   .0128223    -2.77   0.006    -.0606659   -.0103812\n",
      "                         219  |     .01597   .0139853     1.14   0.254    -.0114528    .0433928\n",
      "                         220  |  -.0241865   .0133525    -1.81   0.070    -.0503685    .0019955\n",
      "                         221  |  -.0290266   .0132177    -2.20   0.028    -.0549442   -.0031089\n",
      "                         222  |  -.0232654   .0136446    -1.71   0.088    -.0500201    .0034894\n",
      "                         223  |   .0041081   .0140965     0.29   0.771    -.0235328     .031749\n",
      "                         224  |  -.0146062   .0135574    -1.08   0.281    -.0411899    .0119775\n",
      "                         225  |  -.0717688   .0121003    -5.93   0.000    -.0954955   -.0480421\n",
      "                         226  |  -.0811499   .0124057    -6.54   0.000    -.1054754   -.0568244\n",
      "                         227  |  -.0701239   .0126792    -5.53   0.000    -.0949856   -.0452621\n",
      "                         228  |  -.0164721     .01446    -1.14   0.255    -.0448257    .0118814\n",
      "                         229  |  -.0345439   .0132476    -2.61   0.009    -.0605201   -.0085676\n",
      "                         230  |   -.075307   .0125927    -5.98   0.000    -.0999992   -.0506149\n",
      "                         231  |   -.027706   .0139795    -1.98   0.048    -.0551173   -.0002946\n",
      "                         232  |  -.0199675   .0134368    -1.49   0.137    -.0463148    .0063798\n",
      "                         233  |  -.0536704   .0128502    -4.18   0.000    -.0788675   -.0284734\n",
      "                         234  |  -.0611679   .0123874    -4.94   0.000    -.0854574   -.0368784\n",
      "                              |\n",
      "                1.flag_school |          0  (omitted)\n",
      "                              |\n",
      "        flag_school#quarterly |\n",
      "                       1 211  |   .0636086   .0462062     1.38   0.169    -.0269941    .1542112\n",
      "                       1 212  |   .0767626   .0540553     1.42   0.156    -.0292308     .182756\n",
      "                       1 213  |   .0010027   .0495238     0.02   0.984    -.0961052    .0981106\n",
      "                       1 214  |   .0046304   .0482614     0.10   0.924     -.090002    .0992628\n",
      "                       1 215  |    .045382   .0554882     0.82   0.414     -.063421    .1541851\n",
      "                       1 216  |   .0034269   .0531592     0.06   0.949    -.1008094    .1076632\n",
      "                       1 217  |   .0215105   .0479176     0.45   0.654    -.0724479    .1154689\n",
      "                       1 218  |   .0357236   .0465507     0.77   0.443    -.0555545    .1270017\n",
      "                       1 219  |   .0599164   .0546911     1.10   0.273    -.0473236    .1671563\n",
      "                       1 220  |   .0473785   .0514908     0.92   0.358    -.0535863    .1483433\n",
      "                       1 221  |  -.0278527   .0389018    -0.72   0.474    -.1041327    .0484273\n",
      "                       1 222  |  -.0240847    .038758    -0.62   0.534    -.1000827    .0519132\n",
      "                       1 223  |  -.0364002   .0455522    -0.80   0.424    -.1257205      .05292\n",
      "                       1 224  |   .0005069   .0488308     0.01   0.992    -.0952422     .096256\n",
      "                       1 225  |   .0601257   .0483702     1.24   0.214    -.0347201    .1549716\n",
      "                       1 226  |   .0108541   .0389063     0.28   0.780    -.0654346    .0871428\n",
      "                       1 227  |   -.008949   .0392734    -0.23   0.820    -.0859576    .0680595\n",
      "                       1 228  |   .0167639   .0452459     0.37   0.711    -.0719558    .1054835\n",
      "                       1 229  |  -.0151782    .046918    -0.32   0.746    -.1071766    .0768201\n",
      "                       1 230  |   .0818649   .0447252     1.83   0.067    -.0058337    .1695634\n",
      "                       1 231  |    .023594   .0445719     0.53   0.597     -.063804     .110992\n",
      "                       1 232  |   .0327669   .0481958     0.68   0.497     -.061737    .1272708\n",
      "                       1 233  |   .0136114    .039692     0.34   0.732    -.0642179    .0914407\n",
      "                       1 234  |   .0744941    .045615     1.63   0.103    -.0149492    .1639375\n",
      "                              |\n",
      "        1.flag_priorityinters |          0  (omitted)\n",
      "                              |\n",
      "flag_priorityinters#quarterly |\n",
      "                       1 211  |   .0692465   .2114672     0.33   0.743    -.3454052    .4838982\n",
      "                       1 212  |   .0315256   .2197061     0.14   0.886    -.3992812    .4623324\n",
      "                       1 213  |  -.0585784   .1864602    -0.31   0.753    -.4241955    .3070387\n",
      "                       1 214  |  -.0405116   .1781852    -0.23   0.820    -.3899028    .3088797\n",
      "                       1 215  |   .3749948    .209857     1.79   0.074    -.0364995    .7864891\n",
      "                       1 216  |  -.0181737   .2136902    -0.09   0.932    -.4371841    .4008368\n",
      "                       1 217  |  -.2198118   .1572534    -1.40   0.162    -.5281592    .0885355\n",
      "                       1 218  |  -.3261224   .1678526    -1.94   0.052     -.655253    .0030082\n",
      "                       1 219  |  -.2873297   .1851706    -1.55   0.121    -.6504181    .0757586\n",
      "                       1 220  |  -.2615731   .1798415    -1.45   0.146     -.614212    .0910658\n",
      "                       1 221  |  -.4102507    .177241    -2.31   0.021    -.7577904   -.0627109\n",
      "                       1 222  |  -.3741167   .1623733    -2.30   0.021    -.6925035   -.0557299\n",
      "                       1 223  |  -.3127154   .2169994    -1.44   0.150    -.7382147    .1127838\n",
      "                       1 224  |  -.2915403   .1858554    -1.57   0.117    -.6559715    .0728909\n",
      "                       1 225  |  -.3826943   .1627264    -2.35   0.019    -.7017734   -.0636152\n",
      "                       1 226  |  -.5876138   .1663741    -3.53   0.000    -.9138455   -.2613821\n",
      "                       1 227  |  -.4963999   .1853722    -2.68   0.007    -.8598837   -.1329162\n",
      "                       1 228  |  -.4703513   .1999191    -2.35   0.019    -.8623591   -.0783436\n",
      "                       1 229  |  -.3991088   .1666318    -2.40   0.017    -.7258457   -.0723719\n",
      "                       1 230  |  -.5517612   .1732755    -3.18   0.001    -.8915254    -.211997\n",
      "                       1 231  |  -.6505178   .1727045    -3.77   0.000    -.9891624   -.3118733\n",
      "                       1 232  |  -.5295989   .1772602    -2.99   0.003    -.8771764   -.1820214\n",
      "                       1 233  |  -.6247164   .1720347    -3.63   0.000    -.9620475   -.2873852\n",
      "                       1 234  |   -.435988   .1899168    -2.30   0.022    -.8083829   -.0635931\n",
      "                              |\n",
      "               1.flag_seniors |          0  (omitted)\n",
      "                              |\n",
      "       flag_seniors#quarterly |\n",
      "                       1 211  |   .0088284   .0300745     0.29   0.769    -.0501426    .0677994\n",
      "                       1 212  |  -.0291783   .0288268    -1.01   0.312    -.0857028    .0273463\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                       1 213  |  -.0179459   .0289008    -0.62   0.535    -.0746155    .0387236\n",
      "                       1 214  |  -.0140875   .0287029    -0.49   0.624    -.0703691    .0421941\n",
      "                       1 215  |   .0103218   .0301903     0.34   0.732    -.0488762    .0695199\n",
      "                       1 216  |   .0035262   .0297563     0.12   0.906    -.0548208    .0618733\n",
      "                       1 217  |   .0234993   .0277572     0.85   0.397    -.0309278    .0779264\n",
      "                       1 218  |   .0164964   .0315266     0.52   0.601     -.045322    .0783148\n",
      "                       1 219  |   .0099515    .028425     0.35   0.726    -.0457852    .0656881\n",
      "                       1 220  |  -.0092797   .0277177    -0.33   0.738    -.0636295      .04507\n",
      "                       1 221  |  -.0045282   .0270736    -0.17   0.867     -.057615    .0485586\n",
      "                       1 222  |  -.0289338   .0267246    -1.08   0.279    -.0813362    .0234686\n",
      "                       1 223  |   .0393116    .029934     1.31   0.189    -.0193839    .0980072\n",
      "                       1 224  |   .0284557   .0286502     0.99   0.321    -.0277225    .0846338\n",
      "                       1 225  |   .0022798   .0262878     0.09   0.931    -.0492662    .0538258\n",
      "                       1 226  |  -.0033354   .0254486    -0.13   0.896    -.0532358    .0465651\n",
      "                       1 227  |   .0234572   .0269227     0.87   0.384    -.0293336    .0762481\n",
      "                       1 228  |  -.0140688   .0287275    -0.49   0.624    -.0703987    .0422611\n",
      "                       1 229  |   .0254135    .045984     0.55   0.581    -.0647535    .1155804\n",
      "                       1 230  |   .0261451   .0267899     0.98   0.329    -.0263855    .0786757\n",
      "                       1 231  |   .0040899   .0274098     0.15   0.881    -.0496561    .0578359\n",
      "                       1 232  |   .0153882   .0283394     0.54   0.587    -.0401807    .0709571\n",
      "                       1 233  |   .0056958    .026157     0.22   0.828    -.0455937    .0569852\n",
      "                       1 234  |  -.0079165   .0260335    -0.30   0.761    -.0589638    .0431307\n",
      "                              |\n",
      "                        _cons |   .1940258   .0095533    20.31   0.000     .1752933    .2127582\n",
      "------------------------------+----------------------------------------------------------------\n",
      "                      sigma_u |  .21613024\n",
      "                      sigma_e |  .44099032\n",
      "                          rho |  .19367842   (fraction of variance due to u_i)\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "manhattan_qt_results_xt.rtf\n",
      "dir : seeout\n",
      "\n",
      "note: 1.flag_school omitted because of collinearity\n",
      "note: 1.flag_priorityinters omitted because of collinearity\n",
      "note: 1.flag_seniors omitted because of collinearity\n",
      "\n",
      "Fixed-effects (within) regression               Number of obs     =     68,400\n",
      "Group variable: _ID                             Number of groups  =      2,736\n",
      "\n",
      "R-sq:                                           Obs per group:\n",
      "     within  = 0.0100                                         min =         25\n",
      "     between = 0.0399                                         avg =       25.0\n",
      "     overall = 0.0035                                         max =         25\n",
      "\n",
      "                                                F(100,2735)       =       6.35\n",
      "corr(u_i, Xb)  = -0.1282                        Prob > F          =     0.0000\n",
      "\n",
      "                                                 (Std. Err. adjusted for 2,736 clusters in _ID)\n",
      "-----------------------------------------------------------------------------------------------\n",
      "                              |               Robust\n",
      "               cyclistinjured |      Coef.   Std. Err.      t    P>|t|     [95% Conf. Interval]\n",
      "------------------------------+----------------------------------------------------------------\n",
      "                  1.flag_LPIS |  -.0166129   .0066185    -2.51   0.012    -.0295906   -.0036353\n",
      "                bike_route_tv |   .0035207   .0073469     0.48   0.632    -.0108854    .0179268\n",
      "           flag_street_improv |   .0051524    .019795     0.26   0.795    -.0336622     .043967\n",
      "               flag_left_turn |  -.0284481   .0250037    -1.14   0.255    -.0774761      .02058\n",
      "                              |\n",
      "                    quarterly |\n",
      "                         211  |  -.0371728   .0086886    -4.28   0.000    -.0542097   -.0201358\n",
      "                         212  |  -.0441928   .0085278    -5.18   0.000    -.0609145   -.0274712\n",
      "                         213  |  -.0027924   .0099347    -0.28   0.779    -.0222727    .0166878\n",
      "                         214  |   .0110591    .010218     1.08   0.279    -.0089767    .0310948\n",
      "                         215  |  -.0179172   .0092143    -1.94   0.052    -.0359849    .0001505\n",
      "                         216  |  -.0484222   .0084877    -5.71   0.000    -.0650651   -.0317793\n",
      "                         217  |   .0097852   .0101966     0.96   0.337    -.0102086     .029779\n",
      "                         218  |   .0276229   .0109104     2.53   0.011     .0062293    .0490164\n",
      "                         219  |  -.0204895   .0088711    -2.31   0.021    -.0378843   -.0030947\n",
      "                         220  |  -.0570681    .008035    -7.10   0.000    -.0728234   -.0413127\n",
      "                         221  |  -.0015868   .0093665    -0.17   0.865     -.019953    .0167794\n",
      "                         222  |   .0172596   .0099883     1.73   0.084    -.0023257     .036845\n",
      "                         223  |   .0097092   .0098777     0.98   0.326    -.0096593    .0290777\n",
      "                         224  |  -.0439921   .0085855    -5.12   0.000    -.0608269   -.0271573\n",
      "                         225  |  -.0115709   .0093305    -1.24   0.215    -.0298665    .0067247\n",
      "                         226  |  -.0324507   .0089306    -3.63   0.000    -.0499621   -.0149393\n",
      "                         227  |  -.0471605   .0085175    -5.54   0.000    -.0638618   -.0304591\n",
      "                         228  |  -.0521415   .0084349    -6.18   0.000    -.0686809    -.035602\n",
      "                         229  |  -.0148086   .0093758    -1.58   0.114    -.0331929    .0035757\n",
      "                         230  |  -.0133592   .0093761    -1.42   0.154    -.0317442    .0050258\n",
      "                         231  |  -.0324556   .0090442    -3.59   0.000    -.0501898   -.0147214\n",
      "                         232  |  -.0413213   .0085569    -4.83   0.000    -.0580999   -.0245427\n",
      "                         233  |   -.014736   .0095168    -1.55   0.122    -.0333969    .0039248\n",
      "                         234  |   .0063261   .0101906     0.62   0.535     -.013656    .0263082\n",
      "                              |\n",
      "                1.flag_school |          0  (omitted)\n",
      "                              |\n",
      "        flag_school#quarterly |\n",
      "                       1 211  |   .0107956   .0276384     0.39   0.696    -.0433987    .0649898\n",
      "                       1 212  |   .0219995   .0276499     0.80   0.426    -.0322173    .0762164\n",
      "                       1 213  |   .0236679   .0330308     0.72   0.474    -.0410999    .0884358\n",
      "                       1 214  |    .044808   .0353432     1.27   0.205    -.0244941    .1141102\n",
      "                       1 215  |   .0105308   .0315463     0.33   0.739    -.0513262    .0723878\n",
      "                       1 216  |   .0035951   .0264357     0.14   0.892    -.0482408     .055431\n",
      "                       1 217  |  -.0227782   .0316017    -0.72   0.471    -.0847437    .0391874\n",
      "                       1 218  |  -.0295869   .0318174    -0.93   0.353    -.0919754    .0328016\n",
      "                       1 219  |   .0074576   .0305399     0.24   0.807     -.052426    .0673412\n",
      "                       1 220  |   .0416436   .0275178     1.51   0.130    -.0123142    .0956014\n",
      "                       1 221  |   .0397611   .0352892     1.13   0.260    -.0294352    .1089573\n",
      "                       1 222  |   .0183553   .0348523     0.53   0.598    -.0499843    .0866948\n",
      "                       1 223  |  -.0198433   .0289005    -0.69   0.492    -.0765124    .0368258\n",
      "                       1 224  |   .0156825   .0265363     0.59   0.555    -.0363508    .0677158\n",
      "                       1 225  |   .0165924   .0307417     0.54   0.589    -.0436869    .0768717\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                       1 226  |   .0111913   .0296889     0.38   0.706    -.0470236    .0694062\n",
      "                       1 227  |   .0206266   .0274535     0.75   0.453    -.0332052    .0744584\n",
      "                       1 228  |    .030737   .0303476     1.01   0.311    -.0287696    .0902436\n",
      "                       1 229  |   .0422803    .030725     1.38   0.169    -.0179662    .1025269\n",
      "                       1 230  |   .0515067    .034697     1.48   0.138    -.0165282    .1195416\n",
      "                       1 231  |   .0345209    .028732     1.20   0.230    -.0218177    .0908595\n",
      "                       1 232  |   .0058112   .0244191     0.24   0.812    -.0420705    .0536929\n",
      "                       1 233  |    .032068   .0287518     1.12   0.265    -.0243094    .0884455\n",
      "                       1 234  |   .0189022   .0334983     0.56   0.573    -.0467823    .0845867\n",
      "                              |\n",
      "        1.flag_priorityinters |          0  (omitted)\n",
      "                              |\n",
      "flag_priorityinters#quarterly |\n",
      "                       1 211  |  -.2164811   .1101621    -1.97   0.050    -.4324904   -.0004717\n",
      "                       1 212  |  -.0466008   .1401409    -0.33   0.740    -.3213935    .2281919\n",
      "                       1 213  |  -.1351913    .107294    -1.26   0.208    -.3455769    .0751942\n",
      "                       1 214  |    .073819   .1506295     0.49   0.624    -.2215402    .3691782\n",
      "                       1 215  |  -.1400154   .1043633    -1.34   0.180    -.3446542    .0646234\n",
      "                       1 216  |  -.1543123    .116268    -1.33   0.185    -.3822943    .0736697\n",
      "                       1 217  |   .0983448   .1273015     0.77   0.440     -.151272    .3479615\n",
      "                       1 218  |   .0484164   .1239021     0.39   0.696    -.1945348    .2913676\n",
      "                       1 219  |  -.0896254   .1229072    -0.73   0.466    -.3306258     .151375\n",
      "                       1 220  |  -.1612579   .0765237    -2.11   0.035    -.3113081   -.0112078\n",
      "                       1 221  |  -.1560971   .1175962    -1.33   0.184    -.3866835    .0744893\n",
      "                       1 222  |   .0522328   .1392251     0.38   0.708    -.2207642    .3252298\n",
      "                       1 223  |   .0003918   .1182005     0.00   0.997    -.2313795    .2321631\n",
      "                       1 224  |  -.1317263   .1310487    -1.01   0.315    -.3886908    .1252382\n",
      "                       1 225  |  -.0470462   .1199181    -0.39   0.695    -.2821853    .1880929\n",
      "                       1 226  |  -.0757914   .1311522    -0.58   0.563    -.3329589    .1813761\n",
      "                       1 227  |   -.131818    .123108    -1.07   0.284    -.3732121    .1095761\n",
      "                       1 228  |  -.1896702   .1145011    -1.66   0.098    -.4141876    .0348473\n",
      "                       1 229  |  -.0732765   .0987957    -0.74   0.458    -.2669982    .1204453\n",
      "                       1 230  |  -.1601849   .1112335    -1.44   0.150     -.378295    .0579252\n",
      "                       1 231  |   -.138609   .0966576    -1.43   0.152    -.3281384    .0509204\n",
      "                       1 232  |  -.1658836   .1093701    -1.52   0.129      -.38034    .0485728\n",
      "                       1 233  |  -.0889003   .1152564    -0.77   0.441    -.3148988    .1370981\n",
      "                       1 234  |  -.0641302   .1163757    -0.55   0.582    -.2923234     .164063\n",
      "                              |\n",
      "               1.flag_seniors |          0  (omitted)\n",
      "                              |\n",
      "       flag_seniors#quarterly |\n",
      "                       1 211  |   .0231077    .017898     1.29   0.197    -.0119873    .0582027\n",
      "                       1 212  |   .0024538   .0176025     0.14   0.889    -.0320618    .0369694\n",
      "                       1 213  |   .0095255   .0186046     0.51   0.609     -.026955    .0460059\n",
      "                       1 214  |   .0053455   .0204494     0.26   0.794    -.0347524    .0454433\n",
      "                       1 215  |   .0060306    .018784     0.32   0.748    -.0308016    .0428628\n",
      "                       1 216  |   .0087698   .0163742     0.54   0.592    -.0233373    .0408769\n",
      "                       1 217  |   .0125255    .020119     0.62   0.534    -.0269244    .0519754\n",
      "                       1 218  |  -.0193745   .0197744    -0.98   0.327    -.0581488    .0193997\n",
      "                       1 219  |  -.0015599   .0174136    -0.09   0.929     -.035705    .0325852\n",
      "                       1 220  |  -.0132583   .0151576    -0.87   0.382    -.0429797    .0164632\n",
      "                       1 221  |   .0024963   .0187996     0.13   0.894    -.0343665    .0393592\n",
      "                       1 222  |   .0034205   .0203178     0.17   0.866    -.0364194    .0432604\n",
      "                       1 223  |  -.0109725   .0185946    -0.59   0.555    -.0474333    .0254884\n",
      "                       1 224  |   .0061347   .0167368     0.37   0.714    -.0266834    .0389528\n",
      "                       1 225  |  -.0098287   .0176201    -0.56   0.577    -.0443788    .0247214\n",
      "                       1 226  |   .0071486   .0173757     0.41   0.681    -.0269223    .0412195\n",
      "                       1 227  |   .0266446   .0176512     1.51   0.131    -.0079665    .0612558\n",
      "                       1 228  |   .0153076   .0166416     0.92   0.358    -.0173237    .0479389\n",
      "                       1 229  |   .0187911   .0189738     0.99   0.322    -.0184133    .0559954\n",
      "                       1 230  |    .013647   .0182497     0.75   0.455    -.0221376    .0494315\n",
      "                       1 231  |   .0117325   .0175018     0.67   0.503    -.0225855    .0460505\n",
      "                       1 232  |  -.0068715   .0165379    -0.42   0.678    -.0392995    .0255564\n",
      "                       1 233  |   .0100051   .0180281     0.55   0.579    -.0253449    .0453551\n",
      "                       1 234  |   .0075772    .019216     0.39   0.693    -.0301021    .0452565\n",
      "                              |\n",
      "                        _cons |   .0928261   .0061941    14.99   0.000     .0806804    .1049717\n",
      "------------------------------+----------------------------------------------------------------\n",
      "                      sigma_u |  .10027676\n",
      "                      sigma_e |  .28082736\n",
      "                          rho |   .1130847   (fraction of variance due to u_i)\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "manhattan_qt_results_xt.rtf\n",
      "dir : seeout\n",
      "\n",
      "note: 1.flag_school omitted because of collinearity\n",
      "note: 1.flag_priorityinters omitted because of collinearity\n",
      "note: 1.flag_seniors omitted because of collinearity\n",
      "\n",
      "Fixed-effects (within) regression               Number of obs     =     68,400\n",
      "Group variable: _ID                             Number of groups  =      2,736\n",
      "\n",
      "R-sq:                                           Obs per group:\n",
      "     within  = 0.0061                                         min =         25\n",
      "     between = 0.0476                                         avg =       25.0\n",
      "     overall = 0.0001                                         max =         25\n",
      "\n",
      "                                                F(100,2735)       =       3.60\n",
      "corr(u_i, Xb)  = -0.2673                        Prob > F          =     0.0000\n",
      "\n",
      "                                                 (Std. Err. adjusted for 2,736 clusters in _ID)\n",
      "-----------------------------------------------------------------------------------------------\n",
      "                              |               Robust\n",
      "              motoristinjured |      Coef.   Std. Err.      t    P>|t|     [95% Conf. Interval]\n",
      "------------------------------+----------------------------------------------------------------\n",
      "                  1.flag_LPIS |  -.0090599   .0153354    -0.59   0.555      -.03913    .0210102\n",
      "                bike_route_tv |     .03614   .0188536     1.92   0.055    -.0008287    .0731087\n",
      "           flag_street_improv |  -.0296986   .0461439    -0.64   0.520    -.1201789    .0607818\n",
      "               flag_left_turn |  -.0965775   .0603787    -1.60   0.110      -.21497    .0218151\n",
      "                              |\n",
      "                    quarterly |\n",
      "                         211  |  -.0580241   .0276245    -2.10   0.036    -.1121912   -.0038571\n",
      "                         212  |  -.0900464   .0246476    -3.65   0.000    -.1383762   -.0417165\n",
      "                         213  |  -.0470399   .0241018    -1.95   0.051    -.0942995    .0002197\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                         214  |  -.0372343   .0249969    -1.49   0.136     -.086249    .0117804\n",
      "                         215  |  -.0803418   .0247274    -3.25   0.001    -.1288281   -.0318556\n",
      "                         216  |  -.1200441   .0240789    -4.99   0.000    -.1672588   -.0728294\n",
      "                         217  |  -.0715463   .0270494    -2.65   0.008    -.1245856    -.018507\n",
      "                         218  |  -.0735583   .0258206    -2.85   0.004    -.1241881   -.0229284\n",
      "                         219  |  -.1085884   .0254137    -4.27   0.000    -.1584204   -.0587564\n",
      "                         220  |  -.1331725   .0240519    -5.54   0.000    -.1803343   -.0860108\n",
      "                         221  |  -.0975397   .0243499    -4.01   0.000    -.1452859   -.0497936\n",
      "                         222  |  -.0865477   .0234244    -3.69   0.000    -.1324789   -.0406164\n",
      "                         223  |  -.1062888   .0242686    -4.38   0.000    -.1538755   -.0587022\n",
      "                         224  |  -.1158917   .0232765    -4.98   0.000    -.1615331   -.0702504\n",
      "                         225  |  -.1262286   .0240049    -5.26   0.000    -.1732982   -.0791591\n",
      "                         226  |  -.1659222   .0231949    -7.15   0.000    -.2114035   -.1204409\n",
      "                         227  |  -.1520061   .0236901    -6.42   0.000    -.1984584   -.1055539\n",
      "                         228  |  -.1284391   .0244038    -5.26   0.000    -.1762909   -.0805874\n",
      "                         229  |  -.0901649   .0244985    -3.68   0.000    -.1382022   -.0421276\n",
      "                         230  |  -.1049376   .0235767    -4.45   0.000    -.1511676   -.0587077\n",
      "                         231  |  -.1198362   .0248894    -4.81   0.000    -.1686402   -.0710322\n",
      "                         232  |  -.1341363   .0236992    -5.66   0.000    -.1806065   -.0876661\n",
      "                         233  |  -.0839298   .0243157    -3.45   0.001    -.1316089   -.0362508\n",
      "                         234  |  -.0784114    .024696    -3.18   0.002    -.1268362   -.0299866\n",
      "                              |\n",
      "                1.flag_school |          0  (omitted)\n",
      "                              |\n",
      "        flag_school#quarterly |\n",
      "                       1 211  |   .0231677   .0821774     0.28   0.778    -.1379685    .1843038\n",
      "                       1 212  |   .0235278   .0824072     0.29   0.775    -.1380588    .1851144\n",
      "                       1 213  |   .0511918   .0756496     0.68   0.499    -.0971442    .1995279\n",
      "                       1 214  |   .0509281   .1078939     0.47   0.637    -.1606337      .26249\n",
      "                       1 215  |   .0626379    .076683     0.82   0.414    -.0877245    .2130002\n",
      "                       1 216  |  -.0318794   .0654827    -0.49   0.626    -.1602799    .0965211\n",
      "                       1 217  |  -.0745217   .0638496    -1.17   0.243      -.19972    .0506767\n",
      "                       1 218  |  -.0026925   .0678144    -0.04   0.968    -.1356652    .1302802\n",
      "                       1 219  |   .1571835   .0953649     1.65   0.099     -.029811    .3441779\n",
      "                       1 220  |  -.0242574   .0638276    -0.38   0.704    -.1494127    .1008978\n",
      "                       1 221  |    .086712   .0920565     0.94   0.346    -.0937954    .2672193\n",
      "                       1 222  |  -.0017559   .0768057    -0.02   0.982     -.152359    .1488472\n",
      "                       1 223  |   -.031207   .0575369    -0.54   0.588    -.1440272    .0816131\n",
      "                       1 224  |   .0609712   .0744564     0.82   0.413    -.0850252    .2069676\n",
      "                       1 225  |   .0799422   .0747767     1.07   0.285    -.0666823    .2265667\n",
      "                       1 226  |  -.0027085   .0597125    -0.05   0.964    -.1197947    .1143777\n",
      "                       1 227  |  -.0250026   .0572203    -0.44   0.662    -.1372021    .0871968\n",
      "                       1 228  |  -.0415801   .0632831    -0.66   0.511    -.1656677    .0825075\n",
      "                       1 229  |  -.0308623    .071747    -0.43   0.667    -.1715461    .1098214\n",
      "                       1 230  |   -.054398   .0522844    -1.04   0.298    -.1569189    .0481229\n",
      "                       1 231  |   .0866718   .0692532     1.25   0.211     -.049122    .2224656\n",
      "                       1 232  |   .1155951   .0840025     1.38   0.169    -.0491196    .2803099\n",
      "                       1 233  |   .0378427   .0708133     0.53   0.593    -.1010103    .1766957\n",
      "                       1 234  |   .0820174   .0743279     1.10   0.270    -.0637271    .2277618\n",
      "                              |\n",
      "        1.flag_priorityinters |          0  (omitted)\n",
      "                              |\n",
      "flag_priorityinters#quarterly |\n",
      "                       1 211  |   -.459468   .2782665    -1.65   0.099    -1.005102    .0861658\n",
      "                       1 212  |  -.3930911   .3475869    -1.13   0.258     -1.07465    .2884683\n",
      "                       1 213  |   .1690428   .3577072     0.47   0.637    -.5323609    .8704465\n",
      "                       1 214  |  -.1717086   .3742409    -0.46   0.646    -.9055321    .5621148\n",
      "                       1 215  |  -.0678395   .3342255    -0.20   0.839    -.7231995    .5875206\n",
      "                       1 216  |  -.3643394   .3179955    -1.15   0.252     -.987875    .2591962\n",
      "                       1 217  |  -.2866082   .3131389    -0.92   0.360     -.900621    .3274045\n",
      "                       1 218  |  -.4553161   .2762005    -1.65   0.099    -.9968988    .0862667\n",
      "                       1 219  |  -.4120285   .3526001    -1.17   0.243    -1.103418    .2793609\n",
      "                       1 220  |  -.7999219   .2617868    -3.06   0.002    -1.313242    -.286602\n",
      "                       1 221  |  -.1957726   .2888122    -0.68   0.498    -.7620847    .3705394\n",
      "                       1 222  |  -.1884546   .3214777    -0.59   0.558    -.8188183    .4419092\n",
      "                       1 223  |  -.2570023   .3031028    -0.85   0.397    -.8513359    .3373313\n",
      "                       1 224  |  -.2772169   .2391796    -1.16   0.247    -.7462079    .1917741\n",
      "                       1 225  |  -.3878235   .3132448    -1.24   0.216    -1.002044    .2263967\n",
      "                       1 226  |  -.6461232   .3223849    -2.00   0.045    -1.278266   -.0139805\n",
      "                       1 227  |  -.5724836   .3033321    -1.89   0.059    -1.167267    .0222997\n",
      "                       1 228  |  -.3704354   .3379779    -1.10   0.273    -1.033153    .2922823\n",
      "                       1 229  |   .0305077   .3936663     0.08   0.938    -.7414057    .8024211\n",
      "                       1 230  |  -.5384995   .2678459    -2.01   0.044      -1.0637   -.0132988\n",
      "                       1 231  |  -.4600553   .3071271    -1.50   0.134     -1.06228    .1421693\n",
      "                       1 232  |  -.6556237   .2811315    -2.33   0.020    -1.206875   -.1043721\n",
      "                       1 233  |  -.4526551   .3121299    -1.45   0.147    -1.064689    .1593792\n",
      "                       1 234  |   -.679156   .2866181    -2.37   0.018    -1.241166   -.1171462\n",
      "                              |\n",
      "               1.flag_seniors |          0  (omitted)\n",
      "                              |\n",
      "       flag_seniors#quarterly |\n",
      "                       1 211  |   .0141654   .0445512     0.32   0.751     -.073192    .1015228\n",
      "                       1 212  |   .0408312    .045191     0.90   0.366    -.0477807    .1294431\n",
      "                       1 213  |   .0239697   .0434047     0.55   0.581    -.0611397     .109079\n",
      "                       1 214  |   .0765045   .0482715     1.58   0.113    -.0181478    .1711567\n",
      "                       1 215  |   .0324672   .0432259     0.75   0.453    -.0522914    .1172259\n",
      "                       1 216  |   .0517139   .0407473     1.27   0.205    -.0281847    .1316126\n",
      "                       1 217  |   .0755363   .0445375     1.70   0.090    -.0117942    .1628668\n",
      "                       1 218  |   .0484029   .0443624     1.09   0.275    -.0385844    .1353902\n",
      "                       1 219  |   .0665596   .0443141     1.50   0.133    -.0203328     .153452\n",
      "                       1 220  |   .0621109   .0425182     1.46   0.144      -.02126    .1454819\n",
      "                       1 221  |   .0571455   .0430333     1.33   0.184    -.0272356    .1415265\n",
      "                       1 222  |   .0233548   .0407303     0.57   0.566    -.0565104      .10322\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                       1 223  |   .0880819   .0443048     1.99   0.047     .0012075    .1749562\n",
      "                       1 224  |    .038519   .0405712     0.95   0.342    -.0410342    .1180722\n",
      "                       1 225  |   .0623141    .041166     1.51   0.130    -.0184056    .1430337\n",
      "                       1 226  |   .0406596   .0406779     1.00   0.318    -.0391029    .1204222\n",
      "                       1 227  |   .0199484   .0409017     0.49   0.626    -.0602529    .1001497\n",
      "                       1 228  |   .0129173   .0417098     0.31   0.757    -.0688686    .0947031\n",
      "                       1 229  |   .0254928   .0423146     0.60   0.547     -.057479    .1084646\n",
      "                       1 230  |   .0611929   .0433807     1.41   0.158    -.0238693    .1462551\n",
      "                       1 231  |   .0590719   .0432009     1.37   0.172    -.0256379    .1437816\n",
      "                       1 232  |   .0229682   .0414104     0.55   0.579    -.0582307     .104167\n",
      "                       1 233  |   .0090049   .0419088     0.21   0.830    -.0731712    .0911809\n",
      "                       1 234  |   .0022732   .0426051     0.05   0.957    -.0812683    .0858147\n",
      "                              |\n",
      "                        _cons |   .2942223   .0159184    18.48   0.000     .2630091    .3254356\n",
      "------------------------------+----------------------------------------------------------------\n",
      "                      sigma_u |  .30129899\n",
      "                      sigma_e |  .67768256\n",
      "                          rho |  .16504609   (fraction of variance due to u_i)\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "manhattan_qt_results_xt.rtf\n",
      "dir : seeout\n"
     ]
    }
   ],
   "source": [
    "global filename manhattan_qt_results_xt\n",
    "xtreg collision_count i.flag_LPIS  $time_variant_var $time_var $time_trend, fe vce(robust)\n",
    "outreg2 using \"$filename\", word replace ctitle(xtreg fe collision_count) title(Manhattan Fixed Effects Linear Models)\n",
    "xtreg personsinjured i.flag_LPIS  $time_variant_var $time_var $time_trend, fe vce(robust)\n",
    "outreg2 using \"$filename\", word append ctitle(xtreg fe personsinjured)\n",
    "xtreg pedestriansinjured i.flag_LPIS  $time_variant_var $time_var $time_trend, fe vce(robust)\n",
    "outreg2 using \"$filename\", word append ctitle(xtreg fe pedestriansinjured)\n",
    "xtreg cyclistinjured i.flag_LPIS  $time_variant_var $time_var $time_trend, fe vce(robust)\n",
    "outreg2 using \"$filename\", word append ctitle(xtreg fe cyclistinjured)\n",
    "xtreg motoristinjured i.flag_LPIS  $time_variant_var $time_var $time_trend, fe vce(robust)\n",
    "outreg2 using \"$filename\", word append ctitle(xtreg fe motoristinjured)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "note: 288 groups (7200 obs) dropped because of all zero outcomes\n",
      "\n",
      "Iteration 0:   log pseudolikelihood = -103566.94  \n",
      "Iteration 1:   log pseudolikelihood = -99691.291  \n",
      "Iteration 2:   log pseudolikelihood = -99649.254  \n",
      "Iteration 3:   log pseudolikelihood = -99649.205  \n",
      "Iteration 4:   log pseudolikelihood = -99649.205  \n",
      "\n",
      "Conditional fixed-effects Poisson regression    Number of obs     =     61,200\n",
      "Group variable: _ID                             Number of groups  =      2,448\n",
      "\n",
      "                                                Obs per group:\n",
      "                                                              min =         25\n",
      "                                                              avg =       25.0\n",
      "                                                              max =         25\n",
      "\n",
      "                                                Wald chi2(100)    =    3086.35\n",
      "Log pseudolikelihood  = -99649.205              Prob > chi2       =     0.0000\n",
      "\n",
      "                                                     (Std. Err. adjusted for clustering on _ID)\n",
      "-----------------------------------------------------------------------------------------------\n",
      "                              |               Robust\n",
      "              collision_count |      Coef.   Std. Err.      z    P>|z|     [95% Conf. Interval]\n",
      "------------------------------+----------------------------------------------------------------\n",
      "                  1.flag_LPIS |   .0048057   .0195622     0.25   0.806    -.0335355    .0431468\n",
      "                bike_route_tv |   .0351656   .0297782     1.18   0.238    -.0231987    .0935299\n",
      "           flag_street_improv |  -.0613567   .0635351    -0.97   0.334    -.1858832    .0631698\n",
      "               flag_left_turn |  -.0260318   .0521309    -0.50   0.618    -.1282065    .0761429\n",
      "                              |\n",
      "                    quarterly |\n",
      "                         211  |  -.1049751   .0210917    -4.98   0.000     -.146314   -.0636361\n",
      "                         212  |  -.1733256   .0214262    -8.09   0.000    -.2153203   -.1313309\n",
      "                         213  |   .0124606   .0205447     0.61   0.544    -.0278062    .0527274\n",
      "                         214  |    -.01916   .0199126    -0.96   0.336     -.058188     .019868\n",
      "                         215  |  -.0320798   .0206721    -1.55   0.121    -.0725963    .0084368\n",
      "                         216  |  -.1851656   .0218022    -8.49   0.000    -.2278971   -.1424341\n",
      "                         217  |   .0025509   .0205056     0.12   0.901    -.0376394    .0427412\n",
      "                         218  |  -.0143907   .0207009    -0.70   0.487    -.0549636    .0261823\n",
      "                         219  |  -.0361593   .0206516    -1.75   0.080    -.0766357    .0043171\n",
      "                         220  |  -.2019574    .022836    -8.84   0.000    -.2467152   -.1571997\n",
      "                         221  |   .0119633   .0220853     0.54   0.588    -.0313231    .0552496\n",
      "                         222  |   .0089382   .0211165     0.42   0.672    -.0324494    .0503257\n",
      "                         223  |    .026523   .0206969     1.28   0.200    -.0140421    .0670881\n",
      "                         224  |  -.1364619   .0218993    -6.23   0.000    -.1793838   -.0935401\n",
      "                         225  |   -.293912   .0252341   -11.65   0.000    -.3433699    -.244454\n",
      "                         226  |   -.656013   .0288837   -22.71   0.000    -.7126241   -.5994019\n",
      "                         227  |  -.6720199   .0307651   -21.84   0.000    -.7323184   -.6117215\n",
      "                         228  |  -.5302557   .0265365   -19.98   0.000    -.5822663   -.4782451\n",
      "                         229  |  -.2795953   .0272673   -10.25   0.000    -.3330382   -.2261525\n",
      "                         230  |  -.4851792   .0283793   -17.10   0.000    -.5408016   -.4295568\n",
      "                         231  |  -.4346613   .0278103   -15.63   0.000    -.4891684   -.3801542\n",
      "                         232  |  -.4436832   .0274618   -16.16   0.000    -.4975073   -.3898591\n",
      "                         233  |  -.2974448   .0273272   -10.88   0.000    -.3510051   -.2438845\n",
      "                         234  |  -.3945939    .027056   -14.58   0.000    -.4476227    -.341565\n",
      "                              |\n",
      "                1.flag_school |          0  (omitted)\n",
      "                              |\n",
      "        flag_school#quarterly |\n",
      "                       1 211  |   .1390387   .0828313     1.68   0.093    -.0233076     .301385\n",
      "                       1 212  |   .1072472   .0831627     1.29   0.197    -.0557487    .2702431\n",
      "                       1 213  |   .1109154   .0872217     1.27   0.203     -.060036    .2818667\n",
      "                       1 214  |   .0428494   .0780116     0.55   0.583    -.1100504    .1957493\n",
      "                       1 215  |  -.0046906   .0944173    -0.05   0.960    -.1897452     .180364\n",
      "                       1 216  |   .0141465    .094059     0.15   0.880    -.1702058    .1984988\n",
      "                       1 217  |   .0950407   .1052606     0.90   0.367    -.1112663    .3013477\n",
      "                       1 218  |   .0155591   .0899941     0.17   0.863     -.160826    .1919442\n",
      "                       1 219  |   .2111066   .0752882     2.80   0.005     .0635445    .3586687\n",
      "                       1 220  |   .1742032   .0976229     1.78   0.074    -.0171341    .3655406\n",
      "                       1 221  |   .0331902   .0910281     0.36   0.715    -.1452216     .211602\n",
      "                       1 222  |   .0881207   .0911344     0.97   0.334    -.0904993    .2667408\n",
      "                       1 223  |   .0983925   .0809413     1.22   0.224    -.0602494    .2570344\n",
      "                       1 224  |  -.0068888   .0906384    -0.08   0.939    -.1845368    .1707592\n",
      "                       1 225  |   .1446717   .1072069     1.35   0.177      -.06545    .3547935\n",
      "                       1 226  |  -.1873878   .1419223    -1.32   0.187    -.4655503    .0907747\n",
      "                       1 227  |  -.1416774   .1281812    -1.11   0.269    -.3929079    .1095532\n",
      "                       1 228  |   -.042237   .1107416    -0.38   0.703    -.2592865    .1748124\n",
      "                       1 229  |   .1717648   .1108201     1.55   0.121    -.0454385    .3889681\n",
      "                       1 230  |   .0930484   .1017895     0.91   0.361    -.1064554    .2925522\n",
      "                       1 231  |   .1572654   .1080143     1.46   0.145    -.0544387    .3689696\n",
      "                       1 232  |   .1095634   .1064298     1.03   0.303    -.0990352     .318162\n",
      "                       1 233  |   .0011373   .1106108     0.01   0.992    -.2156558    .2179305\n",
      "                       1 234  |   .1402674   .0924661     1.52   0.129    -.0409629    .3214976\n",
      "                              |\n",
      "        1.flag_priorityinters |          0  (omitted)\n",
      "                              |\n",
      "flag_priorityinters#quarterly |\n",
      "                       1 211  |  -.0275089    .078609    -0.35   0.726    -.1815797    .1265619\n",
      "                       1 212  |  -.0483881   .0788076    -0.61   0.539    -.2028481    .1060719\n",
      "                       1 213  |  -.0938721   .0648451    -1.45   0.148    -.2209662     .033222\n",
      "                       1 214  |  -.0266151   .0662994    -0.40   0.688    -.1565594    .1033293\n",
      "                       1 215  |   .0115485    .064107     0.18   0.857    -.1140989     .137196\n",
      "                       1 216  |  -.1027087   .0804082    -1.28   0.201    -.2603058    .0548884\n",
      "                       1 217  |  -.1253614   .0620532    -2.02   0.043    -.2469834   -.0037394\n",
      "                       1 218  |  -.0660093   .0685169    -0.96   0.335       -.2003    .0682814\n",
      "                       1 219  |  -.1393874   .0903634    -1.54   0.123    -.3164964    .0377216\n",
      "                       1 220  |  -.1754995   .0922634    -1.90   0.057    -.3563326    .0053335\n",
      "                       1 221  |  -.1826911    .073609    -2.48   0.013     -.326962   -.0384202\n",
      "                       1 222  |   .0144736   .0658428     0.22   0.826    -.1145759    .1435231\n",
      "                       1 223  |  -.1554113     .07084    -2.19   0.028    -.2942551   -.0165676\n",
      "                       1 224  |  -.0899633   .0928176    -0.97   0.332    -.2718825    .0919559\n",
      "                       1 225  |  -.1097008   .0937184    -1.17   0.242    -.2933855     .073984\n",
      "                       1 226  |  -.1168685   .1148068    -1.02   0.309    -.3418857    .1081486\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                       1 227  |  -.2540728   .1236993    -2.05   0.040    -.4965191   -.0116266\n",
      "                       1 228  |   -.220849   .1057107    -2.09   0.037    -.4280381   -.0136599\n",
      "                       1 229  |   -.346719   .0959984    -3.61   0.000    -.5348725   -.1585656\n",
      "                       1 230  |  -.3024791   .1066545    -2.84   0.005     -.511518   -.0934401\n",
      "                       1 231  |  -.3799313   .1161181    -3.27   0.001    -.6075185    -.152344\n",
      "                       1 232  |  -.2300388   .1126405    -2.04   0.041    -.4508102   -.0092674\n",
      "                       1 233  |  -.3085084   .1028622    -3.00   0.003    -.5101146   -.1069022\n",
      "                       1 234  |  -.2847532    .094525    -3.01   0.003    -.4700189   -.0994875\n",
      "                              |\n",
      "               1.flag_seniors |          0  (omitted)\n",
      "                              |\n",
      "       flag_seniors#quarterly |\n",
      "                       1 211  |   .0961813   .0345365     2.78   0.005      .028491    .1638716\n",
      "                       1 212  |   .0401023   .0335592     1.19   0.232    -.0256726    .1058772\n",
      "                       1 213  |   .0238883   .0347844     0.69   0.492    -.0442879    .0920644\n",
      "                       1 214  |   .0502925   .0329563     1.53   0.127    -.0143006    .1148856\n",
      "                       1 215  |   .0798141   .0344083     2.32   0.020     .0123751     .147253\n",
      "                       1 216  |   .0992869   .0362228     2.74   0.006     .0282915    .1702823\n",
      "                       1 217  |   .0534696   .0332592     1.61   0.108    -.0117173    .1186565\n",
      "                       1 218  |  -.0185252   .0333839    -0.55   0.579    -.0839564     .046906\n",
      "                       1 219  |   .0464841   .0339771     1.37   0.171    -.0201098    .1130781\n",
      "                       1 220  |   .0430048    .037234     1.15   0.248    -.0299724     .115982\n",
      "                       1 221  |   .0585169   .0358164     1.63   0.102    -.0116819    .1287157\n",
      "                       1 222  |   .0336544   .0344917     0.98   0.329    -.0339482    .1012569\n",
      "                       1 223  |   .0593458   .0336972     1.76   0.078    -.0066994    .1253911\n",
      "                       1 224  |   .0265531   .0364995     0.73   0.467    -.0449846    .0980909\n",
      "                       1 225  |   -.059627     .04139    -1.44   0.150      -.14075     .021496\n",
      "                       1 226  |   .0644741   .0486249     1.33   0.185     -.030829    .1597771\n",
      "                       1 227  |   .1030042   .0506192     2.03   0.042     .0037924    .2022159\n",
      "                       1 228  |    .087729   .0448068     1.96   0.050    -.0000908    .1755488\n",
      "                       1 229  |   .0444603    .043829     1.01   0.310     -.041443    .1303635\n",
      "                       1 230  |   .1314936   .0442361     2.97   0.003     .0447924    .2181949\n",
      "                       1 231  |    .086929   .0455952     1.91   0.057     -.002436    .1762939\n",
      "                       1 232  |  -.0471691   .0466531    -1.01   0.312    -.1386074    .0442692\n",
      "                       1 233  |   .0184857   .0438874     0.42   0.674    -.0675321    .1045034\n",
      "                       1 234  |  -.0505826   .0426442    -1.19   0.236    -.1341637    .0329985\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "manhattan_qt_results_xt_poisson.rtf\n",
      "dir : seeout\n",
      "\n",
      "note: 370 groups (9250 obs) dropped because of all zero outcomes\n",
      "\n",
      "Iteration 0:   log pseudolikelihood = -48273.197  \n",
      "Iteration 1:   log pseudolikelihood = -47662.614  \n",
      "Iteration 2:   log pseudolikelihood = -47652.686  \n",
      "Iteration 3:   log pseudolikelihood = -47652.663  \n",
      "Iteration 4:   log pseudolikelihood = -47652.663  \n",
      "\n",
      "Conditional fixed-effects Poisson regression    Number of obs     =     59,150\n",
      "Group variable: _ID                             Number of groups  =      2,366\n",
      "\n",
      "                                                Obs per group:\n",
      "                                                              min =         25\n",
      "                                                              avg =       25.0\n",
      "                                                              max =         25\n",
      "\n",
      "                                                Wald chi2(100)    =     892.11\n",
      "Log pseudolikelihood  = -47652.663              Prob > chi2       =     0.0000\n",
      "\n",
      "                                                     (Std. Err. adjusted for clustering on _ID)\n",
      "-----------------------------------------------------------------------------------------------\n",
      "                              |               Robust\n",
      "               personsinjured |      Coef.   Std. Err.      z    P>|z|     [95% Conf. Interval]\n",
      "------------------------------+----------------------------------------------------------------\n",
      "                  1.flag_LPIS |   -.072317   .0353581    -2.05   0.041    -.1416175   -.0030165\n",
      "                bike_route_tv |   .0361453   .0550298     0.66   0.511    -.0717111    .1440017\n",
      "           flag_street_improv |  -.0770219   .0964664    -0.80   0.425    -.2660926    .1120489\n",
      "               flag_left_turn |  -.1835375   .0900486    -2.04   0.042    -.3600296   -.0070454\n",
      "                              |\n",
      "                    quarterly |\n",
      "                         211  |  -.1531624   .0637346    -2.40   0.016      -.27808   -.0282448\n",
      "                         212  |  -.2227939   .0592041    -3.76   0.000    -.3388318   -.1067561\n",
      "                         213  |  -.0521531   .0555644    -0.94   0.348    -.1610573     .056751\n",
      "                         214  |   -.043134   .0558725    -0.77   0.440    -.1526422    .0663741\n",
      "                         215  |  -.1480303   .0569416    -2.60   0.009    -.2596337   -.0364269\n",
      "                         216  |   -.306179   .0602621    -5.08   0.000    -.4242905   -.1880676\n",
      "                         217  |  -.1346471   .0607746    -2.22   0.027    -.2537631    -.015531\n",
      "                         218  |  -.1525619   .0598265    -2.55   0.011    -.2698197   -.0353041\n",
      "                         219  |   -.217666   .0605328    -3.60   0.000    -.3363082   -.0990238\n",
      "                         220  |  -.4718929   .0627851    -7.52   0.000    -.5949494   -.3488364\n",
      "                         221  |  -.2531286   .0591373    -4.28   0.000    -.3690355   -.1372216\n",
      "                         222  |  -.1779567   .0555272    -3.20   0.001    -.2867881   -.0691252\n",
      "                         223  |   -.177824    .058286    -3.05   0.002    -.2920624   -.0635856\n",
      "                         224  |  -.3391987   .0588815    -5.76   0.000    -.4546043   -.2237931\n",
      "                         225  |  -.4383218   .0649687    -6.75   0.000    -.5656583   -.3109854\n",
      "                         226  |  -.6966112    .067696   -10.29   0.000     -.829293   -.5639295\n",
      "                         227  |  -.6889166   .0722918    -9.53   0.000    -.8306059   -.5472272\n",
      "                         228  |  -.5282647   .0664409    -7.95   0.000    -.6584865   -.3980429\n",
      "                         229  |   -.288455   .0613572    -4.70   0.000    -.4087129   -.1681972\n",
      "                         230  |  -.4239792   .0611257    -6.94   0.000    -.5437833    -.304175\n",
      "                         231  |  -.3925998   .0677908    -5.79   0.000    -.5254672   -.2597324\n",
      "                         232  |  -.4325669    .063451    -6.82   0.000    -.5569286   -.3082052\n",
      "                         233  |   -.321761   .0620182    -5.19   0.000    -.4433145   -.2002075\n",
      "                         234  |  -.2751052   .0618221    -4.45   0.000    -.3962743   -.1539362\n",
      "                              |\n",
      "                1.flag_school |          0  (omitted)\n",
      "                              |\n",
      "        flag_school#quarterly |\n",
      "                       1 211  |   .1917259   .2320809     0.83   0.409    -.2631444    .6465961\n",
      "                       1 212  |   .2333462   .2334874     1.00   0.318    -.2242807    .6909732\n",
      "                       1 213  |   .1576652   .2207398     0.71   0.475    -.2749767    .5903072\n",
      "                       1 214  |   .2152551   .2556366     0.84   0.400    -.2857834    .7162936\n",
      "                       1 215  |   .2346587   .2303098     1.02   0.308    -.2167403    .6860577\n",
      "                       1 216  |  -.2246195   .2500539    -0.90   0.369    -.7147161    .2654771\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                       1 217  |  -.2533591   .2390424    -1.06   0.289    -.7218736    .2151554\n",
      "                       1 218  |  -.0501536   .2292955    -0.22   0.827    -.4995646    .3992574\n",
      "                       1 219  |   .4493493   .2293873     1.96   0.050    -.0002416    .8989401\n",
      "                       1 220  |   .0077674   .2747776     0.03   0.977    -.5307869    .5463216\n",
      "                       1 221  |   .1780923   .2664933     0.67   0.504     -.344225    .7004095\n",
      "                       1 222  |  -.1102145   .2575317    -0.43   0.669    -.6149674    .3945383\n",
      "                       1 223  |  -.3322578   .2219931    -1.50   0.134    -.7673562    .1028406\n",
      "                       1 224  |    .073059   .2737793     0.27   0.790    -.4635385    .6096566\n",
      "                       1 225  |   .2934167   .2545382     1.15   0.249     -.205469    .7923024\n",
      "                       1 226  |  -.3426205   .2979333    -1.15   0.250    -.9265589     .241318\n",
      "                       1 227  |  -.4805972   .2871648    -1.67   0.094     -1.04343    .0822355\n",
      "                       1 228  |   -.292564   .3393837    -0.86   0.389    -.9577439    .3726159\n",
      "                       1 229  |  -.1414976   .2537066    -0.56   0.577    -.6387534    .3557582\n",
      "                       1 230  |   .0855763   .2133125     0.40   0.688    -.3325086    .5036611\n",
      "                       1 231  |   .2768622   .2322949     1.19   0.233    -.1784274    .7321518\n",
      "                       1 232  |   .2945175    .260342     1.13   0.258    -.2157435    .8047785\n",
      "                       1 233  |   .0937983   .2493638     0.38   0.707    -.3949458    .5825424\n",
      "                       1 234  |   .3700395    .228578     1.62   0.105    -.0779652    .8180442\n",
      "                              |\n",
      "        1.flag_priorityinters |          0  (omitted)\n",
      "                              |\n",
      "flag_priorityinters#quarterly |\n",
      "                       1 211  |  -.1913236   .1761347    -1.09   0.277    -.5365414    .1538941\n",
      "                       1 212  |  -.0258434    .199683    -0.13   0.897    -.4172149    .3655281\n",
      "                       1 213  |   .0189773   .1783871     0.11   0.915    -.3306549    .3686095\n",
      "                       1 214  |  -.0549996   .2072855    -0.27   0.791    -.4612716    .3512724\n",
      "                       1 215  |    .156071   .1744425     0.89   0.371      -.18583    .4979719\n",
      "                       1 216  |  -.0340431   .2288043    -0.15   0.882    -.4824913    .4144052\n",
      "                       1 217  |  -.1088036   .1638935    -0.66   0.507    -.4300291    .2124218\n",
      "                       1 218  |  -.2522114   .1684874    -1.50   0.134    -.5824407    .0780179\n",
      "                       1 219  |  -.2703122   .2323079    -1.16   0.245    -.7256274    .1850029\n",
      "                       1 220  |  -.3992463   .1729705    -2.31   0.021    -.7382622   -.0602304\n",
      "                       1 221  |  -.2122754   .1813344    -1.17   0.242    -.5676843    .1431335\n",
      "                       1 222  |   -.085611   .1934976    -0.44   0.658    -.4648593    .2936373\n",
      "                       1 223  |  -.1546396   .1828211    -0.85   0.398    -.5129624    .2036832\n",
      "                       1 224  |   -.115179   .1760391    -0.65   0.513    -.4602094    .2298513\n",
      "                       1 225  |  -.1125642   .1775734    -0.63   0.526    -.4606017    .2354733\n",
      "                       1 226  |  -.3440405   .2977987    -1.16   0.248    -.9277153    .2396343\n",
      "                       1 227  |  -.2875839   .2849661    -1.01   0.313    -.8461071    .2709393\n",
      "                       1 228  |  -.2872752   .2590263    -1.11   0.267    -.7949574    .2204069\n",
      "                       1 229  |   .0252844   .2592801     0.10   0.922    -.4828952     .533464\n",
      "                       1 230  |  -.5222357   .2167288    -2.41   0.016    -.9470162   -.0974551\n",
      "                       1 231  |  -.4922229   .2289587    -2.15   0.032    -.9409736   -.0434722\n",
      "                       1 232  |  -.5641936   .2256691    -2.50   0.012    -1.006497   -.1218903\n",
      "                       1 233  |  -.4142919   .2274741    -1.82   0.069     -.860133    .0315491\n",
      "                       1 234  |  -.4542555   .2036028    -2.23   0.026    -.8533097   -.0552014\n",
      "                              |\n",
      "               1.flag_seniors |          0  (omitted)\n",
      "                              |\n",
      "       flag_seniors#quarterly |\n",
      "                       1 211  |   .0815561   .0979532     0.83   0.405    -.1104287     .273541\n",
      "                       1 212  |   .0278311   .1062334     0.26   0.793    -.1803824    .2360447\n",
      "                       1 213  |   .0281683   .0932397     0.30   0.763    -.1545782    .2109148\n",
      "                       1 214  |   .1116487    .096845     1.15   0.249    -.0781641    .3014615\n",
      "                       1 215  |   .0942672   .0993912     0.95   0.343     -.100536    .2890703\n",
      "                       1 216  |   .1354404    .100227     1.35   0.177    -.0610008    .3318816\n",
      "                       1 217  |   .1938925   .0937896     2.07   0.039     .0100682    .3777168\n",
      "                       1 218  |   .0796968   .1045577     0.76   0.446    -.1252325    .2846261\n",
      "                       1 219  |   .1395537   .1009753     1.38   0.167    -.0583543    .3374617\n",
      "                       1 220  |   .0944247   .1106965     0.85   0.394    -.1225364    .3113859\n",
      "                       1 221  |   .1086889   .1009556     1.08   0.282    -.0891803    .3065582\n",
      "                       1 222  |   -.010492   .1003346    -0.10   0.917    -.2071441    .1861601\n",
      "                       1 223  |   .2088398   .0983934     2.12   0.034     .0159922    .4016874\n",
      "                       1 224  |   .1474454   .1006684     1.46   0.143    -.0498611    .3447519\n",
      "                       1 225  |   .1011541   .1103732     0.92   0.359    -.1151734    .3174817\n",
      "                       1 226  |   .0848005   .1193857     0.71   0.478    -.1491912    .3187922\n",
      "                       1 227  |   .1539448   .1245359     1.24   0.216     -.090141    .3980307\n",
      "                       1 228  |  -.0134917   .1151233    -0.12   0.907    -.2391292    .2121457\n",
      "                       1 229  |   .1355776   .1303129     1.04   0.298     -.119831    .3909862\n",
      "                       1 230  |   .2041495   .1076111     1.90   0.058    -.0067643    .4150634\n",
      "                       1 231  |   .1474019   .1115043     1.32   0.186    -.0711426    .3659464\n",
      "                       1 232  |   .0422775   .1098475     0.38   0.700    -.1730196    .2575746\n",
      "                       1 233  |   .0344718   .1073192     0.32   0.748      -.17587    .2448135\n",
      "                       1 234  |   -.030703   .1060116    -0.29   0.772    -.2384819    .1770758\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "manhattan_qt_results_xt_poisson.rtf\n",
      "dir : seeout\n",
      "\n",
      "note: 608 groups (15200 obs) dropped because of all zero outcomes\n",
      "\n",
      "Iteration 0:   log pseudolikelihood = -22987.224  \n",
      "Iteration 1:   log pseudolikelihood = -22610.373  \n",
      "Iteration 2:   log pseudolikelihood = -22600.101  \n",
      "Iteration 3:   log pseudolikelihood = -22600.064  \n",
      "Iteration 4:   log pseudolikelihood = -22600.064  \n",
      "\n",
      "Conditional fixed-effects Poisson regression    Number of obs     =     53,200\n",
      "Group variable: _ID                             Number of groups  =      2,128\n",
      "\n",
      "                                                Obs per group:\n",
      "                                                              min =         25\n",
      "                                                              avg =       25.0\n",
      "                                                              max =         25\n",
      "\n",
      "                                                Wald chi2(100)    =     863.52\n",
      "Log pseudolikelihood  = -22600.064              Prob > chi2       =     0.0000\n",
      "\n",
      "                                                     (Std. Err. adjusted for clustering on _ID)\n",
      "-----------------------------------------------------------------------------------------------\n",
      "                              |               Robust\n",
      "           pedestriansinjured |      Coef.   Std. Err.      z    P>|z|     [95% Conf. Interval]\n",
      "------------------------------+----------------------------------------------------------------\n",
      "                  1.flag_LPIS |   -.140633   .0543931    -2.59   0.010    -.2472416   -.0340244\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                bike_route_tv |  -.1287292   .0775872    -1.66   0.097    -.2807973    .0233389\n",
      "           flag_street_improv |  -.1316498    .112578    -1.17   0.242    -.3522986     .088999\n",
      "               flag_left_turn |   -.199892   .1167923    -1.71   0.087    -.4288006    .0290166\n",
      "                              |\n",
      "                    quarterly |\n",
      "                         211  |   .0812437   .0808419     1.00   0.315    -.0772036     .239691\n",
      "                         212  |   .1167459   .0783968     1.49   0.136    -.0369091    .2704008\n",
      "                         213  |   .1189744   .0813512     1.46   0.144    -.0404711    .2784199\n",
      "                         214  |   .0091711   .0843801     0.11   0.913     -.156211    .1745531\n",
      "                         215  |   .1160422   .0814103     1.43   0.154    -.0435191    .2756036\n",
      "                         216  |   .1085323   .0802057     1.35   0.176    -.0486679    .2657325\n",
      "                         217  |  -.0567817   .0811746    -0.70   0.484    -.2158811    .1023176\n",
      "                         218  |  -.2287014    .084183    -2.72   0.007    -.3936971   -.0637057\n",
      "                         219  |   .0990231   .0784711     1.26   0.207    -.0547775    .2528237\n",
      "                         220  |  -.1492976   .0842412    -1.77   0.076    -.3144073    .0158121\n",
      "                         221  |  -.1848741   .0856729    -2.16   0.031    -.3527899   -.0169584\n",
      "                         222  |  -.1457866   .0874969    -1.67   0.096    -.3172774    .0257042\n",
      "                         223  |   .0284403   .0826272     0.34   0.731     -.133506    .1903866\n",
      "                         224  |  -.0870659   .0839211    -1.04   0.300    -.2515482    .0774164\n",
      "                         225  |  -.5618593   .0926997    -6.06   0.000    -.7435475   -.3801712\n",
      "                         226  |   -.676639   .1027493    -6.59   0.000     -.878024   -.4752541\n",
      "                         227  |  -.5599955   .1000345    -5.60   0.000    -.7560594   -.3639316\n",
      "                         228  |  -.1037967   .0920783    -1.13   0.260    -.2842668    .0766735\n",
      "                         229  |  -.2402555   .0892666    -2.69   0.007    -.4152148   -.0652963\n",
      "                         230  |  -.6219522   .1016977    -6.12   0.000    -.8212761   -.4226283\n",
      "                         231  |  -.1934262    .094384    -2.05   0.040    -.3784155    -.008437\n",
      "                         232  |  -.1380432   .0871854    -1.58   0.113    -.3089233     .032837\n",
      "                         233  |  -.4279201   .0962723    -4.44   0.000    -.6166103     -.23923\n",
      "                         234  |  -.5093002   .0950198    -5.36   0.000    -.6955357   -.3230648\n",
      "                              |\n",
      "                1.flag_school |          0  (omitted)\n",
      "                              |\n",
      "        flag_school#quarterly |\n",
      "                       1 211  |   .3892412   .2741903     1.42   0.156    -.1481619    .9266444\n",
      "                       1 212  |   .4474799   .3016229     1.48   0.138    -.1436901     1.03865\n",
      "                       1 213  |   .0337127   .3461393     0.10   0.922    -.6447078    .7121332\n",
      "                       1 214  |   .0196828   .3592187     0.05   0.956    -.6843728    .7237385\n",
      "                       1 215  |    .294978   .3250151     0.91   0.364    -.3420398    .9319958\n",
      "                       1 216  |   .0597722   .3634158     0.16   0.869    -.6525097     .772054\n",
      "                       1 217  |   .1446352   .3383414     0.43   0.669    -.5185016    .8077721\n",
      "                       1 218  |   .2097147   .3456522     0.61   0.544    -.4677511    .8871805\n",
      "                       1 219  |   .3794857   .3103092     1.22   0.221    -.2287093    .9876806\n",
      "                       1 220  |   .2911088   .3635689     0.80   0.423    -.4214732    1.003691\n",
      "                       1 221  |  -.4657895   .3946522    -1.18   0.238    -1.239293    .3077146\n",
      "                       1 222  |   -.436992   .3893789    -1.12   0.262    -1.200161    .3261767\n",
      "                       1 223  |  -.2665477   .3851348    -0.69   0.489    -1.021398    .4883027\n",
      "                       1 224  |  -.0169328   .3866709    -0.04   0.965    -.7747938    .7409282\n",
      "                       1 225  |   .3848894   .4008431     0.96   0.337    -.4007486    1.170527\n",
      "                       1 226  |  -.3673264   .5133728    -0.72   0.474    -1.373519    .6388658\n",
      "                       1 227  |  -.5559874   .4877705    -1.14   0.254       -1.512    .4000252\n",
      "                       1 228  |   .0593123   .3711735     0.16   0.873    -.6681744     .786799\n",
      "                       1 229  |  -.3121307   .4664792    -0.67   0.503    -1.226413    .6021518\n",
      "                       1 230  |   .5729422   .3422319     1.67   0.094    -.0978199    1.243704\n",
      "                       1 231  |   .0878436   .3741448     0.23   0.814    -.6454667    .8211539\n",
      "                       1 232  |   .1917924   .3638858     0.53   0.598    -.5214106    .9049955\n",
      "                       1 233  |  -.1493672   .4060925    -0.37   0.713    -.9452938    .6465593\n",
      "                       1 234  |   .5004061   .3643345     1.37   0.170    -.2136763    1.214489\n",
      "                              |\n",
      "        1.flag_priorityinters |          0  (omitted)\n",
      "                              |\n",
      "flag_priorityinters#quarterly |\n",
      "                       1 211  |  -.0242751   .2126701    -0.11   0.909     -.441101    .3925507\n",
      "                       1 212  |  -.0546643   .2181465    -0.25   0.802    -.4822235    .3728949\n",
      "                       1 213  |  -.1364411   .2029958    -0.67   0.501    -.5343055    .2614234\n",
      "                       1 214  |  -.0360583   .1941839    -0.19   0.853    -.4166519    .3445352\n",
      "                       1 215  |   .2010843    .193992     1.04   0.300    -.1791331    .5813016\n",
      "                       1 216  |  -.1013307   .2222191    -0.46   0.648    -.5368721    .3342106\n",
      "                       1 217  |  -.2309046   .1881417    -1.23   0.220    -.5996556    .1378464\n",
      "                       1 218  |  -.2548415   .2164615    -1.18   0.239    -.6790982    .1694153\n",
      "                       1 219  |  -.4264584   .2242547    -1.90   0.057    -.8659895    .0130727\n",
      "                       1 220  |  -.1896633   .2177892    -0.87   0.384    -.6165223    .2371957\n",
      "                       1 221  |   -.377064   .2407303    -1.57   0.117    -.8488868    .0947588\n",
      "                       1 222  |  -.3052466   .2046848    -1.49   0.136    -.7064215    .0959283\n",
      "                       1 223  |  -.4006171   .2657952    -1.51   0.132     -.921566    .1203319\n",
      "                       1 224  |  -.2885314   .2493693    -1.16   0.247    -.7772862    .2002235\n",
      "                       1 225  |  -.0807131   .2336139    -0.35   0.730    -.5385879    .3771618\n",
      "                       1 226  |  -.4534106   .2927766    -1.55   0.121    -1.027242    .1204211\n",
      "                       1 227  |  -.3328577   .3123878    -1.07   0.287    -.9451265    .2794112\n",
      "                       1 228  |  -.5356932   .3108926    -1.72   0.085    -1.145032    .0736451\n",
      "                       1 229  |  -.3335224   .2389895    -1.40   0.163    -.8019332    .1348885\n",
      "                       1 230  |   -.488295   .2984062    -1.64   0.102     -1.07316    .0965704\n",
      "                       1 231  |  -1.011072   .2999122    -3.37   0.001    -1.598889   -.4232551\n",
      "                       1 232  |  -.6844272   .2768799    -2.47   0.013    -1.227102   -.1417526\n",
      "                       1 233  |  -.7907722    .284656    -2.78   0.005    -1.348688   -.2328567\n",
      "                       1 234  |   -.201626   .3028422    -0.67   0.506    -.7951858    .3919339\n",
      "                              |\n",
      "               1.flag_seniors |          0  (omitted)\n",
      "                              |\n",
      "       flag_seniors#quarterly |\n",
      "                       1 211  |   .0257042   .1352801     0.19   0.849    -.2394399    .2908482\n",
      "                       1 212  |   -.143556   .1352203    -1.06   0.288    -.4085828    .1214709\n",
      "                       1 213  |  -.0958954   .1359349    -0.71   0.481    -.3623228    .1705321\n",
      "                       1 214  |  -.0624674   .1410222    -0.44   0.658    -.3388659    .2139311\n",
      "                       1 215  |   .0326144   .1340456     0.24   0.808      -.23011    .2953389\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                       1 216  |   .0002691   .1353548     0.00   0.998    -.2650214    .2655595\n",
      "                       1 217  |   .1193169    .132586     0.90   0.368    -.1405468    .3791806\n",
      "                       1 218  |     .13265   .1613219     0.82   0.411    -.1835351    .4488352\n",
      "                       1 219  |   .0236857   .1296732     0.18   0.855    -.2304691    .2778406\n",
      "                       1 220  |   -.020648   .1441067    -0.14   0.886    -.3030921     .261796\n",
      "                       1 221  |    .011208    .145405     0.08   0.939    -.2737806    .2961966\n",
      "                       1 222  |  -.1483512   .1493629    -0.99   0.321     -.441097    .1443946\n",
      "                       1 223  |   .1641722   .1373477     1.20   0.232    -.1050244    .4333688\n",
      "                       1 224  |   .1498745   .1392812     1.08   0.282    -.1231116    .4228607\n",
      "                       1 225  |   .1273102   .1612484     0.79   0.430    -.1887308    .4433512\n",
      "                       1 226  |   .1106324   .1686054     0.66   0.512    -.2198281    .4410929\n",
      "                       1 227  |   .2788039   .1619983     1.72   0.085     -.038707    .5963148\n",
      "                       1 228  |   -.074627   .1567358    -0.48   0.634    -.3818236    .2325695\n",
      "                       1 229  |    .176435   .2458606     0.72   0.473     -.305443    .6583129\n",
      "                       1 230  |   .2946303   .1619975     1.82   0.069     -.022879    .6121396\n",
      "                       1 231  |   .0281107   .1514435     0.19   0.853    -.2687131    .3249345\n",
      "                       1 232  |   .0848854   .1483467     0.57   0.567    -.2058687    .3756395\n",
      "                       1 233  |   .1000461   .1580415     0.63   0.527    -.2097096    .4098019\n",
      "                       1 234  |   .0196438   .1655296     0.12   0.906    -.3047882    .3440757\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "manhattan_qt_results_xt_poisson.rtf\n",
      "dir : seeout\n",
      "\n",
      "note: 961 groups (24025 obs) dropped because of all zero outcomes\n",
      "\n",
      "Iteration 0:   log pseudolikelihood = -12811.614  \n",
      "Iteration 1:   log pseudolikelihood = -12513.913  \n",
      "Iteration 2:   log pseudolikelihood =   -12503.6  \n",
      "Iteration 3:   log pseudolikelihood = -12503.503  \n",
      "Iteration 4:   log pseudolikelihood = -12503.503  \n",
      "\n",
      "Conditional fixed-effects Poisson regression    Number of obs     =     44,375\n",
      "Group variable: _ID                             Number of groups  =      1,775\n",
      "\n",
      "                                                Obs per group:\n",
      "                                                              min =         25\n",
      "                                                              avg =       25.0\n",
      "                                                              max =         25\n",
      "\n",
      "                                                Wald chi2(100)    =     891.31\n",
      "Log pseudolikelihood  = -12503.503              Prob > chi2       =     0.0000\n",
      "\n",
      "                                                     (Std. Err. adjusted for clustering on _ID)\n",
      "-----------------------------------------------------------------------------------------------\n",
      "                              |               Robust\n",
      "               cyclistinjured |      Coef.   Std. Err.      z    P>|z|     [95% Conf. Interval]\n",
      "------------------------------+----------------------------------------------------------------\n",
      "                  1.flag_LPIS |  -.1619309   .0686342    -2.36   0.018    -.2964514   -.0274104\n",
      "                bike_route_tv |   .0281343   .1105567     0.25   0.799    -.1885528    .2448213\n",
      "           flag_street_improv |   .0638574   .1847954     0.35   0.730     -.298335    .4260499\n",
      "               flag_left_turn |   -.157705   .1820943    -0.87   0.386    -.5146032    .1991933\n",
      "                              |\n",
      "                    quarterly |\n",
      "                         211  |  -.5242879    .124894    -4.20   0.000    -.7690756   -.2795002\n",
      "                         212  |  -.6671506   .1300575    -5.13   0.000    -.9220586   -.4122426\n",
      "                         213  |  -.0291091   .1113606    -0.26   0.794    -.2473718    .1891536\n",
      "                         214  |     .11391   .1057822     1.08   0.282    -.0934193    .3212393\n",
      "                         215  |  -.2168387   .1134465    -1.91   0.056    -.4391897    .0055123\n",
      "                         216  |  -.7583243   .1372133    -5.53   0.000    -1.027257   -.4893911\n",
      "                         217  |   .1022627   .1065269     0.96   0.337    -.1065262    .3110517\n",
      "                         218  |    .266147   .1046582     2.54   0.011     .0610206    .4712733\n",
      "                         219  |  -.2529064     .11112    -2.28   0.023    -.4706976   -.0351151\n",
      "                         220  |  -.9910512   .1459794    -6.79   0.000    -1.277166   -.7049368\n",
      "                         221  |  -.0128036    .104238    -0.12   0.902    -.2171063    .1914991\n",
      "                         222  |   .1782935   .1008149     1.77   0.077    -.0193001     .375887\n",
      "                         223  |   .1065323   .1039758     1.02   0.306    -.0972566    .3103212\n",
      "                         224  |  -.6633795   .1326108    -5.00   0.000    -.9232918   -.4034672\n",
      "                         225  |   -.133959   .1107622    -1.21   0.226     -.351049    .0831309\n",
      "                         226  |   -.444395   .1253139    -3.55   0.000    -.6900058   -.1987842\n",
      "                         227  |    -.74128   .1397628    -5.30   0.000     -1.01521   -.4673501\n",
      "                         228  |  -.8676367   .1480884    -5.86   0.000    -1.157885   -.5773888\n",
      "                         229  |  -.1759858   .1146871    -1.53   0.125    -.4007684    .0487969\n",
      "                         230  |  -.1556284   .1134593    -1.37   0.170    -.3780045    .0667478\n",
      "                         231  |   -.449246   .1266388    -3.55   0.000    -.6974535   -.2010385\n",
      "                         232  |  -.6189847   .1307419    -4.73   0.000     -.875234   -.3627353\n",
      "                         233  |  -.1777673   .1181227    -1.50   0.132    -.4092835     .053749\n",
      "                         234  |   .0758206     .11221     0.68   0.499     -.144107    .2957482\n",
      "                              |\n",
      "                1.flag_school |          0  (omitted)\n",
      "                              |\n",
      "        flag_school#quarterly |\n",
      "                       1 211  |  -.0245755   .5733777    -0.04   0.966    -1.148375    1.099224\n",
      "                       1 212  |   .1553304   .5799305     0.27   0.789    -.9813125    1.291973\n",
      "                       1 213  |    .342653   .4651677     0.74   0.461    -.5690589    1.254365\n",
      "                       1 214  |   .5595319   .4042682     1.38   0.166    -.2328192    1.351883\n",
      "                       1 215  |   .0793315   .5634097     0.14   0.888    -1.024931    1.183594\n",
      "                       1 216  |  -.6782638   1.066534    -0.64   0.525    -2.768631    1.412104\n",
      "                       1 217  |  -.2755303   .5603948    -0.49   0.623    -1.373884    .8228234\n",
      "                       1 218  |   -.354701   .5669005    -0.63   0.532    -1.465806    .7564035\n",
      "                       1 219  |  -.0253818   .5962387    -0.04   0.966    -1.193988    1.143225\n",
      "                       1 220  |   .6086637   .6080117     1.00   0.317    -.5830174    1.800345\n",
      "                       1 221  |   .5202174   .4516086     1.15   0.249    -.3649193    1.405354\n",
      "                       1 222  |   .3294478   .4329744     0.76   0.447    -.5191664    1.178062\n",
      "                       1 223  |  -.3278458    .549233    -0.60   0.551    -1.404323    .7486311\n",
      "                       1 224  |  -.0232447   .6207474    -0.04   0.970    -1.239887    1.193398\n",
      "                       1 225  |   .2054498   .5117252     0.40   0.688    -.7975131    1.208413\n",
      "                       1 226  |  -.0200667   .6455386    -0.03   0.975    -1.285299    1.245166\n",
      "                       1 227  |   .1671487   .5904022     0.28   0.777    -.9900185    1.324316\n",
      "                       1 228  |   .3689744   .6625657     0.56   0.578    -.9296306    1.667579\n",
      "                       1 229  |   .5828662   .4203922     1.39   0.166    -.2410874     1.40682\n",
      "                       1 230  |   .6764869   .4618619     1.46   0.143    -.2287458     1.58172\n",
      "                       1 231  |   .4742712   .4758473     1.00   0.319    -.4583725    1.406915\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                       1 232  |  -.6466278   .8026097    -0.81   0.420    -2.219714    .9264582\n",
      "                       1 233  |   .4490178   .4281408     1.05   0.294    -.3901227    1.288158\n",
      "                       1 234  |   .3087908   .4785155     0.65   0.519    -.6290823    1.246664\n",
      "                              |\n",
      "        1.flag_priorityinters |          0  (omitted)\n",
      "                              |\n",
      "flag_priorityinters#quarterly |\n",
      "                       1 211  |  -.9206355   .6107302    -1.51   0.132    -2.117645    .2763738\n",
      "                       1 212  |   .3264964   .5095742     0.64   0.522    -.6722506    1.325244\n",
      "                       1 213  |  -.5225174   .4141447    -1.26   0.207    -1.334226    .2891912\n",
      "                       1 214  |   .0859351   .4096188     0.21   0.834     -.716903    .8887732\n",
      "                       1 215  |   -.431231   .4126852    -1.04   0.296    -1.240079    .3776172\n",
      "                       1 216  |  -.2023942   .5653475    -0.36   0.720    -1.310455    .9056665\n",
      "                       1 217  |   .1679932   .3486624     0.48   0.630    -.5153726     .851359\n",
      "                       1 218  |   -.011021   .3537522    -0.03   0.975    -.7043625    .6823206\n",
      "                       1 219  |  -.1364657   .4588847    -0.30   0.766    -1.035863    .7629319\n",
      "                       1 220  |  -.0245883   .3667322    -0.07   0.947    -.7433701    .6941936\n",
      "                       1 221  |  -.6306705   .5039604    -1.25   0.211    -1.618415    .3570737\n",
      "                       1 222  |   .0239832   .3903826     0.06   0.951    -.7411527    .7891191\n",
      "                       1 223  |  -.0237163   .3619542    -0.07   0.948    -.7331335     .685701\n",
      "                       1 224  |  -.1013506   .6353334    -0.16   0.873    -1.346581     1.14388\n",
      "                       1 225  |  -.0180805   .4048776    -0.04   0.964     -.811626     .775465\n",
      "                       1 226  |   .0533552    .502481     0.11   0.915    -.9314894      1.0382\n",
      "                       1 227  |  -.1201081   .5541408    -0.22   0.828    -1.206204    .9659878\n",
      "                       1 228  |  -.5037774   .7080269    -0.71   0.477    -1.891485    .8839299\n",
      "                       1 229  |  -.1457704   .3542636    -0.41   0.681    -.8401142    .5485734\n",
      "                       1 230  |  -.5885685   .4775845    -1.23   0.218    -1.524617    .3474799\n",
      "                       1 231  |   -.283459   .4312797    -0.66   0.511    -1.128752    .5618337\n",
      "                       1 232  |   -.311045   .5454587    -0.57   0.569    -1.380124    .7580343\n",
      "                       1 233  |  -.1772432    .423915    -0.42   0.676    -1.008101     .653615\n",
      "                       1 234  |  -.2288726   .4047151    -0.57   0.572    -1.022099    .5643544\n",
      "                              |\n",
      "               1.flag_seniors |          0  (omitted)\n",
      "                              |\n",
      "       flag_seniors#quarterly |\n",
      "                       1 211  |    .355187   .2168093     1.64   0.101    -.0697514    .7801254\n",
      "                       1 212  |     .08173   .2474689     0.33   0.741    -.4033001      .56676\n",
      "                       1 213  |   .0936033   .1919529     0.49   0.626    -.2826175    .4698241\n",
      "                       1 214  |   .0518184    .193258     0.27   0.789    -.3269603    .4305971\n",
      "                       1 215  |   .0762735   .2136016     0.36   0.721     -.342378     .494925\n",
      "                       1 216  |   .2030256   .2333256     0.87   0.384    -.2542842    .6603354\n",
      "                       1 217  |   .1064931   .1902685     0.56   0.576    -.2664263    .4794126\n",
      "                       1 218  |  -.1822759   .1926402    -0.95   0.344    -.5598438    .1952919\n",
      "                       1 219  |  -.0156894   .2061379    -0.08   0.939    -.4197122    .3883334\n",
      "                       1 220  |  -.3553497   .2855428    -1.24   0.213    -.9150033    .2043039\n",
      "                       1 221  |   .0198643   .1951038     0.10   0.919     -.362532    .4022607\n",
      "                       1 222  |   .0242165   .1894281     0.13   0.898    -.3470558    .3954887\n",
      "                       1 223  |  -.1200998   .1935174    -0.62   0.535    -.4993868    .2591873\n",
      "                       1 224  |   .1317439    .239031     0.55   0.582    -.3367482     .600236\n",
      "                       1 225  |   -.124344   .2049548    -0.61   0.544    -.5260479    .2773599\n",
      "                       1 226  |    .118073   .2215819     0.53   0.594    -.3162196    .5523656\n",
      "                       1 227  |   .4775706    .229404     2.08   0.037     .0279471    .9271942\n",
      "                       1 228  |   .3399171   .2497286     1.36   0.173     -.149542    .8293761\n",
      "                       1 229  |    .215272   .2021134     1.07   0.287    -.1808631     .611407\n",
      "                       1 230  |   .1538667    .198255     0.78   0.438    -.2347059    .5424393\n",
      "                       1 231  |   .1762262    .217794     0.81   0.418    -.2506422    .6030946\n",
      "                       1 232  |  -.1761768   .2605636    -0.68   0.499    -.6868721    .3345186\n",
      "                       1 233  |    .117706    .201673     0.58   0.559    -.2775658    .5129779\n",
      "                       1 234  |    .067203   .1934793     0.35   0.728    -.3120094    .4464154\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "manhattan_qt_results_xt_poisson.rtf\n",
      "dir : seeout\n",
      "\n",
      "note: 606 groups (15150 obs) dropped because of all zero outcomes\n",
      "\n",
      "Iteration 0:   log pseudolikelihood = -30322.121  \n",
      "Iteration 1:   log pseudolikelihood = -30011.156  \n",
      "Iteration 2:   log pseudolikelihood = -30002.564  \n",
      "Iteration 3:   log pseudolikelihood = -30002.522  \n",
      "Iteration 4:   log pseudolikelihood = -30002.522  \n",
      "\n",
      "Conditional fixed-effects Poisson regression    Number of obs     =     53,250\n",
      "Group variable: _ID                             Number of groups  =      2,130\n",
      "\n",
      "                                                Obs per group:\n",
      "                                                              min =         25\n",
      "                                                              avg =       25.0\n",
      "                                                              max =         25\n",
      "\n",
      "                                                Wald chi2(100)    =     465.67\n",
      "Log pseudolikelihood  = -30002.522              Prob > chi2       =     0.0000\n",
      "\n",
      "                                                     (Std. Err. adjusted for clustering on _ID)\n",
      "-----------------------------------------------------------------------------------------------\n",
      "                              |               Robust\n",
      "              motoristinjured |      Coef.   Std. Err.      z    P>|z|     [95% Conf. Interval]\n",
      "------------------------------+----------------------------------------------------------------\n",
      "                  1.flag_LPIS |   .0017582   .0550925     0.03   0.975    -.1062211    .1097375\n",
      "                bike_route_tv |   .1634696   .0823095     1.99   0.047     .0021459    .3247932\n",
      "           flag_street_improv |  -.0702311   .1573518    -0.45   0.655    -.3786348    .2381727\n",
      "               flag_left_turn |  -.1494563    .148127    -1.01   0.313    -.4397799    .1408672\n",
      "                              |\n",
      "                    quarterly |\n",
      "                         211  |  -.2081105   .1010033    -2.06   0.039    -.4060733   -.0101476\n",
      "                         212  |  -.3463587   .0945857    -3.66   0.000    -.5317433   -.1609741\n",
      "                         213  |  -.1696537     .08443    -2.01   0.044    -.3351335   -.0041738\n",
      "                         214  |  -.1277735   .0864258    -1.48   0.139    -.2971649     .041618\n",
      "                         215  |  -.3057988    .092957    -3.29   0.001    -.4879912   -.1236064\n",
      "                         216  |  -.4972785    .098499    -5.05   0.000     -.690333    -.304224\n",
      "                         217  |  -.2669669   .1014425    -2.63   0.008    -.4657906   -.0681431\n",
      "                         218  |  -.2730727   .0956987    -2.85   0.004    -.4606386   -.0855067\n",
      "                         219  |  -.4315808   .1016347    -4.25   0.000    -.6307812   -.2323804\n",
      "                         220  |  -.5658681   .1017061    -5.56   0.000    -.7652085   -.3665277\n",
      "                         221  |   -.382697   .0945443    -4.05   0.000    -.5680003   -.1973936\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                         222  |  -.3364984    .087407    -3.85   0.000    -.5078129    -.165184\n",
      "                         223  |  -.4292364   .0955603    -4.49   0.000    -.6165312   -.2419416\n",
      "                         224  |  -.4778348   .0928155    -5.15   0.000    -.6597498   -.2959198\n",
      "                         225  |  -.5304191   .1017291    -5.21   0.000    -.7298044   -.3310338\n",
      "                         226  |   -.778891   .1082018    -7.20   0.000    -.9909626   -.5668193\n",
      "                         227  |  -.6878498   .1111694    -6.19   0.000    -.9057379   -.4699618\n",
      "                         228  |  -.5504343   .1043032    -5.28   0.000    -.7548649   -.3460037\n",
      "                         229  |  -.3599256   .0938531    -3.83   0.000    -.5438742   -.1759769\n",
      "                         230  |  -.4260411   .0932423    -4.57   0.000    -.6087927   -.2432895\n",
      "                         231  |  -.5031383   .1042085    -4.83   0.000    -.7073832   -.2988934\n",
      "                         232  |  -.5830456   .0984874    -5.92   0.000    -.7760774   -.3900138\n",
      "                         233  |  -.3313887   .0931299    -3.56   0.000    -.5139199   -.1488575\n",
      "                         234  |  -.3053144    .093748    -3.26   0.001    -.4890571   -.1215716\n",
      "                              |\n",
      "                1.flag_school |          0  (omitted)\n",
      "                              |\n",
      "        flag_school#quarterly |\n",
      "                       1 211  |   .0497706   .3940752     0.13   0.899    -.7226027    .8221439\n",
      "                       1 212  |   .0184947   .4301133     0.04   0.966    -.8245119    .8615014\n",
      "                       1 213  |   .1867724   .3164902     0.59   0.555     -.433537    .8070818\n",
      "                       1 214  |   .1936475   .4228728     0.46   0.647     -.635168    1.022463\n",
      "                       1 215  |   .2241159   .3377857     0.66   0.507    -.4379319    .8861636\n",
      "                       1 216  |   -.516036   .4375089    -1.18   0.238    -1.373538    .3414658\n",
      "                       1 217  |  -.6170551   .3921158    -1.57   0.116    -1.385588    .1514778\n",
      "                       1 218  |  -.1127132   .3447808    -0.33   0.744    -.7884712    .5630448\n",
      "                       1 219  |   .6049258   .3549894     1.70   0.088    -.0908407    1.300692\n",
      "                       1 220  |  -.5210988   .4704613    -1.11   0.268    -1.443186    .4009885\n",
      "                       1 221  |   .3285321   .3916164     0.84   0.402     -.439022    1.096086\n",
      "                       1 222  |  -.1413826   .4261814    -0.33   0.740    -.9766828    .6939176\n",
      "                       1 223  |  -.3702552   .3299323    -1.12   0.262    -1.016911    .2764003\n",
      "                       1 224  |    .202161   .3672666     0.55   0.582    -.5176682    .9219903\n",
      "                       1 225  |   .3003672    .347617     0.86   0.388    -.3809496     .981684\n",
      "                       1 226  |  -.5021801   .4678492    -1.07   0.283    -1.419148    .4147875\n",
      "                       1 227  |  -.8032077    .464662    -1.73   0.084    -1.713928     .107513\n",
      "                       1 228  |  -.8188469   .5266817    -1.55   0.120    -1.851124    .2134303\n",
      "                       1 229  |  -.3713226   .4430854    -0.84   0.402    -1.239754    .4971088\n",
      "                       1 230  |  -.6776659   .3511487    -1.93   0.054    -1.365905    .0105729\n",
      "                       1 231  |   .3312512   .3166211     1.05   0.295    -.2893148    .9518172\n",
      "                       1 232  |   .4967025   .3907112     1.27   0.204    -.2690773    1.262482\n",
      "                       1 233  |   .0874135   .3419271     0.26   0.798    -.5827513    .7575782\n",
      "                       1 234  |   .3179282    .326568     0.97   0.330    -.3221333    .9579897\n",
      "                              |\n",
      "        1.flag_priorityinters |          0  (omitted)\n",
      "                              |\n",
      "flag_priorityinters#quarterly |\n",
      "                       1 211  |  -.3823619   .3202365    -1.19   0.232    -1.010014    .2452901\n",
      "                       1 212  |  -.2079476   .3885176    -0.54   0.592    -.9694281    .5535329\n",
      "                       1 213  |   .2479381   .3015041     0.82   0.411    -.3429991    .8388753\n",
      "                       1 214  |    -.12177    .359727    -0.34   0.735     -.826822     .583282\n",
      "                       1 215  |   .1438644   .3133077     0.46   0.646    -.4702074    .7579361\n",
      "                       1 216  |  -.0581157   .3671459    -0.16   0.874    -.7777085    .6614771\n",
      "                       1 217  |  -.1347454   .3259457    -0.41   0.679    -.7735872    .5040965\n",
      "                       1 218  |  -.3513684    .289043    -1.22   0.224    -.9178824    .2151456\n",
      "                       1 219  |  -.2212744   .4644208    -0.48   0.634    -1.131522    .6889737\n",
      "                       1 220  |   -1.04117   .3720242    -2.80   0.005    -1.770324   -.3120155\n",
      "                       1 221  |   .0330361   .2940877     0.11   0.911    -.5433652    .6094375\n",
      "                       1 222  |   .0504648   .3258149     0.15   0.877    -.5881207    .6890502\n",
      "                       1 223  |  -.0138015   .3193623    -0.04   0.966    -.6397402    .6121372\n",
      "                       1 224  |   .0284929    .247462     0.12   0.908    -.4565236    .5135094\n",
      "                       1 225  |  -.1125391   .3650179    -0.31   0.758    -.8279611    .6028829\n",
      "                       1 226  |  -.4294914   .5014902    -0.86   0.392    -1.412394    .5534114\n",
      "                       1 227  |  -.2782253   .4206679    -0.66   0.508    -1.102719    .5462687\n",
      "                       1 228  |   .0131349   .3882523     0.03   0.973    -.7478256    .7740953\n",
      "                       1 229  |   .3081686   .3628934     0.85   0.396    -.4030893    1.019427\n",
      "                       1 230  |  -.4034699   .3695641    -1.09   0.275    -1.127802    .3208624\n",
      "                       1 231  |   -.235649   .3697664    -0.64   0.524    -.9603778    .4890798\n",
      "                       1 232  |  -.5926137   .3321292    -1.78   0.074    -1.243575    .0583476\n",
      "                       1 233  |  -.2879961   .3528063    -0.82   0.414    -.9794838    .4034915\n",
      "                       1 234  |  -.7760505   .3828664    -2.03   0.043    -1.526455   -.0256461\n",
      "                              |\n",
      "               1.flag_seniors |          0  (omitted)\n",
      "                              |\n",
      "       flag_seniors#quarterly |\n",
      "                       1 211  |   .0164084   .1709093     0.10   0.924    -.3185677    .3513845\n",
      "                       1 212  |    .130391   .1792792     0.73   0.467    -.2209898    .4817717\n",
      "                       1 213  |   .0821604   .1558429     0.53   0.598     -.223286    .3876067\n",
      "                       1 214  |    .254668   .1601966     1.59   0.112    -.0593115    .5686475\n",
      "                       1 215  |    .105141   .1649216     0.64   0.524    -.2180994    .4283813\n",
      "                       1 216  |   .1908394   .1689055     1.13   0.259    -.1402093     .521888\n",
      "                       1 217  |     .27116   .1624875     1.67   0.095    -.0473097    .5896297\n",
      "                       1 218  |   .1589548   .1666869     0.95   0.340    -.1677455    .4856552\n",
      "                       1 219  |   .2431909   .1701036     1.43   0.153     -.090206    .5765879\n",
      "                       1 220  |   .2406771   .1821827     1.32   0.186    -.1163944    .5977486\n",
      "                       1 221  |   .2071205   .1647449     1.26   0.209    -.1157736    .5300146\n",
      "                       1 222  |   .0584859   .1612369     0.36   0.717    -.2575326    .3745044\n",
      "                       1 223  |   .3408325   .1666927     2.04   0.041     .0141208    .6675441\n",
      "                       1 224  |   .1224748    .165737     0.74   0.460    -.2023637    .4473134\n",
      "                       1 225  |   .2353289   .1683631     1.40   0.162    -.0946567    .5653144\n",
      "                       1 226  |   .1288232   .2009168     0.64   0.521    -.2649664    .5226129\n",
      "                       1 227  |  -.0114234   .2095632    -0.05   0.957    -.4221598    .3993129\n",
      "                       1 228  |  -.0318945   .1887113    -0.17   0.866    -.4017619     .337973\n",
      "                       1 229  |   .0684211   .1655764     0.41   0.679    -.2561028    .3929449\n",
      "                       1 230  |   .2185607   .1733956     1.26   0.207    -.1212885    .5584099\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                       1 231  |   .2098508   .1747361     1.20   0.230    -.1326256    .5523273\n",
      "                       1 232  |   .0059025   .1860687     0.03   0.975    -.3587854    .3705905\n",
      "                       1 233  |  -.0285653   .1687669    -0.17   0.866    -.3593424    .3022118\n",
      "                       1 234  |  -.0687441   .1716179    -0.40   0.689     -.405109    .2676207\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "manhattan_qt_results_xt_poisson.rtf\n",
      "dir : seeout\n"
     ]
    }
   ],
   "source": [
    "global filename manhattan_qt_results_xt_poisson\n",
    "xtpoisson collision_count i.flag_LPIS  $time_variant_var $time_var $time_trend, fe vce(robust)\n",
    "outreg2 using \"$filename\", word replace ctitle(xtpoisson fe collision_count) title(Manhattan Fixed Effects Poisson Models)\n",
    "xtpoisson personsinjured i.flag_LPIS  $time_variant_var $time_var $time_trend, fe vce(robust)\n",
    "outreg2 using \"$filename\", word append ctitle(xtpoisson fe personsinjured)\n",
    "xtpoisson pedestriansinjured i.flag_LPIS  $time_variant_var $time_var $time_trend, fe vce(robust)\n",
    "outreg2 using \"$filename\", word append ctitle(xtpoisson fe pedestriansinjured)\n",
    "xtpoisson cyclistinjured i.flag_LPIS  $time_variant_var $time_var $time_trend, fe vce(robust)\n",
    "outreg2 using \"$filename\", word append ctitle(xtpoisson fe cyclistinjured)\n",
    "xtpoisson motoristinjured i.flag_LPIS  $time_variant_var $time_var $time_trend, fe vce(robust)\n",
    "outreg2 using \"$filename\", word append ctitle(xtpoisson fe motoristinjured)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Spatial Lag Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "C:\\Users\\jerem\\Box Sync\\Policy Evaluation\\manuscripts\n",
      "\n"
     ]
    }
   ],
   "source": [
    "\n",
    "global filename splm_qt_results_xt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "  (68400 observations)\n",
      "  (68400 observations used)\n",
      "  (data contain 2736 panels (places) )\n",
      "  (weighting matrix defines 2736 places)\n",
      "\n",
      "Performing grid search ... finished \n",
      "\n",
      "Optimizing concentrated log likelihood:\n",
      "\n",
      "Iteration 0:   log likelihood = -133972.25  \n",
      "Iteration 1:   log likelihood = -133970.39  \n",
      "Iteration 2:   log likelihood = -133970.39  \n",
      "\n",
      "Optimizing unconcentrated log likelihood:\n",
      "\n",
      "Iteration 0:   log likelihood = -133970.39  \n",
      "Iteration 1:   log likelihood = -133970.39  (backed up)\n",
      "\n",
      "Fixed-effects spatial regression                Number of obs     =     68,400\n",
      "Group variable: _ID                             Number of groups  =      2,736\n",
      "                                                Obs per group     =         25\n",
      "\n",
      "                                                Wald chi2(101)    =    7445.38\n",
      "                                                Prob > chi2       =     0.0000\n",
      "Log likelihood = -1.340e+05                     Pseudo R2         =     0.0036\n",
      "\n",
      "-----------------------------------------------------------------------------------------------\n",
      "              collision_count |      Coef.   Std. Err.      z    P>|z|     [95% Conf. Interval]\n",
      "------------------------------+----------------------------------------------------------------\n",
      "collision_count               |\n",
      "                  1.flag_LPIS |  -.1057683   .0376708    -2.81   0.005    -.1796017   -.0319349\n",
      "                bike_route_tv |   .1529832   .0512547     2.98   0.003      .052526    .2534405\n",
      "           flag_street_improv |  -.4548321   .0936469    -4.86   0.000    -.6383767   -.2712875\n",
      "               flag_left_turn |  -.9472238   .1044778    -9.07   0.000    -1.151997   -.7424509\n",
      "                              |\n",
      "                    quarterly |\n",
      "                         211  |  -.2286899   .0605049    -3.78   0.000    -.3472772   -.1101025\n",
      "                         212  |  -.3613775   .0605386    -5.97   0.000     -.480031    -.242724\n",
      "                         213  |   .0290274   .0604864     0.48   0.631    -.0895238    .1475785\n",
      "                         214  |   -.046482   .0604901    -0.77   0.442    -.1650404    .0720765\n",
      "                         215  |  -.0755549   .0605019    -1.25   0.212    -.1941364    .0430267\n",
      "                         216  |  -.3842826   .0605623    -6.35   0.000    -.5029825   -.2655827\n",
      "                         217  |   .0061105   .0605112     0.10   0.920    -.1124893    .1247104\n",
      "                         218  |  -.0317946   .0605155    -0.53   0.599    -.1504027    .0868135\n",
      "                         219  |  -.0809867    .060521    -1.34   0.181    -.1996056    .0376323\n",
      "                         220  |  -.4075397   .0606046    -6.72   0.000    -.5263226   -.2887568\n",
      "                         221  |   .0301147   .0605451     0.50   0.619    -.0885514    .1487809\n",
      "                         222  |   .0201174   .0605954     0.33   0.740    -.0986473    .1388822\n",
      "                         223  |   .0647168   .0606145     1.07   0.286    -.0540855    .1835191\n",
      "                         224  |  -.2794743   .0606563    -4.61   0.000    -.3983585   -.1605901\n",
      "                         225  |  -.5605923   .0607807    -9.22   0.000    -.6797204   -.4414642\n",
      "                         226  |  -1.069358   .0612061   -17.47   0.000    -1.189319   -.9493959\n",
      "                         227  |  -1.082989   .0612365   -17.69   0.000     -1.20301   -.9629674\n",
      "                         228  |  -.9051357   .0611171   -14.81   0.000    -1.024923   -.7853484\n",
      "                         229  |  -.5222711   .0609247    -8.57   0.000    -.6416813   -.4028608\n",
      "                         230  |  -.8355903   .0611451   -13.67   0.000    -.9554325   -.7157482\n",
      "                         231  |  -.7541349   .0611268   -12.34   0.000    -.8739412   -.6343285\n",
      "                         232  |  -.7659619   .0611503   -12.53   0.000    -.8858143   -.6461094\n",
      "                         233  |  -.5306819   .0611893    -8.67   0.000    -.6506108    -.410753\n",
      "                         234  |  -.6844269   .0614037   -11.15   0.000     -.804776   -.5640778\n",
      "                              |\n",
      "                1.flag_school |          0  (omitted)\n",
      "                              |\n",
      "        flag_school#quarterly |\n",
      "                       1 211  |   .3475187   .2309691     1.50   0.132    -.1051724    .8002098\n",
      "                       1 212  |   .3377302   .2309692     1.46   0.144    -.1149611    .7904216\n",
      "                       1 213  |   .2423385   .2309698     1.05   0.294    -.2103541     .695031\n",
      "                       1 214  |   .1003283   .2309699     0.43   0.664    -.3523643    .5530209\n",
      "                       1 215  |  -.0028737   .2309701    -0.01   0.990    -.4555667    .4498193\n",
      "                       1 216  |   .1553831   .2309698     0.67   0.501    -.2973094    .6080755\n",
      "                       1 217  |     .20832   .2309703     0.90   0.367    -.2443734    .6610135\n",
      "                       1 218  |   .0627602   .2309694     0.27   0.786    -.3899316     .515452\n",
      "                       1 219  |   .5219715   .2309699     2.26   0.024     .0692788    .9746642\n",
      "                       1 220  |   .4756751   .2309704     2.06   0.039     .0229815    .9283686\n",
      "                       1 221  |   .0664535   .2309709     0.29   0.774    -.3862412    .5191481\n",
      "                       1 222  |   .1800464    .230971     0.78   0.436    -.2726485    .6327413\n",
      "                       1 223  |   .1921536   .2309725     0.83   0.405    -.2605441    .6448513\n",
      "                       1 224  |   .1040838   .2309723     0.45   0.652    -.3486137    .5567812\n",
      "                       1 225  |   .4898059   .2309729     2.12   0.034     .0371074    .9425044\n",
      "                       1 226  |   .2593691    .230983     1.12   0.261    -.1933492    .7120875\n",
      "                       1 227  |   .3061311   .2309798     1.33   0.185     -.146581    .7588433\n",
      "                       1 228  |   .3092696   .2309823     1.34   0.181    -.1434475    .7619867\n",
      "                       1 229  |   .5195877   .2309759     2.25   0.024     .0668833    .9722921\n",
      "                       1 230  |   .4594732   .2309762     1.99   0.047     .0067683    .9121782\n",
      "                       1 231  |   .5458256   .2309778     2.36   0.018     .0931175    .9985337\n",
      "                       1 232  |   .5251141   .2309758     2.27   0.023     .0724099    .9778182\n",
      "                       1 233  |   .2639302   .2309754     1.14   0.253    -.1887732    .7166336\n",
      "                       1 234  |   .5291465   .2309758     2.29   0.022     .0764422    .9818507\n",
      "                              |\n",
      "        1.flag_priorityinters |          0  (omitted)\n",
      "                              |\n",
      "flag_priorityinters#quarterly |\n",
      "                       1 211  |  -.7766743   .3947448    -1.97   0.049     -1.55036   -.0029887\n",
      "                       1 212  |  -1.435385   .3947452    -3.64   0.000    -2.209072    -.661699\n",
      "                       1 213  |  -.7706868    .394744    -1.95   0.051    -1.544371    .0029972\n",
      "                       1 214  |  -.2585809   .3947467    -0.66   0.512     -1.03227    .5151085\n",
      "                       1 215  |    .091362   .3947488     0.23   0.817    -.6823314    .8650554\n",
      "                       1 216  |  -1.840716   .3947526    -4.66   0.000    -2.614416   -1.067015\n",
      "                       1 217  |  -1.074648   .3947529    -2.72   0.006     -1.84835   -.3009469\n",
      "                       1 218  |  -.8034885   .3947551    -2.04   0.042    -1.577194   -.0297827\n",
      "                       1 219  |  -1.457292   .3947635    -3.69   0.000    -2.231015   -.6835702\n",
      "                       1 220  |  -2.497653   .3947695    -6.33   0.000    -3.271387   -1.723919\n",
      "                       1 221  |  -1.497446   .3947496    -3.79   0.000    -2.271142   -.7237514\n",
      "                       1 222  |   .4100963   .3948687     1.04   0.299    -.3638322    1.184025\n",
      "                       1 223  |  -1.192517    .394868    -3.02   0.003    -1.966444   -.4185897\n",
      "                       1 224  |  -1.559013   .3948685    -3.95   0.000    -2.332941   -.7850849\n",
      "                       1 225  |  -2.578821   .3948734    -6.53   0.000    -3.352758   -1.804883\n",
      "                       1 226  |   -3.84311   .3949488    -9.73   0.000    -4.617196   -3.069025\n",
      "                       1 227  |  -4.373403   .3951514   -11.07   0.000    -5.147885    -3.59892\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                       1 228  |   -3.82152   .3951202    -9.67   0.000    -4.595941   -3.047099\n",
      "                       1 229  |  -3.781369   .3950642    -9.57   0.000    -4.555681   -3.007057\n",
      "                       1 230  |  -3.995494   .3953501   -10.11   0.000    -4.770366   -3.220621\n",
      "                       1 231  |  -4.256165   .3954148   -10.76   0.000    -5.031164   -3.481167\n",
      "                       1 232  |  -3.666383   .3954135    -9.27   0.000     -4.44138   -2.891387\n",
      "                       1 233  |  -3.586055   .3953749    -9.07   0.000    -4.360975   -2.811135\n",
      "                       1 234  |  -3.871123   .3953709    -9.79   0.000    -4.646035    -3.09621\n",
      "                              |\n",
      "               1.flag_seniors |          0  (omitted)\n",
      "                              |\n",
      "       flag_seniors#quarterly |\n",
      "                       1 211  |   .2086088   .1115945     1.87   0.062    -.0101125    .4273301\n",
      "                       1 212  |    .006489   .1115835     0.06   0.954    -.2122107    .2251887\n",
      "                       1 213  |   .0846442   .1115843     0.76   0.448     -.134057    .3033455\n",
      "                       1 214  |    .141129   .1115967     1.26   0.206    -.0775965    .3598545\n",
      "                       1 215  |   .2247747   .1115975     2.01   0.044     .0060477    .4435017\n",
      "                       1 216  |   .1633361   .1115919     1.46   0.143    -.0553801    .3820522\n",
      "                       1 217  |   .1627366   .1116029     1.46   0.145     -.056001    .3814741\n",
      "                       1 218  |  -.0563359   .1115965    -0.50   0.614    -.2750611    .1623893\n",
      "                       1 219  |     .11098   .1116457     0.99   0.320    -.1078416    .3298016\n",
      "                       1 220  |  -.0163657   .1116426    -0.15   0.883    -.2351812    .2024497\n",
      "                       1 221  |   .1931593   .1116358     1.73   0.084    -.0256429    .4119615\n",
      "                       1 222  |    .113286   .1116297     1.01   0.310    -.1055041    .3320761\n",
      "                       1 223  |   .2228152   .1116457     2.00   0.046     .0039937    .4416368\n",
      "                       1 224  |   .0037507   .1116441     0.03   0.973    -.2150678    .2225692\n",
      "                       1 225  |  -.2884587   .1116582    -2.58   0.010    -.5073048   -.0696126\n",
      "                       1 226  |  -.1957706   .1117706    -1.75   0.080     -.414837    .0232957\n",
      "                       1 227  |  -.1402731   .1118617    -1.25   0.210    -.3595181    .0789718\n",
      "                       1 228  |  -.0895315   .1119226    -0.80   0.424    -.3088957    .1298327\n",
      "                       1 229  |  -.0366937   .1120358    -0.33   0.743    -.2562799    .1828925\n",
      "                       1 230  |   .0285671   .1120405     0.25   0.799    -.1910282    .2481625\n",
      "                       1 231  |  -.0277308   .1120545    -0.25   0.805    -.2473536     .191892\n",
      "                       1 232  |  -.2955704   .1120651    -2.64   0.008     -.515214   -.0759267\n",
      "                       1 233  |    -.10731   .1119498    -0.96   0.338    -.3267277    .1121076\n",
      "                       1 234  |  -.2854474   .1119494    -2.55   0.011    -.5048641   -.0660306\n",
      "------------------------------+----------------------------------------------------------------\n",
      "W                             |\n",
      "              collision_count |   .1879056   .0062804    29.92   0.000     .1755963    .2002149\n",
      "------------------------------+----------------------------------------------------------------\n",
      "                     /sigma_e |   1.856253   .0051341                      1.846218    1.866343\n",
      "-----------------------------------------------------------------------------------------------\n",
      "Wald test of spatial terms:          chi2(1) = 895.18     Prob > chi2 = 0.0000\n",
      "\n",
      "splm_qt_results_xt.rtf\n",
      "dir : seeout\n"
     ]
    }
   ],
   "source": [
    "// Spatial Lagged Model collision_count\n",
    "global outcome collision_count\n",
    "spxtregress $outcome i.flag_LPIS $time_variant_var $time_var $time_trend, fe dvarlag(W)\n",
    "outreg2 using \"$filename\", word replace ctitle(spxtregress fe $outcome) title(Spatial Lagged Model)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "progress   : 50% 100% \n",
      "\n",
      "Average impacts                                 Number of obs     =     68,400\n",
      "\n",
      "------------------------------------------------------------------------------\n",
      "             |            Delta-Method\n",
      "             |      dy/dx   Std. Err.      z    P>|z|     [95% Conf. Interval]\n",
      "-------------+----------------------------------------------------------------\n",
      "direct       |\n",
      "   flag_LPIS |\n",
      "          1  |  -.1063638   .0378835    -2.81   0.005    -.1806141   -.0321134\n",
      "-------------+----------------------------------------------------------------\n",
      "indirect     |\n",
      "   flag_LPIS |\n",
      "          1  |  -.0219132   .0078668    -2.79   0.005    -.0373318   -.0064946\n",
      "-------------+----------------------------------------------------------------\n",
      "total        |\n",
      "   flag_LPIS |\n",
      "          1  |   -.128277   .0457104    -2.81   0.005    -.2178678   -.0386861\n",
      "------------------------------------------------------------------------------\n",
      "\n",
      "splm_qt_results_xt.rtf\n",
      "dir : seeout\n",
      "\n",
      ". rend, fe vce(cluster intersection_id)\n",
      "command rend is unrecognized\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "r(199);\n",
      "r(199);\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "estat impact flag_LPIS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "  (68400 observations)\n",
      "  (68400 observations used)\n",
      "  (data contain 2736 panels (places) )\n",
      "  (weighting matrix defines 2736 places)\n",
      "\n",
      "Performing grid search ... finished \n",
      "\n",
      "Optimizing concentrated log likelihood:\n",
      "\n",
      "Iteration 0:   log likelihood = -83705.847  \n",
      "Iteration 1:   log likelihood = -83702.951  \n",
      "Iteration 2:   log likelihood = -83702.951  \n",
      "\n",
      "Optimizing unconcentrated log likelihood:\n",
      "\n",
      "Iteration 0:   log likelihood = -83702.951  \n",
      "Iteration 1:   log likelihood = -83702.951  (backed up)\n",
      "\n",
      "Fixed-effects spatial regression                Number of obs     =     68,400\n",
      "Group variable: _ID                             Number of groups  =      2,736\n",
      "                                                Obs per group     =         25\n",
      "\n",
      "                                                Wald chi2(101)    =    1057.24\n",
      "                                                Prob > chi2       =     0.0000\n",
      "Log likelihood = -8.370e+04                     Pseudo R2         =     0.0008\n",
      "\n",
      "-----------------------------------------------------------------------------------------------\n",
      "               personsinjured |      Coef.   Std. Err.      z    P>|z|     [95% Conf. Interval]\n",
      "------------------------------+----------------------------------------------------------------\n",
      "personsinjured                |\n",
      "                  1.flag_LPIS |  -.0642533   .0175663    -3.66   0.000    -.0986826    -.029824\n",
      "                bike_route_tv |   .0259784    .023901     1.09   0.277    -.0208667    .0728236\n",
      "           flag_street_improv |  -.0712077   .0436729    -1.63   0.103    -.1568049    .0143896\n",
      "               flag_left_turn |  -.2899753   .0487187    -5.95   0.000    -.3854622   -.1944883\n",
      "                              |\n",
      "                    quarterly |\n",
      "                         211  |   -.080483   .0282116    -2.85   0.004    -.1357768   -.0251892\n",
      "                         212  |  -.1121403   .0282144    -3.97   0.000    -.1674396    -.056841\n",
      "                         213  |  -.0286502   .0282084    -1.02   0.310    -.0839377    .0266373\n",
      "                         214  |  -.0248531   .0282098    -0.88   0.378    -.0801433    .0304371\n",
      "                         215  |   -.077408   .0282169    -2.74   0.006    -.1327121   -.0221039\n",
      "                         216  |  -.1476869   .0282309    -5.23   0.000    -.2030184   -.0923553\n",
      "                         217  |    -.07105   .0282238    -2.52   0.012    -.1263676   -.0157324\n",
      "                         218  |  -.0801546    .028226    -2.84   0.005    -.1354765   -.0248327\n",
      "                         219  |  -.1114053   .0282307    -3.95   0.000    -.1667364   -.0560743\n",
      "                         220  |  -.2108822   .0282601    -7.46   0.000     -.266271   -.1554933\n",
      "                         221  |  -.1260923   .0282471    -4.46   0.000    -.1814557   -.0707289\n",
      "                         222  |  -.0908856    .028266    -3.22   0.001    -.1462861   -.0354852\n",
      "                         223  |  -.0909396   .0282732    -3.22   0.001     -.146354   -.0355251\n",
      "                         224  |  -.1605432   .0282878    -5.68   0.000    -.2159862   -.1051003\n",
      "                         225  |  -.1977931    .028301    -6.99   0.000    -.2532621   -.1423242\n",
      "                         226  |  -.2779041    .028359    -9.80   0.000    -.3334867   -.2223215\n",
      "                         227  |  -.2746072   .0283662    -9.68   0.000    -.3302039   -.2190105\n",
      "                         228  |  -.2259165   .0283641    -7.96   0.000    -.2815091   -.1703239\n",
      "                         229  |  -.1369248   .0283574    -4.83   0.000    -.1925042   -.0813453\n",
      "                         230  |  -.1900187   .0283806    -6.70   0.000    -.2456437   -.1343936\n",
      "                         231  |  -.1769843    .028396    -6.23   0.000    -.2326393   -.1213292\n",
      "                         232  |  -.1913043   .0284039    -6.74   0.000     -.246975   -.1356337\n",
      "                         233  |  -.1482106   .0284744    -5.21   0.000    -.2040195   -.0924017\n",
      "                         234  |   -.128671   .0285291    -4.51   0.000     -.184587   -.0727551\n",
      "                              |\n",
      "                1.flag_school |          0  (omitted)\n",
      "                              |\n",
      "        flag_school#quarterly |\n",
      "                       1 211  |   .0973775    .107714     0.90   0.366    -.1137381    .3084931\n",
      "                       1 212  |   .1224571    .107714     1.14   0.256    -.0886585    .3335727\n",
      "                       1 213  |   .0762032   .1077143     0.71   0.479     -.134913    .2873194\n",
      "                       1 214  |   .0999176   .1077144     0.93   0.354    -.1111988    .3110339\n",
      "                       1 215  |   .1187999   .1077143     1.10   0.270    -.0923163    .3299161\n",
      "                       1 216  |  -.0248527   .1077143    -0.23   0.818    -.2359689    .1862634\n",
      "                       1 217  |  -.0745455   .1077156    -0.69   0.489    -.2856642    .1365732\n",
      "                       1 218  |   .0035347   .1077141     0.03   0.974    -.2075811    .2146505\n",
      "                       1 219  |   .2248694    .107714     2.09   0.037     .0137538     .435985\n",
      "                       1 220  |   .0650213    .107714     0.60   0.546    -.1460942    .2761368\n",
      "                       1 221  |    .099063   .1077142     0.92   0.358     -.112053    .3101791\n",
      "                       1 222  |  -.0077227   .1077148    -0.07   0.943    -.2188397    .2033944\n",
      "                       1 223  |  -.0876926   .1077154    -0.81   0.416    -.2988109    .1234258\n",
      "                       1 224  |     .06652   .1077156     0.62   0.537    -.1445987    .2776388\n",
      "                       1 225  |   .1514554   .1077155     1.41   0.160     -.059663    .3625739\n",
      "                       1 226  |    .027074   .1077205     0.25   0.802    -.1840543    .2382023\n",
      "                       1 227  |   .0027623    .107719     0.03   0.980     -.208363    .2138876\n",
      "                       1 228  |   .0151825   .1077198     0.14   0.888    -.1959444    .2263095\n",
      "                       1 229  |  -.0046934   .1077178    -0.04   0.965    -.2158164    .2064295\n",
      "                       1 230  |    .080294   .1077171     0.75   0.456    -.1308275    .2914156\n",
      "                       1 231  |   .1444909   .1077173     1.34   0.180    -.0666311    .3556129\n",
      "                       1 232  |   .1545376   .1077174     1.43   0.151    -.0565847    .3656599\n",
      "                       1 233  |   .0815181    .107717     0.76   0.449    -.1296034    .2926395\n",
      "                       1 234  |   .1806489   .1077167     1.68   0.094     -.030472    .3917697\n",
      "                              |\n",
      "        1.flag_priorityinters |          0  (omitted)\n",
      "                              |\n",
      "flag_priorityinters#quarterly |\n",
      "                       1 211  |  -.6071898   .1840914    -3.30   0.001    -.9680024   -.2463773\n",
      "                       1 212  |  -.4067897   .1840923    -2.21   0.027    -.7676039   -.0459756\n",
      "                       1 213  |  -.0266383   .1840932    -0.14   0.885    -.3874542    .3341777\n",
      "                       1 214  |  -.1384189   .1840925    -0.75   0.452    -.4992336    .2223957\n",
      "                       1 215  |   .1676965   .1840939     0.91   0.362    -.1931208    .5285139\n",
      "                       1 216  |  -.5353423    .184096    -2.91   0.004    -.8961638   -.1745209\n",
      "                       1 217  |  -.4090908    .184096    -2.22   0.026    -.7699123   -.0482693\n",
      "                       1 218  |  -.7323103   .1840965    -3.98   0.000    -1.093133   -.3714877\n",
      "                       1 219  |   -.787929   .1841001    -4.28   0.000    -1.148759   -.4270994\n",
      "                       1 220  |  -1.219653    .184104    -6.62   0.000     -1.58049   -.8588161\n",
      "                       1 221  |  -.7616042   .1840939    -4.14   0.000    -1.122422   -.4007867\n",
      "                       1 222  |  -.5085249   .1841493    -2.76   0.006    -.8694509   -.1475989\n",
      "                       1 223  |  -.5681309   .1841495    -3.09   0.002    -.9290574   -.2072044\n",
      "                       1 224  |  -.7096571   .1841474    -3.85   0.000    -1.070579   -.3487349\n",
      "                       1 225  |  -.8205644   .1841469    -4.46   0.000    -1.181486   -.4596431\n",
      "                       1 226  |  -1.321201   .1841789    -7.17   0.000    -1.682185   -.9602175\n",
      "                       1 227  |  -1.250933   .1842708    -6.79   0.000    -1.612097   -.8897688\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                       1 228  |  -1.170448   .1842545    -6.35   0.000     -1.53158   -.8093155\n",
      "                       1 229  |  -.4444053    .184239    -2.41   0.016     -.805507   -.0833036\n",
      "                       1 230  |  -1.291143   .1843656    -7.00   0.000    -1.652492   -.9297927\n",
      "                       1 231  |  -1.247607   .1843954    -6.77   0.000    -1.609015   -.8861985\n",
      "                       1 232  |  -1.350357   .1843931    -7.32   0.000    -1.711761   -.9889535\n",
      "                       1 233  |  -1.143716   .1843826    -6.20   0.000    -1.505099   -.7823328\n",
      "                       1 234  |   -1.15723   .1843822    -6.28   0.000    -1.518612   -.7958472\n",
      "                              |\n",
      "               1.flag_seniors |          0  (omitted)\n",
      "                              |\n",
      "       flag_seniors#quarterly |\n",
      "                       1 211  |   .0460779   .0520377     0.89   0.376    -.0559141    .1480699\n",
      "                       1 212  |   .0143304   .0520378     0.28   0.783    -.0876618    .1163225\n",
      "                       1 213  |   .0155588   .0520375     0.30   0.765    -.0864328    .1175504\n",
      "                       1 214  |   .0674945   .0520425     1.30   0.195    -.0345069    .1694959\n",
      "                       1 215  |   .0486202   .0520404     0.93   0.350    -.0533772    .1506176\n",
      "                       1 216  |   .0636044   .0520407     1.22   0.222    -.0383935    .1656022\n",
      "                       1 217  |   .1100155   .0520467     2.11   0.035     .0080058    .2120253\n",
      "                       1 218  |   .0456058   .0520433     0.88   0.381    -.0563973    .1476089\n",
      "                       1 219  |   .0743308   .0520657     1.43   0.153    -.0277161    .1763778\n",
      "                       1 220  |   .0396032    .052065     0.76   0.447    -.0624424    .1416487\n",
      "                       1 221  |   .0551083   .0520597     1.06   0.290    -.0469269    .1571435\n",
      "                       1 222  |   -.001819   .0520582    -0.03   0.972    -.1038513    .1002133\n",
      "                       1 223  |   .1157909   .0520659     2.22   0.026     .0137436    .2178382\n",
      "                       1 224  |   .0703766   .0520658     1.35   0.176    -.0316704    .1724237\n",
      "                       1 225  |   .0451418   .0520684     0.87   0.386    -.0569103    .1471939\n",
      "                       1 226  |   .0322205   .0521221     0.62   0.536    -.0699369    .1343778\n",
      "                       1 227  |   .0543094   .0521668     1.04   0.298    -.0479357    .1565546\n",
      "                       1 228  |   .0048687   .0521954     0.09   0.926    -.0974324    .1071698\n",
      "                       1 229  |   .0694605   .0522491     1.33   0.184    -.0329458    .1718668\n",
      "                       1 230  |   .0958905   .0522522     1.84   0.066     -.006522    .1983029\n",
      "                       1 231  |   .0746657    .052259     1.43   0.153      -.02776    .1770915\n",
      "                       1 232  |   .0309175   .0522571     0.59   0.554    -.0715045    .1333395\n",
      "                       1 233  |   .0274331   .0522082     0.53   0.599    -.0748931    .1297592\n",
      "                       1 234  |  -.0001724    .052202    -0.00   0.997    -.1024865    .1021416\n",
      "------------------------------+----------------------------------------------------------------\n",
      "W                             |\n",
      "               personsinjured |   .0170821   .0070908     2.41   0.016     .0031844    .0309798\n",
      "------------------------------+----------------------------------------------------------------\n",
      "                     /sigma_e |   .8656763   .0023888                      .8610069     .870371\n",
      "-----------------------------------------------------------------------------------------------\n",
      "Wald test of spatial terms:          chi2(1) = 5.80       Prob > chi2 = 0.0160\n",
      "\n",
      "splm_qt_results_xt.rtf\n",
      "dir : seeout\n"
     ]
    }
   ],
   "source": [
    "// Spatial Lagged Model personsinjured\n",
    "global outcome personsinjured\n",
    "spxtregress $outcome i.flag_LPIS $time_variant_var $time_var $time_trend, fe dvarlag(W)\n",
    "outreg2 using \"$filename\", word append ctitle(spxtregress fe $outcome)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "progress   : 50% 100% \n",
      "\n",
      "Average impacts                                 Number of obs     =     68,400\n",
      "\n",
      "------------------------------------------------------------------------------\n",
      "             |            Delta-Method\n",
      "             |      dy/dx   Std. Err.      z    P>|z|     [95% Conf. Interval]\n",
      "-------------+----------------------------------------------------------------\n",
      "direct       |\n",
      "   flag_LPIS |\n",
      "          1  |  -.0642561    .017567    -3.66   0.000    -.0986869   -.0298253\n",
      "-------------+----------------------------------------------------------------\n",
      "indirect     |\n",
      "   flag_LPIS |\n",
      "          1  |  -.0010319   .0005169    -2.00   0.046    -.0020449   -.0000189\n",
      "-------------+----------------------------------------------------------------\n",
      "total        |\n",
      "   flag_LPIS |\n",
      "          1  |   -.065288   .0178525    -3.66   0.000    -.1002783   -.0302978\n",
      "------------------------------------------------------------------------------\n"
     ]
    }
   ],
   "source": [
    "estat impact flag_LPIS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "  (68400 observations)\n",
      "  (68400 observations used)\n",
      "  (data contain 2736 panels (places) )\n",
      "  (weighting matrix defines 2736 places)\n",
      "\n",
      "Performing grid search ... finished \n",
      "\n",
      "Optimizing concentrated log likelihood:\n",
      "\n",
      "Iteration 0:   log likelihood =   -39361.9  \n",
      "Iteration 1:   log likelihood = -39361.896  \n",
      "Iteration 2:   log likelihood = -39361.896  \n",
      "\n",
      "Optimizing unconcentrated log likelihood:\n",
      "\n",
      "Iteration 0:   log likelihood = -39361.896  \n",
      "Iteration 1:   log likelihood = -39361.896  (backed up)\n",
      "\n",
      "Fixed-effects spatial regression                Number of obs     =     68,400\n",
      "Group variable: _ID                             Number of groups  =      2,736\n",
      "                                                Obs per group     =         25\n",
      "\n",
      "                                                Wald chi2(101)    =    1022.21\n",
      "                                                Prob > chi2       =     0.0000\n",
      "Log likelihood = -3.936e+04                     Pseudo R2         =     0.0000\n",
      "\n",
      "-----------------------------------------------------------------------------------------------\n",
      "           pedestriansinjured |      Coef.   Std. Err.      z    P>|z|     [95% Conf. Interval]\n",
      "------------------------------+----------------------------------------------------------------\n",
      "pedestriansinjured            |\n",
      "                  1.flag_LPIS |  -.0389064   .0089417    -4.35   0.000    -.0564319    -.021381\n",
      "                bike_route_tv |   -.011015    .012166    -0.91   0.365    -.0348599    .0128298\n",
      "           flag_street_improv |  -.0457492   .0222308    -2.06   0.040    -.0893208   -.0021777\n",
      "               flag_left_turn |  -.1676037   .0247986    -6.76   0.000     -.216208   -.1189994\n",
      "                              |\n",
      "                    quarterly |\n",
      "                         211  |    .013472   .0143586     0.94   0.348    -.0146702    .0416142\n",
      "                         212  |   .0205154   .0143592     1.43   0.153    -.0076281    .0486589\n",
      "                         213  |    .020862    .014359     1.45   0.146    -.0072811    .0490051\n",
      "                         214  |   .0011847   .0143596     0.08   0.934    -.0269596     .029329\n",
      "                         215  |   .0199367   .0143634     1.39   0.165     -.008215    .0480884\n",
      "                         216  |   .0184068   .0143627     1.28   0.200    -.0097437    .0465572\n",
      "                         217  |  -.0105067    .014365    -0.73   0.465    -.0386615    .0176481\n",
      "                         218  |  -.0355044   .0143671    -2.47   0.013    -.0636634   -.0073453\n",
      "                         219  |   .0159608   .0143665     1.11   0.267    -.0121971    .0441187\n",
      "                         220  |  -.0241698   .0143679    -1.68   0.093    -.0523303    .0039907\n",
      "                         221  |  -.0290043   .0143749    -2.02   0.044    -.0571785     -.00083\n",
      "                         222  |  -.0232439   .0143866    -1.62   0.106    -.0514411    .0049533\n",
      "                         223  |   .0041092   .0143889     0.29   0.775    -.0240925    .0323109\n",
      "                         224  |  -.0145966   .0143901    -1.01   0.310    -.0428006    .0136075\n",
      "                         225  |  -.0717218      .0144    -4.98   0.000    -.0999453   -.0434983\n",
      "                         226  |  -.0810929   .0144159    -5.63   0.000    -.1093476   -.0528382\n",
      "                         227  |  -.0700716   .0144163    -4.86   0.000     -.098327   -.0418163\n",
      "                         228  |  -.0164496   .0144154    -1.14   0.254    -.0447033    .0118041\n",
      "                         229  |  -.0345124   .0144297    -2.39   0.017    -.0627941   -.0062307\n",
      "                         230  |  -.0752539   .0144405    -5.21   0.000    -.1035566   -.0469511\n",
      "                         231  |  -.0276754   .0144403    -1.92   0.055    -.0559779    .0006272\n",
      "                         232  |  -.0199434   .0144424    -1.38   0.167    -.0482499    .0083631\n",
      "                         233  |   -.053625   .0144923    -3.70   0.000    -.0820294   -.0252207\n",
      "                         234  |  -.0611189   .0145228    -4.21   0.000     -.089583   -.0326548\n",
      "                              |\n",
      "                1.flag_school |          0  (omitted)\n",
      "                              |\n",
      "        flag_school#quarterly |\n",
      "                       1 211  |   .0636056   .0548295     1.16   0.246    -.0438583    .1710695\n",
      "                       1 212  |   .0767844   .0548301     1.40   0.161    -.0306805    .1842494\n",
      "                       1 213  |   .0010202     .05483     0.02   0.985    -.1064446     .108485\n",
      "                       1 214  |   .0046344   .0548297     0.08   0.933    -.1028298    .1120986\n",
      "                       1 215  |   .0453862   .0548297     0.83   0.408     -.062078    .1528505\n",
      "                       1 216  |   .0034298   .0548297     0.06   0.950    -.1040344     .110894\n",
      "                       1 217  |   .0215262     .05483     0.39   0.695    -.0859385     .128991\n",
      "                       1 218  |   .0357364   .0548298     0.65   0.515     -.071728    .1432008\n",
      "                       1 219  |   .0599221   .0548295     1.09   0.274    -.0475418     .167386\n",
      "                       1 220  |   .0473926   .0548297     0.86   0.387    -.0600717    .1548568\n",
      "                       1 221  |  -.0278285   .0548302    -0.51   0.612    -.1352938    .0796368\n",
      "                       1 222  |  -.0240829   .0548299    -0.44   0.660    -.1315475    .0833818\n",
      "                       1 223  |   -.036385   .0548305    -0.66   0.507    -.1438508    .0710808\n",
      "                       1 224  |    .000519   .0548305     0.01   0.992    -.1069467    .1079848\n",
      "                       1 225  |   .0601342   .0548304     1.10   0.273    -.0473313    .1675998\n",
      "                       1 226  |   .0108596   .0548329     0.20   0.843    -.0966108      .11833\n",
      "                       1 227  |  -.0089297   .0548325    -0.16   0.871    -.1163994      .09854\n",
      "                       1 228  |   .0167808   .0548328     0.31   0.760    -.0906894     .124251\n",
      "                       1 229  |  -.0151744   .0548311    -0.28   0.782    -.1226413    .0922925\n",
      "                       1 230  |   .0818701   .0548309     1.49   0.135    -.0255964    .1893367\n",
      "                       1 231  |   .0236034   .0548311     0.43   0.667    -.0838636    .1310704\n",
      "                       1 232  |   .0327841   .0548314     0.60   0.550    -.0746835    .1402517\n",
      "                       1 233  |   .0136188   .0548311     0.25   0.804    -.0938481    .1210858\n",
      "                       1 234  |   .0744949   .0548307     1.36   0.174    -.0329712    .1819611\n",
      "                              |\n",
      "        1.flag_priorityinters |          0  (omitted)\n",
      "                              |\n",
      "flag_priorityinters#quarterly |\n",
      "                       1 211  |   .0692439   .0937078     0.74   0.460    -.1144201    .2529079\n",
      "                       1 212  |   .0315615   .0937087     0.34   0.736    -.1521042    .2152272\n",
      "                       1 213  |  -.0586093   .0937086    -0.63   0.532    -.2422747    .1250562\n",
      "                       1 214  |  -.0405052   .0937084    -0.43   0.666    -.2241704      .14316\n",
      "                       1 215  |   .3750102   .0937092     4.00   0.000     .1913436    .5586769\n",
      "                       1 216  |  -.0181434   .0937102    -0.19   0.846    -.2018121    .1655252\n",
      "                       1 217  |  -.2198184     .09371    -2.35   0.019    -.4034867   -.0361501\n",
      "                       1 218  |  -.3260997   .0937107    -3.48   0.001    -.5097692   -.1424302\n",
      "                       1 219  |  -.2873309    .093712    -3.07   0.002     -.471003   -.1036589\n",
      "                       1 220  |  -.2615014   .0937152    -2.79   0.005    -.4451798   -.0778231\n",
      "                       1 221  |  -.4102273   .0937094    -4.38   0.000    -.5938944   -.2265602\n",
      "                       1 222  |  -.3740662   .0937382    -3.99   0.000    -.5577897   -.1903428\n",
      "                       1 223  |  -.3126676   .0937386    -3.34   0.001     -.496392   -.1289433\n",
      "                       1 224  |  -.2914831   .0937384    -3.11   0.002     -.475207   -.1077591\n",
      "                       1 225  |  -.3826288   .0937383    -4.08   0.000    -.5663524   -.1989052\n",
      "                       1 226  |  -.5875321   .0937546    -6.27   0.000    -.7712877   -.4037765\n",
      "                       1 227  |  -.4963389   .0938012    -5.29   0.000    -.6801859   -.3124919\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                       1 228  |  -.4703037   .0937916    -5.01   0.000     -.654132   -.2864755\n",
      "                       1 229  |  -.3990841   .0937822    -4.26   0.000    -.5828938   -.2152744\n",
      "                       1 230  |  -.5516818     .09385    -5.88   0.000    -.7356245   -.3677392\n",
      "                       1 231  |  -.6504625    .093864    -6.93   0.000    -.8344325   -.4664924\n",
      "                       1 232  |  -.5295524   .0938624    -5.64   0.000    -.7135192   -.3455855\n",
      "                       1 233  |  -.6246465   .0938574    -6.66   0.000    -.8086036   -.4406894\n",
      "                       1 234  |  -.4359571   .0938561    -4.64   0.000    -.6199116   -.2520025\n",
      "                              |\n",
      "               1.flag_seniors |          0  (omitted)\n",
      "                              |\n",
      "       flag_seniors#quarterly |\n",
      "                       1 211  |   .0088211   .0264888     0.33   0.739     -.043096    .0607383\n",
      "                       1 212  |  -.0291647   .0264891    -1.10   0.271    -.0810825     .022753\n",
      "                       1 213  |  -.0179442   .0264886    -0.68   0.498    -.0698609    .0339725\n",
      "                       1 214  |  -.0140784   .0264912    -0.53   0.595    -.0660003    .0378434\n",
      "                       1 215  |   .0103188   .0264901     0.39   0.697    -.0416007    .0622384\n",
      "                       1 216  |   .0035248     .02649     0.13   0.894    -.0483947    .0554443\n",
      "                       1 217  |   .0234876   .0264915     0.89   0.375    -.0284347    .0754099\n",
      "                       1 218  |   .0165042   .0264917     0.62   0.533    -.0354186    .0684269\n",
      "                       1 219  |   .0099538   .0265025     0.38   0.707      -.04199    .0618977\n",
      "                       1 220  |  -.0092747   .0265027    -0.35   0.726    -.0612189    .0426696\n",
      "                       1 221  |  -.0045252   .0264999    -0.17   0.864    -.0564641    .0474137\n",
      "                       1 222  |  -.0289212   .0264995    -1.09   0.275    -.0808592    .0230169\n",
      "                       1 223  |   .0392993    .026503     1.48   0.138    -.0126455    .0912441\n",
      "                       1 224  |   .0284564    .026503     1.07   0.283    -.0234885    .0804013\n",
      "                       1 225  |   .0022805   .0265042     0.09   0.931    -.0496668    .0542277\n",
      "                       1 226  |  -.0033315   .0265317    -0.13   0.900    -.0553326    .0486696\n",
      "                       1 227  |   .0234409   .0265548     0.88   0.377    -.0286056    .0754874\n",
      "                       1 228  |  -.0140671    .026569    -0.53   0.596    -.0661413    .0380072\n",
      "                       1 229  |   .0254057   .0265962     0.96   0.339     -.026722    .0775333\n",
      "                       1 230  |    .026133   .0265974     0.98   0.326    -.0259969    .0782629\n",
      "                       1 231  |   .0040916   .0266005     0.15   0.878    -.0480445    .0562276\n",
      "                       1 232  |   .0153814   .0266004     0.58   0.563    -.0367544    .0675172\n",
      "                       1 233  |   .0056984   .0265755     0.21   0.830    -.0463885    .0577854\n",
      "                       1 234  |  -.0079098   .0265723    -0.30   0.766    -.0599905     .044171\n",
      "------------------------------+----------------------------------------------------------------\n",
      "W                             |\n",
      "           pedestriansinjured |   .0006401   .0071392     0.09   0.929    -.0133526    .0146327\n",
      "------------------------------+----------------------------------------------------------------\n",
      "                     /sigma_e |   .4406544    .001216                      .4382776    .4430441\n",
      "-----------------------------------------------------------------------------------------------\n",
      "Wald test of spatial terms:          chi2(1) = 0.01       Prob > chi2 = 0.9286\n",
      "\n",
      "splm_qt_results_xt.rtf\n",
      "dir : seeout\n"
     ]
    }
   ],
   "source": [
    "// Spatial Lagged Model pedestriansinjured\n",
    "global outcome pedestriansinjured\n",
    "spxtregress $outcome i.flag_LPIS $time_variant_var $time_var $time_trend, fe dvarlag(W)\n",
    "outreg2 using \"$filename\", word append ctitle(spxtregress fe $outcome)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "progress   : 50% 100% \n",
      "\n",
      "Average impacts                                 Number of obs     =     68,400\n",
      "\n",
      "------------------------------------------------------------------------------\n",
      "             |            Delta-Method\n",
      "             |      dy/dx   Std. Err.      z    P>|z|     [95% Conf. Interval]\n",
      "-------------+----------------------------------------------------------------\n",
      "direct       |\n",
      "   flag_LPIS |\n",
      "          1  |  -.0389064   .0089417    -4.35   0.000    -.0564319    -.021381\n",
      "-------------+----------------------------------------------------------------\n",
      "indirect     |\n",
      "   flag_LPIS |\n",
      "          1  |  -.0000231   .0002578    -0.09   0.929    -.0005284    .0004822\n",
      "-------------+----------------------------------------------------------------\n",
      "total        |\n",
      "   flag_LPIS |\n",
      "          1  |  -.0389295   .0089497    -4.35   0.000    -.0564707   -.0213884\n",
      "------------------------------------------------------------------------------\n"
     ]
    }
   ],
   "source": [
    "estat impact flag_LPIS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "  (68400 observations)\n",
      "  (68400 observations used)\n",
      "  (data contain 2736 panels (places) )\n",
      "  (weighting matrix defines 2736 places)\n",
      "\n",
      "Performing grid search ... finished \n",
      "\n",
      "Optimizing concentrated log likelihood:\n",
      "\n",
      "Iteration 0:   log likelihood = -9728.8655  \n",
      "Iteration 1:   log likelihood = -9718.5737  \n",
      "Iteration 2:   log likelihood = -9718.5734  \n",
      "\n",
      "Optimizing unconcentrated log likelihood:\n",
      "\n",
      "Iteration 0:   log likelihood = -9718.5734  \n",
      "Iteration 1:   log likelihood = -9718.5734  (backed up)\n",
      "\n",
      "Fixed-effects spatial regression                Number of obs     =     68,400\n",
      "Group variable: _ID                             Number of groups  =      2,736\n",
      "                                                Obs per group     =         25\n",
      "\n",
      "                                                Wald chi2(101)    =     682.36\n",
      "                                                Prob > chi2       =     0.0000\n",
      "Log likelihood = -9718.5734                     Pseudo R2         =     0.0035\n",
      "\n",
      "-----------------------------------------------------------------------------------------------\n",
      "               cyclistinjured |      Coef.   Std. Err.      z    P>|z|     [95% Conf. Interval]\n",
      "------------------------------+----------------------------------------------------------------\n",
      "cyclistinjured                |\n",
      "                  1.flag_LPIS |  -.0166249   .0056928    -2.92   0.003    -.0277826   -.0054671\n",
      "                bike_route_tv |   .0032725   .0077457     0.42   0.673    -.0119089    .0184538\n",
      "           flag_street_improv |   .0049408   .0141536     0.35   0.727    -.0227996    .0326813\n",
      "               flag_left_turn |  -.0280938   .0157885    -1.78   0.075    -.0590387     .002851\n",
      "                              |\n",
      "                    quarterly |\n",
      "                         211  |  -.0360871   .0091445    -3.95   0.000      -.05401   -.0181643\n",
      "                         212  |  -.0428867   .0091459    -4.69   0.000    -.0608123   -.0249611\n",
      "                         213  |   -.002762   .0091417    -0.30   0.763    -.0206794    .0151554\n",
      "                         214  |   .0105291    .009143     1.15   0.249    -.0073908    .0284489\n",
      "                         215  |  -.0173163   .0091448    -1.89   0.058    -.0352398    .0006071\n",
      "                         216  |  -.0469431   .0091496    -5.13   0.000     -.064876   -.0290102\n",
      "                         217  |   .0095068   .0091457     1.04   0.299    -.0084184     .027432\n",
      "                         218  |   .0268743   .0091475     2.94   0.003     .0089456     .044803\n",
      "                         219  |  -.0198102   .0091476    -2.17   0.030    -.0377392   -.0018812\n",
      "                         220  |  -.0552931    .009155    -6.04   0.000    -.0732367   -.0373496\n",
      "                         221  |  -.0015899   .0091506    -0.17   0.862    -.0195247    .0163449\n",
      "                         222  |   .0167037    .009159     1.82   0.068    -.0012475     .034655\n",
      "                         223  |   .0095183    .009161     1.04   0.299    -.0084369    .0274734\n",
      "                         224  |  -.0426232   .0091663    -4.65   0.000    -.0605889   -.0246576\n",
      "                         225  |  -.0111797   .0091623    -1.22   0.222    -.0291374     .006778\n",
      "                         226  |  -.0314541   .0091718    -3.43   0.001    -.0494305   -.0134778\n",
      "                         227  |  -.0456934   .0091765    -4.98   0.000    -.0636789   -.0277079\n",
      "                         228  |  -.0504781   .0091837    -5.50   0.000    -.0684777   -.0324784\n",
      "                         229  |  -.0143299   .0091847    -1.56   0.119    -.0323317    .0036718\n",
      "                         230  |  -.0129047   .0091865    -1.40   0.160    -.0309099    .0051004\n",
      "                         231  |   -.031365   .0091942    -3.41   0.001    -.0493853   -.0133448\n",
      "                         232  |  -.0399482   .0091983    -4.34   0.000    -.0579765   -.0219199\n",
      "                         233  |    -.01421   .0092218    -1.54   0.123    -.0322844    .0038643\n",
      "                         234  |   .0061884   .0092396     0.67   0.503    -.0119209    .0242977\n",
      "                              |\n",
      "                1.flag_school |          0  (omitted)\n",
      "                              |\n",
      "        flag_school#quarterly |\n",
      "                       1 211  |   .0110542   .0349079     0.32   0.751     -.057364    .0794725\n",
      "                       1 212  |   .0221572   .0349079     0.63   0.526     -.046261    .0905754\n",
      "                       1 213  |   .0236273   .0349079     0.68   0.499    -.0447911    .0920456\n",
      "                       1 214  |   .0442721   .0349081     1.27   0.205    -.0241466    .1126908\n",
      "                       1 215  |   .0105355    .034908     0.30   0.763    -.0578828    .0789539\n",
      "                       1 216  |   .0036352    .034908     0.10   0.917    -.0647831    .0720536\n",
      "                       1 217  |   -.022552    .034908    -0.65   0.518    -.0909705    .0458664\n",
      "                       1 218  |  -.0303903   .0349084    -0.87   0.384    -.0988094    .0380288\n",
      "                       1 219  |   .0079712    .034908     0.23   0.819    -.0604473    .0763897\n",
      "                       1 220  |   .0415078   .0349079     1.19   0.234    -.0269104    .1099259\n",
      "                       1 221  |   .0399237   .0349079     1.14   0.253    -.0284946     .108342\n",
      "                       1 222  |   .0181288   .0349081     0.52   0.604    -.0502899    .0865474\n",
      "                       1 223  |  -.0205392   .0349087    -0.59   0.556    -.0889589    .0478805\n",
      "                       1 224  |   .0158756   .0349084     0.45   0.649    -.0525436    .0842948\n",
      "                       1 225  |   .0166098   .0349083     0.48   0.634    -.0518093    .0850289\n",
      "                       1 226  |   .0109257     .03491     0.31   0.754    -.0574966    .0793481\n",
      "                       1 227  |   .0206171   .0349095     0.59   0.555    -.0478042    .0890384\n",
      "                       1 228  |   .0309668   .0349098     0.89   0.375    -.0374551    .0993887\n",
      "                       1 229  |   .0421628   .0349089     1.21   0.227    -.0262573    .1105829\n",
      "                       1 230  |   .0508598    .034909     1.46   0.145    -.0175606    .1192802\n",
      "                       1 231  |   .0338148   .0349092     0.97   0.333    -.0346059    .1022355\n",
      "                       1 232  |   .0055969   .0349089     0.16   0.873    -.0628232    .0740171\n",
      "                       1 233  |   .0323838   .0349089     0.93   0.354    -.0360363     .100804\n",
      "                       1 234  |   .0190372   .0349086     0.55   0.586    -.0493824    .0874569\n",
      "                              |\n",
      "        1.flag_priorityinters |          0  (omitted)\n",
      "                              |\n",
      "flag_priorityinters#quarterly |\n",
      "                       1 211  |  -.2169715   .0596603    -3.64   0.000    -.3339035   -.1000395\n",
      "                       1 212  |  -.0461183   .0596603    -0.77   0.440    -.1630503    .0708137\n",
      "                       1 213  |  -.1369321   .0596615    -2.30   0.022    -.2538665   -.0199978\n",
      "                       1 214  |   .0732003   .0596607     1.23   0.220    -.0437326    .1901331\n",
      "                       1 215  |  -.1393858   .0596611    -2.34   0.019    -.2563194   -.0224522\n",
      "                       1 216  |  -.1544507   .0596613    -2.59   0.010    -.2713847   -.0375167\n",
      "                       1 217  |   .0978163   .0596617     1.64   0.101    -.0191185     .214751\n",
      "                       1 218  |   .0482485   .0596618     0.81   0.419    -.0686864    .1651834\n",
      "                       1 219  |  -.0898942   .0596628    -1.51   0.132    -.2068312    .0270428\n",
      "                       1 220  |  -.1608285   .0596628    -2.70   0.007    -.2777654   -.0438916\n",
      "                       1 221  |  -.1561498    .059661    -2.62   0.009    -.2730832   -.0392164\n",
      "                       1 222  |   .0529695   .0596786     0.89   0.375    -.0639985    .1699375\n",
      "                       1 223  |  -.0008465   .0596794    -0.01   0.989    -.1178161     .116123\n",
      "                       1 224  |  -.1316326   .0596783    -2.21   0.027    -.2485999   -.0146653\n",
      "                       1 225  |   -.046459   .0596779    -0.78   0.436    -.1634255    .0705075\n",
      "                       1 226  |  -.0750748   .0596873    -1.26   0.208    -.1920598    .0419102\n",
      "                       1 227  |  -.1330616   .0597187    -2.23   0.026     -.250108   -.0160151\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                       1 228  |  -.1882213   .0597134    -3.15   0.002    -.3052575   -.0711851\n",
      "                       1 229  |  -.0739517   .0597075    -1.24   0.216    -.1909762    .0430727\n",
      "                       1 230  |  -.1595165   .0597482    -2.67   0.008    -.2766209   -.0424121\n",
      "                       1 231  |  -.1388065   .0597583    -2.32   0.020    -.2559307   -.0216823\n",
      "                       1 232  |  -.1655472   .0597577    -2.77   0.006    -.2826701   -.0484243\n",
      "                       1 233  |  -.0890723   .0597534    -1.49   0.136    -.2061868    .0280422\n",
      "                       1 234  |   -.062679    .059755    -1.05   0.294    -.1797967    .0544386\n",
      "                              |\n",
      "               1.flag_seniors |          0  (omitted)\n",
      "                              |\n",
      "       flag_seniors#quarterly |\n",
      "                       1 211  |   .0227077   .0168646     1.35   0.178    -.0103463    .0557617\n",
      "                       1 212  |   .0022226   .0168644     0.13   0.895    -.0308311    .0352763\n",
      "                       1 213  |   .0095357   .0168643     0.57   0.572    -.0235176    .0425891\n",
      "                       1 214  |   .0054346   .0168659     0.32   0.747    -.0276219    .0384911\n",
      "                       1 215  |   .0057881   .0168653     0.34   0.731    -.0272672    .0388435\n",
      "                       1 216  |   .0085337   .0168653     0.51   0.613    -.0245217     .041589\n",
      "                       1 217  |   .0119231   .0168664     0.71   0.480    -.0211345    .0449807\n",
      "                       1 218  |  -.0189629   .0168664    -1.12   0.261    -.0520205    .0140947\n",
      "                       1 219  |  -.0018013   .0168732    -0.11   0.915    -.0348721    .0312695\n",
      "                       1 220  |  -.0130468   .0168733    -0.77   0.439    -.0461178    .0200242\n",
      "                       1 221  |   .0026555   .0168715     0.16   0.875     -.030412    .0357231\n",
      "                       1 222  |   .0033236    .016871     0.20   0.844     -.029743    .0363901\n",
      "                       1 223  |  -.0106455   .0168734    -0.63   0.528    -.0437167    .0224256\n",
      "                       1 224  |   .0059371   .0168735     0.35   0.725    -.0271343    .0390086\n",
      "                       1 225  |  -.0096282   .0168743    -0.57   0.568    -.0427012    .0234447\n",
      "                       1 226  |    .006959   .0168917     0.41   0.680    -.0261482    .0400663\n",
      "                       1 227  |   .0260375   .0169066     1.54   0.124    -.0070987    .0591738\n",
      "                       1 228  |   .0148636   .0169157     0.88   0.380    -.0182906    .0480178\n",
      "                       1 229  |   .0184043   .0169329     1.09   0.277    -.0147836    .0515923\n",
      "                       1 230  |   .0133846   .0169334     0.79   0.429    -.0198043    .0465735\n",
      "                       1 231  |   .0114624   .0169356     0.68   0.499    -.0217308    .0446556\n",
      "                       1 232  |  -.0066474   .0169355    -0.39   0.695    -.0398403    .0265455\n",
      "                       1 233  |   .0098359   .0169196     0.58   0.561     -.023326    .0429977\n",
      "                       1 234  |   .0076153   .0169175     0.45   0.653    -.0255425     .040773\n",
      "------------------------------+----------------------------------------------------------------\n",
      "W                             |\n",
      "               cyclistinjured |   .0320246   .0070454     4.55   0.000     .0182159    .0458332\n",
      "------------------------------+----------------------------------------------------------------\n",
      "                     /sigma_e |    .280548   .0007742                      .2790346    .2820695\n",
      "-----------------------------------------------------------------------------------------------\n",
      "Wald test of spatial terms:          chi2(1) = 20.66      Prob > chi2 = 0.0000\n",
      "\n",
      "splm_qt_results_xt.rtf\n",
      "dir : seeout\n"
     ]
    }
   ],
   "source": [
    "// Spatial Lagged Model cyclistinjured\n",
    "global outcome cyclistinjured\n",
    "spxtregress $outcome i.flag_LPIS $time_variant_var $time_var $time_trend, fe dvarlag(W)\n",
    "outreg2 using \"$filename\", word append ctitle(spxtregress fe $outcome)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "progress   : 50% 100% \n",
      "\n",
      "Average impacts                                 Number of obs     =     68,400\n",
      "\n",
      "------------------------------------------------------------------------------\n",
      "             |            Delta-Method\n",
      "             |      dy/dx   Std. Err.      z    P>|z|     [95% Conf. Interval]\n",
      "-------------+----------------------------------------------------------------\n",
      "direct       |\n",
      "   flag_LPIS |\n",
      "          1  |  -.0166274   .0056937    -2.92   0.003    -.0277868    -.005468\n",
      "-------------+----------------------------------------------------------------\n",
      "indirect     |\n",
      "   flag_LPIS |\n",
      "          1  |  -.0005068    .000208    -2.44   0.015    -.0009144   -.0000992\n",
      "-------------+----------------------------------------------------------------\n",
      "total        |\n",
      "   flag_LPIS |\n",
      "          1  |  -.0171342   .0058684    -2.92   0.004    -.0286361   -.0056323\n",
      "------------------------------------------------------------------------------\n"
     ]
    }
   ],
   "source": [
    "estat impact flag_LPIS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "  (68400 observations)\n",
      "  (68400 observations used)\n",
      "  (data contain 2736 panels (places) )\n",
      "  (weighting matrix defines 2736 places)\n",
      "\n",
      "Performing grid search ... finished \n",
      "\n",
      "Optimizing concentrated log likelihood:\n",
      "\n",
      "Iteration 0:   log likelihood = -67574.835  \n",
      "Iteration 1:   log likelihood = -67573.072  \n",
      "Iteration 2:   log likelihood = -67573.072  \n",
      "\n",
      "Optimizing unconcentrated log likelihood:\n",
      "\n",
      "Iteration 0:   log likelihood = -67573.072  \n",
      "Iteration 1:   log likelihood = -67573.072  (backed up)\n",
      "\n",
      "Fixed-effects spatial regression                Number of obs     =     68,400\n",
      "Group variable: _ID                             Number of groups  =      2,736\n",
      "                                                Obs per group     =         25\n",
      "\n",
      "                                                Wald chi2(101)    =     407.21\n",
      "                                                Prob > chi2       =     0.0000\n",
      "Log likelihood = -6.757e+04                     Pseudo R2         =     0.0001\n",
      "\n",
      "-----------------------------------------------------------------------------------------------\n",
      "              motoristinjured |      Coef.   Std. Err.      z    P>|z|     [95% Conf. Interval]\n",
      "------------------------------+----------------------------------------------------------------\n",
      "motoristinjured               |\n",
      "                  1.flag_LPIS |  -.0089702   .0137404    -0.65   0.514    -.0359009    .0179606\n",
      "                bike_route_tv |   .0359249   .0186952     1.92   0.055    -.0007171    .0725668\n",
      "           flag_street_improv |   -.029545   .0341614    -0.86   0.387       -.0965    .0374101\n",
      "               flag_left_turn |  -.0961304   .0381078    -2.52   0.012    -.1708204   -.0214404\n",
      "                              |\n",
      "                    quarterly |\n",
      "                         211  |  -.0573583   .0220667    -2.60   0.009    -.1006083   -.0141084\n",
      "                         212  |  -.0890739   .0220699    -4.04   0.000    -.1323301   -.0458176\n",
      "                         213  |   -.046686   .0220655    -2.12   0.034    -.0899335   -.0034384\n",
      "                         214  |  -.0369663   .0220664    -1.68   0.094    -.0802156     .006283\n",
      "                         215  |  -.0795873   .0220735    -3.61   0.000    -.1228505   -.0363241\n",
      "                         216  |  -.1186153   .0220829    -5.37   0.000     -.161897   -.0753335\n",
      "                         217  |  -.0706966   .0220784    -3.20   0.001    -.1139694   -.0274237\n",
      "                         218  |  -.0726908   .0220799    -3.29   0.001    -.1159665    -.029415\n",
      "                         219  |  -.1074137   .0220849    -4.86   0.000    -.1506993   -.0641281\n",
      "                         220  |  -.1315519   .0220936    -5.95   0.000    -.1748546   -.0882492\n",
      "                         221  |  -.0964786   .0220933    -4.37   0.000    -.1397807   -.0531765\n",
      "                         222  |  -.0855645   .0221105    -3.87   0.000    -.1289004   -.0422286\n",
      "                         223  |  -.1051435   .0221193    -4.75   0.000    -.1484966   -.0617904\n",
      "                         224  |  -.1146001   .0221228    -5.18   0.000    -.1579601   -.0712402\n",
      "                         225  |  -.1248069   .0221263    -5.64   0.000    -.1681736   -.0814401\n",
      "                         226  |  -.1639219   .0221565    -7.40   0.000    -.2073479   -.1204959\n",
      "                         227  |  -.1501255   .0221575    -6.78   0.000    -.1935533   -.1066976\n",
      "                         228  |  -.1268572   .0221643    -5.72   0.000    -.1702985   -.0834158\n",
      "                         229  |  -.0891028   .0221743    -4.02   0.000    -.1325636    -.045642\n",
      "                         230  |  -.1035554   .0221836    -4.67   0.000    -.1470346   -.0600763\n",
      "                         231  |  -.1182552   .0221997    -5.33   0.000    -.1617659   -.0747446\n",
      "                         232  |   -.132491   .0222065    -5.97   0.000     -.176015    -.088967\n",
      "                         233  |  -.0829937   .0222618    -3.73   0.000     -.126626   -.0393614\n",
      "                         234  |  -.0773852   .0223076    -3.47   0.001    -.1211072   -.0336632\n",
      "                              |\n",
      "                1.flag_school |          0  (omitted)\n",
      "                              |\n",
      "        flag_school#quarterly |\n",
      "                       1 211  |   .0229818   .0842548     0.27   0.785    -.1421545    .1881182\n",
      "                       1 212  |   .0231484    .084255     0.27   0.784    -.1419883    .1882851\n",
      "                       1 213  |   .0511107    .084255     0.61   0.544     -.114026    .2162474\n",
      "                       1 214  |   .0507112    .084255     0.60   0.547    -.1144256     .215848\n",
      "                       1 215  |   .0627521    .084255     0.74   0.456    -.1023846    .2278889\n",
      "                       1 216  |  -.0319452    .084255    -0.38   0.705    -.1970819    .1331915\n",
      "                       1 217  |  -.0739506   .0842555    -0.88   0.380    -.2390884    .0911873\n",
      "                       1 218  |  -.0025395   .0842549    -0.03   0.976     -.167676     .162597\n",
      "                       1 219  |   .1570837   .0842547     1.86   0.062    -.0080525    .3222199\n",
      "                       1 220  |  -.0243028   .0842547    -0.29   0.773     -.189439    .1408333\n",
      "                       1 221  |   .0864695   .0842549     1.03   0.305    -.0786671    .2516061\n",
      "                       1 222  |  -.0019083   .0842553    -0.02   0.982    -.1670457    .1632292\n",
      "                       1 223  |  -.0314582   .0842559    -0.37   0.709    -.1965968    .1336804\n",
      "                       1 224  |   .0604551   .0842564     0.72   0.473    -.1046843    .2255946\n",
      "                       1 225  |   .0798553   .0842559     0.95   0.343    -.0852833    .2449938\n",
      "                       1 226  |  -.0024508   .0842599    -0.03   0.977    -.1675972    .1626956\n",
      "                       1 227  |   -.025202   .0842587    -0.30   0.765     -.190346     .139942\n",
      "                       1 228  |  -.0415845   .0842592    -0.49   0.622    -.2067294    .1235605\n",
      "                       1 229  |  -.0316908   .0842582    -0.38   0.707    -.1968339    .1334523\n",
      "                       1 230  |  -.0547945   .0842571    -0.65   0.515    -.2199353    .1103463\n",
      "                       1 231  |   .0862341   .0842573     1.02   0.306    -.0789073    .2513755\n",
      "                       1 232  |   .1158659   .0842572     1.38   0.169    -.0492752    .2810071\n",
      "                       1 233  |   .0378177    .084257     0.45   0.654     -.127323    .2029584\n",
      "                       1 234  |   .0813363   .0842573     0.97   0.334    -.0838049    .2464775\n",
      "                              |\n",
      "        1.flag_priorityinters |          0  (omitted)\n",
      "                              |\n",
      "flag_priorityinters#quarterly |\n",
      "                       1 211  |  -.4595643   .1439977    -3.19   0.001    -.7417946   -.1773339\n",
      "                       1 212  |  -.3929388   .1439977    -2.73   0.006    -.6751692   -.1107084\n",
      "                       1 213  |   .1689508   .1439979     1.17   0.241    -.1132799    .4511814\n",
      "                       1 214  |  -.1715436   .1439986    -1.19   0.234    -.4537758    .1106885\n",
      "                       1 215  |  -.0679209   .1439996    -0.47   0.637    -.3501549     .214313\n",
      "                       1 216  |  -.3636811   .1440009    -2.53   0.012    -.6459176   -.0814446\n",
      "                       1 217  |   -.286964   .1440012    -1.99   0.046    -.5692011   -.0047268\n",
      "                       1 218  |  -.4550736   .1440016    -3.16   0.002    -.7373116   -.1728357\n",
      "                       1 219  |  -.4109444   .1440052    -2.85   0.004    -.6931895   -.1286994\n",
      "                       1 220  |  -.7990524   .1440045    -5.55   0.000    -1.081296   -.5168088\n",
      "                       1 221  |  -.1957728   .1439996    -1.36   0.174    -.4780069    .0864612\n",
      "                       1 222  |  -.1883312   .1440418    -1.31   0.191    -.4706478    .0939855\n",
      "                       1 223  |  -.2565087   .1440429    -1.78   0.075    -.5388277    .0258102\n",
      "                       1 224  |  -.2770973   .1440414    -1.92   0.054    -.5594133    .0052187\n",
      "                       1 225  |  -.3880546   .1440401    -2.69   0.007    -.6703681   -.1057412\n",
      "                       1 226  |  -.6455891    .144063    -4.48   0.000    -.9279475   -.3632308\n",
      "                       1 227  |  -.5725377   .1441374    -3.97   0.000    -.8550418   -.2900336\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                       1 228  |  -.3708984   .1441244    -2.57   0.010     -.653377   -.0884198\n",
      "                       1 229  |   .0285202   .1441152     0.20   0.843    -.2539405    .3109808\n",
      "                       1 230  |  -.5385657   .1442098    -3.73   0.000    -.8212117   -.2559198\n",
      "                       1 231  |  -.4598624   .1442346    -3.19   0.001     -.742557   -.1771677\n",
      "                       1 232  |  -.6555685    .144233    -4.55   0.000    -.9382599   -.3728771\n",
      "                       1 233  |  -.4518502   .1442232    -3.13   0.002    -.7345225   -.1691779\n",
      "                       1 234  |  -.6793271   .1442246    -4.71   0.000     -.962002   -.3966522\n",
      "                              |\n",
      "               1.flag_seniors |          0  (omitted)\n",
      "                              |\n",
      "       flag_seniors#quarterly |\n",
      "                       1 211  |   .0144445   .0407046     0.35   0.723     -.065335    .0942241\n",
      "                       1 212  |   .0407979   .0407043     1.00   0.316    -.0389811     .120577\n",
      "                       1 213  |   .0239164   .0407042     0.59   0.557    -.0558623    .1036951\n",
      "                       1 214  |   .0760141   .0407088     1.87   0.062    -.0037736    .1558018\n",
      "                       1 215  |   .0324318   .0407064     0.80   0.426    -.0473513    .1122148\n",
      "                       1 216  |   .0514811   .0407066     1.26   0.206    -.0283023    .1312645\n",
      "                       1 217  |   .0747813   .0407101     1.84   0.066     -.005009    .1545715\n",
      "                       1 218  |   .0480837   .0407091     1.18   0.238    -.0317047     .127872\n",
      "                       1 219  |   .0660026   .0407265     1.62   0.105      -.01382    .1458251\n",
      "                       1 220  |   .0618173    .040726     1.52   0.129    -.0180041    .1416388\n",
      "                       1 221  |   .0569017   .0407217     1.40   0.162    -.0229115    .1367148\n",
      "                       1 222  |   .0233072   .0407203     0.57   0.567    -.0565032    .1031176\n",
      "                       1 223  |   .0876218   .0407264     2.15   0.031     .0077996    .1674441\n",
      "                       1 224  |   .0384409   .0407263     0.94   0.345    -.0413812    .1182629\n",
      "                       1 225  |   .0618867   .0407287     1.52   0.129    -.0179402    .1417135\n",
      "                       1 226  |   .0405181   .0407704     0.99   0.320    -.0393904    .1204266\n",
      "                       1 227  |   .0199502   .0408049     0.49   0.625     -.060026    .0999265\n",
      "                       1 228  |   .0130042   .0408277     0.32   0.750    -.0670166     .093025\n",
      "                       1 229  |   .0254153   .0408693     0.62   0.534    -.0546872    .1055177\n",
      "                       1 230  |   .0607255   .0408715     1.49   0.137    -.0193812    .1408323\n",
      "                       1 231  |   .0583743   .0408778     1.43   0.153    -.0217447    .1384933\n",
      "                       1 232  |   .0227598   .0408759     0.56   0.578    -.0573556    .1028751\n",
      "                       1 233  |   .0092282   .0408378     0.23   0.821    -.0708124    .0892688\n",
      "                       1 234  |   .0023886   .0408327     0.06   0.953     -.077642    .0824192\n",
      "------------------------------+----------------------------------------------------------------\n",
      "W                             |\n",
      "              motoristinjured |   .0133925    .007125     1.88   0.060    -.0005723    .0273572\n",
      "------------------------------+----------------------------------------------------------------\n",
      "                     /sigma_e |   .6771391   .0018686                      .6734867    .6808113\n",
      "-----------------------------------------------------------------------------------------------\n",
      "Wald test of spatial terms:          chi2(1) = 3.53       Prob > chi2 = 0.0602\n",
      "\n",
      "splm_qt_results_xt.rtf\n",
      "dir : seeout\n"
     ]
    }
   ],
   "source": [
    "// Spatial Lagged Model motoristinjured\n",
    "global outcome motoristinjured\n",
    "spxtregress $outcome i.flag_LPIS $time_variant_var $time_var $time_trend, fe dvarlag(W)\n",
    "outreg2 using \"$filename\", word append ctitle(spxtregress fe $outcome)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "progress   : 50% 100% \n",
      "\n",
      "Average impacts                                 Number of obs     =     68,400\n",
      "\n",
      "------------------------------------------------------------------------------\n",
      "             |            Delta-Method\n",
      "             |      dy/dx   Std. Err.      z    P>|z|     [95% Conf. Interval]\n",
      "-------------+----------------------------------------------------------------\n",
      "direct       |\n",
      "   flag_LPIS |\n",
      "          1  |  -.0089704   .0137408    -0.65   0.514    -.0359019    .0179611\n",
      "-------------+----------------------------------------------------------------\n",
      "indirect     |\n",
      "   flag_LPIS |\n",
      "          1  |  -.0001126   .0001826    -0.62   0.537    -.0004705    .0002453\n",
      "-------------+----------------------------------------------------------------\n",
      "total        |\n",
      "   flag_LPIS |\n",
      "          1  |   -.009083   .0139132    -0.65   0.514    -.0363524    .0181864\n",
      "------------------------------------------------------------------------------\n"
     ]
    }
   ],
   "source": [
    "estat impact flag_LPIS"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Spatial Error Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "global filename spem_qt_results_xt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "  (68400 observations)\n",
      "  (68400 observations used)\n",
      "  (data contain 2736 panels (places) )\n",
      "  (weighting matrix defines 2736 places)\n",
      "\n",
      "Performing grid search ... finished \n",
      "\n",
      "Optimizing concentrated log likelihood:\n",
      "\n",
      "Iteration 0:   log likelihood = -133985.86  \n",
      "Iteration 1:   log likelihood = -133984.21  \n",
      "Iteration 2:   log likelihood = -133984.21  \n",
      "\n",
      "Optimizing unconcentrated log likelihood:\n",
      "\n",
      "Iteration 0:   log likelihood = -133984.21  \n",
      "Iteration 1:   log likelihood = -133984.21  (backed up)\n",
      "\n",
      "Fixed-effects spatial regression                Number of obs     =     68,400\n",
      "Group variable: _ID                             Number of groups  =      2,736\n",
      "                                                Obs per group     =         25\n",
      "\n",
      "                                                Wald chi2(100)    =    4704.37\n",
      "                                                Prob > chi2       =     0.0000\n",
      "Log likelihood = -1.340e+05                     Pseudo R2         =     0.0039\n",
      "\n",
      "-----------------------------------------------------------------------------------------------\n",
      "              collision_count |      Coef.   Std. Err.      z    P>|z|     [95% Conf. Interval]\n",
      "------------------------------+----------------------------------------------------------------\n",
      "collision_count               |\n",
      "                  1.flag_LPIS |  -.1294168   .0387183    -3.34   0.001    -.2053034   -.0535302\n",
      "                bike_route_tv |   .1407518   .0537343     2.62   0.009     .0354345    .2460691\n",
      "           flag_street_improv |  -.4711026   .0953038    -4.94   0.000    -.6578947   -.2843105\n",
      "               flag_left_turn |  -.9038746   .1045866    -8.64   0.000    -1.108861   -.6988886\n",
      "                              |\n",
      "                    quarterly |\n",
      "                         211  |  -.2673721   .0716621    -3.73   0.000    -.4078272    -.126917\n",
      "                         212  |  -.4373628   .0716613    -6.10   0.000    -.5778164   -.2969092\n",
      "                         213  |   .0420336   .0716643     0.59   0.558    -.0984259     .182493\n",
      "                         214  |  -.0531105   .0716656    -0.74   0.459    -.1935726    .0873515\n",
      "                         215  |  -.0845811   .0716743    -1.18   0.238    -.2250602     .055898\n",
      "                         216  |  -.4651976   .0716742    -6.49   0.000    -.6056764   -.3247188\n",
      "                         217  |   .0166714    .071685     0.23   0.816    -.1238285    .1571714\n",
      "                         218  |  -.0400952   .0716857    -0.56   0.576    -.1805967    .1004063\n",
      "                         219  |  -.0879663   .0716909    -1.23   0.220     -.228478    .0525453\n",
      "                         220  |  -.4865736   .0716943    -6.79   0.000    -.6270918   -.3460554\n",
      "                         221  |    .042314   .0717178     0.59   0.555    -.0982504    .1828783\n",
      "                         222  |   .0337994   .0717607     0.47   0.638     -.106849    .1744478\n",
      "                         223  |    .082293   .0717777     1.15   0.252    -.0583888    .2229748\n",
      "                         224  |  -.3387349   .0717814    -4.72   0.000     -.479424   -.1980459\n",
      "                         225  |  -.6797072   .0717861    -9.47   0.000    -.8204054    -.539009\n",
      "                         226  |  -1.302355    .071837   -18.13   0.000    -1.443153   -1.161557\n",
      "                         227  |  -1.320706   .0718453   -18.38   0.000     -1.46152   -1.179892\n",
      "                         228  |  -1.102278   .0718793   -15.34   0.000    -1.243159   -.9613976\n",
      "                         229  |  -.6314304   .0719383    -8.78   0.000    -.7724269   -.4904339\n",
      "                         230  |  -1.008659   .0719523   -14.02   0.000    -1.149683    -.867635\n",
      "                         231  |  -.9149774    .071978   -12.71   0.000    -1.056052    -.773903\n",
      "                         232  |   -.934863   .0719906   -12.99   0.000    -1.075962   -.7937639\n",
      "                         233  |  -.6500721   .0721568    -9.01   0.000    -.7914969   -.5086473\n",
      "                         234  |  -.8401344   .0722684   -11.63   0.000     -.981778   -.6984909\n",
      "                              |\n",
      "                1.flag_school |          0  (omitted)\n",
      "                              |\n",
      "        flag_school#quarterly |\n",
      "                       1 211  |   .3499512   .2328839     1.50   0.133    -.1064929    .8063954\n",
      "                       1 212  |    .337098    .232884     1.45   0.148    -.1193463    .7935422\n",
      "                       1 213  |   .2552392   .2328856     1.10   0.273    -.2012081    .7116865\n",
      "                       1 214  |   .1119862    .232886     0.48   0.631     -.344462    .5684344\n",
      "                       1 215  |   .0070214   .2328854     0.03   0.976    -.4494257    .4634685\n",
      "                       1 216  |   .1540055   .2328844     0.66   0.508    -.3024396    .6104506\n",
      "                       1 217  |   .2290229   .2328872     0.98   0.325    -.2274276    .6854733\n",
      "                       1 218  |   .0679914   .2328843     0.29   0.770    -.3884534    .5244362\n",
      "                       1 219  |   .5515511   .2328907     2.37   0.018     .0950937    1.008008\n",
      "                       1 220  |   .4616977   .2328883     1.98   0.047      .005245    .9181504\n",
      "                       1 221  |   .0938358   .2328915     0.40   0.687    -.3626231    .5502948\n",
      "                       1 222  |   .1940827   .2328887     0.83   0.405    -.2623707    .6505361\n",
      "                       1 223  |   .2101705   .2328908     0.90   0.367    -.2462872    .6666281\n",
      "                       1 224  |    .102951   .2328888     0.44   0.658    -.3535025    .5594046\n",
      "                       1 225  |   .4768202   .2328909     2.05   0.041     .0203624     .933278\n",
      "                       1 226  |   .2504184   .2328998     1.08   0.282    -.2060569    .7068937\n",
      "                       1 227  |   .2961787   .2328966     1.27   0.203    -.1602901    .7526476\n",
      "                       1 228  |   .2887736   .2329003     1.24   0.215    -.1677026    .7452499\n",
      "                       1 229  |   .5150898   .2328939     2.21   0.027     .0586261    .9715534\n",
      "                       1 230  |   .4385619   .2328959     1.88   0.060    -.0179056    .8950294\n",
      "                       1 231  |   .5190943   .2328987     2.23   0.026     .0626214    .9755673\n",
      "                       1 232  |   .5188351   .2328919     2.23   0.026     .0623753    .9752949\n",
      "                       1 233  |   .2604016   .2328917     1.12   0.264    -.1960578     .716861\n",
      "                       1 234  |   .5047731   .2328966     2.17   0.030     .0483042     .961242\n",
      "                              |\n",
      "        1.flag_priorityinters |          0  (omitted)\n",
      "                              |\n",
      "flag_priorityinters#quarterly |\n",
      "                       1 211  |   -.810824   .3952036    -2.05   0.040    -1.585409   -.0362392\n",
      "                       1 212  |  -1.417468   .3952014    -3.59   0.000    -2.192049   -.6428878\n",
      "                       1 213  |  -.7785217   .3951994    -1.97   0.049    -1.553098   -.0039451\n",
      "                       1 214  |  -.2402559   .3952036    -0.61   0.543    -1.014841     .534329\n",
      "                       1 215  |   .1005427   .3952041     0.25   0.799    -.6740432    .8751285\n",
      "                       1 216  |   -1.82542    .395209    -4.62   0.000    -2.600016   -1.050825\n",
      "                       1 217  |  -1.094598   .3952083    -2.77   0.006    -1.869192   -.3200041\n",
      "                       1 218  |  -.8330192   .3952125    -2.11   0.035    -1.607621   -.0584169\n",
      "                       1 219  |  -1.510197   .3952281    -3.82   0.000     -2.28483   -.7355643\n",
      "                       1 220  |  -2.445791   .3952364    -6.19   0.000     -3.22044   -1.671142\n",
      "                       1 221  |   -1.48635   .3952053    -3.76   0.000    -2.260938   -.7117617\n",
      "                       1 222  |   .4604002    .395328     1.16   0.244    -.3144285    1.235229\n",
      "                       1 223  |  -1.229855   .3953284    -3.11   0.002    -2.004684   -.4550258\n",
      "                       1 224  |  -1.515602   .3953326    -3.83   0.000     -2.29044   -.7407649\n",
      "                       1 225  |  -2.507237   .3953511    -6.34   0.000    -3.282111   -1.732363\n",
      "                       1 226  |  -3.746962   .3954467    -9.48   0.000    -4.522024   -2.971901\n",
      "                       1 227  |   -4.28631   .3956422   -10.83   0.000    -5.061754   -3.510865\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                       1 228  |  -3.717741   .3956257    -9.40   0.000    -4.493153   -2.942329\n",
      "                       1 229  |  -3.741524   .3955266    -9.46   0.000    -4.516742   -2.966307\n",
      "                       1 230  |  -3.904754   .3958448    -9.86   0.000    -4.680595   -3.128912\n",
      "                       1 231  |  -4.177648    .395907   -10.55   0.000    -4.953612   -3.401685\n",
      "                       1 232  |  -3.570456   .3959188    -9.02   0.000    -4.346443   -2.794469\n",
      "                       1 233  |  -3.519881   .3958583    -8.89   0.000    -4.295749   -2.744013\n",
      "                       1 234  |   -3.84415   .3958323    -9.71   0.000    -4.619967   -3.068333\n",
      "                              |\n",
      "               1.flag_seniors |          0  (omitted)\n",
      "                              |\n",
      "       flag_seniors#quarterly |\n",
      "                       1 211  |   .2240542   .1285535     1.74   0.081     -.027906    .4760145\n",
      "                       1 212  |   .0002724   .1285479     0.00   0.998    -.2516769    .2522218\n",
      "                       1 213  |   .0954619   .1285471     0.74   0.458    -.1564857    .3474096\n",
      "                       1 214  |   .1601147   .1285598     1.25   0.213    -.0918578    .4120872\n",
      "                       1 215  |   .2541637   .1285559     1.98   0.048     .0021989    .5061286\n",
      "                       1 216  |   .1847838   .1285552     1.44   0.151    -.0671797    .4367473\n",
      "                       1 217  |   .1657745    .128568     1.29   0.197    -.0862141     .417763\n",
      "                       1 218  |  -.0631382   .1285613    -0.49   0.623    -.3151137    .1888374\n",
      "                       1 219  |   .1139398   .1286133     0.89   0.376    -.1381376    .3660171\n",
      "                       1 220  |  -.0407934   .1286172    -0.32   0.751    -.2928785    .2112917\n",
      "                       1 221  |   .2208709   .1285965     1.72   0.086    -.0311736    .4729154\n",
      "                       1 222  |    .127847   .1285924     0.99   0.320    -.1241894    .3798834\n",
      "                       1 223  |   .2633668   .1286075     2.05   0.041     .0113008    .5154329\n",
      "                       1 224  |   .0074932   .1286083     0.06   0.954    -.2445744    .2595608\n",
      "                       1 225  |  -.3492169   .1286137    -2.72   0.007     -.601295   -.0971387\n",
      "                       1 226  |  -.2425033    .128706    -1.88   0.060    -.4947624    .0097557\n",
      "                       1 227  |  -.1856339   .1288004    -1.44   0.150     -.438078    .0668103\n",
      "                       1 228  |  -.1242051   .1288534    -0.96   0.335    -.3767531    .1283428\n",
      "                       1 229  |  -.0653259    .128931    -0.51   0.612     -.318026    .1873743\n",
      "                       1 230  |   .0016791   .1289385     0.01   0.990    -.2510356    .2543939\n",
      "                       1 231  |  -.0635057   .1289521    -0.49   0.622    -.3162471    .1892358\n",
      "                       1 232  |  -.3627133   .1289417    -2.81   0.005    -.6154343   -.1099923\n",
      "                       1 233  |  -.1463003   .1288668    -1.14   0.256    -.3988746     .106274\n",
      "                       1 234  |  -.3394852   .1288525    -2.63   0.008    -.5920315    -.086939\n",
      "------------------------------+----------------------------------------------------------------\n",
      "W                             |\n",
      "            e.collision_count |   .1884038   .0063947    29.46   0.000     .1758704    .2009372\n",
      "------------------------------+----------------------------------------------------------------\n",
      "                     /sigma_e |   1.856616   .0051356                      1.846578    1.866709\n",
      "-----------------------------------------------------------------------------------------------\n",
      "Wald test of spatial terms:          chi2(1) = 868.04     Prob > chi2 = 0.0000\n",
      "\n",
      "spem_qt_results_xt.rtf\n",
      "dir : seeout\n"
     ]
    }
   ],
   "source": [
    "// Spatial Error Model collision_count\n",
    "global outcome collision_count\n",
    "spxtregress $outcome i.flag_LPIS $time_variant_var $time_var $time_trend, fe errorlag(W)\n",
    "outreg2 using \"$filename\", word replace ctitle(spxtregress fe $outcome) title(Spatial Error Model)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "  (68400 observations)\n",
      "  (68400 observations used)\n",
      "  (data contain 2736 panels (places) )\n",
      "  (weighting matrix defines 2736 places)\n",
      "\n",
      "Performing grid search ... finished \n",
      "\n",
      "Optimizing concentrated log likelihood:\n",
      "\n",
      "Iteration 0:   log likelihood = -83705.847  \n",
      "Iteration 1:   log likelihood = -83703.625  \n",
      "Iteration 2:   log likelihood = -83703.625  \n",
      "\n",
      "Optimizing unconcentrated log likelihood:\n",
      "\n",
      "Iteration 0:   log likelihood = -83703.625  \n",
      "Iteration 1:   log likelihood = -83703.625  (backed up)\n",
      "\n",
      "Fixed-effects spatial regression                Number of obs     =     68,400\n",
      "Group variable: _ID                             Number of groups  =      2,736\n",
      "                                                Obs per group     =         25\n",
      "\n",
      "                                                Wald chi2(100)    =    1030.31\n",
      "                                                Prob > chi2       =     0.0000\n",
      "Log likelihood = -8.370e+04                     Pseudo R2         =     0.0008\n",
      "\n",
      "-----------------------------------------------------------------------------------------------\n",
      "               personsinjured |      Coef.   Std. Err.      z    P>|z|     [95% Conf. Interval]\n",
      "------------------------------+----------------------------------------------------------------\n",
      "personsinjured                |\n",
      "                  1.flag_LPIS |  -.0644151   .0176081    -3.66   0.000    -.0989264   -.0299038\n",
      "                bike_route_tv |   .0257167   .0239981     1.07   0.284    -.0213186    .0727521\n",
      "           flag_street_improv |  -.0712783   .0437444    -1.63   0.103    -.1570157     .014459\n",
      "               flag_left_turn |  -.2893237   .0487362    -5.94   0.000    -.3848449   -.1938026\n",
      "                              |\n",
      "                    quarterly |\n",
      "                         211  |  -.0818592    .028562    -2.87   0.004    -.1378397   -.0258787\n",
      "                         212  |  -.1140973   .0285626    -3.99   0.000     -.170079   -.0581156\n",
      "                         213  |   -.029118   .0285631    -1.02   0.308    -.0851005    .0268646\n",
      "                         214  |  -.0252689   .0285649    -0.88   0.376    -.0812551    .0307172\n",
      "                         215  |  -.0786186     .02857    -2.75   0.006    -.1346147   -.0226225\n",
      "                         216  |  -.1502113   .0285696    -5.26   0.000    -.2062067   -.0942159\n",
      "                         217  |  -.0722123   .0285744    -2.53   0.011    -.1282171   -.0162076\n",
      "                         218  |  -.0816787   .0285764    -2.86   0.004    -.1376873     -.02567\n",
      "                         219  |  -.1131949   .0285774    -3.96   0.000    -.1692056   -.0571842\n",
      "                         220  |  -.2145317   .0285784    -7.51   0.000    -.2705443   -.1585191\n",
      "                         221  |  -.1282402   .0285903    -4.49   0.000    -.1842762   -.0722042\n",
      "                         222  |  -.0925481   .0286134    -3.23   0.001    -.1486292   -.0364669\n",
      "                         223  |  -.0926406   .0286221    -3.24   0.001    -.1487388   -.0365423\n",
      "                         224  |  -.1633157   .0286236    -5.71   0.000    -.2194169   -.1072145\n",
      "                         225  |  -.2010974   .0286249    -7.03   0.000     -.257201   -.1449937\n",
      "                         226  |  -.2827573   .0286476    -9.87   0.000    -.3389055   -.2266091\n",
      "                         227  |  -.2793258   .0286523    -9.75   0.000    -.3354833   -.2231682\n",
      "                         228  |  -.2299002   .0286695    -8.02   0.000    -.2860913   -.1737091\n",
      "                         229  |   -.139215   .0286937    -4.85   0.000    -.1954535   -.0829765\n",
      "                         230  |  -.1932757   .0286992    -6.73   0.000    -.2495252   -.1370262\n",
      "                         231  |  -.1799292   .0287155    -6.27   0.000    -.2362107   -.1236478\n",
      "                         232  |  -.1947384   .0287216    -6.78   0.000    -.2510318   -.1384451\n",
      "                         233  |  -.1511494    .028807    -5.25   0.000      -.20761   -.0946888\n",
      "                         234  |  -.1311498   .0288635    -4.54   0.000    -.1877211   -.0745784\n",
      "                              |\n",
      "                1.flag_school |          0  (omitted)\n",
      "                              |\n",
      "        flag_school#quarterly |\n",
      "                       1 211  |   .0974288   .1078097     0.90   0.366    -.1138744    .3087319\n",
      "                       1 212  |   .1227632   .1078099     1.14   0.255    -.0885404    .3340668\n",
      "                       1 213  |   .0765732   .1078105     0.71   0.478    -.1347314    .2878779\n",
      "                       1 214  |   .0997691   .1078103     0.93   0.355    -.1115353    .3110735\n",
      "                       1 215  |   .1191269   .1078103     1.10   0.269    -.0921775    .3304312\n",
      "                       1 216  |  -.0249504     .10781    -0.23   0.817    -.2362541    .1863533\n",
      "                       1 217  |  -.0736911   .1078147    -0.68   0.494     -.285004    .1376218\n",
      "                       1 218  |   .0036443   .1078098     0.03   0.973    -.2076592    .2149477\n",
      "                       1 219  |   .2255113   .1078106     2.09   0.036     .0142064    .4368162\n",
      "                       1 220  |   .0652687   .1078099     0.61   0.545    -.1460348    .2765723\n",
      "                       1 221  |   .0995483   .1078107     0.92   0.356    -.1117567    .3108534\n",
      "                       1 222  |  -.0080001   .1078108    -0.07   0.941    -.2193054    .2033051\n",
      "                       1 223  |  -.0880835   .1078116    -0.82   0.414    -.2993903    .1232234\n",
      "                       1 224  |   .0662453   .1078117     0.61   0.539    -.1450618    .2775524\n",
      "                       1 225  |   .1516961   .1078114     1.41   0.159    -.0596103    .3630024\n",
      "                       1 226  |   .0271292   .1078163     0.25   0.801    -.1841868    .2384453\n",
      "                       1 227  |   .0026281   .1078147     0.02   0.981    -.2086848     .213941\n",
      "                       1 228  |   .0153123   .1078157     0.14   0.887    -.1960025    .2266271\n",
      "                       1 229  |  -.0056001   .1078165    -0.05   0.959    -.2169166    .2057163\n",
      "                       1 230  |   .0797553   .1078141     0.74   0.459    -.1315564     .291067\n",
      "                       1 231  |   .1440652   .1078139     1.34   0.181    -.0672462    .3553765\n",
      "                       1 232  |   .1551572   .1078145     1.44   0.150    -.0561554    .3664698\n",
      "                       1 233  |   .0817475    .107813     0.76   0.448     -.129562     .293057\n",
      "                       1 234  |   .1802302   .1078134     1.67   0.095    -.0310803    .3915406\n",
      "                              |\n",
      "        1.flag_priorityinters |          0  (omitted)\n",
      "                              |\n",
      "flag_priorityinters#quarterly |\n",
      "                       1 211  |   -.607943   .1841485    -3.30   0.001    -.9688675   -.2470185\n",
      "                       1 212  |  -.4059861   .1841506    -2.20   0.027    -.7669146   -.0450576\n",
      "                       1 213  |  -.0280808   .1841545    -0.15   0.879     -.389017    .3328553\n",
      "                       1 214  |  -.1385103   .1841488    -0.75   0.452    -.4994353    .2224147\n",
      "                       1 215  |   .1682274   .1841508     0.91   0.361    -.1927016    .5291563\n",
      "                       1 216  |  -.5344563   .1841548    -2.90   0.004    -.8953931   -.1735196\n",
      "                       1 217  |  -.4100439    .184154    -2.23   0.026    -.7709791   -.0491087\n",
      "                       1 218  |  -.7321311   .1841531    -3.98   0.000    -1.093065   -.3711977\n",
      "                       1 219  |  -.7875799   .1841572    -4.28   0.000    -1.148521   -.4266384\n",
      "                       1 220  |  -1.217937   .1841703    -6.61   0.000    -1.578905   -.8569703\n",
      "                       1 221  |  -.7616498   .1841502    -4.14   0.000    -1.122578    -.400722\n",
      "                       1 222  |  -.5073339   .1842095    -2.75   0.006    -.8683779   -.1462899\n",
      "                       1 223  |  -.5674953   .1842073    -3.08   0.002    -.9285349   -.2064557\n",
      "                       1 224  |  -.7095376   .1842039    -3.85   0.000    -1.070571   -.3485046\n",
      "                       1 225  |  -.8197211   .1842058    -4.45   0.000    -1.180758   -.4586843\n",
      "                       1 226  |  -1.319587   .1842442    -7.16   0.000    -1.680699   -.9584748\n",
      "                       1 227  |  -1.250575   .1843281    -6.78   0.000    -1.611852   -.8892987\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                       1 228  |   -1.16972   .1843132    -6.35   0.000    -1.530967   -.8084726\n",
      "                       1 229  |  -.4463609   .1843036    -2.42   0.015    -.8075894   -.0851325\n",
      "                       1 230  |   -1.28998   .1844274    -6.99   0.000    -1.651451   -.9285085\n",
      "                       1 231  |  -1.247094   .1844537    -6.76   0.000    -1.608617   -.8855714\n",
      "                       1 232  |  -1.350006   .1844509    -7.32   0.000    -1.711523    -.988489\n",
      "                       1 233  |  -1.142221   .1844469    -6.19   0.000    -1.503731   -.7807121\n",
      "                       1 234  |  -1.156946   .1844394    -6.27   0.000     -1.51844   -.7954509\n",
      "                              |\n",
      "               1.flag_seniors |          0  (omitted)\n",
      "                              |\n",
      "       flag_seniors#quarterly |\n",
      "                       1 211  |   .0469488    .052605     0.89   0.372    -.0561551    .1500527\n",
      "                       1 212  |   .0147038   .0526042     0.28   0.780    -.0883986    .1178062\n",
      "                       1 213  |   .0158899   .0526035     0.30   0.763    -.0872111    .1189909\n",
      "                       1 214  |   .0687254   .0526099     1.31   0.191    -.0343882     .171839\n",
      "                       1 215  |   .0494993   .0526071     0.94   0.347    -.0536086    .1526073\n",
      "                       1 216  |   .0644694   .0526066     1.23   0.220    -.0386375    .1675764\n",
      "                       1 217  |   .1110541    .052609     2.11   0.035     .0079424    .2141659\n",
      "                       1 218  |    .046441   .0526108     0.88   0.377    -.0566742    .1495563\n",
      "                       1 219  |   .0752526   .0526307     1.43   0.153    -.0279016    .1784068\n",
      "                       1 220  |    .040098   .0526312     0.76   0.446    -.0630572    .1432533\n",
      "                       1 221  |   .0560576    .052627     1.07   0.287    -.0470894    .1592046\n",
      "                       1 222  |  -.0018706    .052624    -0.04   0.972    -.1050118    .1012706\n",
      "                       1 223  |   .1175231    .052633     2.23   0.026     .0143644    .2206818\n",
      "                       1 224  |   .0715743   .0526342     1.36   0.174    -.0315868    .1747354\n",
      "                       1 225  |   .0455414   .0526339     0.87   0.387    -.0576191    .1487019\n",
      "                       1 226  |   .0324535   .0526872     0.62   0.538    -.0708115    .1357185\n",
      "                       1 227  |   .0546103   .0527314     1.04   0.300    -.0487414     .157962\n",
      "                       1 228  |    .004594   .0527601     0.09   0.931    -.0988139    .1080019\n",
      "                       1 229  |   .0701467    .052812     1.33   0.184     -.033363    .1736563\n",
      "                       1 230  |   .0966255    .052814     1.83   0.067    -.0068879     .200139\n",
      "                       1 231  |   .0749615   .0528217     1.42   0.156     -.028567      .17849\n",
      "                       1 232  |   .0307339   .0528206     0.58   0.561    -.0727927    .1342605\n",
      "                       1 233  |   .0277217   .0527728     0.53   0.599    -.0757111    .1311545\n",
      "                       1 234  |  -.0003138   .0527661    -0.01   0.995    -.1037335     .103106\n",
      "------------------------------+----------------------------------------------------------------\n",
      "W                             |\n",
      "             e.personsinjured |   .0150479   .0071318     2.11   0.035     .0010698    .0290261\n",
      "------------------------------+----------------------------------------------------------------\n",
      "                     /sigma_e |   .8656894   .0023889                      .8610199    .8703841\n",
      "-----------------------------------------------------------------------------------------------\n",
      "Wald test of spatial terms:          chi2(1) = 4.45       Prob > chi2 = 0.0349\n",
      "\n",
      "spem_qt_results_xt.rtf\n",
      "dir : seeout\n"
     ]
    }
   ],
   "source": [
    "// Spatial Error Model collision_count\n",
    "global outcome personsinjured\n",
    "spxtregress $outcome i.flag_LPIS $time_variant_var $time_var $time_trend, fe errorlag(W)\n",
    "outreg2 using \"$filename\", word append ctitle(spxtregress fe $outcome) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "  (68400 observations)\n",
      "  (68400 observations used)\n",
      "  (data contain 2736 panels (places) )\n",
      "  (weighting matrix defines 2736 places)\n",
      "\n",
      "Performing grid search ... finished \n",
      "\n",
      "Optimizing concentrated log likelihood:\n",
      "\n",
      "Iteration 0:   log likelihood =   -39361.9  \n",
      "Iteration 1:   log likelihood =  -39361.88  \n",
      "Iteration 2:   log likelihood =  -39361.88  \n",
      "\n",
      "Optimizing unconcentrated log likelihood:\n",
      "\n",
      "Iteration 0:   log likelihood =  -39361.88  \n",
      "Iteration 1:   log likelihood =  -39361.88  (backed up)\n",
      "\n",
      "Fixed-effects spatial regression                Number of obs     =     68,400\n",
      "Group variable: _ID                             Number of groups  =      2,736\n",
      "                                                Obs per group     =         25\n",
      "\n",
      "                                                Wald chi2(100)    =    1023.56\n",
      "                                                Prob > chi2       =     0.0000\n",
      "Log likelihood = -3.936e+04                     Pseudo R2         =     0.0000\n",
      "\n",
      "-----------------------------------------------------------------------------------------------\n",
      "           pedestriansinjured |      Coef.   Std. Err.      z    P>|z|     [95% Conf. Interval]\n",
      "------------------------------+----------------------------------------------------------------\n",
      "pedestriansinjured            |\n",
      "                  1.flag_LPIS |  -.0389057   .0089396    -4.35   0.000     -.056427   -.0213843\n",
      "                bike_route_tv |  -.0109777   .0121624    -0.90   0.367    -.0348155    .0128601\n",
      "           flag_street_improv |  -.0457265   .0222275    -2.06   0.040    -.0892916   -.0021614\n",
      "               flag_left_turn |  -.1676263    .024798    -6.76   0.000    -.2162295   -.1190231\n",
      "                              |\n",
      "                    quarterly |\n",
      "                         211  |   .0134697   .0143415     0.94   0.348     -.014639    .0415785\n",
      "                         212  |   .0205368   .0143414     1.43   0.152    -.0075718    .0486454\n",
      "                         213  |   .0208513   .0143422     1.45   0.146    -.0072589    .0489614\n",
      "                         214  |   .0011781   .0143427     0.08   0.935    -.0269331    .0292893\n",
      "                         215  |   .0199552   .0143452     1.39   0.164     -.008161    .0480714\n",
      "                         216  |   .0184234   .0143453     1.28   0.199    -.0096928    .0465396\n",
      "                         217  |  -.0105191   .0143478    -0.73   0.463    -.0386404    .0176021\n",
      "                         218  |  -.0355089   .0143488    -2.47   0.013    -.0636321   -.0073857\n",
      "                         219  |   .0159734   .0143493     1.11   0.266    -.0121507    .0440975\n",
      "                         220  |  -.0241884   .0143498    -1.69   0.092    -.0523134    .0039367\n",
      "                         221  |  -.0290267   .0143558    -2.02   0.043    -.0571636   -.0008898\n",
      "                         222  |  -.0232709   .0143678    -1.62   0.105    -.0514312    .0048894\n",
      "                         223  |   .0041098    .014372     0.29   0.775    -.0240588    .0322784\n",
      "                         224  |  -.0145964   .0143729    -1.02   0.310    -.0427668    .0135739\n",
      "                         225  |  -.0717736   .0143736    -4.99   0.000    -.0999453   -.0436018\n",
      "                         226  |  -.0811572   .0143851    -5.64   0.000    -.1093515    -.052963\n",
      "                         227  |  -.0701418   .0143879    -4.88   0.000    -.0983415   -.0419421\n",
      "                         228  |  -.0164937   .0143968    -1.15   0.252    -.0447109    .0117234\n",
      "                         229  |  -.0345624   .0144088    -2.40   0.016    -.0628032   -.0063216\n",
      "                         230  |  -.0753194   .0144115    -5.23   0.000    -.1035655   -.0470734\n",
      "                         231  |  -.0277225   .0144197    -1.92   0.055    -.0559845    .0005395\n",
      "                         232  |  -.0199827   .0144232    -1.39   0.166    -.0482516    .0082862\n",
      "                         233  |  -.0536797   .0144667    -3.71   0.000    -.0820338   -.0253256\n",
      "                         234  |  -.0611836   .0144959    -4.22   0.000     -.089595   -.0327722\n",
      "                              |\n",
      "                1.flag_school |          0  (omitted)\n",
      "                              |\n",
      "        flag_school#quarterly |\n",
      "                       1 211  |   .0636096   .0548249     1.16   0.246    -.0438452    .1710644\n",
      "                       1 212  |   .0766514   .0548277     1.40   0.162    -.0308089    .1841118\n",
      "                       1 213  |   .0009225   .0548265     0.02   0.987    -.1065355    .1083804\n",
      "                       1 214  |   .0046116   .0548251     0.08   0.933    -.1028435    .1120668\n",
      "                       1 215  |   .0453571   .0548252     0.83   0.408    -.0620983    .1528124\n",
      "                       1 216  |   .0034111   .0548251     0.06   0.950    -.1040441    .1108663\n",
      "                       1 217  |   .0214334   .0548264     0.39   0.696    -.0860244    .1288912\n",
      "                       1 218  |   .0356584   .0548259     0.65   0.515    -.0717985    .1431152\n",
      "                       1 219  |   .0598747   .0548252     1.09   0.275    -.0475808    .1673302\n",
      "                       1 220  |   .0473064    .054826     0.86   0.388    -.0601506    .1547635\n",
      "                       1 221  |  -.0279579   .0548275    -0.51   0.610    -.1354178    .0795019\n",
      "                       1 222  |  -.0240885   .0548252    -0.44   0.660     -.131544     .083367\n",
      "                       1 223  |  -.0364655   .0548265    -0.67   0.506    -.1439235    .0709926\n",
      "                       1 224  |   .0004518   .0548263     0.01   0.993    -.1070058    .1079095\n",
      "                       1 225  |   .0600818   .0548261     1.10   0.273    -.0473754    .1675389\n",
      "                       1 226  |   .0108312   .0548283     0.20   0.843    -.0966303    .1182926\n",
      "                       1 227  |  -.0090294   .0548289    -0.16   0.869    -.1164921    .0984332\n",
      "                       1 228  |   .0166874   .0548291     0.30   0.761    -.0907757    .1241505\n",
      "                       1 229  |  -.0151908   .0548264    -0.28   0.782    -.1226486     .092267\n",
      "                       1 230  |   .0818324   .0548265     1.49   0.136    -.0256255    .1892903\n",
      "                       1 231  |   .0235518   .0548268     0.43   0.668    -.0839067    .1310103\n",
      "                       1 232  |   .0326877   .0548279     0.60   0.551     -.074773    .1401483\n",
      "                       1 233  |   .0135814   .0548266     0.25   0.804    -.0938767    .1210394\n",
      "                       1 234  |   .0744866    .054826     1.36   0.174    -.0329704    .1819436\n",
      "                              |\n",
      "        1.flag_priorityinters |          0  (omitted)\n",
      "                              |\n",
      "flag_priorityinters#quarterly |\n",
      "                       1 211  |   .0692576   .0937051     0.74   0.460     -.114401    .2529162\n",
      "                       1 212  |   .0313654   .0937085     0.33   0.738    -.1522999    .2150308\n",
      "                       1 213  |   -.058437   .0937079    -0.62   0.533     -.242101     .125227\n",
      "                       1 214  |  -.0405378   .0937057    -0.43   0.665    -.2241977    .1431221\n",
      "                       1 215  |   .3749076   .0937073     4.00   0.000     .1912447    .5585705\n",
      "                       1 216  |  -.0183066   .0937092    -0.20   0.845    -.2019733    .1653601\n",
      "                       1 217  |  -.2197672   .0937075    -2.35   0.019    -.4034306   -.0361039\n",
      "                       1 218  |   -.326203   .0937084    -3.48   0.000    -.5098682   -.1425379\n",
      "                       1 219  |  -.2873044   .0937093    -3.07   0.002    -.4709712   -.1036376\n",
      "                       1 220  |  -.2618763   .0937214    -2.79   0.005    -.4455668   -.0781858\n",
      "                       1 221  |  -.4103319   .0937072    -4.38   0.000    -.5939946   -.2266692\n",
      "                       1 222  |  -.3743244   .0937395    -3.99   0.000    -.5580505   -.1905983\n",
      "                       1 223  |  -.3129119   .0937395    -3.34   0.001     -.496638   -.1291858\n",
      "                       1 224  |  -.2917803   .0937412    -3.11   0.002    -.4755098   -.1080509\n",
      "                       1 225  |  -.3829675   .0937427    -4.09   0.000    -.5666998   -.1992353\n",
      "                       1 226  |  -.5879487   .0937625    -6.27   0.000    -.7717198   -.4041776\n",
      "                       1 227  |  -.4966465   .0938041    -5.29   0.000    -.6804992   -.3127938\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                       1 228  |  -.4705395   .0937921    -5.02   0.000    -.6543687   -.2867103\n",
      "                       1 229  |  -.3991966   .0937801    -4.26   0.000    -.5830021   -.2153911\n",
      "                       1 230  |   -.552082   .0938569    -5.88   0.000    -.7360381   -.3681258\n",
      "                       1 231  |  -.6507307   .0938653    -6.93   0.000    -.8347033   -.4667581\n",
      "                       1 232  |  -.5297783   .0938624    -5.64   0.000    -.7137453   -.3458112\n",
      "                       1 233  |  -.6249951   .0938618    -6.66   0.000    -.8089608   -.4410293\n",
      "                       1 234  |   -.436098   .0938543    -4.65   0.000     -.620049    -.252147\n",
      "                              |\n",
      "               1.flag_seniors |          0  (omitted)\n",
      "                              |\n",
      "       flag_seniors#quarterly |\n",
      "                       1 211  |    .008839   .0264617     0.33   0.738     -.043025    .0607029\n",
      "                       1 212  |  -.0291826   .0264617    -1.10   0.270    -.0810465    .0226813\n",
      "                       1 213  |  -.0179175   .0264619    -0.68   0.498    -.0697819    .0339469\n",
      "                       1 214  |  -.0140986   .0264641    -0.53   0.594    -.0659672      .03777\n",
      "                       1 215  |   .0103071   .0264631     0.39   0.697    -.0415596    .0621738\n",
      "                       1 216  |   .0035248    .026463     0.13   0.894    -.0483417    .0553913\n",
      "                       1 217  |   .0235076   .0264641     0.89   0.374    -.0283611    .0753764\n",
      "                       1 218  |    .016435   .0264663     0.62   0.535     -.035438     .068308\n",
      "                       1 219  |   .0099235   .0264758     0.37   0.708     -.041968    .0618151\n",
      "                       1 220  |  -.0092783   .0264755    -0.35   0.726    -.0611694    .0426128\n",
      "                       1 221  |  -.0045229   .0264729    -0.17   0.864    -.0564088    .0473629\n",
      "                       1 222  |  -.0289195   .0264722    -1.09   0.275     -.080804     .022965\n",
      "                       1 223  |   .0392967   .0264756     1.48   0.138    -.0125946     .091188\n",
      "                       1 224  |    .028405   .0264772     1.07   0.283    -.0234893    .0802993\n",
      "                       1 225  |   .0022866   .0264772     0.09   0.931    -.0496077    .0541808\n",
      "                       1 226  |  -.0033236   .0265047    -0.13   0.900    -.0552719    .0486246\n",
      "                       1 227  |    .023505   .0265283     0.89   0.376    -.0284894    .0754994\n",
      "                       1 228  |  -.0140253   .0265429    -0.53   0.597    -.0660484    .0379978\n",
      "                       1 229  |   .0254257   .0265692     0.96   0.339     -.026649    .0775004\n",
      "                       1 230  |    .026178   .0265706     0.99   0.325    -.0258994    .0782554\n",
      "                       1 231  |   .0041078   .0265737     0.15   0.877    -.0479757    .0561914\n",
      "                       1 232  |   .0154186   .0265738     0.58   0.562     -.036665    .0675023\n",
      "                       1 233  |   .0057029   .0265485     0.21   0.830    -.0463312    .0577369\n",
      "                       1 234  |   -.007904   .0265453    -0.30   0.766    -.0599319    .0441238\n",
      "------------------------------+----------------------------------------------------------------\n",
      "W                             |\n",
      "         e.pedestriansinjured |  -.0014294   .0071792    -0.20   0.842    -.0155005    .0126416\n",
      "------------------------------+----------------------------------------------------------------\n",
      "                     /sigma_e |   .4406542    .001216                      .4382774    .4430439\n",
      "-----------------------------------------------------------------------------------------------\n",
      "Wald test of spatial terms:          chi2(1) = 0.04       Prob > chi2 = 0.8422\n",
      "\n",
      "spem_qt_results_xt.rtf\n",
      "dir : seeout\n"
     ]
    }
   ],
   "source": [
    "// Spatial Error Model collision_count\n",
    "global outcome pedestriansinjured\n",
    "spxtregress $outcome i.flag_LPIS $time_variant_var $time_var $time_trend, fe errorlag(W)\n",
    "outreg2 using \"$filename\", word append ctitle(spxtregress fe $outcome) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "  (68400 observations)\n",
      "  (68400 observations used)\n",
      "  (data contain 2736 panels (places) )\n",
      "  (weighting matrix defines 2736 places)\n",
      "\n",
      "Performing grid search ... finished \n",
      "\n",
      "Optimizing concentrated log likelihood:\n",
      "\n",
      "Iteration 0:   log likelihood = -9728.8655  \n",
      "Iteration 1:   log likelihood = -9718.6889  \n",
      "Iteration 2:   log likelihood = -9718.6886  \n",
      "\n",
      "Optimizing unconcentrated log likelihood:\n",
      "\n",
      "Iteration 0:   log likelihood = -9718.6886  \n",
      "Iteration 1:   log likelihood = -9718.6886  (backed up)\n",
      "\n",
      "Fixed-effects spatial regression                Number of obs     =     68,400\n",
      "Group variable: _ID                             Number of groups  =      2,736\n",
      "                                                Obs per group     =         25\n",
      "\n",
      "                                                Wald chi2(100)    =     630.35\n",
      "                                                Prob > chi2       =     0.0000\n",
      "Log likelihood = -9718.6886                     Pseudo R2         =     0.0035\n",
      "\n",
      "-----------------------------------------------------------------------------------------------\n",
      "               cyclistinjured |      Coef.   Std. Err.      z    P>|z|     [95% Conf. Interval]\n",
      "------------------------------+----------------------------------------------------------------\n",
      "cyclistinjured                |\n",
      "                  1.flag_LPIS |  -.0167778   .0057214    -2.93   0.003    -.0279917    -.005564\n",
      "                bike_route_tv |   .0030761   .0078113     0.39   0.694    -.0122337    .0183859\n",
      "           flag_street_improv |   .0047863   .0142018     0.34   0.736    -.0230488    .0326214\n",
      "               flag_left_turn |  -.0277437   .0157971    -1.76   0.079    -.0587054    .0032181\n",
      "                              |\n",
      "                    quarterly |\n",
      "                         211  |  -.0372621   .0093887    -3.97   0.000    -.0556637   -.0188605\n",
      "                         212  |  -.0441531   .0093887    -4.70   0.000    -.0625547   -.0257516\n",
      "                         213  |  -.0029174   .0093891    -0.31   0.756    -.0213197    .0154848\n",
      "                         214  |     .01085   .0093897     1.16   0.248    -.0075534    .0292534\n",
      "                         215  |  -.0178358   .0093911    -1.90   0.058     -.036242    .0005705\n",
      "                         216  |  -.0484062   .0093911    -5.15   0.000    -.0668124        -.03\n",
      "                         217  |   .0098849   .0093927     1.05   0.293    -.0085245    .0282942\n",
      "                         218  |   .0276423   .0093932     2.94   0.003     .0092319    .0460526\n",
      "                         219  |  -.0203962   .0093936    -2.17   0.030    -.0388074    -.001985\n",
      "                         220  |  -.0569642    .009394    -6.06   0.000    -.0753761   -.0385524\n",
      "                         221  |  -.0017146   .0093978    -0.18   0.855     -.020134    .0167049\n",
      "                         222  |   .0172415   .0094052     1.83   0.067    -.0011924    .0356754\n",
      "                         223  |    .009765   .0094079     1.04   0.299    -.0086743    .0282042\n",
      "                         224  |  -.0439322   .0094085    -4.67   0.000    -.0623725    -.025492\n",
      "                         225  |  -.0115463   .0094089    -1.23   0.220    -.0299875    .0068949\n",
      "                         226  |  -.0324375   .0094163    -3.44   0.001    -.0508931   -.0139818\n",
      "                         227  |  -.0470282   .0094179    -4.99   0.000    -.0654871   -.0285694\n",
      "                         228  |   -.051991   .0094235    -5.52   0.000    -.0704607   -.0335214\n",
      "                         229  |  -.0146981   .0094313    -1.56   0.119    -.0331831    .0037868\n",
      "                         230  |  -.0132917   .0094331    -1.41   0.159    -.0317801    .0051968\n",
      "                         231  |   -.032293   .0094381    -3.42   0.001    -.0507912   -.0137947\n",
      "                         232  |  -.0412975   .0094403    -4.37   0.000    -.0598001   -.0227949\n",
      "                         233  |  -.0146782   .0094676    -1.55   0.121    -.0332344     .003878\n",
      "                         234  |   .0062508   .0094859     0.66   0.510    -.0123413    .0248428\n",
      "                              |\n",
      "                1.flag_school |          0  (omitted)\n",
      "                              |\n",
      "        flag_school#quarterly |\n",
      "                       1 211  |   .0113533   .0349713     0.32   0.745    -.0571891    .0798957\n",
      "                       1 212  |   .0223227   .0349711     0.64   0.523    -.0462195    .0908649\n",
      "                       1 213  |   .0237172   .0349712     0.68   0.498     -.044825    .0922594\n",
      "                       1 214  |   .0439175   .0349717     1.26   0.209    -.0246258    .1124608\n",
      "                       1 215  |   .0105771   .0349711     0.30   0.762     -.057965    .0791193\n",
      "                       1 216  |    .003642   .0349712     0.10   0.917    -.0649002    .0721842\n",
      "                       1 217  |  -.0224042   .0349712    -0.64   0.522    -.0909466    .0461382\n",
      "                       1 218  |  -.0312872   .0349731    -0.89   0.371    -.0998332    .0372589\n",
      "                       1 219  |   .0084801   .0349718     0.24   0.808    -.0600634    .0770236\n",
      "                       1 220  |   .0414411   .0349711     1.19   0.236     -.027101    .1099832\n",
      "                       1 221  |   .0402696   .0349713     1.15   0.250    -.0282729    .1088121\n",
      "                       1 222  |   .0179871   .0349714     0.51   0.607    -.0505557    .0865298\n",
      "                       1 223  |  -.0213282   .0349731    -0.61   0.542    -.0898742    .0472178\n",
      "                       1 224  |   .0160555   .0349717     0.46   0.646    -.0524878    .0845987\n",
      "                       1 225  |   .0166441   .0349716     0.48   0.634    -.0518989    .0851872\n",
      "                       1 226  |   .0106306   .0349734     0.30   0.761     -.057916    .0791772\n",
      "                       1 227  |   .0206132   .0349727     0.59   0.556     -.047932    .0891585\n",
      "                       1 228  |   .0312296   .0349731     0.89   0.372    -.0373164    .0997756\n",
      "                       1 229  |   .0421736   .0349721     1.21   0.228    -.0263705    .1107177\n",
      "                       1 230  |   .0503953   .0349728     1.44   0.150    -.0181501    .1189408\n",
      "                       1 231  |    .033178   .0349733     0.95   0.343    -.0353684    .1017243\n",
      "                       1 232  |   .0053021   .0349722     0.15   0.879    -.0632422    .0738464\n",
      "                       1 233  |   .0327716   .0349724     0.94   0.349     -.035773    .1013162\n",
      "                       1 234  |   .0192257   .0349719     0.55   0.582     -.049318    .0877693\n",
      "                              |\n",
      "        1.flag_priorityinters |          0  (omitted)\n",
      "                              |\n",
      "flag_priorityinters#quarterly |\n",
      "                       1 211  |  -.2177463   .0596952    -3.65   0.000    -.3347468   -.1007458\n",
      "                       1 212  |  -.0457007   .0596949    -0.77   0.444    -.1627005    .0712991\n",
      "                       1 213  |  -.1388376      .0597    -2.33   0.020    -.2558474   -.0218277\n",
      "                       1 214  |   .0726586   .0596955     1.22   0.224    -.0443424    .1896595\n",
      "                       1 215  |   -.138954   .0596958    -2.33   0.020    -.2559555   -.0219524\n",
      "                       1 216  |  -.1547799   .0596958    -2.59   0.010    -.2717815   -.0377783\n",
      "                       1 217  |   .0974372   .0596963     1.63   0.103    -.0195653    .2144397\n",
      "                       1 218  |   .0481861   .0596961     0.81   0.420    -.0688162    .1651884\n",
      "                       1 219  |  -.0902663   .0596973    -1.51   0.131     -.207271    .0267383\n",
      "                       1 220  |   -.160622   .0596972    -2.69   0.007    -.2776263   -.0436176\n",
      "                       1 221  |  -.1564524   .0596954    -2.62   0.009    -.2734532   -.0394515\n",
      "                       1 222  |   .0537376   .0597136     0.90   0.368    -.0632989    .1707741\n",
      "                       1 223  |  -.0020377   .0597156    -0.03   0.973    -.1190781    .1150028\n",
      "                       1 224  |  -.1316949   .0597127    -2.21   0.027    -.2487297   -.0146601\n",
      "                       1 225  |  -.0459411   .0597126    -0.77   0.442    -.1629757    .0710935\n",
      "                       1 226  |  -.0744525   .0597223    -1.25   0.213    -.1915061    .0426011\n",
      "                       1 227  |  -.1344819   .0597554    -2.25   0.024    -.2516003   -.0173635\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                       1 228  |  -.1870577   .0597498    -3.13   0.002    -.3041651   -.0699502\n",
      "                       1 229  |  -.0747729   .0597426    -1.25   0.211    -.1918662    .0423204\n",
      "                       1 230  |  -.1591242   .0597829    -2.66   0.008    -.2762966   -.0419518\n",
      "                       1 231  |  -.1392079   .0597931    -2.33   0.020    -.2564003   -.0220155\n",
      "                       1 232  |  -.1654014   .0597924    -2.77   0.006    -.2825924   -.0482105\n",
      "                       1 233  |  -.0893845   .0597881    -1.50   0.135     -.206567     .027798\n",
      "                       1 234  |  -.0614069   .0597916    -1.03   0.304    -.1785963    .0557825\n",
      "                              |\n",
      "               1.flag_seniors |          0  (omitted)\n",
      "                              |\n",
      "       flag_seniors#quarterly |\n",
      "                       1 211  |   .0232742   .0172572     1.35   0.177    -.0105494    .0570977\n",
      "                       1 212  |   .0020325   .0172575     0.12   0.906    -.0317915    .0358565\n",
      "                       1 213  |   .0099694   .0172574     0.58   0.563    -.0238546    .0437933\n",
      "                       1 214  |   .0058519   .0172591     0.34   0.735    -.0279753    .0396792\n",
      "                       1 215  |   .0057613   .0172582     0.33   0.739    -.0280642    .0395867\n",
      "                       1 216  |   .0085893   .0172581     0.50   0.619     -.025236    .0424146\n",
      "                       1 217  |   .0119056   .0172593     0.69   0.490    -.0219221    .0457333\n",
      "                       1 218  |  -.0194232   .0172591    -1.13   0.260    -.0532503    .0144039\n",
      "                       1 219  |  -.0021802   .0172666    -0.13   0.900    -.0360222    .0316617\n",
      "                       1 220  |  -.0135423   .0172662    -0.78   0.433    -.0473835    .0202989\n",
      "                       1 221  |   .0029342   .0172647     0.17   0.865    -.0309039    .0367724\n",
      "                       1 222  |   .0034272   .0172638     0.20   0.843    -.0304093    .0372637\n",
      "                       1 223  |  -.0108597   .0172661    -0.63   0.529    -.0447005    .0229812\n",
      "                       1 224  |   .0058899   .0172664     0.34   0.733    -.0279515    .0397314\n",
      "                       1 225  |  -.0099518    .017267    -0.58   0.564    -.0437946     .023891\n",
      "                       1 226  |   .0069833    .017284     0.40   0.686    -.0268928    .0408594\n",
      "                       1 227  |   .0265135   .0172983     1.53   0.125    -.0073906    .0604176\n",
      "                       1 228  |   .0149204   .0173077     0.86   0.389    -.0190022    .0488429\n",
      "                       1 229  |   .0187108   .0173238     1.08   0.280    -.0152433    .0526649\n",
      "                       1 230  |   .0135578   .0173244     0.78   0.434    -.0203974     .047513\n",
      "                       1 231  |   .0115019   .0173267     0.66   0.507    -.0224577    .0454615\n",
      "                       1 232  |   -.007012   .0173264    -0.40   0.686    -.0409711    .0269472\n",
      "                       1 233  |   .0099852   .0173113     0.58   0.564    -.0239443    .0439146\n",
      "                       1 234  |   .0079035   .0173094     0.46   0.648    -.0260224    .0418293\n",
      "------------------------------+----------------------------------------------------------------\n",
      "W                             |\n",
      "             e.cyclistinjured |   .0319438   .0070671     4.52   0.000     .0180924    .0457952\n",
      "------------------------------+----------------------------------------------------------------\n",
      "                     /sigma_e |   .2805486   .0007742                      .2790352    .2820701\n",
      "-----------------------------------------------------------------------------------------------\n",
      "Wald test of spatial terms:          chi2(1) = 20.43      Prob > chi2 = 0.0000\n",
      "\n",
      "spem_qt_results_xt.rtf\n",
      "dir : seeout\n"
     ]
    }
   ],
   "source": [
    "// Spatial Error Model collision_count\n",
    "global outcome cyclistinjured\n",
    "spxtregress $outcome i.flag_LPIS $time_variant_var $time_var $time_trend, fe errorlag(W)\n",
    "outreg2 using \"$filename\", word append ctitle(spxtregress fe $outcome) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "  (68400 observations)\n",
      "  (68400 observations used)\n",
      "  (data contain 2736 panels (places) )\n",
      "  (weighting matrix defines 2736 places)\n",
      "\n",
      "Performing grid search ... finished \n",
      "\n",
      "Optimizing concentrated log likelihood:\n",
      "\n",
      "Iteration 0:   log likelihood = -67574.835  \n",
      "Iteration 1:   log likelihood = -67573.218  \n",
      "Iteration 2:   log likelihood = -67573.218  \n",
      "\n",
      "Optimizing unconcentrated log likelihood:\n",
      "\n",
      "Iteration 0:   log likelihood = -67573.218  \n",
      "Iteration 1:   log likelihood = -67573.218  (backed up)\n",
      "\n",
      "Fixed-effects spatial regression                Number of obs     =     68,400\n",
      "Group variable: _ID                             Number of groups  =      2,736\n",
      "                                                Obs per group     =         25\n",
      "\n",
      "                                                Wald chi2(100)    =     397.46\n",
      "                                                Prob > chi2       =     0.0000\n",
      "Log likelihood = -6.757e+04                     Pseudo R2         =     0.0001\n",
      "\n",
      "-----------------------------------------------------------------------------------------------\n",
      "              motoristinjured |      Coef.   Std. Err.      z    P>|z|     [95% Conf. Interval]\n",
      "------------------------------+----------------------------------------------------------------\n",
      "motoristinjured               |\n",
      "                  1.flag_LPIS |  -.0089336   .0137685    -0.65   0.516    -.0359193    .0180522\n",
      "                bike_route_tv |   .0359407   .0187587     1.92   0.055    -.0008256     .072707\n",
      "           flag_street_improv |  -.0294274   .0342091    -0.86   0.390     -.096476    .0376213\n",
      "               flag_left_turn |  -.0957196   .0381187    -2.51   0.012    -.1704308   -.0210083\n",
      "                              |\n",
      "                    quarterly |\n",
      "                         211  |  -.0582257   .0223005    -2.61   0.009    -.1019339   -.0145174\n",
      "                         212  |  -.0903529   .0223009    -4.05   0.000    -.1340618   -.0466439\n",
      "                         213  |  -.0473122   .0223016    -2.12   0.034    -.0910225    -.003602\n",
      "                         214  |  -.0374714   .0223026    -1.68   0.093    -.0811838     .006241\n",
      "                         215  |  -.0806799   .0223069    -3.62   0.000    -.1244007   -.0369591\n",
      "                         216  |  -.1201995   .0223063    -5.39   0.000     -.163919     -.07648\n",
      "                         217  |  -.0716411   .0223101    -3.21   0.001     -.115368   -.0279142\n",
      "                         218  |  -.0736918   .0223114    -3.30   0.001    -.1174214   -.0299623\n",
      "                         219  |  -.1087433   .0223124    -4.87   0.000    -.1524749   -.0650117\n",
      "                         220  |  -.1333949   .0223134    -5.98   0.000    -.1771283   -.0896616\n",
      "                         221  |  -.0976624   .0223225    -4.38   0.000    -.1414136   -.0539112\n",
      "                         222  |   -.086705   .0223406    -3.88   0.000    -.1304919   -.0429182\n",
      "                         223  |  -.1065628   .0223476    -4.77   0.000    -.1503633   -.0627624\n",
      "                         224  |  -.1160991   .0223486    -5.19   0.000    -.1599015   -.0722967\n",
      "                         225  |  -.1264147   .0223497    -5.66   0.000    -.1702193   -.0826101\n",
      "                         226  |  -.1661544   .0223675    -7.43   0.000     -.209994   -.1223149\n",
      "                         227  |  -.1521838   .0223712    -6.80   0.000    -.1960306    -.108337\n",
      "                         228  |  -.1285954   .0223846    -5.74   0.000    -.1724684   -.0847224\n",
      "                         229  |  -.0902444   .0224033    -4.03   0.000     -.134154   -.0463348\n",
      "                         230  |  -.1049271   .0224076    -4.68   0.000    -.1488452    -.061009\n",
      "                         231  |  -.1196456     .02242    -5.34   0.000     -.163588   -.0757032\n",
      "                         232  |  -.1342603   .0224253    -5.99   0.000    -.1782132   -.0903075\n",
      "                         233  |  -.0842764   .0224926    -3.75   0.000    -.1283612   -.0401916\n",
      "                         234  |  -.0785006   .0225363    -3.48   0.000     -.122671   -.0343302\n",
      "                              |\n",
      "                1.flag_school |          0  (omitted)\n",
      "                              |\n",
      "        flag_school#quarterly |\n",
      "                       1 211  |    .022845   .0843183     0.27   0.786    -.1424158    .1881058\n",
      "                       1 212  |   .0228159    .084319     0.27   0.787    -.1424463    .1880781\n",
      "                       1 213  |   .0510608   .0843183     0.61   0.545    -.1142001    .2163217\n",
      "                       1 214  |   .0506013   .0843185     0.60   0.548      -.11466    .2158625\n",
      "                       1 215  |   .0628944   .0843184     0.75   0.456    -.1023667    .2281555\n",
      "                       1 216  |  -.0321104   .0843184    -0.38   0.703    -.1973715    .1331507\n",
      "                       1 217  |  -.0735526     .08432    -0.87   0.383    -.2388168    .0917117\n",
      "                       1 218  |  -.0024092   .0843183    -0.03   0.977    -.1676701    .1628517\n",
      "                       1 219  |   .1571998   .0843181     1.86   0.062    -.0080606    .3224602\n",
      "                       1 220  |  -.0244042   .0843181    -0.29   0.772    -.1896647    .1408563\n",
      "                       1 221  |   .0863367   .0843185     1.02   0.306    -.0789245    .2515979\n",
      "                       1 222  |  -.0021073   .0843189    -0.02   0.980    -.1673694    .1631548\n",
      "                       1 223  |  -.0317738   .0843198    -0.38   0.706    -.1970376      .13349\n",
      "                       1 224  |   .0600096    .084321     0.71   0.477    -.1052565    .2252758\n",
      "                       1 225  |   .0798471   .0843193     0.95   0.344    -.0854157    .2451099\n",
      "                       1 226  |  -.0022953   .0843235    -0.03   0.978    -.1675663    .1629758\n",
      "                       1 227  |  -.0255189   .0843225    -0.30   0.762    -.1907879    .1397502\n",
      "                       1 228  |  -.0417537   .0843226    -0.50   0.620     -.207023    .1235156\n",
      "                       1 229  |   -.032602    .084326    -0.39   0.699     -.197878     .132674\n",
      "                       1 230  |  -.0552958   .0843217    -0.66   0.512    -.2205632    .1099717\n",
      "                       1 231  |   .0858865   .0843215     1.02   0.308    -.0793806    .2511536\n",
      "                       1 232  |    .116202   .0843212     1.38   0.168    -.0490644    .2814685\n",
      "                       1 233  |   .0377733   .0843204     0.45   0.654    -.1274916    .2030383\n",
      "                       1 234  |   .0807853   .0843227     0.96   0.338     -.084484    .2460547\n",
      "                              |\n",
      "        1.flag_priorityinters |          0  (omitted)\n",
      "                              |\n",
      "flag_priorityinters#quarterly |\n",
      "                       1 211  |  -.4598878   .1440345    -3.19   0.001    -.7421903   -.1775853\n",
      "                       1 212  |  -.3930008   .1440344    -2.73   0.006     -.675303   -.1106986\n",
      "                       1 213  |    .168955   .1440345     1.17   0.241    -.1133475    .4512575\n",
      "                       1 214  |    -.17151   .1440353    -1.19   0.234     -.453814    .1107941\n",
      "                       1 215  |  -.0680448   .1440362    -0.47   0.637    -.3503506    .2142611\n",
      "                       1 216  |  -.3632487   .1440383    -2.52   0.012    -.6455586   -.0809387\n",
      "                       1 217  |  -.2874322   .1440384    -2.00   0.046    -.5697424   -.0051221\n",
      "                       1 218  |  -.4550864   .1440382    -3.16   0.002    -.7373961   -.1727766\n",
      "                       1 219  |  -.4102165   .1440442    -2.85   0.004    -.6925379   -.1278951\n",
      "                       1 220  |  -.7986583   .1440421    -5.54   0.000    -1.080976    -.516341\n",
      "                       1 221  |  -.1958953   .1440363    -1.36   0.174    -.4782012    .0864106\n",
      "                       1 222  |  -.1882845   .1440783    -1.31   0.191    -.4706728    .0941037\n",
      "                       1 223  |    -.25618   .1440801    -1.78   0.075    -.5385717    .0262117\n",
      "                       1 224  |   -.277126   .1440781    -1.92   0.054    -.5595139    .0052619\n",
      "                       1 225  |   -.388473   .1440772    -2.70   0.007    -.6708592   -.1060869\n",
      "                       1 226  |  -.6454005      .1441    -4.48   0.000    -.9278314   -.3629696\n",
      "                       1 227  |  -.5728437   .1441742    -3.97   0.000      -.85542   -.2902674\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                       1 228  |  -.3714653    .144162    -2.58   0.010    -.6540177   -.0889129\n",
      "                       1 229  |   .0267384   .1441632     0.19   0.853    -.2558164    .3092931\n",
      "                       1 230  |  -.5388861   .1442466    -3.74   0.000    -.8216043   -.2561678\n",
      "                       1 231  |  -.4599372   .1442715    -3.19   0.001    -.7427042   -.1771703\n",
      "                       1 232  |  -.6558575   .1442699    -4.55   0.000    -.9386214   -.3730936\n",
      "                       1 233  |  -.4513243   .1442614    -3.13   0.002    -.7340714   -.1685772\n",
      "                       1 234  |  -.6798427   .1442618    -4.71   0.000    -.9625905   -.3970948\n",
      "                              |\n",
      "               1.flag_seniors |          0  (omitted)\n",
      "                              |\n",
      "       flag_seniors#quarterly |\n",
      "                       1 211  |   .0148926   .0410835     0.36   0.717    -.0656296    .0954147\n",
      "                       1 212  |   .0414426   .0410829     1.01   0.313    -.0390783    .1219636\n",
      "                       1 213  |   .0243211   .0410817     0.59   0.554    -.0561977    .1048398\n",
      "                       1 214  |   .0769656   .0410859     1.87   0.061    -.0035613    .1574925\n",
      "                       1 215  |    .032971   .0410845     0.80   0.422    -.0475532    .1134952\n",
      "                       1 216  |   .0521145   .0410842     1.27   0.205    -.0284089     .132638\n",
      "                       1 217  |   .0753795   .0410853     1.83   0.067    -.0051462    .1559052\n",
      "                       1 218  |   .0485854    .041086     1.18   0.237    -.0319417    .1291125\n",
      "                       1 219  |   .0666732   .0411027     1.62   0.105    -.0138866     .147233\n",
      "                       1 220  |   .0625486   .0411036     1.52   0.128    -.0180129    .1431102\n",
      "                       1 221  |   .0577046   .0410999     1.40   0.160    -.0228497    .1382589\n",
      "                       1 222  |    .023628   .0410977     0.57   0.565    -.0569221    .1041781\n",
      "                       1 223  |   .0887424   .0411045     2.16   0.031     .0081791    .1693056\n",
      "                       1 224  |   .0390076   .0411043     0.95   0.343    -.0415553    .1195705\n",
      "                       1 225  |   .0625524   .0411054     1.52   0.128    -.0180127    .1431176\n",
      "                       1 226  |   .0410135   .0411474     1.00   0.319    -.0396339     .121661\n",
      "                       1 227  |   .0202028   .0411817     0.49   0.624    -.0605119    .1009175\n",
      "                       1 228  |   .0132333   .0412044     0.32   0.748    -.0675259    .0939924\n",
      "                       1 229  |   .0257813   .0412451     0.63   0.532    -.0550575    .1066202\n",
      "                       1 230  |    .061307   .0412462     1.49   0.137    -.0195342    .1421481\n",
      "                       1 231  |   .0587323   .0412519     1.42   0.155    -.0221201    .1395846\n",
      "                       1 232  |   .0228777   .0412512     0.55   0.579    -.0579731    .1037285\n",
      "                       1 233  |   .0095337   .0412147     0.23   0.817    -.0712456     .090313\n",
      "                       1 234  |   .0024558   .0412089     0.06   0.952    -.0783121    .0832237\n",
      "------------------------------+----------------------------------------------------------------\n",
      "W                             |\n",
      "            e.motoristinjured |   .0128532   .0071423     1.80   0.072    -.0011455    .0268519\n",
      "------------------------------+----------------------------------------------------------------\n",
      "                     /sigma_e |   .6771414   .0018686                      .6734889    .6808136\n",
      "-----------------------------------------------------------------------------------------------\n",
      "Wald test of spatial terms:          chi2(1) = 3.24       Prob > chi2 = 0.0719\n",
      "\n",
      "spem_qt_results_xt.rtf\n",
      "dir : seeout\n"
     ]
    }
   ],
   "source": [
    "// Spatial Error Model collision_count\n",
    "global outcome motoristinjured\n",
    "spxtregress $outcome i.flag_LPIS $time_variant_var $time_var $time_trend, fe errorlag(W)\n",
    "outreg2 using \"$filename\", word append ctitle(spxtregress fe $outcome) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Spatial Lag and Error Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  (68400 observations)\n",
      "  (68400 observations used)\n",
      "  (data contain 2736 panels (places) )\n",
      "  (weighting matrix defines 2736 places)\n",
      "\n",
      "Performing grid search ... finished \n",
      "\n",
      "Optimizing concentrated log likelihood:\n",
      "\n",
      "Iteration 0:   log likelihood = -133586.36  \n",
      "Iteration 1:   log likelihood = -133573.19  \n",
      "Iteration 2:   log likelihood = -133572.65  \n",
      "Iteration 3:   log likelihood = -133572.65  \n",
      "\n",
      "Optimizing unconcentrated log likelihood:\n",
      "\n",
      "Iteration 0:   log likelihood = -133572.65  \n",
      "Iteration 1:   log likelihood = -133572.65  (backed up)\n",
      "\n",
      "Fixed-effects spatial regression                Number of obs     =     68,400\n",
      "Group variable: _ID                             Number of groups  =      2,736\n",
      "                                                Obs per group     =         25\n",
      "\n",
      "                                                Wald chi2(101)    =   25284.33\n",
      "                                                Prob > chi2       =     0.0000\n",
      "Log likelihood = -1.336e+05                     Pseudo R2         =     0.0027\n",
      "\n",
      "-----------------------------------------------------------------------------------------------\n",
      "              collision_count |      Coef.   Std. Err.      z    P>|z|     [95% Conf. Interval]\n",
      "------------------------------+----------------------------------------------------------------\n",
      "collision_count               |\n",
      "                  1.flag_LPIS |  -.0516921    .030707    -1.68   0.092    -.1118767    .0084925\n",
      "                bike_route_tv |   .1147776   .0394251     2.91   0.004     .0375057    .1920495\n",
      "           flag_street_improv |  -.3318003   .0787364    -4.21   0.000    -.4861209   -.1774798\n",
      "               flag_left_turn |   -.885839   .0930796    -9.52   0.000    -1.068272   -.7034063\n",
      "                              |\n",
      "                    quarterly |\n",
      "                         211  |  -.1174941   .0368295    -3.19   0.001    -.1896786   -.0453095\n",
      "                         212  |   -.167079    .036935    -4.52   0.000    -.2394703   -.0946878\n",
      "                         213  |   .0094998   .0367686     0.26   0.796    -.0625655     .081565\n",
      "                         214  |  -.0231315   .0367755    -0.63   0.529    -.0952102    .0489471\n",
      "                         215  |   -.042171   .0367927    -1.15   0.252    -.1142835    .0299414\n",
      "                         216  |  -.1738485   .0369869    -4.70   0.000    -.2463414   -.1013555\n",
      "                         217  |  -.0029465   .0367995    -0.08   0.936    -.0750722    .0691792\n",
      "                         218  |  -.0117604   .0368056    -0.32   0.749    -.0838982    .0603773\n",
      "                         219  |  -.0457019   .0368146    -1.24   0.214    -.1178572    .0264535\n",
      "                         220  |  -.1891872   .0370451    -5.11   0.000    -.2617943   -.1165801\n",
      "                         221  |   .0199443   .0368273     0.54   0.588    -.0522358    .0921245\n",
      "                         222  |    .002976   .0368807     0.08   0.936    -.0693089    .0752608\n",
      "                         223  |   .0290764   .0369011     0.79   0.431    -.0432485    .1014013\n",
      "                         224  |  -.1222348   .0370164    -3.30   0.001    -.1947855   -.0496841\n",
      "                         225  |  -.2528537   .0373424    -6.77   0.000    -.3260435    -.179664\n",
      "                         226  |   -.475929    .038486   -12.37   0.000    -.5513601   -.4004979\n",
      "                         227  |  -.4794731   .0385444   -12.44   0.000    -.5550187   -.4039275\n",
      "                         228  |  -.3974049   .0381504   -10.42   0.000    -.4721784   -.3226314\n",
      "                         229  |   -.225335   .0374606    -6.02   0.000    -.2987563   -.1519136\n",
      "                         230  |  -.3710734   .0380611    -9.75   0.000    -.4456719    -.296475\n",
      "                         231  |  -.3266014   .0379435    -8.61   0.000    -.4009693   -.2522335\n",
      "                         232  |   -.323758   .0379972    -8.52   0.000    -.3982312   -.2492848\n",
      "                         233  |  -.2146279   .0377667    -5.68   0.000    -.2886493   -.1406064\n",
      "                         234  |  -.2856686   .0381463    -7.49   0.000    -.3604339   -.2109034\n",
      "                              |\n",
      "                1.flag_school |          0  (omitted)\n",
      "                              |\n",
      "        flag_school#quarterly |\n",
      "                       1 211  |   .3082438   .2000799     1.54   0.123    -.0839056    .7003932\n",
      "                       1 212  |   .2560657   .2000946     1.28   0.201    -.1361125     .648244\n",
      "                       1 213  |   .1963802     .20008     0.98   0.326    -.1957694    .5885297\n",
      "                       1 214  |   .0579097    .200079     0.29   0.772    -.3342379    .4500572\n",
      "                       1 215  |   -.017428   .2000811    -0.09   0.931    -.4095798    .3747239\n",
      "                       1 216  |   .1088057   .2000871     0.54   0.587    -.2833578    .5009692\n",
      "                       1 217  |   .1199953   .2000895     0.60   0.549     -.272173    .5121635\n",
      "                       1 218  |   .0506867   .2000799     0.25   0.800    -.3414626    .4428361\n",
      "                       1 219  |   .3876644   .2000991     1.94   0.053    -.0045225    .7798514\n",
      "                       1 220  |   .4145231   .2000998     2.07   0.038     .0223347    .8067115\n",
      "                       1 221  |   .0004567   .2000799     0.00   0.998    -.3916927    .3926062\n",
      "                       1 222  |   .1223798   .2000797     0.61   0.541    -.2697691    .5145287\n",
      "                       1 223  |    .130693   .2000813     0.65   0.514    -.2614591    .5228451\n",
      "                       1 224  |    .088307   .2000798     0.44   0.659    -.3038422    .4804563\n",
      "                       1 225  |   .4424421    .200091     2.21   0.027     .0502708    .8346133\n",
      "                       1 226  |   .1797586   .2001171     0.90   0.369    -.2124638     .571981\n",
      "                       1 227  |   .2307662   .2001157     1.15   0.249    -.1614535    .6229858\n",
      "                       1 228  |   .2409313   .2001297     1.20   0.229    -.1513157    .6331782\n",
      "                       1 229  |   .4239813   .2001135     2.12   0.034      .031766    .8161966\n",
      "                       1 230  |    .392668   .2001201     1.96   0.050     .0004398    .7848961\n",
      "                       1 231  |   .4898955   .2001266     2.45   0.014     .0976546    .8821363\n",
      "                       1 232  |   .3935846   .2001517     1.97   0.049     .0012945    .7858747\n",
      "                       1 233  |   .1801852   .2001139     0.90   0.368    -.2120308    .5724012\n",
      "                       1 234  |   .4588124   .2001276     2.29   0.022     .0665695    .8510553\n",
      "                              |\n",
      "        1.flag_priorityinters |          0  (omitted)\n",
      "                              |\n",
      "flag_priorityinters#quarterly |\n",
      "                       1 211  |  -.5751033   .3507834    -1.64   0.101    -1.262626    .1124196\n",
      "                       1 212  |  -1.233083   .3508368    -3.51   0.000    -1.920711   -.5454558\n",
      "                       1 213  |  -.6424402   .3507673    -1.83   0.067    -1.329931    .0450511\n",
      "                       1 214  |  -.2912092   .3507497    -0.83   0.406     -.978666    .3962476\n",
      "                       1 215  |   .0613562   .3507522     0.17   0.861    -.6261055    .7488178\n",
      "                       1 216  |  -1.590457    .350877    -4.53   0.000    -2.278163   -.9027508\n",
      "                       1 217  |  -.8683592   .3508048    -2.48   0.013    -1.555924   -.1807944\n",
      "                       1 218  |  -.6218693   .3507891    -1.77   0.076    -1.309403    .0656647\n",
      "                       1 219  |  -1.090065   .3508914    -3.11   0.002      -1.7778   -.4023306\n",
      "                       1 220  |  -2.216844   .3510001    -6.32   0.000    -2.904792   -1.528897\n",
      "                       1 221  |   -1.33025   .3508095    -3.79   0.000    -2.017824   -.6426758\n",
      "                       1 222  |   .2779453   .3508926     0.79   0.428    -.4097916    .9656821\n",
      "                       1 223  |  -.8906082   .3509542    -2.54   0.011    -1.578466   -.2027507\n",
      "                       1 224  |  -1.387796   .3509645    -3.95   0.000    -2.075674    -.699918\n",
      "                       1 225  |  -2.312902   .3511203    -6.59   0.000    -3.001085   -1.624719\n",
      "                       1 226  |  -3.407367   .3515288    -9.69   0.000    -4.096351   -2.718383\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                       1 227  |  -3.840309   .3518799   -10.91   0.000    -4.529981   -3.150637\n",
      "                       1 228  |  -3.441195   .3516134    -9.79   0.000    -4.130345   -2.752046\n",
      "                       1 229  |  -3.227735   .3516662    -9.18   0.000    -3.916988   -2.538482\n",
      "                       1 230  |  -3.571693   .3518512   -10.15   0.000    -4.261308   -2.882077\n",
      "                       1 231  |  -3.725028   .3520448   -10.58   0.000    -4.415023   -3.035033\n",
      "                       1 232  |  -3.305301   .3517851    -9.40   0.000    -3.994787   -2.615815\n",
      "                       1 233  |  -3.156746   .3517703    -8.97   0.000    -3.846203   -2.467289\n",
      "                       1 234  |  -3.308564   .3519005    -9.40   0.000    -3.998276   -2.618851\n",
      "                              |\n",
      "               1.flag_seniors |          0  (omitted)\n",
      "                              |\n",
      "       flag_seniors#quarterly |\n",
      "                       1 211  |   .1141962   .0698097     1.64   0.102    -.0226284    .2510208\n",
      "                       1 212  |   .0073476   .0697722     0.11   0.916    -.1294033    .1440986\n",
      "                       1 213  |   .0438778   .0697772     0.63   0.529     -.092883    .1806387\n",
      "                       1 214  |   .0745046   .0697909     1.07   0.286     -.062283    .2112922\n",
      "                       1 215  |   .1179637   .0698098     1.69   0.091     -.018861    .2547884\n",
      "                       1 216  |   .0838082   .0697935     1.20   0.230    -.0529845     .220601\n",
      "                       1 217  |   .0998681   .0698068     1.43   0.153    -.0369508    .2366869\n",
      "                       1 218  |  -.0340714   .0697844    -0.49   0.625    -.1708464    .1027036\n",
      "                       1 219  |   .0619339   .0698315     0.89   0.375    -.0749334    .1988012\n",
      "                       1 220  |   .0010767   .0698198     0.02   0.988    -.1357676    .1379211\n",
      "                       1 221  |   .0960844   .0698402     1.38   0.169       -.0408    .2329687\n",
      "                       1 222  |    .053589    .069825     0.77   0.443    -.0832655    .1904435\n",
      "                       1 223  |   .1113778    .069854     1.59   0.111    -.0255336    .2482891\n",
      "                       1 224  |  -.0066082     .06983    -0.09   0.925    -.1434724     .130256\n",
      "                       1 225  |  -.1474223   .0698727    -2.11   0.035    -.2843703   -.0104742\n",
      "                       1 226  |  -.0946805    .069992    -1.35   0.176    -.2318622    .0425013\n",
      "                       1 227  |  -.0598291   .0700701    -0.85   0.393     -.197164    .0775057\n",
      "                       1 228  |  -.0391855   .0701353    -0.56   0.576    -.1766482    .0982773\n",
      "                       1 229  |  -.0156615   .0703157    -0.22   0.824    -.1534777    .1221548\n",
      "                       1 230  |   .0278731   .0703254     0.40   0.692    -.1099621    .1657084\n",
      "                       1 231  |  -.0063968   .0703394    -0.09   0.928    -.1442595    .1314658\n",
      "                       1 232  |  -.1512687   .0703822    -2.15   0.032    -.2892153    -.013322\n",
      "                       1 233  |  -.0494111   .0701925    -0.70   0.481    -.1869859    .0881637\n",
      "                       1 234  |  -.1591636   .0702044    -2.27   0.023    -.2967616   -.0215655\n",
      "------------------------------+----------------------------------------------------------------\n",
      "W                             |\n",
      "              collision_count |   .6437354   .0081489    79.00   0.000     .6277639    .6597069\n",
      "            e.collision_count |   -.654983   .0145243   -45.10   0.000    -.6834502   -.6265159\n",
      "------------------------------+----------------------------------------------------------------\n",
      "                     /sigma_e |    1.72776   .0062935                      1.715469    1.740139\n",
      "-----------------------------------------------------------------------------------------------\n",
      "Wald test of spatial terms:          chi2(2) = 7949.75    Prob > chi2 = 0.0000\n"
     ]
    }
   ],
   "source": [
    "spxtregress collision_count i.flag_LPIS $time_variant_var $time_var $time_trend, fe dvarlag(W) errorlag(W)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "progress   :  9%  18%  27%  36%  45%  55%  64%  73%  82%  91% 100% \n",
      "\n",
      "Average impacts                                 Number of obs     =     68,400\n",
      "\n",
      "-------------------------------------------------------------------------------------\n",
      "                    |            Delta-Method\n",
      "                    |      dy/dx   Std. Err.      z    P>|z|     [95% Conf. Interval]\n",
      "--------------------+----------------------------------------------------------------\n",
      "direct              |\n",
      "          flag_LPIS |\n",
      "                 1  |  -.0565016   .0335629    -1.68   0.092    -.1222836    .0092805\n",
      "                    |\n",
      "      bike_route_tv |   .1254566    .043077     2.91   0.004     .0410273    .2098859\n",
      " flag_street_improv |  -.3626713   .0860279    -4.22   0.000     -.531283   -.1940597\n",
      "     flag_left_turn |  -.9682582   .1016223    -9.53   0.000    -1.167434   -.7690822\n",
      "                    |\n",
      "        flag_school |\n",
      "                 1  |   .2473642   .1515252     1.63   0.103    -.0496197    .5443482\n",
      "                    |\n",
      "flag_priorityinters |\n",
      "                 1  |  -1.997887   .2657963    -7.52   0.000    -2.518839   -1.476936\n",
      "                    |\n",
      "       flag_seniors |\n",
      "                 1  |   .0056752   .0529768     0.11   0.915    -.0981575    .1095078\n",
      "--------------------+----------------------------------------------------------------\n",
      "indirect            |\n",
      "          flag_LPIS |\n",
      "                 1  |  -.0768607   .0457071    -1.68   0.093     -.166445    .0127236\n",
      "                    |\n",
      "      bike_route_tv |   .1706622   .0586265     2.91   0.004     .0557564    .2855681\n",
      " flag_street_improv |  -.4933523   .1176155    -4.19   0.000    -.7238743   -.2628302\n",
      "     flag_left_turn |   -1.31715   .1429579    -9.21   0.000    -1.597342   -1.036957\n",
      "                    |\n",
      "        flag_school |\n",
      "                 1  |   .3364967   .2062843     1.63   0.103    -.0678131    .7408066\n",
      "                    |\n",
      "flag_priorityinters |\n",
      "                 1  |  -2.717784   .3691573    -7.36   0.000    -3.441319   -1.994249\n",
      "                    |\n",
      "       flag_seniors |\n",
      "                 1  |   .0077201    .072065     0.11   0.915    -.1335246    .1489649\n",
      "--------------------+----------------------------------------------------------------\n",
      "total               |\n",
      "          flag_LPIS |\n",
      "                 1  |  -.1333623   .0792444    -1.68   0.092    -.2886785    .0219539\n",
      "                    |\n",
      "      bike_route_tv |   .2961188   .1016051     2.91   0.004     .0969765    .4952611\n",
      " flag_street_improv |  -.8560236   .2032332    -4.21   0.000    -1.254353   -.4576939\n",
      "     flag_left_turn |  -2.285408   .2421658    -9.44   0.000    -2.760044   -1.810772\n",
      "                    |\n",
      "        flag_school |\n",
      "                 1  |    .583861   .3577009     1.63   0.103    -.1172198    1.284942\n",
      "                    |\n",
      "flag_priorityinters |\n",
      "                 1  |  -4.715671   .6309795    -7.47   0.000    -5.952368   -3.478974\n",
      "                    |\n",
      "       flag_seniors |\n",
      "                 1  |   .0133953   .1250416     0.11   0.915    -.2316818    .2584723\n",
      "-------------------------------------------------------------------------------------\n"
     ]
    }
   ],
   "source": [
    "estat impact"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  (68400 observations)\n",
      "  (68400 observations used)\n",
      "  (data contain 2736 panels (places) )\n",
      "  (weighting matrix defines 2736 places)\n",
      "\n",
      "Performing grid search ... finished \n",
      "\n",
      "Optimizing concentrated log likelihood:\n",
      "\n",
      "Iteration 0:   log likelihood = -83695.412  \n",
      "Iteration 1:   log likelihood = -83695.244  \n",
      "Iteration 2:   log likelihood =  -83695.24  \n",
      "\n",
      "Optimizing unconcentrated log likelihood:\n",
      "\n",
      "Iteration 0:   log likelihood =  -83695.24  \n",
      "Iteration 1:   log likelihood =  -83695.24  (backed up)\n",
      "\n",
      "Fixed-effects spatial regression                Number of obs     =     68,400\n",
      "Group variable: _ID                             Number of groups  =      2,736\n",
      "                                                Obs per group     =         25\n",
      "\n",
      "                                                Wald chi2(101)    =    1433.50\n",
      "                                                Prob > chi2       =     0.0000\n",
      "Log likelihood = -8.370e+04                     Pseudo R2         =     0.0009\n",
      "\n",
      "-----------------------------------------------------------------------------------------------\n",
      "               personsinjured |      Coef.   Std. Err.      z    P>|z|     [95% Conf. Interval]\n",
      "------------------------------+----------------------------------------------------------------\n",
      "personsinjured                |\n",
      "                  1.flag_LPIS |  -.0613041   .0167868    -3.65   0.000    -.0942055   -.0284026\n",
      "                bike_route_tv |   .0285043   .0223226     1.28   0.202    -.0152471    .0722558\n",
      "           flag_street_improv |   -.068704   .0421651    -1.63   0.103     -.151346    .0139381\n",
      "               flag_left_turn |  -.2950874   .0479824    -6.15   0.000    -.3891313   -.2010436\n",
      "                              |\n",
      "                    quarterly |\n",
      "                         211  |  -.0640118   .0238783    -2.68   0.007    -.1108123   -.0172113\n",
      "                         212  |  -.0887109   .0240296    -3.69   0.000    -.1358081   -.0416138\n",
      "                         213  |  -.0231208   .0237407    -0.97   0.330    -.0696518    .0234101\n",
      "                         214  |  -.0199008   .0237384    -0.84   0.402    -.0664271    .0266256\n",
      "                         215  |  -.0627195   .0238529    -2.63   0.009    -.1094704   -.0159685\n",
      "                         216  |   -.117352   .0242625    -4.84   0.000    -.1649056   -.0697984\n",
      "                         217  |  -.0568867   .0238599    -2.38   0.017    -.1036513   -.0101221\n",
      "                         218  |  -.0619741   .0239235    -2.59   0.010    -.1088633   -.0150849\n",
      "                         219  |  -.0896769   .0240187    -3.73   0.000    -.1367527    -.042601\n",
      "                         220  |  -.1669259   .0248559    -6.72   0.000    -.2156426   -.1182092\n",
      "                         221  |  -.1001194    .024146    -4.15   0.000    -.1474447   -.0527942\n",
      "                         222  |  -.0711046    .024003    -2.96   0.003    -.1181496   -.0240596\n",
      "                         223  |   -.070535   .0240206    -2.94   0.003    -.1176146   -.0234555\n",
      "                         224  |  -.1271362   .0244294    -5.20   0.000    -.1750169   -.0792556\n",
      "                         225  |  -.1580904   .0247022    -6.40   0.000    -.2065058    -.109675\n",
      "                         226  |  -.2196987   .0257222    -8.54   0.000    -.2701132   -.1692842\n",
      "                         227  |   -.217964   .0256547    -8.50   0.000    -.2682462   -.1676818\n",
      "                         228  |  -.1781082   .0251571    -7.08   0.000    -.2274151   -.1288012\n",
      "                         229  |  -.1096386   .0242992    -4.51   0.000    -.1572642    -.062013\n",
      "                         230  |  -.1507708   .0247776    -6.08   0.000     -.199334   -.1022076\n",
      "                         231  |  -.1411771   .0246769    -5.72   0.000    -.1895429   -.0928113\n",
      "                         232  |   -.149971   .0248855    -6.03   0.000    -.1987456   -.1011964\n",
      "                         233  |  -.1129888   .0246788    -4.58   0.000    -.1613584   -.0646192\n",
      "                         234  |  -.0990262   .0245495    -4.03   0.000    -.1471425     -.05091\n",
      "                              |\n",
      "                1.flag_school |          0  (omitted)\n",
      "                              |\n",
      "        flag_school#quarterly |\n",
      "                       1 211  |    .095559     .10512     0.91   0.363    -.1104725    .3015905\n",
      "                       1 212  |   .1153178   .1051308     1.10   0.273    -.0907349    .3213704\n",
      "                       1 213  |   .0698457   .1051253     0.66   0.506    -.1361962    .2758875\n",
      "                       1 214  |   .1017035    .105119     0.97   0.333     -.104326     .307733\n",
      "                       1 215  |   .1126579   .1051265     1.07   0.284    -.0933862    .3187021\n",
      "                       1 216  |  -.0226358   .1051206    -0.22   0.830    -.2286683    .1833967\n",
      "                       1 217  |  -.0875913   .1051403    -0.83   0.405    -.2936625    .1184799\n",
      "                       1 218  |   .0016149   .1051197     0.02   0.988    -.2044159    .2076456\n",
      "                       1 219  |   .2124702   .1051489     2.02   0.043     .0063821    .4185584\n",
      "                       1 220  |   .0604112   .1051222     0.57   0.566    -.1456246     .266447\n",
      "                       1 221  |   .0911328   .1051281     0.87   0.386    -.1149144      .29718\n",
      "                       1 222  |  -.0033917   .1051212    -0.03   0.974    -.2094255    .2026421\n",
      "                       1 223  |  -.0801459   .1051304    -0.76   0.446    -.2861977    .1259058\n",
      "                       1 224  |   .0700816   .1051208     0.67   0.505    -.1359513    .2761145\n",
      "                       1 225  |   .1447908   .1051319     1.38   0.168    -.0612639    .3508456\n",
      "                       1 226  |   .0247635   .1051265     0.24   0.814    -.1812806    .2308076\n",
      "                       1 227  |   .0034206   .1051238     0.03   0.974    -.2026184    .2094595\n",
      "                       1 228  |    .011625   .1051278     0.11   0.912    -.1944217    .2176717\n",
      "                       1 229  |   .0099576   .1051515     0.09   0.925    -.1961356    .2160508\n",
      "                       1 230  |   .0875739   .1051264     0.83   0.405      -.11847    .2936179\n",
      "                       1 231  |   .1481213   .1051232     1.41   0.159    -.0579165    .3541591\n",
      "                       1 232  |   .1421223   .1051528     1.35   0.177    -.0639733     .348218\n",
      "                       1 233  |   .0767252   .1051266     0.73   0.465    -.1293192    .2827696\n",
      "                       1 234  |   .1840054    .105122     1.75   0.080    -.0220301    .3900408\n",
      "                              |\n",
      "        1.flag_priorityinters |          0  (omitted)\n",
      "                              |\n",
      "flag_priorityinters#quarterly |\n",
      "                       1 211  |  -.5849193   .1813037    -3.23   0.001     -.940268   -.2295706\n",
      "                       1 212  |  -.4141957   .1812211    -2.29   0.022    -.7693825   -.0590088\n",
      "                       1 213  |  -.0034981    .181262    -0.02   0.985    -.3587651     .351769\n",
      "                       1 214  |  -.1374249   .1812201    -0.76   0.448    -.4926098    .2177599\n",
      "                       1 215  |   .1575023   .1812325     0.87   0.385    -.1977068    .5127114\n",
      "                       1 216  |   -.542192   .1812249    -2.99   0.003    -.8973863   -.1869977\n",
      "                       1 217  |  -.3879158   .1812818    -2.14   0.032    -.7432217     -.03261\n",
      "                       1 218  |  -.7251517   .1812512    -4.00   0.000    -1.080398   -.3699058\n",
      "                       1 219  |  -.7833765   .1812484    -4.32   0.000    -1.138617   -.4281363\n",
      "                       1 220  |  -1.229507   .1812454    -6.78   0.000    -1.584741   -.8742723\n",
      "                       1 221  |  -.7510325    .181258    -4.14   0.000    -1.106292   -.3957733\n",
      "                       1 222  |  -.5198371   .1812817    -2.87   0.004    -.8751428   -.1645314\n",
      "                       1 223  |  -.5687168   .1812857    -3.14   0.002    -.9240302   -.2134034\n",
      "                       1 224  |  -.6983981   .1813247    -3.85   0.000    -1.053788   -.3430081\n",
      "                       1 225  |  -.8186528   .1813033    -4.52   0.000    -1.174001   -.4633048\n",
      "                       1 226  |  -1.325291   .1813409    -7.31   0.000    -1.680713   -.9698695\n",
      "                       1 227  |  -1.234969   .1815176    -6.80   0.000    -1.590737   -.8792009\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                       1 228  |  -1.163813   .1814368    -6.41   0.000    -1.519422   -.8082032\n",
      "                       1 229  |  -.4046277   .1815435    -2.23   0.026    -.7604464    -.048809\n",
      "                       1 230  |  -1.289478   .1815388    -7.10   0.000    -1.645287   -.9336681\n",
      "                       1 231  |  -1.234344   .1816204    -6.80   0.000    -1.590314   -.8783745\n",
      "                       1 232  |   -1.33531   .1816224    -7.35   0.000    -1.691283   -.9793363\n",
      "                       1 233  |  -1.151573    .181514    -6.34   0.000    -1.507334   -.7958124\n",
      "                       1 234  |  -1.142515    .181606    -6.29   0.000    -1.498456   -.7865738\n",
      "                              |\n",
      "               1.flag_seniors |          0  (omitted)\n",
      "                              |\n",
      "       flag_seniors#quarterly |\n",
      "                       1 211  |   .0354279   .0445563     0.80   0.427    -.0519009    .1227567\n",
      "                       1 212  |   .0099189   .0445316     0.22   0.824    -.0773614    .0971991\n",
      "                       1 213  |   .0114866   .0445317     0.26   0.796    -.0757939     .098767\n",
      "                       1 214  |   .0526222   .0445891     1.18   0.238    -.0347709    .1400153\n",
      "                       1 215  |   .0376773   .0445627     0.85   0.398     -.049664    .1250187\n",
      "                       1 216  |   .0521904    .044572     1.17   0.242    -.0351691    .1395499\n",
      "                       1 217  |    .096179   .0446128     2.16   0.031     .0087394    .1836186\n",
      "                       1 218  |   .0353396   .0445595     0.79   0.428    -.0519955    .1226746\n",
      "                       1 219  |   .0623594   .0446021     1.40   0.162     -.025059    .1497778\n",
      "                       1 220  |   .0326687   .0445695     0.73   0.464     -.054686    .1200234\n",
      "                       1 221  |   .0430863    .044589     0.97   0.334    -.0443065     .130479\n",
      "                       1 222  |  -.0014341    .044548    -0.03   0.974    -.0887466    .0858784\n",
      "                       1 223  |   .0937692   .0446998     2.10   0.036     .0061592    .1813791\n",
      "                       1 224  |   .0546061    .044629     1.22   0.221    -.0328651    .1420774\n",
      "                       1 225  |    .039451   .0445714     0.89   0.376    -.0479072    .1268093\n",
      "                       1 226  |   .0283396   .0446264     0.64   0.525    -.0591265    .1158057\n",
      "                       1 227  |   .0491418   .0446799     1.10   0.271    -.0384292    .1367127\n",
      "                       1 228  |   .0071739   .0446977     0.16   0.872     -.080432    .0947797\n",
      "                       1 229  |   .0600659    .044799     1.34   0.180    -.0277385    .1478704\n",
      "                       1 230  |   .0852189   .0448203     1.90   0.057    -.0026272     .173065\n",
      "                       1 231  |   .0689439   .0448014     1.54   0.124    -.0188652    .1567531\n",
      "                       1 232  |   .0317509   .0447784     0.71   0.478     -.056013    .1195149\n",
      "                       1 233  |   .0229691   .0447233     0.51   0.608    -.0646869    .1106251\n",
      "                       1 234  |   .0004668   .0447088     0.01   0.992    -.0871609    .0880944\n",
      "------------------------------+----------------------------------------------------------------\n",
      "W                             |\n",
      "               personsinjured |   .2190278   .0336343     6.51   0.000     .1531057    .2849498\n",
      "             e.personsinjured |  -.2199309   .0390275    -5.64   0.000    -.2964234   -.1434385\n",
      "------------------------------+----------------------------------------------------------------\n",
      "                     /sigma_e |   .8593726   .0031355                      .8532491    .8655401\n",
      "-----------------------------------------------------------------------------------------------\n",
      "Wald test of spatial terms:          chi2(2) = 57.46      Prob > chi2 = 0.0000\n"
     ]
    }
   ],
   "source": [
    "spxtregress personsinjured i.flag_LPIS $time_variant_var $time_var $time_trend, fe dvarlag(W) errorlag(W)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "progress   :  9%  18%  27%  36%  45%  55%  64%  73%  82%  91% 100% \n",
      "\n",
      "Average impacts                                 Number of obs     =     68,400\n",
      "\n",
      "-------------------------------------------------------------------------------------\n",
      "                    |            Delta-Method\n",
      "                    |      dy/dx   Std. Err.      z    P>|z|     [95% Conf. Interval]\n",
      "--------------------+----------------------------------------------------------------\n",
      "direct              |\n",
      "          flag_LPIS |\n",
      "                 1  |  -.0617799   .0169117    -3.65   0.000    -.0949263   -.0286336\n",
      "                    |\n",
      "      bike_route_tv |   .0287256   .0224962     1.28   0.202    -.0153661    .0728173\n",
      " flag_street_improv |  -.0692373   .0424901    -1.63   0.103    -.1525163    .0140417\n",
      "     flag_left_turn |  -.2973781    .048358    -6.15   0.000    -.3921581   -.2025981\n",
      "                    |\n",
      "        flag_school |\n",
      "                 1  |    .063293   .0733947     0.86   0.388     -.080558    .2071439\n",
      "                    |\n",
      "flag_priorityinters |\n",
      "                 1  |  -.7372484   .1265863    -5.82   0.000    -.9853529   -.4891438\n",
      "                    |\n",
      "       flag_seniors |\n",
      "                 1  |   .0406902   .0311751     1.31   0.192     -.020412    .1017924\n",
      "--------------------+----------------------------------------------------------------\n",
      "indirect            |\n",
      "          flag_LPIS |\n",
      "                 1  |  -.0153102   .0050135    -3.05   0.002    -.0251364    -.005484\n",
      "                    |\n",
      "      bike_route_tv |   .0071187   .0057416     1.24   0.215    -.0041345     .018372\n",
      " flag_street_improv |  -.0171583   .0109783    -1.56   0.118    -.0386753    .0043588\n",
      "     flag_left_turn |  -.0736957   .0184385    -4.00   0.000    -.1098344    -.037557\n",
      "                    |\n",
      "        flag_school |\n",
      "                 1  |   .0156851   .0184146     0.85   0.394    -.0204069    .0517772\n",
      "                    |\n",
      "flag_priorityinters |\n",
      "                 1  |  -.1827036   .0462929    -3.95   0.000     -.273436   -.0919712\n",
      "                    |\n",
      "       flag_seniors |\n",
      "                 1  |   .0100838   .0078826     1.28   0.201    -.0053658    .0255333\n",
      "--------------------+----------------------------------------------------------------\n",
      "total               |\n",
      "          flag_LPIS |\n",
      "                 1  |  -.0770901   .0212116    -3.63   0.000    -.1186642   -.0355161\n",
      "                    |\n",
      "      bike_route_tv |   .0358443   .0281112     1.28   0.202    -.0192526    .0909412\n",
      " flag_street_improv |  -.0863956    .053081    -1.63   0.104    -.1904323    .0176412\n",
      "     flag_left_turn |  -.3710738   .0620763    -5.98   0.000    -.4927411   -.2494065\n",
      "                    |\n",
      "        flag_school |\n",
      "                 1  |   .0789781   .0916187     0.86   0.389    -.1005913    .2585475\n",
      "                    |\n",
      "flag_priorityinters |\n",
      "                 1  |  -.9199519   .1612878    -5.70   0.000     -1.23607   -.6038336\n",
      "                    |\n",
      "       flag_seniors |\n",
      "                 1  |    .050774   .0388725     1.31   0.191    -.0254146    .1269626\n",
      "-------------------------------------------------------------------------------------\n"
     ]
    }
   ],
   "source": [
    "estat impact"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "spxtregress personsinjured i.flag_LPIS $time_variant_var $time_var $time_trend, fe dvarlag(W) errorlag(W)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "spxtregress personsinjured i.flag_LPIS $time_variant_var $time_var $time_trend, fe dvarlag(W) errorlag(W)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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