diff --git a/Aigrind/Analisys.ipynb b/Aigrind/Analisys.ipynb
index 76075af..b22d4ad 100644
--- a/Aigrind/Analisys.ipynb
+++ b/Aigrind/Analisys.ipynb
@@ -32,7 +32,7 @@
     "\n",
     "1. [ ] Подписи к графикам\n",
     "2. [ ] Переделать все под `pd.DataFrame` (?)\n",
-    "3. [ ] Поправить заголовки"
+    "3. [x] Поправить заголовки"
    ]
   },
   {
@@ -53,7 +53,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 31,
    "id": "038a62d8",
    "metadata": {},
    "outputs": [
@@ -133,7 +133,7 @@
        "4  2021-01-01 00:06:41  Payment_system_5   1.432550     7229767"
       ]
      },
-     "execution_count": 2,
+     "execution_count": 31,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -153,7 +153,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 32,
    "id": "a4b72e40",
    "metadata": {},
    "outputs": [
@@ -221,7 +221,7 @@
        "4  Payment_system_5      24.0"
       ]
      },
-     "execution_count": 3,
+     "execution_count": 32,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -241,7 +241,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 33,
    "id": "a0f238ba",
    "metadata": {},
    "outputs": [
@@ -315,7 +315,7 @@
        "4   3842384.0   2021-01-01  BRA_MS1_install"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 33,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -335,7 +335,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 34,
    "id": "bf031a83",
    "metadata": {
     "scrolled": true
@@ -490,7 +490,7 @@
        "8     1989.52           10.48  "
       ]
      },
-     "execution_count": 5,
+     "execution_count": 34,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -499,23 +499,6 @@
     "budget = pd.read_excel(\"data/Рекламный бюджет январь 2021.xlsx\")\n",
     "budget.loc[0:5, 'media_source'] = 'Media_source_1'\n",
     "budget.loc[6:7, 'media_source'] = 'Media_source_2'\n",
-    "for l in budget.iloc:\n",
-    "    source, campaign, *_ = l\n",
-    "#     print(source, campaign)\n",
-    "#     print(l)\n",
-    "    break\n",
-    "# print(budget)\n",
-    "d = {\n",
-    "    (\"Media_source_1\",       \"install\",            \"Brazil\"): \"BRA_MS1_install\",\n",
-    "    (\"Media_source_1\",      \"purchase\",            \"Brazil\"): \"BRA_MS1_purchase\",\n",
-    "    (\"Media_source_1\",       \"install\",            \"Russia\"): \"RUS_MS1_install\",\n",
-    "    (\"Media_source_1\",      \"purchase\",            \"Russia\"): \"RUS_MS1_purchase\",\n",
-    "    (\"Media_source_1\",       \"install\",            \"Ukrane\"): \"UKR_MS1_install\",\n",
-    "    (\"Media_source_1\",      \"purchase\",            \"Ukrane\"): \"UKR_MS1_purchase\",\n",
-    "    (\"Media_source_2\",       \"install\",            \"Brazil\"): \"BRA_MS2_install\",\n",
-    "    (\"Media_source_2\",       \"install\",  \"English_speaking\"): \"ENG_MS2_install\",\n",
-    "}\n",
-    "# print(budget[['media_source', 'Campaign_type', 'Target']])\n",
     "budget"
    ]
   },
@@ -552,49 +535,9 @@
    ]
   },
   {
-   "cell_type": "markdown",
-   "id": "7df2460e",
+   "cell_type": "raw",
+   "id": "2a8b36ec",
    "metadata": {},
-   "source": [
-    "### $\\large IC$ — инвестиционные расходы"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "id": "33a0a78b",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "['BRA_MS1_install']"
-      ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "campaigns = list(registrations['campaign'].unique()[:1])\n",
-    "campaigns"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "bdaedc89",
-   "metadata": {},
-   "source": [
-    "### $\\large FV$ — прибыль"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "id": "73fb9a74",
-   "metadata": {},
-   "outputs": [],
    "source": [
     "d = {\n",
     "    (\"Media_source_1\",       \"install\",            \"Brazil\"): \"BRA_MS1_install\",\n",
@@ -610,7 +553,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 36,
    "id": "8353352e",
    "metadata": {},
    "outputs": [
@@ -802,7 +745,7 @@
        "[711 rows x 8 columns]"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 36,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -816,28 +759,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 38,
    "id": "95da41ef",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[('Media_source_1', 'install', 'Brazil', np.float64(0.3300967979179157)),\n",
-      " ('Media_source_1', 'purchase', 'Brazil', np.float64(0.8509252137211926)),\n",
-      " ('Media_source_1', 'install', 'Russia', np.float64(0.3196661081626587)),\n",
-      " ('Media_source_1', 'purchase', 'Russia', np.float64(0.724875510844611)),\n",
-      " ('Media_source_1', 'install', 'Ukrane', np.float64(0.9177685774719259)),\n",
-      " ('Media_source_1', 'purchase', 'Ukrane', np.float64(0.3433033484234126)),\n",
-      " ('Media_source_2', 'install', 'Brazil', np.float64(5.337257113760678)),\n",
-      " ('Media_source_2',\n",
-      "  'install',\n",
-      "  'English_speaking',\n",
-      "  np.float64(3.9002341108208425))]\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "T = []\n",
     "for l in budget.iloc:\n",
@@ -846,61 +771,138 @@
     "        break\n",
     "    cmp = d[source, campaign_type, target]\n",
     "    tmp_df = df[df['campaign'] == cmp]\n",
-    "    T.append((source, campaign_type, target, spend / tmp_df['cost'].sum()))\n",
-    "pprint(T)"
+    "    T.append((source, campaign_type, target, spend / tmp_df['cost'].sum()))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
-   "id": "d570186f",
+   "execution_count": 63,
+   "id": "e950eeaf",
    "metadata": {},
    "outputs": [
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Net             | Campaign type   | Target            |  Time  \n",
-      "Media_source_1  | install         | Brazil            |  0.3301     \n",
-      "Media_source_1  | purchase        | Brazil            |  0.8509     \n",
-      "Media_source_1  | install         | Russia            |  0.3197     \n",
-      "Media_source_1  | purchase        | Russia            |  0.7249     \n",
-      "Media_source_1  | install         | Ukrane            |  0.9178     \n",
-      "Media_source_1  | purchase        | Ukrane            |  0.3433     \n",
-      "Media_source_2  | install         | Brazil            |  5.3373     \n",
-      "Media_source_2  | install         | English_speaking  |  3.9002     \n"
-     ]
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th>Time, (months)</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Media Source</th>\n",
+       "      <th>Campaign type</th>\n",
+       "      <th>Target</th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"6\" valign=\"top\">Media_source_1</th>\n",
+       "      <th>install</th>\n",
+       "      <th>Brazil</th>\n",
+       "      <td>0.330097</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>purchase</th>\n",
+       "      <th>Brazil</th>\n",
+       "      <td>0.850925</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>install</th>\n",
+       "      <th>Russia</th>\n",
+       "      <td>0.319666</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>purchase</th>\n",
+       "      <th>Russia</th>\n",
+       "      <td>0.724876</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>install</th>\n",
+       "      <th>Ukrane</th>\n",
+       "      <td>0.917769</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>purchase</th>\n",
+       "      <th>Ukrane</th>\n",
+       "      <td>0.343303</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"2\" valign=\"top\">Media_source_2</th>\n",
+       "      <th rowspan=\"2\" valign=\"top\">install</th>\n",
+       "      <th>Brazil</th>\n",
+       "      <td>5.337257</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>English_speaking</th>\n",
+       "      <td>3.900234</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                               Time, (months)\n",
+       "Media Source   Campaign type Target                          \n",
+       "Media_source_1 install       Brazil                  0.330097\n",
+       "               purchase      Brazil                  0.850925\n",
+       "               install       Russia                  0.319666\n",
+       "               purchase      Russia                  0.724876\n",
+       "               install       Ukrane                  0.917769\n",
+       "               purchase      Ukrane                  0.343303\n",
+       "Media_source_2 install       Brazil                  5.337257\n",
+       "                             English_speaking        3.900234"
+      ]
+     },
+     "execution_count": 63,
+     "metadata": {},
+     "output_type": "execute_result"
     }
    ],
    "source": [
-    "print(f\"{\"Net\":15s} | {\"Campaign type\":15s} | {\"Target\":17s} | {\" Time\":7s}\")\n",
-    "for s, ct, tar, t in T:\n",
-    "    print(f\"\"\"\\\n",
-    "{s:15s} | {ct:15s} | {tar:17s} | {t:7.4f} \\\n",
-    "    \"\"\")"
+    "T_df = pd.DataFrame(T, columns=[\"Media Source\", 'Campaign type', 'Target', \"Time, (months)\"])\n",
+    "T_df = T_df.set_index([\"Media Source\", 'Campaign type', 'Target'])\n",
+    "T_df"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 65,
    "id": "772ce00f",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<Axes: xlabel='Срок окупаемости, (месяцы)', ylabel='Рекламная компания'>"
+       "<Axes: xlabel='Time, (months)'>"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 65,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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",
+      "image/png": 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",
       "text/plain": [
-       "<Figure size 720x480 with 1 Axes>"
+       "<Figure size 1280x960 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -908,16 +910,13 @@
     }
    ],
    "source": [
-    "fig, ax = plt.subplots(1, 1, figsize=(6,4), dpi=120)\n",
+    "fig, ax = plt.subplots(1, 1, figsize=(8,6), dpi=160)\n",
     "ax.grid()\n",
     "# ax.set_xlim(1, 70)\n",
-    "ax.set(xlabel='Срок окупаемости, (месяцы)', ylabel='Рекламная компания')\n",
-    "\n",
-    "x = list(map(lambda x: x[3], T))\n",
-    "y = list(map(lambda x: d[(x[0], x[1], x[2])], T))\n",
+    "# ax.set(xlabel='Срок окупаемости, (месяцы)', ylabel='Рекламная компания')\n",
     "\n",
     "plt.xticks(rotation='vertical')\n",
-    "sns.barplot(ax=ax, x=x, y=y)"
+    "sns.barplot(ax=ax, data=T_df, x=\"Time, (months)\", hue=T_df.index)"
    ]
   },
   {
@@ -925,7 +924,7 @@
    "id": "29c916e9",
    "metadata": {},
    "source": [
-    "# Определить наиболее успешные кейсы"
+    "## Определить наиболее успешные кейсы"
    ]
   },
   {
@@ -933,61 +932,40 @@
    "id": "6b307b90",
    "metadata": {},
    "source": [
-    "## Рекламные кампании"
+    "### Рекламные кампании"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
-   "id": "81414a66",
+   "execution_count": 68,
+   "id": "9dfee9c7",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Net             | Campaign type   | Target            |  Time  \n",
-      "Media_source_1  | install         | Russia            |  0.3197     \n",
-      "Media_source_1  | install         | Brazil            |  0.3301     \n",
-      "Media_source_1  | purchase        | Ukrane            |  0.3433     \n",
-      "Media_source_1  | purchase        | Russia            |  0.7249     \n",
-      "Media_source_1  | purchase        | Brazil            |  0.8509     \n",
-      "Media_source_1  | install         | Ukrane            |  0.9178     \n",
-      "Media_source_2  | install         | English_speaking  |  3.9002     \n",
-      "Media_source_2  | install         | Brazil            |  5.3373     \n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
-    "sorted_T = sorted(T, key = lambda x: x[3], reverse=False)\n",
-    "print(f\"{\"Net\":15s} | {\"Campaign type\":15s} | {\"Target\":17s} | {\" Time\":7s}\")\n",
-    "for s, ct, tar, t in sorted_T:\n",
-    "    print(f\"\"\"\\\n",
-    "{s:15s} | {ct:15s} | {tar:17s} | {t:7.4f} \\\n",
-    "    \"\"\")"
+    "T_sorted_df = T_df.sort_values(by='Time, (months)')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 82,
    "id": "2821cb8e",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<Axes: xlabel='Срок окупаемости, (месяцы)', ylabel='Рекламная компания'>"
+       "<Axes: xlabel='Срок окупаемости, месяцы', ylabel='Рекламная компания'>"
       ]
      },
-     "execution_count": 13,
+     "execution_count": 82,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
-       "<Figure size 720x480 with 1 Axes>"
+       "<Figure size 1280x960 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -995,17 +973,12 @@
     }
    ],
    "source": [
-    "fig, ax = plt.subplots(1, 1, figsize=(6,4), dpi=120)\n",
+    "fig, ax = plt.subplots(1, 1, figsize=(8,6), dpi=160)\n",
     "ax.grid()\n",
-    "# ax.set_xlim(1, 70)\n",
-    "# ax.set(xlabel='common xlabel', ylabel='common ylabel')\n",
-    "ax.set(xlabel='Срок окупаемости, (месяцы)', ylabel='Рекламная компания')\n",
-    "\n",
-    "y = list(map(lambda x: d[(x[0], x[1], x[2])], sorted_T))\n",
-    "x = list(map(lambda x: x[3], sorted_T))\n",
+    "ax.set(xlabel='Срок окупаемости, месяцы', ylabel='Рекламная компания')\n",
     "\n",
     "# plt.xticks(rotation='vertical')\n",
-    "sns.barplot(ax=ax, x=x, y=y)"
+    "sns.barplot(ax=ax, data=T_sorted_df, x=\"Time, (months)\", hue=T_df.index)"
    ]
   },
   {
@@ -1013,22 +986,12 @@
    "id": "f1543549",
    "metadata": {},
    "source": [
-    "## Тип рекламных кампаний"
+    "### Тип рекламных кампаний"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
-   "id": "3f22c78b",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "res = pd.DataFrame(sorted_T, columns=[\"Media Source\", 'Campaign type', 'Target', \"Time, (months)\"])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 80,
    "id": "93819b37",
    "metadata": {},
    "outputs": [
@@ -1038,15 +1001,15 @@
        "<Axes: ylabel='Time, (months)'>"
       ]
      },
-     "execution_count": 15,
+     "execution_count": 80,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
-       "<Figure size 720x480 with 1 Axes>"
+       "<Figure size 640x960 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -1054,10 +1017,10 @@
     }
    ],
    "source": [
-    "fig, ax = plt.subplots(1, 1, figsize=(6,4), dpi=120)\n",
+    "fig, ax = plt.subplots(1, 1, figsize=(4,6), dpi=160)\n",
     "ax.grid()\n",
     "\n",
-    "sns.boxplot(ax=ax, data=res, y=res['Time, (months)'], hue=\"Campaign type\")"
+    "sns.boxplot(ax=ax, data=T_sorted_df, y='Time, (months)', hue=\"Campaign type\")"
    ]
   },
   {
@@ -1065,12 +1028,12 @@
    "id": "781727e6",
    "metadata": {},
    "source": [
-    "## Рекламная сеть"
+    "### Рекламная сеть"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 81,
    "id": "588eab3e",
    "metadata": {},
    "outputs": [
@@ -1080,15 +1043,15 @@
        "<Axes: ylabel='Time, (months)'>"
       ]
      },
-     "execution_count": 16,
+     "execution_count": 81,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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",
       "text/plain": [
-       "<Figure size 720x480 with 1 Axes>"
+       "<Figure size 640x960 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -1096,10 +1059,10 @@
     }
    ],
    "source": [
-    "fig, ax = plt.subplots(1, 1, figsize=(6,4), dpi=120)\n",
+    "fig, ax = plt.subplots(1, 1, figsize=(4,6), dpi=160)\n",
     "ax.grid()\n",
     "\n",
-    "sns.boxplot(ax=ax, data=res, y=res['Time, (months)'], hue=\"Media Source\")"
+    "sns.boxplot(ax=ax, data=T_sorted_df, y='Time, (months)', hue=\"Media Source\")"
    ]
   },
   {
@@ -1107,7 +1070,7 @@
    "id": "2128f1b7",
    "metadata": {},
    "source": [
-    "# Накопительный ARPU успешных рекламных кампаний"
+    "## Накопительный ARPU успешных рекламных кампаний"
    ]
   },
   {
@@ -1133,176 +1096,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
-   "id": "7c089a10",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "df = registrations.dropna()\n",
-    "df = payments.join(df.set_index(\"account_id\"), on=\"account_id\").dropna()\n",
-    "df = df.join(persents.set_index(\"Payment_types\"), on=\"Payment_types\")\n",
-    "df['cost'] = df['real_cost'] * (100 - df['Share, %']) / 100\n",
-    "# df['payment_date'] = pd.to_datetime(df['payment_date'], format=\"%Y-%m-%d %H:%M:%S\")\n",
-    "# df['payment_date'] = pd.Series(map(lambda x: x.date(), \\\n",
-    "#                                df['payment_date']))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "id": "479d54b6",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>account_id</th>\n",
-       "      <th>created_date</th>\n",
-       "      <th>campaign</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>30</th>\n",
-       "      <td>3842410.0</td>\n",
-       "      <td>2021-01-01</td>\n",
-       "      <td>BRA_MS1_purchase</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>70</th>\n",
-       "      <td>3842450.0</td>\n",
-       "      <td>2021-01-01</td>\n",
-       "      <td>RUS_MS1_purchase</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>112</th>\n",
-       "      <td>3842492.0</td>\n",
-       "      <td>2021-01-01</td>\n",
-       "      <td>BRA_MS1_purchase</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>132</th>\n",
-       "      <td>3842512.0</td>\n",
-       "      <td>2021-01-01</td>\n",
-       "      <td>BRA_MS1_purchase</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>300</th>\n",
-       "      <td>3842680.0</td>\n",
-       "      <td>2021-01-01</td>\n",
-       "      <td>BRA_MS1_purchase</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>89055</th>\n",
-       "      <td>3931436.0</td>\n",
-       "      <td>2021-01-31</td>\n",
-       "      <td>RUS_MS1_purchase</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>89061</th>\n",
-       "      <td>3931442.0</td>\n",
-       "      <td>2021-01-31</td>\n",
-       "      <td>RUS_MS1_purchase</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>89070</th>\n",
-       "      <td>3931451.0</td>\n",
-       "      <td>2021-01-31</td>\n",
-       "      <td>BRA_MS1_purchase</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>89075</th>\n",
-       "      <td>3931456.0</td>\n",
-       "      <td>2021-01-31</td>\n",
-       "      <td>RUS_MS1_purchase</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>89083</th>\n",
-       "      <td>3931464.0</td>\n",
-       "      <td>2021-01-31</td>\n",
-       "      <td>BRA_MS1_purchase</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>2980 rows × 3 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "       account_id created_date          campaign\n",
-       "30      3842410.0   2021-01-01  BRA_MS1_purchase\n",
-       "70      3842450.0   2021-01-01  RUS_MS1_purchase\n",
-       "112     3842492.0   2021-01-01  BRA_MS1_purchase\n",
-       "132     3842512.0   2021-01-01  BRA_MS1_purchase\n",
-       "300     3842680.0   2021-01-01  BRA_MS1_purchase\n",
-       "...           ...          ...               ...\n",
-       "89055   3931436.0   2021-01-31  RUS_MS1_purchase\n",
-       "89061   3931442.0   2021-01-31  RUS_MS1_purchase\n",
-       "89070   3931451.0   2021-01-31  BRA_MS1_purchase\n",
-       "89075   3931456.0   2021-01-31  RUS_MS1_purchase\n",
-       "89083   3931464.0   2021-01-31  BRA_MS1_purchase\n",
-       "\n",
-       "[2980 rows x 3 columns]"
-      ]
-     },
-     "execution_count": 19,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df = registrations.dropna()\n",
-    "purc_acc = df[df.campaign.str.contains(\"purchase\")]\n",
-    "purc_acc"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 20,
-   "id": "5f34432f",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "datetime.date(2024, 1, 1)"
-      ]
-     },
-     "execution_count": 20,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "datetime(2024,1,1).date() + timedelta(days=0)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 83,
    "id": "3723a9b9",
    "metadata": {},
    "outputs": [
@@ -1445,7 +1239,7 @@
        "[325 rows x 5 columns]"
       ]
      },
-     "execution_count": 21,
+     "execution_count": 83,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1464,7 +1258,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 84,
    "id": "ae68e44e",
    "metadata": {},
    "outputs": [],
@@ -1476,28 +1270,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
-   "id": "d3c680b6",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "for c in campaign:\n",
-    "    for acc in accounts:\n",
-    "        cond1 = table['campaign'] == c\n",
-    "        cond2 = table['account_id'] == acc\n",
-    "        cond = np.logical_and(cond1, cond2)\n",
-    "        tmp_table = table[cond]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 85,
    "id": "11ba3dae",
    "metadata": {},
    "outputs": [],
    "source": [
-    "result_table = table.groupby(by=[\"campaign\",\"account_id\",\"created_date\",\"payment_date\"], as_index=False).sum()\n",
-    "# result_table['created_date'] = pd.to_datetime(result_table['created_date'], format=\"%Y-%m-%d\").dt.date"
+    "result_table = table.groupby(by=[\"campaign\",\"account_id\",\"created_date\",\"payment_date\"], as_index=False).sum()"
    ]
   },
   {
@@ -1514,7 +1292,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 86,
    "id": "8d3253d4",
    "metadata": {},
    "outputs": [],
@@ -1542,15 +1320,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 87,
    "id": "905d7a36",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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",
       "text/plain": [
-       "<Figure size 960x720 with 1 Axes>"
+       "<Figure size 1280x960 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -1558,7 +1336,7 @@
     }
    ],
    "source": [
-    "fig, ax = plt.subplots(1, 1, figsize=(8,6), dpi=120)\n",
+    "fig, ax = plt.subplots(1, 1, figsize=(8,6), dpi=160)\n",
     "ax.grid()\n",
     "# ax.set_xlim(1, 70)\n",
     "# ax.set(xlabel='common xlabel', ylabel='common ylabel')\n",
@@ -1572,7 +1350,7 @@
    "id": "5b14810e",
    "metadata": {},
    "source": [
-    "# Фактический CPI (cost per install)"
+    "## Фактический CPI (cost per install)"
    ]
   },
   {
@@ -1588,7 +1366,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 88,
    "id": "47fe30e3",
    "metadata": {},
    "outputs": [],
@@ -1607,25 +1385,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 90,
    "id": "3bfa10eb",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[('BRA_MS1_install', np.float64(0.008647705461525039)),\n",
-      " ('UKR_MS1_install', np.float64(0.01464359351988218)),\n",
-      " ('RUS_MS1_install', np.float64(0.019471895011463358)),\n",
-      " ('ENG_MS2_install', np.float64(0.24557739557739558)),\n",
-      " ('BRA_MS1_purchase', np.float64(0.350017559262511)),\n",
-      " ('RUS_MS1_purchase', np.float64(0.39011385199240983)),\n",
-      " ('BRA_MS2_install', np.float64(0.5338815789473684)),\n",
-      " ('UKR_MS1_purchase', np.float64(1.3389615384615385))]\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "CPI = list()\n",
     "tmp_budget = budget.groupby(by=[\"media_source\", \"Campaign_type\",'Target']).sum()\n",
@@ -1635,33 +1398,142 @@
     "    \n",
     "    b = tmp_budget.loc[MS, Type, Target]['Spend, USD']\n",
     "    \n",
-    "    CPI.append((c, b / num_installs))\n",
+    "    CPI.append((MS, Type, Target, b / num_installs))\n",
     "    \n",
-    "CPI.sort(key=lambda x: x[1])\n",
-    "pprint(CPI)"
+    "CPI.sort(key=lambda x: x[1])"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 106,
+   "id": "b7a20a84",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th>CPI</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Media Source</th>\n",
+       "      <th>Campaign type</th>\n",
+       "      <th>Target</th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"3\" valign=\"top\">Media_source_1</th>\n",
+       "      <th rowspan=\"3\" valign=\"top\">install</th>\n",
+       "      <th>Brazil</th>\n",
+       "      <td>0.008648</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Ukrane</th>\n",
+       "      <td>0.014644</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Russia</th>\n",
+       "      <td>0.019472</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Media_source_2</th>\n",
+       "      <th>install</th>\n",
+       "      <th>English_speaking</th>\n",
+       "      <td>0.245577</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"2\" valign=\"top\">Media_source_1</th>\n",
+       "      <th rowspan=\"2\" valign=\"top\">purchase</th>\n",
+       "      <th>Brazil</th>\n",
+       "      <td>0.350018</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Russia</th>\n",
+       "      <td>0.390114</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Media_source_2</th>\n",
+       "      <th>install</th>\n",
+       "      <th>Brazil</th>\n",
+       "      <td>0.533882</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Media_source_1</th>\n",
+       "      <th>purchase</th>\n",
+       "      <th>Ukrane</th>\n",
+       "      <td>1.338962</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                    CPI\n",
+       "Media Source   Campaign type Target                    \n",
+       "Media_source_1 install       Brazil            0.008648\n",
+       "                             Ukrane            0.014644\n",
+       "                             Russia            0.019472\n",
+       "Media_source_2 install       English_speaking  0.245577\n",
+       "Media_source_1 purchase      Brazil            0.350018\n",
+       "                             Russia            0.390114\n",
+       "Media_source_2 install       Brazil            0.533882\n",
+       "Media_source_1 purchase      Ukrane            1.338962"
+      ]
+     },
+     "execution_count": 106,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df = pd.DataFrame(CPI, columns=[\"Media Source\", 'Campaign type', 'Target', \"CPI\"])\n",
+    "df = df.set_index([\"Media Source\", 'Campaign type', 'Target'])\n",
+    "df = df.sort_values(by='CPI')\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 110,
    "id": "db865d1c",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<Axes: >"
+       "<Axes: xlabel='CPI'>"
       ]
      },
-     "execution_count": 30,
+     "execution_count": 110,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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TExcvXlTreCYmJoiNjS1XfvnyZaSlpcHU1FSlvKSkBH379sWyZcswcuRI7Nq1C7t378bs2bNx//59fPvttyr1V69ejby8PAwePBj6+vpqxQgALi4uyMzMhIuLi9ptVOXcuXOIiIjQKAEgIiIiotqnV98B1KWCggIMHToU6enp2LZtGwICAsrVad26Ndzd3QEAPXv2RMOGDTFhwgRs3boVERERNT7mmDFjsGnTJly8eBGtW7dWlisUCjRv3hwdOnTAuXPnlOXffPMNMjIyoFAoEBISoizv168fZsyYgdLSUpX2Hzx4AB2dp3lbQkJCjeMrY2pqqjxvIiIiIhKP13YE4O7du/D19cXJkyeRlJRU4cV/RVxdXQEAN2/eVOu4ffr0gY2NDRQKhbKstLQUW7ZswYQJE5QX72Xy8vIAAM2aNauwvefrP7+uroqmAAUHB8PY2BiXLl2Cn58fjI2NYWNjg7lz5+Kff/5R2X/9+vXo1KkTjI2NYWJignbt2uG9994D8HTqzqhRowAA3t7e5aZGpaSkYMiQIWjRogUMDQ3RqlUrTJkypdJpXkRERERUe17LBODGjRvo1asXzp8/j+PHj8PPz++F9718+TIAoE2bNmodW0dHB8HBwYiPj0dJSQkA4Pjx47h+/brKHf4yrq6ukEqlCA8Px7Zt23Djxg21jltbioqKMHjwYPj4+GD//v2Qy+VYvXo1IiMjlXW+/PJLhIWFwdPTE/v27UNSUhJmz56NgoICAMDAgQPx0UcfAQDWrl2LzMxMZGZmYuDAgQCA3377DR4eHli/fj2OHz+ORYsW4dSpU+jRoweKioo0Podbt27h7NmzKsulS5c0bpeIiIjodfBaTgFatWoVgKcX3j169KiybmlpKYqLi1FUVISffvoJc+fOhaOjI+RyudrHDwkJwdKlS5GcnIyBAwdCoVDA09MTDg4O5era2dkhJiYG4eHhGDt2LICnowF9+vTBxIkT0bNnT7XjUMeTJ08QERGhvIPv4+OD7OxsJCYmYtGiRQCAkydPomHDhvjss8+U+/n4+Cj/bGFhoZz+5OjoWG6q0dSpU5V/FgQB3bp1g5eXF2xtbXH06FEMHjxYo3NYt26dWtO3iIiIiMTgtRwB6NevHwwMDDBnzhzcvn27yrpjxoyBVCqFkZERunfvjvz8fBw+fBgNGzZU+/j29vbw8vKCQqFAXl6e8k56ZeRyOa5fv47ExETMmjULNjY22Lp1Kzw9PREVFaV2HOqQSCTw9/dXKevYsSOuXr2qXO/atSvu3buHwMBA7N+/v8ZTd27duoWpU6fCxsYGenp6kEqlsLW1BQCcP39e43MICwtDTk6OypKUlKRxu0RERESvg1c+AdDTezpIUTad5nnFxcWQSqUqZb6+vti3bx8uXrwIb29v3Lp1q9L2IyMjkZWVhfT0dCxYsAA3b97E0KFDy815r6nQ0FAcPHgQq1atgkwmw8iRI6usb2ZmhsDAQERHR+PUqVP4+eefYWVlhQULFuDevXsaxVITRkZGMDQ0VCkzMDBAYWGhcn3cuHFQKBS4evUqRowYAUtLS7i5uSElJaXa9ktLS9G3b1/s3bsX8+bNw9dff43Tp0/j+++/BwA8fvxY43OwtLSEk5OTytKqVSuN2yUiIiJ6HbzyCYCVlRUA4M8//yy3TRAE3LhxQ1nnWQMGDMD+/fvx22+/wdvbu9KHet944w24urqiV69eWLp0KT744AOcOXMGn3/+uUZxDx8+HEZGRlixYgUCAgIgk8lqtL+TkxMCAgJQVFSECxcuaBRLXQgJCUFGRgbu37+Pw4cPQxAEDBo0SGWkoCI5OTk4c+YMoqKiMHPmTHh5eaFLly4wNzd/SZETERERidsrnwCUfTxrx44d5bYlJycjPz8fvr6+Fe7br18/7N+/H7///ju8vb2Rm5tb7fHmzZuHVq1aYcWKFXjw4IHacctkMixatAj+/v6YNm1apfXy8vLw5MmTCrf98ssvAABra2u146hrDRo0wIABA7BgwQI8efIEZ8+eBfB01AAof0dfIpGobC+zYcOGlxAtEREREb3yDwE7ODhgxowZiIqKwr179+Dn5weZTIasrCysWLECrq6uCAoKqnT/vn374sCBAxgyZAi8vb1x4sSJSl+5CQBSqRQfffQRRo8ejejoaCxcuFDt2OfMmYM5c+ZUWSc1NRXh4eF466230K1bN5ibm+PWrVvYvn07kpOTMX78eLRo0UJZPz09XflcQ0lJCa5evYrdu3cDADw9PWFhYaF2vC9q0qRJkMlk6N69O5o1a4bc3FwsX74cZmZm6NKlC4CnX2gGgC+++AImJiYwNDSEvb092rVrBwcHB8yfPx+CIKBx48Y4ePDgC00fIiIiIiLNvfIJAABER0fD0dERsbGx2Lp1K4qLi2Fra4vp06dj4cKF1X4Rt0+fPjh48CD8/f2VSUBVRo0aBTc3N6xatQozZ86EmZlZbZ6OCnd3d8jlcqSmpiIhIQF37tyBTCaDo6MjPv/883KjB4sXL0Z6erpyPS0tTfku/9TUVHh5edVZrGV69uyJuLg47Ny5E3fv3kWTJk3Qo0cPxMfHKxMQe3t7fPrpp4iOjoaXlxdKSkqwefNmBAcH4+DBgwgPD8eUKVOgp6cHX19ffPXVV2jZsmWdx05EREQkdhJBEIT6DoKorp09exbOzs7oPnU5HhurTqn6IWp8PUWlPfLz85Gamgpvb2+YmprWdzhahX2nPvadZth/6mPfaYb9p76yvmvatCnc3d2Rk5MDJyenWj/OK/8MABERERER1R6tmAJUnwRBqPQVpGV0dXWVD7fWN22Ll4iIiIheLo4AVGPLli2QSqVVLs/Oya9v2hYvEREREb1cHAGohr+/P7Kysqqs07Zt25cUTfW0LV4iIiIiermYAFTD3Nxcqz5SpW3xEhEREdHLxSlAREREREQiwgSAiIiIiEhEmAAQEREREYkIEwAiIiIiIhFhAkBEREREJCJMAIiIiIiIRISvASVRWRnsDTc3t/oOg4iIiKjecASAiIiIiEhEmAAQEREREYkIEwAiIiIiIhFhAkBEREREJCJMAIiIiIiIRIQJABERERGRiDABICIiIiISESYAREREREQiwg+BkajMjUvF492/Vrjth6jxLzkaIiIiopePIwBERERERCLCBICIiIiISESYABARERERiQgTACIiIiIiEWECQEREREQkIkwAiIiIiIhEhAkAEREREZGIMAEgIiIiIhIRJgBERERERCLCBICIiIiISESYABARERERiQgTACIiIiIiEXnlE4C4uDhIJBLloqenh2bNmiEgIAAXL15UqWtnZ4dBgwZV2E52djYkEgni4uJUyo8dO4a+ffvC2toaBgYGsLa2hpeXF1asWFGjOJcsWQKJRAIdHR38/vvv5bYXFBTA1NQUEokEwcHBKtuuXbuGsLAwtGnTBjKZDI0bN0aHDh0wadIkXLt2TVnv+vXrePvtt+Hp6YmGDRtWeD41jbeuHDlyBEuWLNGojeDgYNjZ2amU2dnZles/IiIiInpxr3wCUGbz5s3IzMzEV199hRkzZuDAgQPo0aMH7t69q3abMTEx6N+/P0xNTbFmzRocO3YMkZGRaN++PXbv3q1Wm8bGxti8eXO58l27dqGoqAhSqVSl/Pr163BxcUFKSgrmzJmDI0eOQKFQIDAwEFlZWSrJxKVLl7Bt2zbo6+vDz89PrfjKTJw4EZmZmRq1UZUjR44gIiKiztonIiIiIvXo1XcAL8rZ2Rmurq4AAC8vL5SUlGDx4sVISkpCSEiIWm0uX74cvXr1KnexP27cOJSWlqrV5pgxY7BlyxZERERAR+d/+VVsbCyGDRuGAwcOqNTfuHEj7ty5g9OnT8Pe3l5ZPnToULz33nsqcfTq1Qu3b98G8HREY/v27WrFCAAtWrRAixYt1N6fiIiIiLST1owAPK8sGbh586babeTl5aFZs2YVbnv24r0m5HI5rl27hpSUFGXZhQsX8N1330Eul1cYg46ODiwtLauNQ92YKlLRFKCyKVTJyclwcXGBTCZDu3btoFAoVOo9evQI77zzDuzt7WFoaIjGjRvD1dVVmZAEBwdj7dq1AKAyfevKlSsAgLVr16JXr16wtLREgwYN0KFDB3z88ccoKiqqtfMjIiIiooppzQjA8y5fvgwAaNOmjdpteHh4YM+ePViyZAmGDRsGZ2dn6OrqahRX69at0bNnTygUCvTr1w8AoFAoYGdnBx8fnwpjWLt2LYYPH445c+bAw8MDpqamGsWgiTNnzmDu3LmYP38+rKyssGnTJoSGhqJVq1bo1asXAGDOnDlISEjA0qVL8X//938oKChATk4O8vLyAADvv/8+CgoKsHv3bpVpRmXJ1m+//YagoCDY29tDX18fZ86cwbJly/DLL7+USzbUcevWLeVISZlLly5p3C4RERHR60BrEoCSkhIUFxejsLAQJ0+exNKlS9GrVy8MHjxY7TZjYmIwdOhQREREICIiAjKZDN26dcOwYcMwefLkcvP1X5RcLsfUqVPx999/w8zMDPHx8ZgyZUqFD90GBQXh22+/xcaNG3H8+HFIJBK0a9cO/fv3x6xZs8o9BFvX7ty5g5MnT6Jly5YAnk47+vrrr5GYmKhMAE6ePIm+ffti9uzZyv0GDhyo/LODgwOsrKwAAO7u7uWOsWrVKuWfS0tL0bNnT5ibmyMkJAQrV65Eo0aNNDqHdevW8fkDIiIiokpozRQgd3d3SKVSmJiYoH///mjUqBH2798PPT31cxgHBwecOXMG6enpiIiIgK+vL7KysjBjxgx4eHigsLBQrXZHjRoFfX19bNu2DUeOHEFubm6lb66RSCSIiYnB77//jnXr1iEkJARFRUVYvXo1nJyckJ6ervb5qaNz587Ki38AMDQ0RJs2bXD16lVlWdeuXXH06FHMnz8faWlpePz4cY2O8dNPP2Hw4MEwNzeHrq4upFIpxo8fj5KSEly4cEHjcwgLC0NOTo7KkpSUpHG7RERERK8DrRkBiI+PR/v27fHgwQPs2LEDGzZsQGBgII4ePaqso6enh5KSkgr3Ly4uBoByd/V1dHTQq1cv5d3tgoIChIaGYseOHVAoFAgLC6txrA0aNMCYMWOgUChga2sLX19f2NraVrmPra0tpk2bplzfuXMnAgMD8a9//QunT5+ucQzqMjc3L1dmYGCgcpH/2WefoUWLFtixYwciIyNhaGiIfv36ISoqCq1bt66y/T/++AM9e/ZE27ZtER0dDTs7OxgaGuL06dOYPn16jZOJilhaWlb6TAURERGR2GnNCED79u3h6uoKb29vxMTEYOLEiUhOTlZ5g4+VlRX+/PPPCvcvKy+bmlKZBg0a4N133wUA5OTkqB2vXC7Hf/7zHxw8eLDCh3+rM3r0aHTs2FGjGOpKgwYNEBERgV9++QW5ublYv349vv/+e/j7+1e7b1JSEgoKCrB3716MHTsWPXr0gKurK/T19V9C5ERERESkNQnA8z7++GM0atQIixYtUr4q09fXFzk5OTh37ly5+jt37oSxsTHc3NyUZTdu3Kiw7fPnzwMArK2t1Y7Pw8MDcrkcw4YNw7BhwyqtV1kMDx8+xLVr1zSK4WWwsrJCcHAwAgMD8euvv+LRo0cAno4aACh3R7/sOYiy7QAgCAI2btz4kiImIiIiEjetmQL0vEaNGuHdd9/FvHnzkJiYiLFjxyI8PBzx8fHw8vLCe++9hw4dOuDu3bvYsWMHdu/ejVWrVsHExETZhpOTE3x8fDBgwAA4ODigsLAQp06dwsqVK2FlZYXQ0FCNYoyNja22zrJly3Dy5EmMGTMGnTt3hkwmw+XLl7FmzRrk5eUhKipKpX7ZiEfZB8Kys7NhbGwMABg5cqRG8b4oNzc3DBo0CB07dkSjRo1w/vx5JCQkwMPDA0ZGRgCADh06AAAiIyMxYMAA6OrqomPHjujTpw/09fURGBiIefPmobCwEOvXr9fog25ERERE9OK0NgEAgJkzZ2LNmjX44IMPEBgYiMaNG+P7779HREQEVq9ejb/++gsymQydOnXCrl27yl0gr1ixAseOHcOyZcuQm5uL4uJi2NjYICgoCAsWLKj0GwG1ady4cQCAL7/8ElFRUbh//z4aN26MN998E0eOHMGAAQNU6o8aNUplfe3atcp37guCUOfxAkDv3r1x4MABrF69Go8ePULz5s0xfvx4LFiwQFknKCgIJ0+exLp16/DBBx9AEARcvnwZ7dq1w549e7Bw4UIMHz4c5ubmCAoKwpw5c8qdKxERERHVPonwsq4aierR2bNn4ezsjO5Tl+OxccXTqn6IGv+So9Ie+fn5SE1Nhbe3d71+p0Ibse/Ux77TDPtPfew7zbD/1FfWd02bNoW7uztycnLg5ORU68fR2mcAiIiIiIio5rR6CtDLUFpaqnzIuDKafIugtmlbvERERET0cnEEoBpyuRxSqbTK5VWibfESERER0cvFW8HVWLJkCWbMmFHfYbwwbYuXiIiIiF4uJgDVsLOzg52dXX2H8cK0LV4iIiIierk4BYiIiIiISESYABARERERiQgTACIiIiIiEWECQEREREQkIkwAiIiIiIhEhAkAEREREZGI8DWgJCorg73h5uZW32EQERER1RuOABARERERiQgTACIiIiIiEWECQEREREQkIkwAiIiIiIhEhAkAEREREZGIMAEgIiIiIhIRJgBERERERCLCBICIiIiISET4ITASlblxqXi8+9f6DkPrWBjpYJqLCUavPIDbj0o1auuHqPG1FBURERGpgyMAREREREQiwgSAiIiIiEhEmAAQEREREYkIEwAiIiIiIhFhAkBEREREJCJMAIiIiIiIRIQJABERERGRiDABICIiIiISESYAREREREQiwgSAiIiIiEhEmAAQEREREYkIEwAiIiIiIhF5pROAuLg4SCSSSpe0tDQAgJ2dHSQSCaZOnVqujbS0NEgkEuzevbvctp9//hmhoaFwcHCATCaDTCZD69atMWXKFGRnZ9co1itXrijjWrJkSYV15HK5ss6zioqKsGHDBnTp0gWNGzeGkZERbG1tMWTIEOzbt09Z78KFC3jnnXfw5ptvomHDhmjcuDG6d+9e4bm9aLxxcXE13vdF/PXXX1iyZAn+85//qN1G2d9d2d8zACxZsqRc/xERERHRi3ulE4AymzdvRmZmZrnFxcVFpV5sbCx+/fXXF2pzw4YNePPNN3Hq1CmEh4fj0KFDOHz4MN5++22cPXsWXbp0wW+//VbjWE1MTBAXF4fS0lKV8ocPH2LXrl0wNTUtt8+4ceMwc+ZMeHt7Y+vWrTh48CAWLlwIPT09HDt2TFnv+PHjOHz4MEaMGIFdu3Zh27ZtaN26NUaNGoUPPvigRnE2a9YMmZmZGDhwYI3P8UX89ddfiIiI0CgBICIiIqLap1ffAbwIZ2dnuLq6VlnHw8MD586dw3vvvYc9e/ZUWffkyZMICwvDwIEDsXv3bujr6yu39e7dG9OnT8euXbsgk8lqHOuYMWOwadMmfP311+jTp4+yfMeOHSgpKcHQoUOxdetWZfnly5exY8cOLFq0CBEREcpyHx8fTJo0SSWRCAgIwPTp01XugA8YMAB37txBZGQk/v3vf8PAwOCF4jQwMIC7u3uNz4+IiIiItJtWjAC8iMaNG2P+/PnYu3cvvv/++yrrfvTRR9DV1cWGDRtULv6fNWrUKFhbW9c4jrZt26Jbt25QKBQq5QqFAsOHD4eZmZlKeV5eHoCnd+QroqPzv7+iJk2aVDj9pWvXrnj06BH+/vvvF46zoilAZdNrzp49i8DAQJiZmcHKygpyuRz3799X2X/Xrl1wc3ODmZkZjIyM8MYbb0AulwN4OnWnS5cuAICQkJByU6Oys7MREBAAOzs7yGQy2NnZITAwEFevXn3h+ImIiIhIPVqRAJSUlKC4uFhlKSkpKVcvPDwczZs3x7x586psKzU1Fa6urpVedGsqNDQUSUlJuHv3LgDg119/RUZGBkJDQ8vVbd++PRo2bIiIiAh88cUXuHLlSo2Pl5qaCgsLC1haWmoaOgBgxIgRaNOmDfbs2YP58+cjMTERs2fPVm7PzMzEmDFj8MYbb+DLL7/E4cOHsWjRIhQXFwMAXFxcsHnzZgDAwoULlVO2Jk6cCOBp8tG2bVt8+umnOHbsGCIjI3Hjxg106dIFd+7c0Tj+W7du4ezZsyrLpUuXNG6XiIiI6HWgFVOAKpqqoqurq7zgLCOTybBkyRJMmjQJhw4dwqBBg8rtd+fOHTx+/Bi2trbltpWUlEAQBJVjqPPA6ejRoxEeHo7ExERMnz4dsbGxsLe3h5eXV7npSQ0aNMC2bdswYcIETJkyBQBgbm6O3r17Y9y4cfD396/yWJs2bUJaWhqio6Ohq6tb41grEhoain/9618AAF9fX1y6dAkKhQKxsbGQSCTIyMiAIAiIiYlRGdEIDg4GAJiamsLZ2RkA4ODgUO7vb+TIkRg5cqRyvaSkBIMGDYKVlRUSExMxa9YsjeJft26dynQqIiIiIvofrRgBiI+PR1ZWlspy6tSpCuuGhITA0dER8+fPL/cgbnXefPNNSKVS5bJy5Uq14jU2NsaoUaOgUChQXFyM+Ph45VSYivj5+eGPP/7Avn378M4778DJyQlJSUkYPHgwZsyYUelxjh49iunTp2PkyJGYOXOmWrFWZPDgwSrrHTt2RGFhIW7dugUAyuk9o0ePxs6dO/Hnn3/WqP2HDx/i3//+N1q1agU9PT3o6enB2NgYBQUFOH/+vMbxh4WFIScnR2VJSkrSuF0iIiKi14FWjAC0b9++2oeAy+jq6uKjjz7C0KFDsWXLFtjb26tsb9KkCWQyWYXzzRMTE/Ho0SPcuHGj3EVwTYWGhqJHjx5YtmwZbt++rbw7XhmZTIahQ4di6NChAIA//vgDAwYMwNq1azFt2jQ4OTmp1D927BiGDx+OPn36YNu2bbX6akxzc3OV9bIHix8/fgwA6NWrF5KSkvDZZ59h/Pjx+Oeff+Dk5IQFCxYgMDCw2vaDgoLw9ddf4/3330eXLl1gamoKiUQCPz8/5TE0YWlpWWvToYiIiIheN1oxAlBTQ4YMQffu3bF48WIUFhaqbNPV1UXv3r2RnZ2NGzduqGxzdHSEq6srOnTooHEM3bt3R9u2bfHBBx+gT58+sLGxqdH+LVu2xOTJkwEAZ8+eVdl27NgxDB06FJ6entizZ0+lDzLXpSFDhuDrr7/G/fv3kZaWhhYtWiAoKAiZmZlV7nf//n0cOnQI8+bNw/z58+Hj44MuXbqgQ4cONXqImYiIiIjU81omAAAQGRmJa9eu4bPPPiu37d1330VJSQmmTp2KoqKiOoth4cKF8Pf3x9y5cyut8+DBAzx8+LDCbWXTYZ59G9Hx48cxdOhQ9OjRA0lJSS/82s+6YmBgAE9PT0RGRgIAfvrpJ2U5gHJ39CUSCQRBKBf3pk2bKnywm4iIiIhql1ZMAcrJySn3wC/w9AFTCwuLCvfp3r07hgwZgv3791e4be3atZg5cyZcXFwwefJkODk5QUdHBzdu3FA+qFvRR7tqYuzYsRg7dmyVdX799Vf069cPAQEB8PT0RLNmzXD37l0cPnwYX3zxBby8vNCtWzcAwHfffYehQ4eiadOmeO+998p9ZMvR0VHjmF/EokWLcP36dfj4+KBFixa4d+8eoqOjIZVK4enpCQDKrytv27YN7du3h7GxMaytrWFtbY1evXohKioKTZo0gZ2dHdLT0xEbG4uGDRvWeexEREREYqcVCUBISEiF5Rs3blS+WrIiy5cvx6FDhyq8szx16lR4eHggOjoaq1evxl9//QWJRIIWLVqgW7du+Prrr9G7d+9aO4fKtGrVCnPmzMGJEyewf/9+3L59G1KpFK1bt8bSpUsxZ84c5bcAvvrqKzx+/BhXrlypMLbU1FR4eXnVecxubm7Izs7Gv//9b9y+fRsNGzaEq6srTpw4oXxWwcjICAqFAhEREejbty+KioqwePFiLFmyBImJiQgPD8e8efNQXFyM7t27IyUlpc6+SkxERERE/yMRnn3vJdFr6uzZs3B2dkb3qcvx2LjmH3gTOwsjHUxzMcH6Hx/g9qOavV3reT9Eja+lqLRDfn4+UlNT4e3t/VJG6F4n7DvNsP/Ux77TDPtPfWV917RpU7i7uyMnJ6fci2Bqw2v7DAAREREREZWnFVOA6pMgCNU+nKruB8PqgrbFS0REREQvF0cAqpGenq7ycbCKli1bttR3mEraFi8RERERvVwcAajGm2++iaysrCrrPP+xsfqkbfESERER0cvFBKAaJiYmL/wV4leBtsVLRERERC8XpwAREREREYkIEwAiIiIiIhFhAkBEREREJCJMAIiIiIiIRIQJABERERGRiDABICIiIiISEb4GlERlZbA33Nzc6jsMrZOfn4/U1FTsnDsYpqam9R0OERERaYAjAEREREREIsIEgIiIiIhIRJgAEBERERGJCBMAIiIiIiIRYQJARERERCQiTACIiIiIiESECQARERERkYgwASAiIiIiEhF+CIxEZW5cKh7v/rW+w9A6FkY6mOZigtErD+D2o9L6DqfO/RA1vr5DICIiqjMcASAiIiIiEhEmAEREREREIsIEgIiIiIhIRJgAEBERERGJCBMAIiIiIiIRYQJARERERCQiTACIiIiIiESECQARERERkYgwASAiIiIiEhEmAEREREREIsIEgIiIiIhIRJgAEBERERGJiEYJQFxcHCQSicpiYWEBLy8vHDp0SKXu8/VMTU3RrVs3bN++vdL279y5AwMDA0gkEmRnZ6sVY1pamvKYcXFxFdbp3bs3JBIJ7OzsVMoLCgoQGRmJTp06wdTUFCYmJnBwcMDo0aORnp6uUnfhwoUYNGgQmjdvDolEguDgYLXifRUFBwfD2Ni4vsMgIiIiolpQKyMAmzdvRmZmJjIyMvDFF19AV1cX/v7+OHjwoEq9kSNHKuvFxMQgPz8fQUFBSExMrLDdhIQEPHnyBAAQGxurUYwmJiYVtnH58mWkpaXB1NRUpbykpAR9+/bFsmXLMHLkSOzatQu7d+/G7Nmzcf/+fXz77bcq9VevXo28vDwMHjwY+vr6GsVKRERERFRX9GqjEWdnZ7i6uirX+/fvj0aNGmH79u3w9/dXlltZWcHd3R0A4OHhge7du8POzg4bNmxAUFBQuXYVCgUsLS1ha2uL7du3Y9WqVZDJZGrFOGbMGGzatAkXL15E69atVY7RvHlzdOjQAefOnVOWf/PNN8jIyIBCoUBISIiyvF+/fpgxYwZKS0tV2n/w4AF0dJ7mUwkJCWrF+DIVFRVBIpFAT69W/gkQERERkZaok2cADA0Noa+vD6lUWmU9W1tbWFhY4ObNm+W2nTp1Cjk5ORg3bhwmTZqE+/fvY8+ePWrH1KdPH9jY2EChUCjLSktLsWXLFkyYMEF58V4mLy8PANCsWbMK23u+/vPr6iqbVpWSkoKQkBA0btwYDRo0gL+/P37//XeVunZ2dhVONfLy8oKXl5dyvWwaVEJCAubOnYvmzZvDwMAAly5dAgAkJyfDx8cHZmZmMDIyQvv27bF8+fJy7V66dAl+fn4wNjaGjY0N5s6di3/++UelTkREBNzc3NC4cWOYmprCxcUFsbGxEARBpd6JEyfg5eUFc3NzyGQytGzZEiNGjMCjR4+UdZ48eYKlS5eiXbt2MDAwgIWFBUJCQnD79u2adisRERER/X+1ctVaUlKC4uJiFBUV4fr163j77bdRUFBQ4V39Z92/fx9///032rRpU25b2XQduVyOgIAAGBkZaTQNSEdHB8HBwYiPj0dJSQkA4Pjx47h+/brKHf4yrq6ukEqlCA8Px7Zt23Djxg21j62O0NBQ6OjoIDExEZ9++ilOnz4NLy8v3Lt3T+023333Xfzxxx+IiYnBwYMHYWlpidjYWPj5+aG0tFRZPmvWLFy/fl1l36KiIgwePBg+Pj7Yv38/5HI5Vq9ejcjISJV6V65cwZQpU7Bz507s3bsXw4cPx8yZM/Hhhx+q1Bk4cCD09fWhUCiQnJyMFStWoEGDBsopX6WlpRgyZAhWrFiBoKAgHD58GCtWrEBKSgq8vLzw+PFjtfuBiIiISMxqZf5H2bSeMgYGBlizZg369eunUi4IAoqLiyEIAq5cuYJ33nkHRkZGWLx4sUq9R48eYceOHXB3d4ejoyMAYNSoUYiPj8dvv/0GBwcHteIMCQnB0qVLkZycjIEDB0KhUMDT07PC9uzs7BATE4Pw8HCMHTsWwNPRgD59+mDixIno2bOnWjG8KFdXV5WEx8nJCd27d8fatWuxYMECtdp0cHDArl27lOsPHz7EnDlz0L17d5w4cQISiQQA4OPjU27fJ0+eICIiAqNGjVLWyc7ORmJiIhYtWqSst3nzZuWfS0tL4eXlBUEQEB0djffffx8SiQQ//PADCgsLERUVhU6dOinrP5sw7ty5E8nJydizZw+GDx+uLO/UqRO6dOmCuLg4TJs2rcLzvHXrVrlRgrLRDiIiIiKxq5URgPj4eGRlZSErKwtHjx7FhAkTMH36dKxZs0al3rp16yCVSqGvr482bdrg6NGj2L59O958802Vejt37kR+fj7kcrmyTC6XQxAElQvMmrK3t4eXlxcUCgXy8vKUd7IrI5fLcf36dSQmJmLWrFmwsbHB1q1b4enpiaioKLXjeBFvvfWWynq3bt1ga2uL1NRUtdscMWKEynpGRgby8/MRFhamvPivjEQiUXmeAwA6duyIq1evqpSdOHECvr6+MDMzg66uLqRSKRYtWoS8vDzcunULANC5c2fo6+tj8uTJ2LJlS7mpTQBw6NAhNGzYEP7+/iguLlYunTt3RtOmTZGWllZprOvWrYOzs7PKMnTo0CrPj4iIiEgsaiUBaN++PVxdXeHq6or+/ftjw4YN6Nu3L+bNm6cyZWX06NHIyspCRkYGNmzYABMTEwQEBODixYsq7cXGxsLQ0BD9+/fHvXv3cO/ePXTs2BF2dnaIi4tTTuFRR2hoKA4ePKh8oHjkyJFV1jczM0NgYCCio6Nx6tQp/Pzzz7CyssKCBQs0mo5TnaZNm1ZYVvZsgjqef56h7C55ixYtqt3XyMgIhoaGKmUGBgYoLCxUrp8+fRp9+/YFAGzcuBEnT55EVlaWcsSibNqOg4MDvvrqK1haWmL69OlwcHCAg4MDoqOjlW3dvHkT9+7dUz5L8uySm5uLO3fuVBprWFgYcnJyVJakpKRqz5GIiIhIDOrsFTAdO3bEsWPHcOHCBXTt2hUAYGFhoXxbkIeHB9q3bw9PT0/Mnj1b+d2ACxcu4LvvvgMAtGzZssK2jx07Bj8/P7XiGj58OKZPn44VK1Zg0qRJNX6rkJOTEwICAvDpp5+qnFtty83NrbCsVatWynVDQ8NyD+ECT7+f0KRJk3Llz9/lt7CwAIBy8/3V9eWXX0IqleLQoUMqyUJFF989e/ZEz549UVJSguzsbHz++ed4++23YWVlhYCAADRp0gTm5uZITk6u8FgmJiaVxmFpaQlLS0uNz4eIiIjodVRnXwL+z3/+A+B/F5kV6dmzJ8aPH4/Dhw8jMzMTwP8e/t24cSNSU1NVliNHjkAqlaq8yaemZDIZFi1aBH9//0rnkANP3wJU9kDq83755RcAgLW1tdpxVGfbtm0q6xkZGbh69arK233s7Ozw888/q9S7cOECfv311xc6Rrdu3WBmZoaYmJhyb+lRR9lrRXV1dZVljx8/rvK1qLq6unBzc8PatWsBAD/++CMAYNCgQcjLy0NJSYlydOnZpW3bthrHS0RERCRGtTICkJOTg+LiYgBPL5z37t2LlJQUDBs2DPb29lXu++GHH2LHjh14//33kZycjPj4eLRv3x4TJ06ssL6/vz8OHDiA27dvV5lcVGXOnDmYM2dOlXVSU1MRHh6Ot956C926dYO5uTlu3bqF7du3Izk5GePHj1eZOpOenq6cUlNSUoKrV69i9+7dAABPT88ax5qdnY2JEydi1KhRuHbtGhYsWIDmzZsjLCxMWWfcuHEYO3YswsLCMGLECFy9ehUff/zxCx/L2NgYK1euxMSJE+Hr64tJkybBysoKly5dwpkzZ8o9w1GdgQMHYtWqVQgKCsLkyZORl5eHTz75BAYGBir1YmJicOLECQwcOBAtW7ZEYWGhMqnz9fUFAAQEBGDbtm3w8/NDeHg4unbtCqlUiuvXryM1NRVDhgzBsGHDahQfEREREdVSAvDsazTNzMxgb2+PVatWqVysVsbGxgYzZ85EVFQUli1bhtzcXMyfP7/S+pMnT8bevXuRkJBQ7UW8Jtzd3SGXy5GamoqEhATcuXMHMpkMjo6O+Pzzz8uNHixevBjp6enK9bS0NOWDqqmpqSp37l9EbGwsEhISEBAQgH/++Qfe3t6Ijo5G48aNlXWCgoLw119/ISYmBps3b4azszPWr1+PiIiIFz5OaGgorK2tERkZiYkTJ0IQBNjZ2WHChAk1ihcAevfuDYVCgcjISPj7+6N58+aYNGkSLC0tERoaqqzXuXNnHD9+HIsXL0Zubi6MjY3h7OyMAwcOKJ8h0NXVxYEDBxAdHY2EhAQsX74cenp6aNGiBTw9PdGhQ4cax0dEREREgESojbkfVGvi4uIQEhKCrKwsla8rk2bOnj0LZ2dndJ+6HI+N627q1uvKwkgH01xMsP7HB7j9qLT6HbTcD1Hja62t/Px8pKamwtvbG6amprXWrhiw7zTD/lMf+04z7D/1lfVd06ZN4e7ujpycHDg5OdX6cersGQAiIiIiInr11NlbgOqaIAjVvg5UV1e32vfbvywvGi8RERERUV3S2hGALVu2lHs//PPLs3Py69uLxhscHAxBEDj9h4iIiIjqhNaOAPj7+yMrK6vKOq/SqyK1LV4iIiIiej1pbQJgbm4Oc3Pz+g7jhWlbvERERET0etLaKUBERERERFRzTACIiIiIiESECQARERERkYgwASAiIiIiEhEmAEREREREIsIEgIiIiIhIRLT2NaBE6lgZ7A03N7f6DkPr5OfnIzU1FTvnDoapqWl9h0NEREQa4AgAEREREZGIMAEgIiIiIhIRJgBERERERCLCBICIiIiISESYABARERERiQgTACIiIiIiEWECQEREREQkIkwAiIiIiIhEhB8CI1GZG5eKx7t/re8wtI6FkQ6muZhg9MoDuP2otL7DeeX9EDW+vkMgIiKqFEcAiIiIiIhEhAkAEREREZGIMAEgIiIiIhIRJgBERERERCLCBICIiIiISESYABARERERiQgTACIiIiIiEWECQEREREQkIkwAiIiIiIhEhAkAEREREZGIMAEgIiIiIhIRJgBERERERCKidgIQFxcHiUSiXPT09NCsWTMEBATg4sWLKnXt7OwwaNCgCtvJzs6GRCJBXFycSvmxY8fQt29fWFtbw8DAANbW1vDy8sKKFStqFOeSJUsgkUigo6OD33//vdz2goICmJqaQiKRIDg4WGXbtWvXEBYWhjZt2kAmk6Fx48bo0KEDJk2ahGvXrinrXb9+HW+//TY8PT3RsGHDCs9Hm1X190dERERE2kXjEYDNmzcjMzMTX331FWbMmIEDBw6gR48euHv3rtptxsTEoH///jA1NcWaNWtw7NgxREZGon379ti9e7dabRobG2Pz5s3lynft2oWioiJIpVKV8uvXr8PFxQUpKSmYM2cOjhw5AoVCgcDAQGRlZakkE5cuXcK2bdugr68PPz8/teIjIiIiInoZ9DRtwNnZGa6urgAALy8vlJSUYPHixUhKSkJISIhabS5fvhy9evUqd7E/btw4lJaWqtXmmDFjsGXLFkREREBH5395T2xsLIYNG4YDBw6o1N+4cSPu3LmD06dPw97eXlk+dOhQvPfeeypx9OrVC7dv3wbwdERj+/btasX4Mj169AhGRkb1HQYRERERvWS1/gxAWTJw8+ZNtdvIy8tDs2bNKtz27MV7Tcjlcly7dg0pKSnKsgsXLuC7776DXC6vMAYdHR1YWlpWG4e6MVUkODgYxsbGOHv2LHx8fNCgQQNYWFhgxowZePTokbLelStXKp1qJJFIsGTJEuV62TSoH3/8ESNHjkSjRo3g4OAAACgtLcXnn3+Ozp07QyaToWHDhnB3dy+XEAFAcnIyXFxcIJPJ0K5dOygUCpXtt2/fRlhYGBwdHWFsbAxLS0v07t0b3377bbm21q9fj06dOsHY2BgmJiZo164d3nvvPZU6ubm5mDJlClq0aAF9fX3Y29sjIiICxcXFNelSIiIiInpGrScAly9fBgC0adNG7TY8PDywZ88eLFmyBGfOnEFJSYnGcbVu3Ro9e/ZUuWhVKBSws7ODj49PhTGUlpZi+PDhOHbsGPLz8zWO4UUVFRXBz88PPj4+SEpKwowZM7BhwwaMGTNGo3aHDx+OVq1aYdeuXYiJiQHwNOEIDw9Hly5dsGPHDnz55ZcYPHgwrly5orLvmTNnMHfuXMyePRv79+9Hx44dERoaim+++UZZ5++//wYALF68GIcPH8bmzZvxxhtvwMvLC2lpacp6X375JcLCwuDp6Yl9+/YhKSkJs2fPRkFBgbJObm4uunbtimPHjmHRokU4evQoQkNDsXz5ckyaNEmjfiAiIiISM42nAJWUlKC4uBiFhYU4efIkli5dil69emHw4MFqtxkTE4OhQ4ciIiICERERkMlk6NatG4YNG4bJkyeXm6//ouRyOaZOnYq///4bZmZmiI+Px5QpUyCRSMrVDQoKwrfffouNGzfi+PHjkEgkaNeuHfr3749Zs2bBzs5O7fOrzpMnTzB37lzMmjULANCnTx9IpVIsWLAAJ0+eRPfu3dVqd8KECYiIiFCuf/vtt0hISMCCBQuwdOlSZXn//v3L7Xvnzh2cPHkSLVu2BPB02tPXX3+NxMRE9OrVCwDQtm1brFu3TrlPSUkJ+vXrhytXruCzzz6Dl5cXAODkyZNo2LAhPvvsM2Xd55OwJUuW4O7duzh79qzymD4+PpDJZHjnnXfwr3/9C46OjhWe561bt5RTsspcunSp2v4hIiIiEgONRwDc3d0hlUphYmKC/v37o1GjRti/fz/09NTPLRwcHHDmzBmkp6cjIiICvr6+yMrKwowZM+Dh4YHCwkK12h01ahT09fWxbds2HDlyBLm5ueXe/FNGIpEgJiYGv//+O9atW4eQkBAUFRVh9erVcHJyQnp6utrn9yLeeustlfWgoCAAQGpqqtptjhgxQmX96NGjAIDp06dXu2/nzp2VF+IAYGhoiDZt2uDq1asq9WJiYuDi4gJDQ0Po6elBKpXi66+/xvnz55V1unbtinv37iEwMBD79+/HnTt3yh3v0KFD8Pb2hrW1NYqLi5XLgAEDAKDK/l+3bh2cnZ1VlqFDh1Z7jkRERERioHECEB8fj6ysLJw4cQJTpkzB+fPnERgYqFJHT0+v0mk8ZfO5n7+rr6Ojg169emHRokU4cOAA/vrrL4wZMwY//PBDubnnL6pBgwYYM2YMFAoFYmNj4evrC1tb2yr3sbW1xbRp0xAbG4uLFy9ix44dKCwsxL/+9S+1YngRenp6MDc3Vylr2rQpgKfPJqjr+ecqbt++DV1dXWXbVXk+HgAwMDDA48ePleurVq3CtGnT4Obmhj179uD7779HVlYW+vfvr1Jv3LhxUCgUuHr1KkaMGAFLS0u4ubmpPJ9x8+ZNHDx4EFKpVGVxcnICgAqThjJhYWHIyclRWZKSkqo9RyIiIiIx0HgKUPv27ZUP/np7e6OkpASbNm3C7t27MXLkSACAlZUV/vzzzwr3Lyu3srKq8jgNGjTAu+++ix07diAnJ0fteOVyOTZt2oSff/4Z27Ztq/H+o0ePxvLlyzWKoTrFxcXIy8tTuejOzc0F8L8LcUNDQwDAP//8o7JvVQnC81OdLCwsUFJSgtzc3Eofuq6JrVu3wsvLC+vXr1cpf/DgQbm6ISEhCAkJQUFBAb755hssXrwYgwYNwoULF2Bra4smTZqgY8eOWLZsWYXHsra2rjQOS0vLSh/eJiIiIhK7Wn8I+OOPP0ajRo2waNEi5asyfX19kZOTg3PnzpWrv3PnThgbG8PNzU1ZduPGjQrbLptGUtXFX3U8PDwgl8sxbNgwDBs2rNJ6lcXw8OFDXLt2TaMYXsTzyUliYiIAKOfRW1lZwdDQED///LNKvf3797/wMcqm0zx/wa4uiUQCAwMDlbKff/4ZmZmZle7ToEEDDBgwAAsWLMCTJ09w9uxZAMCgQYOQk5MDBwcHuLq6llvquv+JiIiIXlcajwA8r1GjRnj33Xcxb948JCYmYuzYsQgPD0d8fDy8vLzw3nvvoUOHDrh79y527NiB3bt3Y9WqVTAxMVG24eTkBB8fHwwYMAAODg4oLCzEqVOnsHLlSlhZWSE0NFSjGGNjY6uts2zZMpw8eRJjxoxRviLz8uXLWLNmDfLy8hAVFaVSv+ybBWUfCMvOzoaxsTEAKEdCXpS+vj5WrlyJhw8fokuXLsjIyMDSpUsxYMAA9OjRA8DTi+2xY8dCoVDAwcEBnTp1wunTp5WJwovo2bMnxo0bh6VLl+LmzZsYNGgQDAwM8NNPP8HIyAgzZ86sUdyDBg3Chx9+iMWLF8PT0xO//vorPvjgA9jb26u8unPSpEmQyWTo3r07mjVrhtzcXCxfvhxmZmbo0qULAOCDDz5ASkoKunXrhlmzZqFt27YoLCzElStXcOTIEcTExKBFixY1io+IiIiI6iABAICZM2dizZo1+OCDDxAYGIjGjRvj+++/R0REBFavXo2//voLMpkMnTp1wq5du8pdIK9YsQLHjh3DsmXLkJubi+LiYtjY2CAoKAgLFiyolekq1Rk3bhyAp6+sjIqKwv3799G4cWO8+eabOHLkiPLueZlRo0aprK9duxZr164FAAiCUKNjS6VSHDp0CLNmzcLSpUshk8kwadKkcknHypUrATwddXn48CF69+6NQ4cO1egNRXFxcXBxcUFsbCzi4uIgk8ng6OhY7p38L2LBggV49OgRYmNj8fHHH8PR0RExMTHYt2+fymtAe/bsibi4OOzcuRN3795FkyZN0KNHD8THx8PCwgLA0+cVsrOz8eGHHyIqKgrXr1+HiYkJ7O3tlQ+bExEREVHNSYSaXp1SnQoODsbu3bvx8OHD+g7ltXL27Fk4Ozuj+9TleGzM6UM1ZWGkg2kuJlj/4wPcfqTe17jF5Ieo8co/5+fnIzU1Fd7e3jA1Na3HqLQP+04z7D/1se80w/5TX1nfNW3aFO7u7sjJyVG+AKU21fozAERERERE9OqqkylAL0NpaanyIePKaPItgtqmbfESERER0etJa0cA5HJ5uXfEP7+8Sl403ri4OE7/ISIiIqI6o7W3nJcsWYIZM2bUdxgvTNviJSIiIqLXk9YmAHZ2djV6201907Z4iYiIiOj1pLVTgIiIiIiIqOaYABARERERiQgTACIiIiIiEWECQEREREQkIkwAiIiIiIhEhAkAEREREZGIaO1rQInUsTLYG25ubvUdhtbJz89Hamoqds4dDFNT0/oOh4iIiDTAEQAiIiIiIhFhAkBEREREJCJMAIiIiIiIRIQJABERERGRiDABICIiIiISESYAREREREQiwgSAiIiIiEhEmAAQEREREYkIEwAiIiIiIhHhl4BJVObGpeLx7l/rOwytY2Gkg2kuJhi98gBuPyqt73C0yuvadz9Eja/vEIiISE0cASAiIiIiEhEmAEREREREIsIEgIiIiIhIRJgAEBERERGJCBMAIiIiIiIRYQJARERERCQiTACIiIiIiESECQARERERkYgwASAiIiIiEhEmAEREREREIsIEgIiIiIhIRJgAEBERERGJiFYkAHFxcZBIJCqLhYUFvLy8cOjQIZW6z9czNTVFt27dsH379krbv3PnDgwMDCCRSJCdna1WjGlpacpjxsXFVVind+/ekEgksLOzUykvKChAZGQkOnXqBFNTU5iYmMDBwQGjR49Genq6st4PP/yA6dOno0OHDjAxMYGVlRV8fX1x4sQJteNNS0ur8b4v4ty5c1iyZAmuXLmidhtlf+/PthEcHFyu/4iIiIjoxWlFAlBm8+bNyMzMREZGBr744gvo6urC398fBw8eVKk3cuRIZb2YmBjk5+cjKCgIiYmJFbabkJCAJ0+eAABiY2M1itHExKTCNi5fvoy0tDSYmpqqlJeUlKBv375YtmwZRo4ciV27dmH37t2YPXs27t+/j2+//VZZd/v27Th9+jTkcjn279+PTZs2wcDAAD4+PoiPj69RnC4uLsjMzISLi4t6J1qNc+fOISIiQqMEgIiIiIhqn159B1ATzs7OcHV1Va73798fjRo1wvbt2+Hv768st7Kygru7OwDAw8MD3bt3h52dHTZs2ICgoKBy7SoUClhaWsLW1hbbt2/HqlWrIJPJ1IpxzJgx2LRpEy5evIjWrVurHKN58+bo0KEDzp07pyz/5ptvkJGRAYVCgZCQEGV5v379MGPGDJSWlirL5s2bh08++UTleH5+fnBxccEHH3yA8ePHv3Ccpqamyj4iIiIiIvHQqhGA5xkaGkJfXx9SqbTKera2trCwsMDNmzfLbTt16hRycnIwbtw4TJo0Cffv38eePXvUjqlPnz6wsbGBQqFQlpWWlmLLli2YMGECdHRUuzwvLw8A0KxZswrbe7a+paVlue26urp48803ce3atRrFWdEUoODgYBgbG+PSpUvw8/ODsbExbGxsMHfuXPzzzz8q+69fvx6dOnWCsbExTExM0K5dO7z33nsAnk7dGTVqFADA29u73NSolJQUDBkyBC1atIChoSFatWqFKVOm4M6dOzU6ByIiIiKqOa1KAEpKSlBcXIyioiJcv34db7/9NgoKCiq8q/+s+/fv4++//0abNm3KbSubriOXyxEQEAAjIyONpgHp6OggODgY8fHxKCkpAQAcP34c169fV7nDX8bV1RVSqRTh4eHYtm0bbty4UaPjFRcX49tvv4WTk5PaMT+rqKgIgwcPho+PD/bv3w+5XI7Vq1cjMjJSWefLL79EWFgYPD09sW/fPiQlJWH27NkoKCgAAAwcOBAfffQRAGDt2rXIzMxEZmYmBg4cCAD47bff4OHhgfXr1+P48eNYtGgRTp06hR49eqCoqEjjc7h16xbOnj2rsly6dEnjdomIiIheB1o1Bej5KSsGBgZYs2YN+vXrp1IuCAKKi4shCAKuXLmCd955B0ZGRli8eLFKvUePHmHHjh1wd3eHo6MjAGDUqFGIj4/Hb7/9BgcHB7XiDAkJwdKlS5GcnIyBAwdCoVDA09Ozwvbs7OwQExOD8PBwjB07FsDT0YA+ffpg4sSJ6NmzZ5XHWrJkCS5duoSkpCS1Yn3ekydPEBERobyD7+Pjg+zsbCQmJmLRokUAgJMnT6Jhw4b47LPPlPv5+Pgo/2xhYaGc/uTo6Fju723q1KnKPwuCgG7dusHLywu2trY4evQoBg8erNE5rFu3DhERERq1QURERPS60qoRgPj4eGRlZSErKwtHjx7FhAkTMH36dKxZs0al3rp16yCVSqGvr482bdrg6NGj2L59O958802Vejt37kR+fj7kcrmyTC6XQxAEbN68We047e3t4eXlBYVCgby8POWd9MrI5XJcv34diYmJmDVrFmxsbLB161Z4enoiKiqq0v02bdqEZcuWYe7cuRgyZIja8T5LIpGoPE8BAB07dsTVq1eV6127dsW9e/cQGBiI/fv313jqzq1btzB16lTY2NhAT08PUqkUtra2AIDz589rfA5hYWHIyclRWWorQSIiIiLSdlo1AtC+fftyDwFfvXoV8+bNw9ixY9GwYUMAwOjRo/Gvf/0LRUVF+O9//4t3330XAQEB+PHHH1UezI2NjYWhoSH69++Pe/fuAXh6sWtnZ4e4uDhERERAV1dXrVhDQ0MREhKifKB45MiRVdY3MzNDYGAgAgMDAQBnz56Fr68vFixYgEmTJinPrczmzZsxZcoUTJ48ucokoaaMjIxgaGioUmZgYIDCwkLl+rhx41BcXIyNGzdixIgRKC0tRZcuXbB06VL06dOnyvZLS0vRt29f/PXXX3j//ffRoUMHNGjQAKWlpXB3d8fjx481PgdLS8sKn5cgIiIiIi0bAahIx44d8fjxY1y4cEFZZmFhAVdXV3h4eGDy5MlISkpCQUEBZs+eraxz4cIFfPfddygsLETLli3RqFEj5XLlyhX8+eefOHbsmNpxDR8+HEZGRlixYgUCAgJq/FYhJycnBAQEoKioSOXcgKcX/xMnTsSECRMQExMDiUSidpzqCgkJQUZGBu7fv4/Dhw9DEAQMGjRIZaSgIjk5OThz5gyioqIwc+ZMeHl5oUuXLjA3N39JkRMRERGJm1aNAFTkP//5D4CnF/2V6dmzJ8aPH48tW7YgMzMTHh4eygd9N27ciFatWqnUf/z4MYYMGQKFQgE/Pz+14pLJZFi0aBG++eYbTJs2rdJ6eXl5MDExgb6+frltv/zyCwDA2tpaWRYXF4eJEydi7Nix2LRpU71c/D+rQYMGGDBgAJ48eYKhQ4fi7NmzsLW1hYGBAQCUu6NfFm/Z9jIbNmx4OQETERERiZxWJQA5OTkoLi4G8PTCee/evUhJScGwYcNgb29f5b4ffvghduzYgffffx/JycmIj49H+/btMXHixArr+/v748CBA7h9+3aVyUVV5syZgzlz5lRZJzU1FeHh4XjrrbfQrVs3mJub49atW9i+fTuSk5Mxfvx4tGjRAgCwa9cuhIaGonPnzpgyZQpOnz6t0tb//d//lbuwrguTJk2CTCZD9+7d0axZM+Tm5mL58uUwMzNDly5dADz9ZgMAfPHFFzAxMYGhoSHs7e3Rrl07ODg4YP78+RAEAY0bN8bBgweRkpJS53ETERERkZYlAM++RtPMzAz29vZYtWoVwsLCqt3XxsYGM2fORFRUFJYtW4bc3FzMnz+/0vqTJ0/G3r17kZCQUO1FvCbc3d0hl8uRmpqKhIQE3LlzBzKZDI6Ojvj8889VRg8OHz6M0tJS/Pjjj+jevXu5ti5fvgw7O7s6i7VMz549ERcXh507d+Lu3bto0qQJevTogfj4eGWyZG9vj08//RTR0dHw8vJCSUkJNm/ejODgYBw8eBDh4eGYMmUK9PT04Ovri6+++gotW7as89iJiIiIxE4iCIJQ30EQ1bWzZ8/C2dkZ3acux2Nj6+p3IBUWRjqY5mKC9T8+wO1HpdXvQEqva9/9EPXiXx5XV35+PlJTU+Ht7Q1TU9M6P97rhv2nPvadZth/6ivru6ZNm8Ld3R05OTm19q2nZ2n9Q8BERERERPTitGoKUH0QBEH5Rd/K6Orq1vvDuGW0LV4iIiIierk4AlCNLVu2QCqVVrmkp6fXd5hK2hYvEREREb1cHAGohr+/P7Kysqqs07Zt25cUTfW0LV4iIiIiermYAFTD3Nxcqz5SpW3xEhEREdHLxSlAREREREQiwgSAiIiIiEhEmAAQEREREYkIEwAiIiIiIhFhAkBEREREJCJMAIiIiIiIRISvASVRWRnsDTc3t/oOQ+vk5+cjNTUVO+cOhqmpaX2Ho1XYd0RE9KrhCAARERERkYgwASAiIiIiEhEmAEREREREIsIEgIiIiIhIRJgAEBERERGJCBMAIiIiIiIRYQJARERERCQiTACIiIiIiESEHwIjUZkbl4rHu3+t7zC0joWRDqa5mGD0ygO4/ai0vsPRKuw79bHvNMP+Ux/7TjOve//9EDW+vkPQGEcAiIiIiIhEhAkAEREREZGIMAEgIiIiIhIRJgBERERERCLCBICIiIiISESYABARERERiQgTACIiIiIiEWECQEREREQkIkwAiIiIiIhEhAkAEREREZGIMAEgIiIiIhIRJgBERERERCKidgKwZMkSSCQS3Llzp8Ltzs7O8PLyAgBcuXIFEokEn3zyiUqdkpISyOVySCQSLFu2DACQlpYGiUSiXHR1dWFhYQF/f39kZ2fXOM5n24uLi6uwTu/evSGRSGBnZ6dSXlBQgMjISHTq1AmmpqYwMTGBg4MDRo8ejfT0dJW6CxcuxKBBg9C8eXNIJBIEBwfXONZXVXBwMIyNjes7DCIiIiKqBfU2AvDkyROMHj0aW7Zswbp167BgwQKV7R999BEyMzORlpaG999/HxkZGfD09MTFixfVOp6JiQliY2PLlV++fBlpaWkwNTVVKS8pKUHfvn2xbNkyjBw5Ert27cLu3bsxe/Zs3L9/H99++61K/dWrVyMvLw+DBw+Gvr6+WjESEREREdU1vfo4aEFBAYYOHYr09HRs27YNAQEB5eq0bt0a7u7uAICePXuiYcOGmDBhArZu3YqIiIgaH3PMmDHYtGkTLl68iNatWyvLFQoFmjdvjg4dOuDcuXPK8m+++QYZGRlQKBQICQlRlvfr1w8zZsxAaWmpSvsPHjyAjs7TfCohIaHG8b1sRUVFkEgk0NOrl38CRERERFRPXvoIwN27d+Hr64uTJ08iKSmpwov/iri6ugIAbt68qdZx+/TpAxsbGygUCmVZaWkptmzZggkTJigv3svk5eUBAJo1a1Zhe8/Xf35dXXFxcZBIJEhJSUFISAgaN26MBg0awN/fH7///rtKXTs7uwqnGnl5eSmnXwH/mwaVkJCAuXPnonnz5jAwMMClS5cAAMnJyfDx8YGZmRmMjIzQvn17LF++vFy7ly5dgp+fH4yNjWFjY4O5c+fin3/+UakTEREBNzc3NG7cGKampnBxcUFsbCwEQVCpd+LECXh5ecHc3BwymQwtW7bEiBEj8OjRI2WdJ0+eYOnSpWjXrh0MDAxgYWGBkJAQ3L59u6bdSkRERET/30tNAG7cuIFevXrh/PnzOH78OPz8/F5438uXLwMA2rRpo9axdXR0EBwcjPj4eJSUlAAAjh8/juvXr6vc4S/j6uoKqVSK8PBwbNu2DTdu3FDruOoKDQ2Fjo4OEhMT8emnn+L06dPw8vLCvXv31G7z3XffxR9//IGYmBgcPHgQlpaWiI2NhZ+fH0pLS5Xls2bNwvXr11X2LSoqwuDBg+Hj44P9+/dDLpdj9erViIyMVKl35coVTJkyBTt37sTevXsxfPhwzJw5Ex9++KFKnYEDB0JfXx8KhQLJyclYsWIFGjRogCdPngB4mpwNGTIEK1asQFBQEA4fPowVK1YgJSUFXl5eePz4caXneevWLZw9e1ZlKUt2iIiIiMTupc7/WLVqFYCnF949evSosm5paSmKi4tRVFSEn376CXPnzoWjoyPkcrnaxw8JCcHSpUuRnJyMgQMHQqFQwNPTEw4ODuXq2tnZISYmBuHh4Rg7diyAp6MBffr0wcSJE9GzZ0+143gRrq6uKs8sODk5oXv37li7dm255yVelIODA3bt2qVcf/jwIebMmYPu3bvjxIkTkEgkAAAfH59y+z558gQREREYNWqUsk52djYSExOxaNEiZb3Nmzcr/1xaWgovLy8IgoDo6Gi8//77kEgk+OGHH1BYWIioqCh06tRJWT8oKEj55507dyI5ORl79uzB8OHDleWdOnVCly5dEBcXh2nTplV4nuvWrVNrmhgRERGRGLzUEYB+/frBwMAAc+bMqXYax5gxYyCVSmFkZITu3bsjPz8fhw8fRsOGDdU+vr29Pby8vKBQKJCXl6e8k10ZuVyO69evIzExEbNmzYKNjQ22bt0KT09PREVFqR3Hi3jrrbdU1rt16wZbW1ukpqaq3eaIESNU1jMyMpCfn4+wsDDlxX9lJBIJ/P39Vco6duyIq1evqpSdOHECvr6+MDMzg66uLqRSKRYtWoS8vDzcunULANC5c2fo6+tj8uTJ2LJlS7mpTQBw6NAhNGzYEP7+/iguLlYunTt3RtOmTZGWllZprGFhYcjJyVFZkpKSqjw/IiIiIrFQOwEoe3i0bDrN84qLiyGVSlXKfH19sW/fPly8eBHe3t7KC8KKREZGIisrC+np6ViwYAFu3ryJoUOHlptzXlOhoaE4ePAgVq1aBZlMhpEjR1ZZ38zMDIGBgYiOjsapU6fw888/w8rKCgsWLNBoOk51mjZtWmFZ2bMJ6nj+eYayJKxFixbV7mtkZARDQ0OVMgMDAxQWFirXT58+jb59+wIANm7ciJMnTyIrK0s5YlE2bcfBwQFfffUVLC0tMX36dDg4OMDBwQHR0dHKtm7evIl79+5BX18fUqlUZcnNza309bMAYGlpCScnJ5WlVatW1Z4jERERkRionQBYWVkBAP78889y2wRBwI0bN5R1njVgwADs378fv/32G7y9vSt9qPeNN96Aq6srevXqhaVLl+KDDz7AmTNn8Pnnn6sbMgBg+PDhMDIywooVKxAQEACZTFaj/Z2cnBAQEICioiJcuHBBo1iqkpubW2GZubm5ct3Q0LDChKiyi+Pn7/JbWFgAQLn5/ur68ssvIZVKcejQIYwePRrdunVTPrz9vJ49e+LgwYO4f/8+vv/+e3h4eODtt9/Gl19+CQBo0qQJzM3NkZWVVeGybt26WomZiIiISGzUTgDKPp61Y8eOctuSk5ORn58PX1/fCvft168f9u/fj99//x3e3t4VXuw+b968eWjVqhVWrFiBBw8eqBs2ZDIZFi1aBH9//0rnkANP3wJU9kDq83755RcAgLW1tdpxVGfbtm0q6xkZGbh69arK233s7Ozw888/q9S7cOECfv311xc6Rrdu3WBmZoaYmJhyb+lRR9lrRXV1dZVljx8/rvK1qLq6unBzc8PatWsBAD/++CMAYNCgQcjLy0NJSQlcXV3LLW3bttU4XiIiIiIxUvshYAcHB8yYMQNRUVG4d+8e/Pz8IJPJkJWVhRUrVsDV1VXloc7n9e3bFwcOHMCQIUPg7e2NEydOVPrKTQCQSqX46KOPMHr0aERHR2PhwoXqho45c+Zgzpw5VdZJTU1FeHg43nrrLXTr1g3m5ua4desWtm/fjuTkZIwfP15l6kx6erpySk1JSQmuXr2K3bt3AwA8PT2Vd9tfVHZ2NiZOnIhRo0bh2rVrWLBgAZo3b46wsDBlnXHjxmHs2LEICwvDiBEjcPXqVXz88ccvfCxjY2OsXLkSEydOhK+vLyZNmgQrKytcunQJZ86cwZo1a2oU88CBA7Fq1SoEBQVh8uTJyMvLwyeffAIDAwOVejExMThx4gQGDhyIli1borCwUPl61rKkMSAgANu2bYOfnx/Cw8PRtWtXSKVSXL9+HampqRgyZAiGDRtWo/iIiIiISMO3AEVHR8PR0RGxsbHYunUriouLYWtri+nTp2PhwoXVfhG3T58+OHjwIPz9/ZVJQFVGjRoFNzc3rFq1CjNnzoSZmZkm4VfJ3d0dcrkcqampSEhIwJ07dyCTyeDo6IjPP/+83OjB4sWLkZ6erlxPS0tTPqiampqqcuf+RcTGxiIhIQEBAQH4559/4O3tjejoaDRu3FhZJygoCH/99RdiYmKwefNmODs7Y/369TV6A05oaCisra0RGRmJiRMnQhAE2NnZYcKECTWKF3g6KqRQKBAZGQl/f380b94ckyZNgqWlJUJDQ5X1OnfujOPHj2Px4sXIzc2FsbExnJ2dceDAAeUzBLq6ujhw4ACio6ORkJCA5cuXQ09PDy1atICnpyc6dOhQ4/iIiIiICJAItTH3g2pNXFwcQkJCkJWVVen8eaq5s2fPwtnZGd2nLsdj47qbuvW6sjDSwTQXE6z/8QFuPyqtfgdSYt+pj32nGfaf+th3mnnd+++HqPF11nZ+fj5SU1PRtGlTuLu7IycnB05OTrV+nJf+JWAiIiIiIqo/L/VDYLVJEIRKX0FaRldXt9r3278sLxovEREREVFd0toRgC1btpR7P/zzy7Nz8uvbi8YbHBwMQRA4/YeIiIiI6oTWjgD4+/sjKyuryjqv0qsitS1eIiIiIno9aW0CYG5urvJRrFedtsVLRERERK8nrZ0CRERERERENccEgIiIiIhIRJgAEBERERGJCBMAIiIiIiIRYQJARERERCQiTACIiIiIiEREa18DSqSOlcHecHNzq+8wtE5+fj5SU1Oxc+5gmJqa1nc4WoV9pz72nWbYf+pj32mG/ffq4wgAEREREZGIMAEgIiIiIhIRTgEiUfjnn38AAL///juMjY3rORrt8/DhQ/zxxx84f/48+6+G2HfqY99phv2nPvadZth/6ivru0ePHgH43/VLbWMCQKLw3//+FwAQFBRUz5EQERERvZhr167BxcWl1ttlAkCi0KZNGwDAzp074ejoWM/RaJ9Lly5h6NChSEpKQqtWreo7HK3CvlMf+04z7D/1se80w/5TX1nf7dy5E/r6+vD09KyT4zABIFEoewuBo6MjnJyc6jka7dWqVSv2n5rYd+pj32mG/ac+9p1m2H/qq+vrFT4ETEREREQkIkwAiIiIiIhEhAkAEREREZGIMAEgUbCwsMDixYthYWFR36FoJfaf+th36mPfaYb9pz72nWbYf+p7WX0nEQRBqNMjEBERERHRK4MjAEREREREIsIEgIiIiIhIRJgAEBERERGJCBMAIiIiIiIRYQJAWu3hw4d4++23YW1tDUNDQ3Tu3BlffvnlC+1769YtBAcHo0mTJjAyMoKHhwe+/vrrOo741aJu/+3duxeBgYFo1aoVZDIZ7Ozs8NZbb+HixYsvIepXgyb/9p61cOFCSCQSODs710GUryZN+27//v3w9PSEqakpGjRoACcnJ3zxxRd1GPGrRZP+S01NRZ8+fWBpaQljY2N07NgRn332GUpKSuo46lfDgwcPMG/ePPTt2xcWFhaQSCRYsmTJC+8v5t8NTfqOvxma/9t7Vq38bghEWqxPnz5Cw4YNhZiYGOHEiRPCxIkTBQDCtm3bqtyvsLBQcHZ2Flq0aCFs3bpVOH78uDBkyBBBT09PSEtLe0nR1z91+69r167C4MGDBYVCIaSlpQkJCQlC+/btBWNjYyEnJ+clRV+/1O27Z/3000+CgYGBYGVlJTg5OdVhtK8WTfpu+fLlgo6OjhAWFiYcPXpU+Oqrr4Q1a9YIn3/++UuI/NWgbv+lpKQIOjo6gpeXl5CUlCSkpKQIM2fOFAAIs2bNeknR16/Lly8LZmZmQq9evZT9tnjx4hfaV+y/G5r0HX8zNOu/Z9XW7wYTANJahw8fFgAIiYmJKuV9+vQRrK2theLi4kr3Xbt2rQBAyMjIUJYVFRUJjo6OQteuXess5leJJv138+bNcmV//vmnIJVKhdDQ0FqP9VWjSd+VKSoqEjp37izMmjVL8PT0FE0CoEnfZWdnCzo6OkJkZGRdh/nK0qT/3nrrLcHAwEB4+PChSnnfvn0FU1PTOon3VVNaWiqUlpYKgiAIt2/frtFFmNh/NzTpO7H/ZgiCZv1XpjZ/NzgFiLTWvn37YGxsjFGjRqmUh4SE4K+//sKpU6eq3Ldt27bw8PBQlunp6WHs2LE4ffo0/vzzzzqL+1WhSf9ZWlqWK7O2tkaLFi1w7dq1Wo/1VaNJ35VZsWIF/v77byxbtqyuwnwladJ3a9asgYGBAWbOnFnXYb6yNOk/qVQKfX19yGQylfKGDRvC0NCwTuJ91UgkEkgkErX2FfvvhiZ9J/bfDECz/itTm78bTABIa+Xk5KB9+/bQ09NTKe/YsaNye1X7ltWraN+zZ8/WYqSvJk36ryK///47rl69Cicnp1qL8VWlad+dO3cOS5cuxfr162FsbFxncb6KNOm7b775Bu3bt8eePXvQtm1b6OrqokWLFpg/fz6ePHlSp3G/KjTpv6lTp+LJkyeYNWsW/vrrL9y7dw8JCQnYt28f5s2bV6dxvw74u1G7xPSbURtq+3eDCQBprby8PDRu3LhceVlZXl5enez7uqjNPiguLkZoaCiMjY0xe/bsWovxVaVJ35WWlkIul2P48OHw8/OrsxhfVZr03Z9//omLFy9i1qxZmDVrFr766isEBwfjk08+QUhISJ3F/CrRpP/c3Nxw4sQJ7Nu3D82bN0ejRo0QEhKCZcuWYe7cuXUW8+uCvxu1R2y/GZqqi98NveqrEL26qhpOq26oTZN9Xxe10QeCICA0NBTffvst9uzZAxsbm9oK75Wmbt+tWrUKFy9exIEDB+oiLK2gbt+VlpbiwYMH2L59OwICAgAA3t7eKCgowKeffoqIiAi0atWq1uN91ajbfz/88AOGDRsGNzc3bNiwAQ0aNMCJEyewcOFCFBYW4v3336+LcF8r/N3QnFh/MzRRF78bTABIa5mbm1d4x+Xvv/8GgArv1NTGvq+L2ugDQRAwceJEbN26FVu2bMGQIUNqPc5Xkbp998cff2DRokVYsWIF9PX1ce/ePQBP74aVlpbi3r17MDAwKDdH+3Wi6X+3ubm56Nevn0r5gAED8Omnn+LHH3987RMATfpv+vTpsLKywr59+6CrqwvgaQKlo6ODJUuW4K233sIbb7xRN4G/Bvi7oTmx/mZooq5+NzgFiLRWhw4dcP78eRQXF6uU//e//wWAKt+P26FDB2W9mu77utCk/4D//Y988+bN2LRpE8aOHVtnsb5q1O2733//HY8fP0Z4eDgaNWqkXE6ePInz58+jUaNGePfdd+s8/vqkyb+7iuZfA0//LQKAjs7r/5OmSf/95z//wZtvvqm8+C/TpUsXlJaW4vz587Uf8GuEvxuaEfNvhibq6nfj9f+/Jb22hg0bhocPH2LPnj0q5Vu2bIG1tTXc3Nyq3PeXX35ReWNGcXExtm7dCjc3N1hbW9dZ3K8KTfpPEARMmjQJmzdvxoYNG0Qz/7qMun3XuXNnpKamlls6deoEOzs7pKamYsaMGS/jFOqNJv/uRowYAQA4evSoSvmRI0ego6ODLl261H7ArxhN+s/a2hrZ2dnlPvqVmZkJAGjRokXtB/wa4e+G+sT+m6GJOvvdUPsFokSvgD59+giNGjUSvvjiC+HEiRPCpEmTBADC1q1blXXkcrmgq6srXLlyRVlWWFgoODk5CTY2NsK2bduElJQUYdiwYaL5oEsZdftvxowZAgBBLpcLmZmZKsuPP/5YH6fy0qnbdxUR03cABEH9vnvy5Ing4uIimJmZCdHR0UJKSorw73//W9DV1RVmzJhRH6dSL9Ttv88++0wAIAwYMEBISkoSjh8/Lvz73/8W9PT0BF9f3/o4lXpx5MgRYdeuXYJCoRAACKNGjRJ27dol7Nq1SygoKBAEgb8blVG37/ib8ZS6/VcRTX83mACQVnvw4IEwa9YsoWnTpoK+vr7QsWNHYfv27Sp1JkyYIAAQLl++rFKem5srjB8/XmjcuLFgaGgouLu7CykpKS8x+vqnbv/Z2toKACpcbG1tX+5J1BNN/u09T2wJgCZ9l5eXJ0yZMkWwsrISpFKp0KZNGyEqKkooKSl5iWdQvzTpvz179gg9evQQmjRpIjRo0EBwcnISPvzww3IfB3udVfX/r7L+4u9GxdTtO/5mPKXJv73nafq7IRGE/z95koiIiIiIXnt8BoCIiIiISESYABARERERiQgTACIiIiIiEWECQEREREQkIkwAiIiIiIhEhAkAEREREZGIMAEgIiIiIhIRJgBERERERCLCBICIiIiISESYABARERERiQgTACIiIiIiEWECQEREREQkIkwAiIiIiIhEhAkAEREREZGI/D9G9WwehOdLbAAAAABJRU5ErkJggg==",
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AAElFTkSuQmCC",
       "text/plain": [
-       "<Figure size 720x480 with 1 Axes>"
+       "<Figure size 1280x960 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -1669,16 +1541,21 @@
     }
    ],
    "source": [
-    "fig, ax = plt.subplots(1, 1, figsize=(6,4), dpi=120)\n",
+    "fig, ax = plt.subplots(1, 1, figsize=(8,6), dpi=160)\n",
     "ax.grid()\n",
     "# ax.set_xlim(1, 70)\n",
     "# ax.set(xlabel='common xlabel', ylabel='common ylabel')\n",
     "\n",
-    "y = list(map(lambda x: x[0], CPI))\n",
-    "x = list(map(lambda x: x[1], CPI))\n",
-    "\n",
     "# plt.xticks(rotation='vertical')\n",
-    "sns.barplot(ax=ax, x=x, y=y)"
+    "sns.barplot(ax=ax, data=df, x='CPI', hue=df.index)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "521e0252",
+   "metadata": {},
+   "source": [
+    "# Всякое"
    ]
   }
  ],
@@ -1706,12 +1583,17 @@
    "number_sections": true,
    "sideBar": true,
    "skip_h1_title": false,
-   "title_cell": "Table of Contents",
+   "title_cell": "ToC",
    "title_sidebar": "Contents",
-   "toc_cell": false,
-   "toc_position": {},
+   "toc_cell": true,
+   "toc_position": {
+    "height": "calc(100% - 180px)",
+    "left": "10px",
+    "top": "150px",
+    "width": "186.667px"
+   },
    "toc_section_display": true,
-   "toc_window_display": true
+   "toc_window_display": false
   }
  },
  "nbformat": 4,