From 5e43b9c2a7488e6e40503f3881c6c26326cfd621 Mon Sep 17 00:00:00 2001
From: Iris Yoon <irishryoon@gmail.com>
Date: Thu, 10 Dec 2020 20:17:48 -0500
Subject: [PATCH] changed distance computation for matching from cosine to
 euclidean

---
 dashboard.ipynb | 212 ++++++++++++++++++++++++------------------------
 1 file changed, 107 insertions(+), 105 deletions(-)

diff --git a/dashboard.ipynb b/dashboard.ipynb
index 68910fe..389c38a 100644
--- a/dashboard.ipynb
+++ b/dashboard.ipynb
@@ -1669,7 +1669,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1680,7 +1680,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
@@ -1706,7 +1706,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1724,23 +1724,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [],
    "source": [
     "# compute distance among cases based on statute features\n",
-    "dis = pdist(np.array(df_core[all_statutes]), 'cosine')\n",
+    "dis = pdist(np.array(df_core[all_statutes]), 'cityblock')\n",
     "distance = squareform(dis)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -1769,7 +1769,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 20,
    "metadata": {
     "scrolled": true
    },
@@ -1778,25 +1778,20 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "distance between case 98 and 275: 0.100\n",
+      "distance between case 0 and 1: 1.000\n",
       "\n",
-      "offenses for case 98\n",
-      "Manufacture, Delivery, or Possession With Intent to Manufacture or Deliver\n",
-      "Deliver/Intent To Del Drug Para\n",
-      "Int Poss Contr Subst By Per Not Reg\n",
-      "Improper Turn / Green Light\n",
+      "offenses for case 0\n",
+      "DUI: Gen Imp/Inc of Driving Safely - 1st Off\n",
+      "Duties At Stop Sign\n",
       "\n",
-      "offenses for case 275\n",
-      "Manufacture, Delivery, or Possession With Intent to Manufacture or Deliver\n",
-      "Conspiracy\n",
-      "Int Poss Contr Subst By Per Not Reg\n",
-      "Poss Of Marijuana\n"
+      "offenses for case 1\n",
+      "DUI: Gen Imp/Inc of Driving Safely - 1st Off\n"
      ]
     }
    ],
    "source": [
     "# Example cases whose distance is around \"d\"\n",
-    "d = 0.1\n",
+    "d = 1\n",
     "args = np.where(np.isclose(distance, d))\n",
     "\n",
     "case1 = args[0][0]\n",
@@ -1813,7 +1808,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1824,7 +1819,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 22,
    "metadata": {
     "scrolled": true
    },
@@ -1837,8 +1832,8 @@
     "    # check that index \"i\" is present in df_core\n",
     "    if i in df_core.index:\n",
     "    \n",
-    "        # find all cases with distance <= 0.01 \n",
-    "        possible_idx = np.argwhere(distance[i,:] <= 0.01).flatten().tolist()\n",
+    "        # find all cases with distance == 0\n",
+    "        possible_idx = np.argwhere(distance[i,:] == 0).flatten().tolist()\n",
     "        possible_idx = [item for item in possible_idx if item in df_core.index]\n",
     "\n",
     "        # check if every core_magistrate handled a similar case\n",
@@ -1866,14 +1861,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "number of matched cases:  3455\n"
+      "number of matched cases:  3445\n"
      ]
     }
    ],
@@ -1883,7 +1878,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [
     {
@@ -1933,15 +1928,15 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>2000</th>\n",
-       "      <td>2203</td>\n",
+       "      <td>2263</td>\n",
        "      <td>Defender Association of Philadelphia</td>\n",
        "      <td>Public</td>\n",
-       "      <td>[DUI: Gen Imp/Inc of Driving Safely - 1st Off]</td>\n",
-       "      <td>2020-02-13</td>\n",
-       "      <td>[75 § 3802]</td>\n",
-       "      <td>[driving after imbibing alcohol or utilizing d...</td>\n",
-       "      <td>E-Filing Judge</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>[Manufacture, Delivery, or Possession With Int...</td>\n",
+       "      <td>2020-02-14</td>\n",
+       "      <td>[35 § 780-113, 18 § 903, 35 § 780-113]</td>\n",
+       "      <td>[drug and substance, inchoate crimes, drug and...</td>\n",
+       "      <td>Bernard, Francis X.</td>\n",
+       "      <td>25000.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
        "      <td>0</td>\n",
@@ -1957,15 +1952,15 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2001</th>\n",
-       "      <td>5282</td>\n",
+       "      <td>12153</td>\n",
        "      <td>Defender Association of Philadelphia</td>\n",
        "      <td>Public</td>\n",
-       "      <td>[DUI: Gen Imp/Inc of Driving Safely - 1st Off]</td>\n",
-       "      <td>2020-05-06</td>\n",
-       "      <td>[75 § 3802]</td>\n",
-       "      <td>[driving after imbibing alcohol or utilizing d...</td>\n",
-       "      <td>Bernard, Francis X.</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>[Manufacture, Delivery, or Possession With Int...</td>\n",
+       "      <td>2020-10-10</td>\n",
+       "      <td>[35 § 780-113, 18 § 903, 35 § 780-113]</td>\n",
+       "      <td>[drug and substance, inchoate crimes, drug and...</td>\n",
+       "      <td>Rigmaiden-DeLeon, Marilyn</td>\n",
+       "      <td>25000.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
        "      <td>0</td>\n",
@@ -1981,15 +1976,15 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2002</th>\n",
-       "      <td>13924</td>\n",
+       "      <td>2475</td>\n",
        "      <td>Defender Association of Philadelphia</td>\n",
        "      <td>Public</td>\n",
-       "      <td>[DUI: Gen Imp/Inc of Driving Safely - 1st Off]</td>\n",
-       "      <td>2020-11-18</td>\n",
-       "      <td>[75 § 3802]</td>\n",
-       "      <td>[driving after imbibing alcohol or utilizing d...</td>\n",
-       "      <td>Rigmaiden-DeLeon, Marilyn</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>[Manufacture, Delivery, or Possession With Int...</td>\n",
+       "      <td>2020-02-18</td>\n",
+       "      <td>[35 § 780-113, 18 § 903, 35 § 780-113]</td>\n",
+       "      <td>[drug and substance, inchoate crimes, drug and...</td>\n",
+       "      <td>O'Brien, James</td>\n",
+       "      <td>7500.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
        "      <td>0</td>\n",
@@ -2005,14 +2000,14 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2003</th>\n",
-       "      <td>2746</td>\n",
-       "      <td>Defender Association of Philadelphia</td>\n",
-       "      <td>Public</td>\n",
-       "      <td>[DUI: Gen Imp/Inc of Driving Safely - 1st Off]</td>\n",
+       "      <td>2724</td>\n",
+       "      <td>Robert Eugene Trimble</td>\n",
+       "      <td>Court Appointed</td>\n",
+       "      <td>[Manufacture, Delivery, or Possession With Int...</td>\n",
        "      <td>2020-02-22</td>\n",
-       "      <td>[75 § 3802]</td>\n",
-       "      <td>[driving after imbibing alcohol or utilizing d...</td>\n",
-       "      <td>O'Brien, James</td>\n",
+       "      <td>[35 § 780-113, 18 § 903, 35 § 780-113]</td>\n",
+       "      <td>[drug and substance, inchoate crimes, drug and...</td>\n",
+       "      <td>Stack, Patrick</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
@@ -2029,14 +2024,14 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2004</th>\n",
-       "      <td>4125</td>\n",
-       "      <td>Joseph Kevin Kelly</td>\n",
-       "      <td>Private</td>\n",
-       "      <td>[DUI: Gen Imp/Inc of Driving Safely - 1st Off]</td>\n",
-       "      <td>2020-03-16</td>\n",
-       "      <td>[75 § 3802]</td>\n",
-       "      <td>[driving after imbibing alcohol or utilizing d...</td>\n",
-       "      <td>Stack, Patrick</td>\n",
+       "      <td>3093</td>\n",
+       "      <td>Defender Association of Philadelphia</td>\n",
+       "      <td>Public</td>\n",
+       "      <td>[Manufacture, Delivery, or Possession With Int...</td>\n",
+       "      <td>2020-02-29</td>\n",
+       "      <td>[35 § 780-113, 18 § 903, 35 § 780-113]</td>\n",
+       "      <td>[drug and substance, inchoate crimes, drug and...</td>\n",
+       "      <td>E-Filing Judge</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
@@ -2053,37 +2048,44 @@
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>5 rows × 545 columns</p>\n",
+       "<p>5 rows × 513 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "      index                                attorney attorney_type  \\\n",
-       "2000   2203   Defender Association of Philadelphia         Public   \n",
-       "2001   5282   Defender Association of Philadelphia         Public   \n",
-       "2002  13924   Defender Association of Philadelphia         Public   \n",
-       "2003   2746   Defender Association of Philadelphia         Public   \n",
-       "2004   4125                     Joseph Kevin Kelly        Private   \n",
+       "      index                                attorney    attorney_type  \\\n",
+       "2000   2263   Defender Association of Philadelphia            Public   \n",
+       "2001  12153   Defender Association of Philadelphia            Public   \n",
+       "2002   2475   Defender Association of Philadelphia            Public   \n",
+       "2003   2724                  Robert Eugene Trimble   Court Appointed   \n",
+       "2004   3093   Defender Association of Philadelphia            Public   \n",
        "\n",
-       "                                            offenses offense_date  \\\n",
-       "2000  [DUI: Gen Imp/Inc of Driving Safely - 1st Off]   2020-02-13   \n",
-       "2001  [DUI: Gen Imp/Inc of Driving Safely - 1st Off]   2020-05-06   \n",
-       "2002  [DUI: Gen Imp/Inc of Driving Safely - 1st Off]   2020-11-18   \n",
-       "2003  [DUI: Gen Imp/Inc of Driving Safely - 1st Off]   2020-02-22   \n",
-       "2004  [DUI: Gen Imp/Inc of Driving Safely - 1st Off]   2020-03-16   \n",
+       "                                               offenses offense_date  \\\n",
+       "2000  [Manufacture, Delivery, or Possession With Int...   2020-02-14   \n",
+       "2001  [Manufacture, Delivery, or Possession With Int...   2020-10-10   \n",
+       "2002  [Manufacture, Delivery, or Possession With Int...   2020-02-18   \n",
+       "2003  [Manufacture, Delivery, or Possession With Int...   2020-02-22   \n",
+       "2004  [Manufacture, Delivery, or Possession With Int...   2020-02-29   \n",
        "\n",
-       "          statute                                       offense_type  \\\n",
-       "2000  [75 § 3802]  [driving after imbibing alcohol or utilizing d...   \n",
-       "2001  [75 § 3802]  [driving after imbibing alcohol or utilizing d...   \n",
-       "2002  [75 § 3802]  [driving after imbibing alcohol or utilizing d...   \n",
-       "2003  [75 § 3802]  [driving after imbibing alcohol or utilizing d...   \n",
-       "2004  [75 § 3802]  [driving after imbibing alcohol or utilizing d...   \n",
+       "                                     statute  \\\n",
+       "2000  [35 § 780-113, 18 § 903, 35 § 780-113]   \n",
+       "2001  [35 § 780-113, 18 § 903, 35 § 780-113]   \n",
+       "2002  [35 § 780-113, 18 § 903, 35 § 780-113]   \n",
+       "2003  [35 § 780-113, 18 § 903, 35 § 780-113]   \n",
+       "2004  [35 § 780-113, 18 § 903, 35 § 780-113]   \n",
+       "\n",
+       "                                           offense_type  \\\n",
+       "2000  [drug and substance, inchoate crimes, drug and...   \n",
+       "2001  [drug and substance, inchoate crimes, drug and...   \n",
+       "2002  [drug and substance, inchoate crimes, drug and...   \n",
+       "2003  [drug and substance, inchoate crimes, drug and...   \n",
+       "2004  [drug and substance, inchoate crimes, drug and...   \n",
        "\n",
        "                    bail_set_by  bail_amount  bail_paid  ... 18 § 2909  \\\n",
-       "2000             E-Filing Judge          0.0        0.0  ...         0   \n",
-       "2001        Bernard, Francis X.          0.0        0.0  ...         0   \n",
-       "2002  Rigmaiden-DeLeon, Marilyn          0.0        0.0  ...         0   \n",
-       "2003             O'Brien, James          0.0        0.0  ...         0   \n",
-       "2004             Stack, Patrick          0.0        0.0  ...         0   \n",
+       "2000        Bernard, Francis X.      25000.0        0.0  ...         0   \n",
+       "2001  Rigmaiden-DeLeon, Marilyn      25000.0        0.0  ...         0   \n",
+       "2002             O'Brien, James       7500.0        0.0  ...         0   \n",
+       "2003             Stack, Patrick          0.0        0.0  ...         0   \n",
+       "2004             E-Filing Judge          0.0        0.0  ...         0   \n",
        "\n",
        "     18 § 6161 18 § 7306 18 § 2905 75 § 3734 75 § 6308  \\\n",
        "2000         0         0         0         0         0   \n",
@@ -2099,10 +2101,10 @@
        "2003                                 0         0         0           0  \n",
        "2004                                 0         0         0           0  \n",
        "\n",
-       "[5 rows x 545 columns]"
+       "[5 rows x 513 columns]"
       ]
      },
-     "execution_count": 38,
+     "execution_count": 24,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2119,22 +2121,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "bail_set_by\n",
-       "Bernard, Francis X.          691\n",
-       "E-Filing Judge               691\n",
-       "O'Brien, James               691\n",
-       "Rigmaiden-DeLeon, Marilyn    691\n",
-       "Stack, Patrick               691\n",
+       "Bernard, Francis X.          689\n",
+       "E-Filing Judge               689\n",
+       "O'Brien, James               689\n",
+       "Rigmaiden-DeLeon, Marilyn    689\n",
+       "Stack, Patrick               689\n",
        "Name: index, dtype: int64"
       ]
      },
-     "execution_count": 39,
+     "execution_count": 25,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2156,12 +2158,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 1080x360 with 5 Axes>"
       ]
@@ -2198,7 +2200,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2209,14 +2211,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": 28,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "p-value of chi-square test:  0.050961473793120306\n"
+      "p-value of chi-square test:  0.06288650751124696\n"
      ]
     }
    ],
@@ -2248,12 +2250,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 58,
+   "execution_count": 29,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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rebnHUYcA81J3uMguW1tX5ph6tYh4nE2vNugxkiaTnan/g9wJemZmVhnKmvAjYhXZyXbWB0TEXXRt3N/MzErM99I3MzOrAuXu0jdr1cCBAxkzZky5wzCzEvLfeM9ywreKNHz4cN+Uw6yP8994z3KXvpmZWRVwwjczM6sCTvhmZmZVwAnfzMysCjjhm5mZVQGfpW99Vr81rzFoyW0lrP9VgJJuo5r0W/Ma8IFyh2HWZznhW5/UE9f3Llu2AYBRo5ykiuMDvi7brISc8K1P8vW9Zmab8hi+mZlZFXDCNzMzqwJO+GZmZlXACd/MzKwKOOGbmZlVASd8MzOzKuDL8qxPqquro7GxsVt1LFu2DIBRo0YVIyTrQ8aMGeNLP63XccK3PqmxsZG/PP4wO9Rs7HIdb63qD8DaDS8WKyzrA55b3b/cIZh1iRO+9Vk71GzkrAmru1z+/Pk1AN2qw/qe3O+FWW/jMXwzM7Mq4IRvZmZWBZzwzczMqoATvpmZWRVwwjczM6sCTvhmZmZVwAnfKtLy5cupq6srdxhmZr1GR/8znfCtIjU1NXX7TnlmZtWko/+ZTvhmZmZVwAnfzMysCjjhm5mZVQEnfDMzsyrghJ9I2ihpoaRHJT0s6eMVEFOHT22RtFTSYyn2haWMW9JPJI0rcN06SefkTX9H0g9LFZuZmbXPT8t719sRMR5A0qHAhcBBhRSUJEAR0dzVjUsaEBEbulh8UkSsaKPe/hHR9WfE5omIf+zE6mcBCyX9Mk3/I/DRYsRhZmad5xZ+67YCXs9NSPqmpIckLZI0M80bLekpSVcDjwOflPSEpB9LWixpjqTBad1/SuUflXSTpCFp/ixJV0p6APhvSR+SdH9qsZ/f1eAlrZb0fUmPAh+TdE7a/uOSrkoHKEi6R9J/SXpQ0l8kfTLN7y/pe2n9RZJOy1t/Qlo+Ky1/TNK/towhIt4EvgNcln7OiYiVXf1MZmbWPW7hv2uwpIXAIGA74FMAkg4BxgL7AQJulTQReC7NnxYRf5Y0Ok1/KSL+SdL1wFHAL4GbI+LHqb7zgZOAS9N2RwEfj4iNkm4FroiIqyV9vROxz5O0EWiKiP2BLYAHIuLf0jaXRMS56f0vgMOB36ayAyJiP0mfAaYDk4GTgdHA+IjYIGnrFtsbD4yMiD1SnUNbCyoirpFUC2yMiF904vOwbt06GhoaqK2t7UyxdzQ0NLD5eh/PWvG9vKYf67rxu2lWKg0NDe0u93/Ed70dEeMjYlfgMODq1BI+JP08AjwM7EqW2AGejYg/59Xx14hYmN4vIEuaAHtIulfSY8BxwO55ZW7I63L/BHBNet+ZBDkpxb5/mt4I3JS/XNIDafufarH9m1uJdzLwo9wQQ0S81mJ7zwAflnSppMOAN1sLStIosoOn7SXVdPQhJJ0sab6k+c3NXR4dMTOzVriF34qIuF/SMGBbslb9hRHxo/x1Uov+rRZFm/LebwQGp/ezgM9GxKOSTgQOzluvZR3RndiTtbmDCEmDgMuBCRHxvKQZZL0YLWPeSIG/DxHxuqS9gEOBU4BjgK+2suolZL0Gu6XXb3ZQ71XAVQAjRoyIsWPHdvn2urW1taxd+lCXypq1Z8SQZgaN7vrvplmp1NbWcuedd7a53C38VkjaFegPvAr8DvhqroUqaaSk4Z2sckvgRUmbkbXw23If8MX0fpP1JD3ZyW3m5JL7ivQZji6gzFzga5IGpG1v0qWfDob6RcRNZCfn7d2yAklTgeHA1cB5wOcLPcPfzMyKzy38d+XG8CFr1U9LreQ5knYD7k/nuq0GjidrERfqbOAB4JX0umUb6/0L8GtJ/w7ckpuZEqw6sb13RMRKST8mO7HwJaCQZu9PgJ2BRZLWAz8mO/EuZyTwc0m5A8b/yC+cehUuBo6OiADekvTNVMenJJ2SYruyK5/JzMw6zwk/iYj+7Sy7hKx7uqU98tZZ2mL6e3nvrwCuaKXeE1tM/xX4WN6ss9LrAUCr17BHxOhW5tW0mD4rr678+QfnvV9BGsNPY/dnpJ9W16eVVn3eemuBXVrMu5l0voATvZlZz3PC7wUi4rZyx2BmZr2bx/DNzMyqgBO+mZlZFXDCt4o0cOBAxowZU+4wzMx6jY7+ZzrhW0UaPny472RmZtYJHf3PdMI3MzOrAk74ZmZmVcAJ38zMrAo44ZuZmVUBJ3wzM7Mq4IRvZmZWBXxrXeuznlvdn/Pn13S8YhueXZU9XqE7dVjf89zq/uxc7iDMusAJ3/qkYty0Z4tlywAYNGpUt+uyvmNnivP7ZdbTnPCtT/JNe8zMNlXQGL6kEZJ+Kml2mh4n6aTShmZmZmbFUuhJe7OA3wHbp+m/AKeXIB4zMzMrgUIT/rCIuB5oBoiIDcDGkkVlZmZmRVVown9L0jZAAEg6AHijZFGZmZlZURV60t4ZwK3ATpLuA7YFvlCyqMzMzKyoCk34i4GDgF0AAU/hm/aYmZn1GoUm/PsjYm+yxA+ApIeBvUsSlVk31dXV0djYWNJtLEvX6Y/qBdfpjxkzxpcqmlW5dhO+pA8AI4HBkj5K1roH2AoYUuLYzLqssbGRRxY/AkNLuJF0FssreqWEGymCleUOwMwqQUct/EOBE4FRwP/kzV8FnFmimMyKYyg0H9xcsur73ZONapVyG8WQi9PMqlu7CT8i6oF6SUdFxE09FJOZmZkVWUFj+BFxk6S/A3YHBuXNP7dUgZmZmVnxFHpr3SuBY4HTyMbxvwDsWMK4zMzMrIgKHdz7eEScALweETOBj4GfEGlmZtZbFJrw16bXNZK2B9YD25UmJDMzMyu2QhP+byUNBb4LPAwsBX5dopjMWL58OXV1deUOw+w96urq/LtpvVKHJ+1J6gfcHRErgZsk3QYMigjfS99KpqmpqeQ3zjHrCv9eWm/VYQs/IpqBH+ZNNznZm5mZ9S6FdunfLekoSep4VTMzM6s0hSb8rwE3AE2S3pS0StKbJYzLzMzMiqjQG+9sWepAzMzMrHQKvfHO3YXMMzMzK9T06dOZOHEi5513XrlD6RPuuusuampq9mlrebsJX9IgSVsDwyS9X9LW6Wc02VP0rAskfUfSYkmLJC2UtH+af7qkLj2FUNKJki7rxPoHS3ojbf8JSdMLqH/7dpafK2lyseIzs75v3rx5AMydO7fMkfQNF1xwQbvLO2rhfw1YAOyaXnM/twD+590Fkj4GHA7sHRF7ApOB59Pi0+nZxw7fGxHjgQnA8ZL2bmfdE4FWE76k/hFxTkTcVfwQzawvmj590zaGW/ndc9ddd7Fhw4Z21+noaXmXAJdIOi0iLi1mcFVsO2BFRDQBRMQKAEm1ZAl1nqQVETFJ0hXAvsBg4MaImJ7W3Re4BNgCaAI+nb+B9KCjs4AjcvW3JyLekrQAGCPpcOCItM0/kR30HUV2UPArSW+T3Vr5CeA6YArw35IOA26LiBuLEd+6detoaGigtra2o/Bb1dDQAJX91Nqes5pu7UvbVENDA4MHDy53GL1ernWfM3fuXM4+++wyRdP7ddS6h8LP0n9J0pYAks6SdHMHrUFr2xzgg5L+IulySQcBREQd8DdgUkRMSut+JyImAHsCB0naU9LmZIn2XyJiL7IegrdzlUv6HPBt4DOFJPtUZhvgAGAxcFlE7BsRe5Al/cMj4kZgPnBcRIyPiNz2Xo2IvSPi2ry6uhyfpJMlzZc0v7nZ2drMrFAdte6hwLP0gbMj4gZJB5L9A/8ucAWwf9fDq04RsVrSPsAngUnAdZK+HRGzWln9GEknk31P2wHjgABejIiHUn1vAqRbJHyKrCV+SG5+Bz4p6RGytvBFEbE43W/hW2RDC1uTHQT8to3y17Uyb5euxhcRVwFXAYwYMSLGjh3b5VuY1tbW8sgLj3SpbJ9TA2NHdn1f2qbcU2KVaMCAAR0m/UJb+BvT698BV0XE7cDm3YitqkXExoi4J3XRn0rWZb4JSR8CvgF8Oo313w4M6qDqp4EtKfxJhvdGxEcjYp+IuFLSIOBy4OiI+Ajw4w62+VaB2+lqfGbWR02aNGmT6SlTppQpkr7hzDPP7HCdQhP+C5J+BBwL3CFpYCfKWh5Ju0gamzdrPPBser+KLCECbEWWUN+QNAKYmuY/BWyXxsmRtKWkXE/Ns2QHD1dL2j0t/5ykCwsML5fcV0iqAY7OW5YfW3s6FZ+ZVaeZM2duMu3x++6ZPHkyAwa032lfaNI+BvgdcGh6iM7WwDe7FV31qgHqJS2RtIism35GWnYVcKekeRHxKPAI8CTZkwnvA4iIdWQHXpdKehSYS14rPCKeBI4DbpC0E7ATUNBdEdN3+2PgcbLv+6G8xbOAK9NlfG2esdSF+MysSuVa+W7dF0dHrXxFRNsLpa0i4s10Lf57RMRr3QvPSk3SL4F/jYhXyh1LZ4wYMSKOPfbYbo/hNx9cupP/+t2THS+XchvF0O+efnx05Ec9hl8kuTF870+rRJIWpJO936Ojk/Z+TXbN+AKyk8XyH54TwIeLEqGVTEQcX+4YzMys/Dq6Dv/w9PqhngnHzMzMSqGgy/LauOb+DeDZiOj44j8zMzMrq0Kvw78c2BtYRNat/xGyE7veJ+n/RcScEsVnVWrgwIGMGTOm3GGYvYd/L623KjTh/w04KSIWA0gaB5wLfAu4mezucWZFM3z4cN/gxCqSfy+ttyr0srydc8keICKWALtGxDOlCcvMzMyKqdAW/uL0IJfcPdOPBZakG/CsL0lkZmZmVjSFtvBPBBrJHt96OvBMmree7H7wZmZmVsEKauGnp6N9P/20tLqoEZmZmVnRFXpZ3ljgQrLbwObfJtU33jEzM+sFCh3D/zkwHfgBWRf+V/DDc6zSrXz39relqh9KvI1iWAmMLHcQZlZuhSb8wRFxtyRFxLPADEkLgHNKGJtZl/XEtdLLYhkAo0aOKvm2umWkrx03s8ITfpOkfkCDpFOBF8ie+mZWkXyttJnZpgrti/wXYAhQC+wDHA+cUKqgzMzMrLgKbeEH8AtgR2CzNO/HwJ6lCMrMzMyKq9CE/yvgm8BjQGU//NvMzMzeo9CE/0pE3FrSSMzMzKxkCk340yX9BLgbaMrNjIibSxKVmZmZFVWhCf8rwK5k4/e5Lv0ge1KemZmZVbhCE/6+EbFLSSMx66K6ujoaGxs7VWbZsnQN/agKv4ae7Bp6X2ZoZt1VaML/k6Rx6bG4ZhWlsbGRJxcu5AOdKLMqva5csaIUIRXNS+UOwMz6jEIT/gHAQkl/JRvDFxAR4cvyrCJ8ADgJFbz+TwnoZJlyyMVpZtZdhSb8w0oahZmZmZVUoY/HfbbUgZiZmVnpVPhjvszMzKwYnPDNzMyqgBO+mZlZFXDCNzMzqwJO+FaRli9fTl1dXbnDsB5UV1fn79yshAq9LM+sRzU1NXX67nnWu/n7Nistt/DNzMyqgBO+mZlZFXDCNzMzqwJO+GZmZlXACb8MJG2UtDDv59utrDNa0tst1ttB0o1p+cGSbkvv/761OroY2yxJR3eyzFJJw4qxfbNKN336dCZOnMh5551X7lB6vbvuuouJEycyb968cofSrhUrVnDaaafx6quvljuUbnHCL4+3I2J83s9Fbaz3dIv1nouI9yTjiLi1nTrMrIhyyWnu3LlljqT3u+CCCwAq/uCpvr6eRYsWUV9fX+5QusUJvxdJrf7HW5l/oqTL0vtZkuok/UnSM7nWuqR+ki6X9KSkuZLu6Kgln99ylzRB0j3p/TaS5khaLOkn8O4zZiWdLekpSX+UdI2kb6T5O0m6U9ICSfdK2rVY+8Wsp0yfPn2T6UpPVJXsrrvuYsOGDQBs2LChYlv5K1asYPbs2UQEs2fP7tWtfF+HXx6DJS3Mm74wIq5rZb2d8ta7D/hugfVvBxwI7ArcCtwIfB4YDYwDhgNPAD/rbODJdOCPEXGupL8DTgKQtC9wFLAXsBnwMLAglbkKOCUiGiTtD1wOfKqtDaxbt46GhgZqa2s7DKahoaHPHrm+CrxS4H7o7RoaGhg8eHC5w2hXy6Q0d+5czj777DJF07vlWvc55513HpMmTSpTNG2rr68nIgBobm6mvr6eM844o8xRdY0Tfnm8HRHjC1jv6fz1JI0usP7/jYhmYImkEWnegcANaf5LkrpzOD2R7ACCiLhd0utp/ieAWyJiLbBW0m9T3DXAx4EbpHc6Awa2rFTSycDJAFtttVU3wjOzSpdr3bc1XSnmzp3L+vXrAVi/fj1z5sxxwrfuSa3eH6XJc4BF3aiuKb/qbtSzgXeHfQZ1o55+wMqODnIi4iqyngBGjBgRY8eOLehWq7W1taxcuLAb4VWubYChBe6H3q4aejHsXQMGDNgkyQ8YUJnpaMqUKdxxxx2sX7+ezTbbjEMOOaTcIXVZX+0J7XUi4oG8k/NuLcEm7gOOSmP5I4CDCyizFNgnvT8qb/4fgC8DSJoKvD9vG0dIGpRa9YcDRMSbwF8lfSGVkaS9uvdxzHpeyy7nKVOmlCmS3u/MM8/cZLpSh0amTZtGrmeyX79+TJs2rcwRdZ0TfnkMbnG5XU+cYX8TsAxYAvySbHz9jVbWG8C7PQQzgUskzQc25q0zE5goaTFZ1/5zABHxENk5A4uA2cBjeds4DjhJ0qPAYuDIon0ysx4yc+bMTaYrNUn1BpMnT36nVT9gwICKHL8HGDZsGFOnTkUSU6dOZZtttil3SF1WmX0ofVxE9C9gnaXAHm3Ni4h7gHvS+1nArPT+xBZlatJrs6RvRMRqSdsAD5Il5HdI6gfsBjydytwL7NxKbK8CbfVrfS8iZkgaQtYTsCCV+StwWEef26zSTZo0iXnz5rl1XwRnnnkm5557bsUfOE2bNo2lS5f26tY9OOFXm9skDQU2B86LiJdyCyRtD9wFzIuIJd3YxlWSxpGN+ddHxMPdCdis0sycOfM9LX3rmsmTJzN58uRyh9GhYcOGcemll5Y7jG5zwq8iEXFwO8v+RnbJXne38eXu1mFmZsXnMXwzM7Mq4Ba+VaSBAwcyZsyYcodhPcjft1lpOeFbRRo+fLivy64y/r7NSstd+mZmZlXACd/MzKwKOOGbmZlVASd8MzOzKuCEb2ZmVgWc8M3MzKqAL8uzPuEl4KdEweu/mF47U6YcXgKGljsIM+sTnPCt1+vKDVtWL1sGwNBRo4odTlENxTekMbPicMK3Xs83bDEz65jH8M3MzKqAE76ZmVkVcMI3MzOrAk74ZmZmVcAJ38zMrAo44ZuZmVUBX5ZnvVJdXR2NjY1dLr8sXYc/qpvX4Y8ZM8aXBZpZr+CEb71SY2Mjix97gqFDhnep/BtrVgGgple7HMPKNcu7XNbMrKc54VuvNXTIcCbt+sUulZ335LUAXS6fX4eZWW/gMXwzM7Mq4IRvZmZWBZzwzczMqoATvpmZWRVwwjczM6sCTvhWkZYvX05dXV25w+gT6urqvC/NzJflWWVqamrq1o117F3ej2YGbuGbmZlVBSd8MzOzKuCEb2ZmVgWc8M3MzKqAE76ZdWjFihWcdtppvPpq1x821FdMnz6diRMnct5555U7lF7v1FNPZeLEiZx++unlDqVPWLFiBYMHD96lreVO+CUkaZSkWyQ1SHpa0iWSNk/LDpY0K70/UdIrkhZKWizpRklD2qjz7yV9uwSx3iNpQrHrtb6hvr6eRYsWUV9fX+5Qym7evHkAzJ07t8yR9H6LFi0C4OGHHy5zJH1DfX09/fv3r2lruRN+iUgScDPwvxExFtgZqAH+s40i10XE+IjYHVgHHNtKnQMi4taIuKhUcZu1tGLFCmbPnk1EMHv27Kpu5U+fPn2Tabfyu+7UU0/dZNqt/O7J/Z22x9fhl86ngLUR8XOAiNgo6V+Bv0qaTpbU32hZSNIAYAvg9TQ9C1gLfBS4T9IiYEJEnCppW+BKYIdU/PSIuE/SjDTvw+n14ogo+M4rkq4A9gUGAzdGxPQ0fylwDTAV2ACcDFwIjAG+GxFXpvW+CRwDDAR+ExHTJW0BXA+MAvoD50XEdW3FsG7dOhoaGqitrW11eUNDA83rVOhHKonVa1+noeG1NmOsFA0NDQwePLjL5evr64kIAJqbm6mvr+eMM84oVni9Sq51nzN37lzOPvvsMkXTu+Va9zlu5XdP/t9pW9zCL53dgQX5MyLiTeA5YExE/Cki/iVv8bGSFgIvAFsDv81bNgr4eES0/C97CfCDiNgXOAr4Sd6yXYFDgf2A6ZI260Ts34mICcCewEGS9sxb9lxEjAfuBWYBRwMHADMBJB0CjE3bHQ/sI2kicBjwt4jYKyL2AO5suVFJJ0uaL2l+c3NzJ8K1Upo7dy7r168HYP369cyZM6fMEZlZS/l/p21xC79yXJda7QJ+CHwTyHXd3xARG1spMxkYlxUBYCtJufGb2yOiCWiStBwYASwrMJZjJJ1M9vuxHTAOyB2O35peHwNqImIVsEpSk6ShwCHp55G0Xg3ZAcC9wPcl/RdwW0Tc23KjEXEVcBXAiBEjYuzYsW3eEra2tpYXni5v13LNoPczcqdtKv62td3tgZgyZQp33HEH69evZ7PNNuOQQw4pUmRmViy5v9P2uIVfOkuAffJnSNqKrIu9zXudRtYn81tgYt7st9pYvR9wQBr7Hx8RIyNidVrWlLfeRgo8uJP0IeAbwKcjYk/gdmBQ3iq5eptbbKM5bUPAhXkxjYmIn0bEX4C9yQ4Uzpd0TiHxWPlNmzaN3EFlv379mDZtWpkjKp9JkyZtMj1lypQyRdL77bnnnptM77333mWKpG/I/zttixN+6dwNDJF0AoCk/sD3gVkRsaaDsgcCTxewjTnAabkJSeM7KiDpbkkj21llK7IDjDckjSAbr++M3wFfzfU0SBopabik7YE1EfFL4Ltkyd96gWHDhjF16lQkMXXqVLbZZptyh1Q2M2fO3GTa4/ddd9lll20yffHFF5cnkD4i93faHif8Ekkt9c8BX5DUAPyF7OS7M9socmy6LG8R2Ql6hZz+WwtMkLRI0hLglPZWltSP7AS711pZPABoiohHybrjnwR+DdxXQBzviIg5qdz9kh4DbgS2BD4CPJjOU5gOnN+Zeq28pk2bxp577lnVrfucXCvfrfvuy7Xy3bovjmnTprFx48bVbS33GH4JRcTzwBEFrDeL7AS41pad2Na6EbGCVi7fi4gZLab3AJC0B3BTRLydv1zSQGBHshMK37PNvHpGtxVzi2WXkJ1QmO9psta/9ULDhg3j0ksvLXcYFWHmzJnvaelb17Rs5Vv3DBs2jLfffvuptpa7hV9FIuLxlmf6p5vtLAQuj4j3XCZoZmZ9g1v4VS4i5gO7lTsOMzMrLbfwzczMqoBb+FaRBg4cyJgxY8odRp/g/Whm4IRvFWr48OEVf8va3sL70czAXfpmZmZVwQnfzMysCjjhm5mZVQEnfDMzsyrghG9mZlYFfJa+9Vor1yxn3pPXdrks0OXyuTpGUr0PkjGz3sUJ33ql7l5bHsuyxwmMHNX1hD2SbXyNu5n1Gk741iv52nIzs87xGL6ZmVkVcMI3MzOrAk74ZmZmVUARUe4YzN5D0irgqXLH0YcMA1aUO4g+xPuzeLwvi2vHiNi2tQU+ac8q1VMRMaHcQfQVkuZ7fxaP92fxeF/2HHfpm5mZVQEnfDMzsyrghG+V6qpyB9DHeH8Wl/dn8Xhf9hCftGdmZlYF3MI3MzOrAk74ZmZmVcAJ3yqOpMMkPSWpUdK3yx1PbyFpqaTHJC2UND/N21rSXEkN6fX9af4MSd8ob8SVRdLPJC2X9HjevLb2nyTVpd/RRZL2TvMPlnRbuT5DpWhjX86Q9EL6/Vwo6TN5y/4j7cunJB2a5o3OL2/d54RvFUVSf+CHwFRgHPAlSePKG1WvMikixudd1/xt4O6IGAvcnaatdbOAw1rMa2v/TQXGpp+TgSt6KMbeYhbv3ZcAP0i/n+Mj4g6A9Pf9RWD3VOby9H/AiswJ3yrNfkBjRDwTEeuAa4EjyxxTb3YkUJ/e1wOfbbmCpH+SNFvS4J4MrNJExB+A11rMbmv/HQlcHZk/A0MlbZdfUNK+kh6RtFMJw65IbezLthwJXBsRTRHxV6CR7P/AOyR9OO3LfYscalVxwrdKMxJ4Pm96WZpnHQtgjqQFkk5O80ZExIvp/UvAiPwCkk4FDgc+GxFv91yovUZb+6/d31NJHweuBI6MiKd7ItBe4tQ0BPKz3PAIHe/LXYCbgBMj4qGeC7XvccI36zsOjIi9ybqbvy5pYv7CyK7Bzb8O94S07tER0dRzYfZOrey/tuxGdm35ERHxXGmj6lWuAHYCxgMvAt8voMy2wC3AcRHxaOlCqw5O+FZpXgA+mDc9Ks2zDkTEC+l1OfAbsm7Rl3Ndzel1eV6Rx4DRZPvYWtfW/mvv9/RFYC3w0Z4KsjeIiJcjYmNENAM/5t1u+/b25RvAc8CBPRZoH+aEb5XmIWCspA9J2pzsZJ5byxxTxZO0haQtc++BQ4DHyfbdtLTaNLLWUs4jwNeAWyVt34Ph9iZt7b9bgRPS2foHAG/kdf2vBP4OuFDSwT0XamVrcY7D58h+PyHbl1+UNFDSh8hOhHwwLVuX1j1B0pd7LNg+yk/Ls4oSERvSuPLvgP7AzyJicZnD6g1GAL+RBNnf9a8j4k5JDwHXSzoJeBY4Jr9QRPwxXZ53u6QpEVG1jymVdA1wMDBM0jJgOnARre+/O4DPkJ1gtgb4Sn5dEfGypMOB2ZK+GhEP9MynqAxt7MuDJY0nGxZZSnawSUQslnQ9sATYAHw9Ijam32Ui4q20L+dKWh0RbgB0kW+ta2ZmVgXcpW9mZlYFnPDNzMyqgBO+mZlZFXDCNzMzqwJO+GZmZlXACd/Meq2uPFFN0rmSJqf390ia0FGZcpE0Pv+pcmbd4evwzayqRMQ55Y6hE8YDE8iu+zfrFrfwzay3GyDpV5KekHSjpCEAks6R9JCkxyVdpXQnF0mzJB3dXoXtlL1H0g8kzU/b21fSzZIaJJ2fV/6MVPZxSaeneZv0Rkj6hqQZefX+l6QHJf1F0ifTnSbPBY5Nz48/tri7zaqNE76Z9Xa7AJdHxG7Am8A/p/mXRcS+EbEHMJjsqYCFaq/suoiYQPY0vFuArwN7ACdK2kbSPmR33tsfOAD4J0mF3Fd/QETsB5wOTE+Phz4HuC49P/66TsRv9h5O+GbW2z0fEfel97/k3QetTJL0gKTHgE8Bu3eizvbK5m7t+hiwOCJeTE8bfIbsITAHAr+JiLciYjVwM/DJArZ5c3pdQPZQI7Oi8hi+mfV2Le8PHpIGAZcDEyLi+dR1PqiQygoom3uUcHPe+9x0e/9TN7BpI6tlPLm6NnZQj1mXuIVvZr3dDpI+lt5/Gfgj7ybTFZJqgHbH7FvoTlmAe4HPShqSnlz4uTTvZWB46vYfSGFDDKuALTu5fbNWOeGbWW/3FPB1SU8A7weuiIiVZM9cf5zsyYsPFVpZd8qm8g8Ds8ge8foA8JOIeCQi1pOdhPcgMBd4soDq5gHjfNKeFYOflmdmZlYF3MI3MzOrAk74ZmZmVcAJ38zMrAo44ZuZmVUBJ3wzM7Mq4IRvZmZWBZzwzczMqsD/B888F6etHsMhAAAAAElFTkSuQmCC\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -2282,14 +2284,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 79,
+   "execution_count": 30,
    "metadata": {
     "scrolled": true
    },
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 504x720 with 5 Axes>"
       ]