diff --git a/brfss_2020.ipynb b/brfss_2020.ipynb index 984628d..8f315fc 100644 --- a/brfss_2020.ipynb +++ b/brfss_2020.ipynb @@ -175,7 +175,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.10" + "version": "3.12.3" } }, "nbformat": 4, diff --git a/lab_pokemon.ipynb b/lab_pokemon.ipynb index 01594f2..955518a 100644 --- a/lab_pokemon.ipynb +++ b/lab_pokemon.ipynb @@ -16,17 +16,17 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 12, "id": "5923b0d7-c0e0-48fa-b765-4aa6002c2d4f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "3" + "55" ] }, - "execution_count": 1, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -37,7 +37,7 @@ "# printed below the cell. \n", "# Then try changing the Python code and re-run it.\n", "\n", - "1+1+1" + "45+7+3" ] }, { @@ -52,47 +52,47 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 13, "id": "0e2a2927-f6d1-4b13-97ae-ff97416723e9", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "10" + "5" ] }, - "execution_count": 2, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Cell A\n", - "x = 10\n", + "x = 5\n", "x" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 14, "id": "69dd7908-b213-4d0f-8016-e46a4a491961", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "20" + "30" ] }, - "execution_count": 3, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Cell B\n", - "x = x * 2\n", + "x = x * 6\n", "x" ] }, @@ -163,7 +163,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 15, "id": "579d8dda-ca39-48b1-8819-b17651029729", "metadata": {}, "outputs": [ @@ -403,7 +403,7 @@ "[800 rows x 12 columns]" ] }, - "execution_count": 6, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -429,9 +429,238 @@ "execution_count": 7, "id": "c9e5e4ec-b197-450c-ae2d-318006fa0a2f", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
agesexincomeeducationsexual_orientationheightweighthealthno_doctorexercisesleep
055female52other1.5583.012TrueTrue7
165female81heterosexual1.6578.023FalseFalse8
235female84heterosexual1.6577.114TrueTrue7
355male84heterosexual1.8381.655FalseTrue8
455female84heterosexual1.8076.664FalseTrue8
....................................
16642045female83heterosexual1.6386.181FalseFalse6
16642125male72heterosexual1.7886.184FalseTrue6
16642225female12heterosexual1.9145.361FalseFalse8
16642335female54heterosexual1.6068.044TrueTrue6
16642435male72heterosexual1.7586.183FalseFalse8
\n", + "

166425 rows × 11 columns

\n", + "
" + ], + "text/plain": [ + " age sex income education sexual_orientation height weight \\\n", + "0 55 female 5 2 other 1.55 83.01 \n", + "1 65 female 8 1 heterosexual 1.65 78.02 \n", + "2 35 female 8 4 heterosexual 1.65 77.11 \n", + "3 55 male 8 4 heterosexual 1.83 81.65 \n", + "4 55 female 8 4 heterosexual 1.80 76.66 \n", + "... ... ... ... ... ... ... ... \n", + "166420 45 female 8 3 heterosexual 1.63 86.18 \n", + "166421 25 male 7 2 heterosexual 1.78 86.18 \n", + "166422 25 female 1 2 heterosexual 1.91 45.36 \n", + "166423 35 female 5 4 heterosexual 1.60 68.04 \n", + "166424 35 male 7 2 heterosexual 1.75 86.18 \n", + "\n", + " health no_doctor exercise sleep \n", + "0 2 True True 7 \n", + "1 3 False False 8 \n", + "2 4 True True 7 \n", + "3 5 False True 8 \n", + "4 4 False True 8 \n", + "... ... ... ... ... \n", + "166420 1 False False 6 \n", + "166421 4 False True 6 \n", + "166422 1 False False 8 \n", + "166423 4 True True 6 \n", + "166424 3 False False 8 \n", + "\n", + "[166425 rows x 11 columns]" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here" + "people" ] }, { @@ -471,7 +700,7 @@ } ], "source": [ - "pokemon.generation.value_counts()" + "pokemon.generation.value_counts()\n" ] }, { @@ -517,7 +746,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 16, "id": "dc69ef53-70cd-4ae0-80e7-c9c8e28de76f", "metadata": {}, "outputs": [ @@ -527,7 +756,7 @@ "np.float64(0.08125)" ] }, - "execution_count": 10, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -556,12 +785,269 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 17, "id": "8fbcc766-8399-4f93-a6c8-e0607250a72a", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
agesexincomeeducationsexual_orientationheightweighthealthno_doctorexercisesleep
055female52other1.5583.012TrueTrue7
165female81heterosexual1.6578.023FalseFalse8
235female84heterosexual1.6577.114TrueTrue7
355male84heterosexual1.8381.655FalseTrue8
455female84heterosexual1.8076.664FalseTrue8
....................................
16642045female83heterosexual1.6386.181FalseFalse6
16642125male72heterosexual1.7886.184FalseTrue6
16642225female12heterosexual1.9145.361FalseFalse8
16642335female54heterosexual1.6068.044TrueTrue6
16642435male72heterosexual1.7586.183FalseFalse8
\n", + "

166425 rows × 11 columns

\n", + "
" + ], + "text/plain": [ + " age sex income education sexual_orientation height weight \\\n", + "0 55 female 5 2 other 1.55 83.01 \n", + "1 65 female 8 1 heterosexual 1.65 78.02 \n", + "2 35 female 8 4 heterosexual 1.65 77.11 \n", + "3 55 male 8 4 heterosexual 1.83 81.65 \n", + "4 55 female 8 4 heterosexual 1.80 76.66 \n", + "... ... ... ... ... ... ... ... \n", + "166420 45 female 8 3 heterosexual 1.63 86.18 \n", + "166421 25 male 7 2 heterosexual 1.78 86.18 \n", + "166422 25 female 1 2 heterosexual 1.91 45.36 \n", + "166423 35 female 5 4 heterosexual 1.60 68.04 \n", + "166424 35 male 7 2 heterosexual 1.75 86.18 \n", + "\n", + " health no_doctor exercise sleep \n", + "0 2 True True 7 \n", + "1 3 False False 8 \n", + "2 4 True True 7 \n", + "3 5 False True 8 \n", + "4 4 False True 8 \n", + "... ... ... ... ... \n", + "166420 1 False False 6 \n", + "166421 4 False True 6 \n", + "166422 1 False False 8 \n", + "166423 4 True True 6 \n", + "166424 3 False False 8 \n", + "\n", + "[166425 rows x 11 columns]" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here" + "people" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "e1ecfcfc-f768-4a2e-82dd-7b93a18c16f7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "generation\n", + "1 166\n", + "5 165\n", + "3 160\n", + "4 121\n", + "2 106\n", + "6 82\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pokemon.generation.value_counts()" ] }, { @@ -574,12 +1060,241 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 18, "id": "b7f910c8-3d40-49ae-b270-678734c04100", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
agesexincomeeducationsexual_orientationheightweighthealthno_doctorexercisesleep
055female52other1.5583.012TrueTrue7
165female81heterosexual1.6578.023FalseFalse8
235female84heterosexual1.6577.114TrueTrue7
355male84heterosexual1.8381.655FalseTrue8
455female84heterosexual1.8076.664FalseTrue8
....................................
16642045female83heterosexual1.6386.181FalseFalse6
16642125male72heterosexual1.7886.184FalseTrue6
16642225female12heterosexual1.9145.361FalseFalse8
16642335female54heterosexual1.6068.044TrueTrue6
16642435male72heterosexual1.7586.183FalseFalse8
\n", + "

166425 rows × 11 columns

\n", + "
" + ], + "text/plain": [ + " age sex income education sexual_orientation height weight \\\n", + "0 55 female 5 2 other 1.55 83.01 \n", + "1 65 female 8 1 heterosexual 1.65 78.02 \n", + "2 35 female 8 4 heterosexual 1.65 77.11 \n", + "3 55 male 8 4 heterosexual 1.83 81.65 \n", + "4 55 female 8 4 heterosexual 1.80 76.66 \n", + "... ... ... ... ... ... ... ... \n", + "166420 45 female 8 3 heterosexual 1.63 86.18 \n", + "166421 25 male 7 2 heterosexual 1.78 86.18 \n", + "166422 25 female 1 2 heterosexual 1.91 45.36 \n", + "166423 35 female 5 4 heterosexual 1.60 68.04 \n", + "166424 35 male 7 2 heterosexual 1.75 86.18 \n", + "\n", + " health no_doctor exercise sleep \n", + "0 2 True True 7 \n", + "1 3 False False 8 \n", + "2 4 True True 7 \n", + "3 5 False True 8 \n", + "4 4 False True 8 \n", + "... ... ... ... ... \n", + "166420 1 False False 6 \n", + "166421 4 False True 6 \n", + "166422 1 False False 8 \n", + "166423 4 True True 6 \n", + "166424 3 False False 8 \n", + "\n", + "[166425 rows x 11 columns]" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here" + "people" ] }, { @@ -592,12 +1307,241 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 20, "id": "f3891188-a85f-4089-8388-d4d81c7438ad", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
agesexincomeeducationsexual_orientationheightweighthealthno_doctorexercisesleep
055female52other1.5583.012TrueTrue7
165female81heterosexual1.6578.023FalseFalse8
235female84heterosexual1.6577.114TrueTrue7
355male84heterosexual1.8381.655FalseTrue8
455female84heterosexual1.8076.664FalseTrue8
....................................
16642045female83heterosexual1.6386.181FalseFalse6
16642125male72heterosexual1.7886.184FalseTrue6
16642225female12heterosexual1.9145.361FalseFalse8
16642335female54heterosexual1.6068.044TrueTrue6
16642435male72heterosexual1.7586.183FalseFalse8
\n", + "

166425 rows × 11 columns

\n", + "
" + ], + "text/plain": [ + " age sex income education sexual_orientation height weight \\\n", + "0 55 female 5 2 other 1.55 83.01 \n", + "1 65 female 8 1 heterosexual 1.65 78.02 \n", + "2 35 female 8 4 heterosexual 1.65 77.11 \n", + "3 55 male 8 4 heterosexual 1.83 81.65 \n", + "4 55 female 8 4 heterosexual 1.80 76.66 \n", + "... ... ... ... ... ... ... ... \n", + "166420 45 female 8 3 heterosexual 1.63 86.18 \n", + "166421 25 male 7 2 heterosexual 1.78 86.18 \n", + "166422 25 female 1 2 heterosexual 1.91 45.36 \n", + "166423 35 female 5 4 heterosexual 1.60 68.04 \n", + "166424 35 male 7 2 heterosexual 1.75 86.18 \n", + "\n", + " health no_doctor exercise sleep \n", + "0 2 True True 7 \n", + "1 3 False False 8 \n", + "2 4 True True 7 \n", + "3 5 False True 8 \n", + "4 4 False True 8 \n", + "... ... ... ... ... \n", + "166420 1 False False 6 \n", + "166421 4 False True 6 \n", + "166422 1 False False 8 \n", + "166423 4 True True 6 \n", + "166424 3 False False 8 \n", + "\n", + "[166425 rows x 11 columns]" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here" + "people" ] }, { @@ -615,7 +1559,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 21, "id": "12c0c6c9-c07b-4183-82f6-5e346c74aac9", "metadata": {}, "outputs": [ @@ -855,7 +1799,7 @@ "[65 rows x 12 columns]" ] }, - "execution_count": 14, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -875,7 +1819,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 22, "id": "5d089acf-7b76-4f91-8803-42a4a9a11e3e", "metadata": {}, "outputs": [ @@ -896,7 +1840,7 @@ "Name: type, Length: 800, dtype: bool" ] }, - "execution_count": 15, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -915,7 +1859,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 23, "id": "510fa0fc-2b38-4725-9bbf-ec57d62792be", "metadata": {}, "outputs": [ @@ -1373,7 +2317,7 @@ "789 44 46 28 6 False " ] }, - "execution_count": 16, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -1393,7 +2337,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 24, "id": "05d4c5c2-c6b4-4795-9799-c884b15445a1", "metadata": {}, "outputs": [ @@ -1562,7 +2506,7 @@ "676 95 135 105 5 False " ] }, - "execution_count": 17, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -1592,12 +2536,241 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 29, "id": "198cb0c6-3f43-43c2-9eee-3939c12ea537", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
agesexincomeeducationsexual_orientationheightweighthealthno_doctorexercisesleep
055female52other1.5583.012TrueTrue7
165female81heterosexual1.6578.023FalseFalse8
235female84heterosexual1.6577.114TrueTrue7
355male84heterosexual1.8381.655FalseTrue8
455female84heterosexual1.8076.664FalseTrue8
....................................
16642045female83heterosexual1.6386.181FalseFalse6
16642125male72heterosexual1.7886.184FalseTrue6
16642225female12heterosexual1.9145.361FalseFalse8
16642335female54heterosexual1.6068.044TrueTrue6
16642435male72heterosexual1.7586.183FalseFalse8
\n", + "

166425 rows × 11 columns

\n", + "
" + ], + "text/plain": [ + " age sex income education sexual_orientation height weight \\\n", + "0 55 female 5 2 other 1.55 83.01 \n", + "1 65 female 8 1 heterosexual 1.65 78.02 \n", + "2 35 female 8 4 heterosexual 1.65 77.11 \n", + "3 55 male 8 4 heterosexual 1.83 81.65 \n", + "4 55 female 8 4 heterosexual 1.80 76.66 \n", + "... ... ... ... ... ... ... ... \n", + "166420 45 female 8 3 heterosexual 1.63 86.18 \n", + "166421 25 male 7 2 heterosexual 1.78 86.18 \n", + "166422 25 female 1 2 heterosexual 1.91 45.36 \n", + "166423 35 female 5 4 heterosexual 1.60 68.04 \n", + "166424 35 male 7 2 heterosexual 1.75 86.18 \n", + "\n", + " health no_doctor exercise sleep \n", + "0 2 True True 7 \n", + "1 3 False False 8 \n", + "2 4 True True 7 \n", + "3 5 False True 8 \n", + "4 4 False True 8 \n", + "... ... ... ... ... \n", + "166420 1 False False 6 \n", + "166421 4 False True 6 \n", + "166422 1 False False 8 \n", + "166423 4 True True 6 \n", + "166424 3 False False 8 \n", + "\n", + "[166425 rows x 11 columns]" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# YOUR CODE HERE" + "people" ] }, { @@ -1618,12 +2791,241 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 30, "id": "8a8c1ad6-4c1e-4996-ab5e-5212dadb1851", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
agesexincomeeducationsexual_orientationheightweighthealthno_doctorexercisesleep
055female52other1.5583.012TrueTrue7
165female81heterosexual1.6578.023FalseFalse8
235female84heterosexual1.6577.114TrueTrue7
355male84heterosexual1.8381.655FalseTrue8
455female84heterosexual1.8076.664FalseTrue8
....................................
16642045female83heterosexual1.6386.181FalseFalse6
16642125male72heterosexual1.7886.184FalseTrue6
16642225female12heterosexual1.9145.361FalseFalse8
16642335female54heterosexual1.6068.044TrueTrue6
16642435male72heterosexual1.7586.183FalseFalse8
\n", + "

166425 rows × 11 columns

\n", + "
" + ], + "text/plain": [ + " age sex income education sexual_orientation height weight \\\n", + "0 55 female 5 2 other 1.55 83.01 \n", + "1 65 female 8 1 heterosexual 1.65 78.02 \n", + "2 35 female 8 4 heterosexual 1.65 77.11 \n", + "3 55 male 8 4 heterosexual 1.83 81.65 \n", + "4 55 female 8 4 heterosexual 1.80 76.66 \n", + "... ... ... ... ... ... ... ... \n", + "166420 45 female 8 3 heterosexual 1.63 86.18 \n", + "166421 25 male 7 2 heterosexual 1.78 86.18 \n", + "166422 25 female 1 2 heterosexual 1.91 45.36 \n", + "166423 35 female 5 4 heterosexual 1.60 68.04 \n", + "166424 35 male 7 2 heterosexual 1.75 86.18 \n", + "\n", + " health no_doctor exercise sleep \n", + "0 2 True True 7 \n", + "1 3 False False 8 \n", + "2 4 True True 7 \n", + "3 5 False True 8 \n", + "4 4 False True 8 \n", + "... ... ... ... ... \n", + "166420 1 False False 6 \n", + "166421 4 False True 6 \n", + "166422 1 False False 8 \n", + "166423 4 True True 6 \n", + "166424 3 False False 8 \n", + "\n", + "[166425 rows x 11 columns]" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# YOUR CODE HERE" + "people" ] }, { @@ -1643,12 +3045,241 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 31, "id": "315682ae-7d54-4d78-9a63-d23c83ba1576", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
agesexincomeeducationsexual_orientationheightweighthealthno_doctorexercisesleep
055female52other1.5583.012TrueTrue7
165female81heterosexual1.6578.023FalseFalse8
235female84heterosexual1.6577.114TrueTrue7
355male84heterosexual1.8381.655FalseTrue8
455female84heterosexual1.8076.664FalseTrue8
....................................
16642045female83heterosexual1.6386.181FalseFalse6
16642125male72heterosexual1.7886.184FalseTrue6
16642225female12heterosexual1.9145.361FalseFalse8
16642335female54heterosexual1.6068.044TrueTrue6
16642435male72heterosexual1.7586.183FalseFalse8
\n", + "

166425 rows × 11 columns

\n", + "
" + ], + "text/plain": [ + " age sex income education sexual_orientation height weight \\\n", + "0 55 female 5 2 other 1.55 83.01 \n", + "1 65 female 8 1 heterosexual 1.65 78.02 \n", + "2 35 female 8 4 heterosexual 1.65 77.11 \n", + "3 55 male 8 4 heterosexual 1.83 81.65 \n", + "4 55 female 8 4 heterosexual 1.80 76.66 \n", + "... ... ... ... ... ... ... ... \n", + "166420 45 female 8 3 heterosexual 1.63 86.18 \n", + "166421 25 male 7 2 heterosexual 1.78 86.18 \n", + "166422 25 female 1 2 heterosexual 1.91 45.36 \n", + "166423 35 female 5 4 heterosexual 1.60 68.04 \n", + "166424 35 male 7 2 heterosexual 1.75 86.18 \n", + "\n", + " health no_doctor exercise sleep \n", + "0 2 True True 7 \n", + "1 3 False False 8 \n", + "2 4 True True 7 \n", + "3 5 False True 8 \n", + "4 4 False True 8 \n", + "... ... ... ... ... \n", + "166420 1 False False 6 \n", + "166421 4 False True 6 \n", + "166422 1 False False 8 \n", + "166423 4 True True 6 \n", + "166424 3 False False 8 \n", + "\n", + "[166425 rows x 11 columns]" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# YOUR CODE HERE" + "people" ] }, { @@ -1667,7 +3298,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 32, "id": "069ea0ab-eff6-4985-9f46-db956fe1df91", "metadata": {}, "outputs": [ @@ -1696,7 +3327,7 @@ "Name: speed, dtype: float64" ] }, - "execution_count": 21, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" } @@ -1715,7 +3346,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 33, "id": "5c420c0e-b5d2-49ae-ab98-3305ee076169", "metadata": {}, "outputs": [ @@ -1887,7 +3518,7 @@ "Dragon 83.312500 112.125000 86.375000" ] }, - "execution_count": 22, + "execution_count": 33, "metadata": {}, "output_type": "execute_result" } @@ -1907,7 +3538,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 34, "id": "444a580d-e70c-48a1-bf87-77f98b8c9f85", "metadata": {}, "outputs": [ @@ -1934,7 +3565,7 @@ "Name: legendary, dtype: float64" ] }, - "execution_count": 23, + "execution_count": 34, "metadata": {}, "output_type": "execute_result" } @@ -1967,12 +3598,241 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 35, "id": "75c1ac4f-3914-4c0a-a156-2e084002df66", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
agesexincomeeducationsexual_orientationheightweighthealthno_doctorexercisesleep
055female52other1.5583.012TrueTrue7
165female81heterosexual1.6578.023FalseFalse8
235female84heterosexual1.6577.114TrueTrue7
355male84heterosexual1.8381.655FalseTrue8
455female84heterosexual1.8076.664FalseTrue8
....................................
16642045female83heterosexual1.6386.181FalseFalse6
16642125male72heterosexual1.7886.184FalseTrue6
16642225female12heterosexual1.9145.361FalseFalse8
16642335female54heterosexual1.6068.044TrueTrue6
16642435male72heterosexual1.7586.183FalseFalse8
\n", + "

166425 rows × 11 columns

\n", + "
" + ], + "text/plain": [ + " age sex income education sexual_orientation height weight \\\n", + "0 55 female 5 2 other 1.55 83.01 \n", + "1 65 female 8 1 heterosexual 1.65 78.02 \n", + "2 35 female 8 4 heterosexual 1.65 77.11 \n", + "3 55 male 8 4 heterosexual 1.83 81.65 \n", + "4 55 female 8 4 heterosexual 1.80 76.66 \n", + "... ... ... ... ... ... ... ... \n", + "166420 45 female 8 3 heterosexual 1.63 86.18 \n", + "166421 25 male 7 2 heterosexual 1.78 86.18 \n", + "166422 25 female 1 2 heterosexual 1.91 45.36 \n", + "166423 35 female 5 4 heterosexual 1.60 68.04 \n", + "166424 35 male 7 2 heterosexual 1.75 86.18 \n", + "\n", + " health no_doctor exercise sleep \n", + "0 2 True True 7 \n", + "1 3 False False 8 \n", + "2 4 True True 7 \n", + "3 5 False True 8 \n", + "4 4 False True 8 \n", + "... ... ... ... ... \n", + "166420 1 False False 6 \n", + "166421 4 False True 6 \n", + "166422 1 False False 8 \n", + "166423 4 True True 6 \n", + "166424 3 False False 8 \n", + "\n", + "[166425 rows x 11 columns]" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# YOUR CODE HERE" + "people" ] }, { @@ -1985,12 +3845,241 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 36, "id": "d46df8a1-bbc2-45a4-9be1-cee1858cbf21", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
agesexincomeeducationsexual_orientationheightweighthealthno_doctorexercisesleep
055female52other1.5583.012TrueTrue7
165female81heterosexual1.6578.023FalseFalse8
235female84heterosexual1.6577.114TrueTrue7
355male84heterosexual1.8381.655FalseTrue8
455female84heterosexual1.8076.664FalseTrue8
....................................
16642045female83heterosexual1.6386.181FalseFalse6
16642125male72heterosexual1.7886.184FalseTrue6
16642225female12heterosexual1.9145.361FalseFalse8
16642335female54heterosexual1.6068.044TrueTrue6
16642435male72heterosexual1.7586.183FalseFalse8
\n", + "

166425 rows × 11 columns

\n", + "
" + ], + "text/plain": [ + " age sex income education sexual_orientation height weight \\\n", + "0 55 female 5 2 other 1.55 83.01 \n", + "1 65 female 8 1 heterosexual 1.65 78.02 \n", + "2 35 female 8 4 heterosexual 1.65 77.11 \n", + "3 55 male 8 4 heterosexual 1.83 81.65 \n", + "4 55 female 8 4 heterosexual 1.80 76.66 \n", + "... ... ... ... ... ... ... ... \n", + "166420 45 female 8 3 heterosexual 1.63 86.18 \n", + "166421 25 male 7 2 heterosexual 1.78 86.18 \n", + "166422 25 female 1 2 heterosexual 1.91 45.36 \n", + "166423 35 female 5 4 heterosexual 1.60 68.04 \n", + "166424 35 male 7 2 heterosexual 1.75 86.18 \n", + "\n", + " health no_doctor exercise sleep \n", + "0 2 True True 7 \n", + "1 3 False False 8 \n", + "2 4 True True 7 \n", + "3 5 False True 8 \n", + "4 4 False True 8 \n", + "... ... ... ... ... \n", + "166420 1 False False 6 \n", + "166421 4 False True 6 \n", + "166422 1 False False 8 \n", + "166423 4 True True 6 \n", + "166424 3 False False 8 \n", + "\n", + "[166425 rows x 11 columns]" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# YOUR CODE HERE" + "people" ] }, { @@ -2007,7 +4096,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 38, "id": "b1e06e4f-6b9e-42af-a27c-dbb525a259ce", "metadata": {}, "outputs": [], @@ -2030,7 +4119,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 39, "id": "5ce066fe-f81d-4b78-a394-c5c2f4dc9f46", "metadata": {}, "outputs": [ @@ -2040,13 +4129,13 @@ "" ] }, - "execution_count": 27, + "execution_count": 39, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -2061,7 +4150,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 40, "id": "bceb253b-ef4f-4aa2-aef4-cab2b3ca6d59", "metadata": {}, "outputs": [ @@ -2071,13 +4160,13 @@ "" ] }, - "execution_count": 28, + "execution_count": 40, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -2102,7 +4191,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 41, "id": "92be1ad0-12bb-49f0-a3f6-85fcfd98e943", "metadata": {}, "outputs": [ @@ -2112,13 +4201,13 @@ "" ] }, - "execution_count": 29, + "execution_count": 41, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -2141,7 +4230,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 42, "id": "17f1c289-5990-4420-bfcb-e50eee0b8af6", "metadata": {}, "outputs": [ @@ -2151,13 +4240,13 @@ "" ] }, - "execution_count": 30, + "execution_count": 42, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -2182,7 +4271,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 43, "id": "3c8e9f47-9aea-4bf0-a628-7aa1a66a8eee", "metadata": {}, "outputs": [], @@ -2194,7 +4283,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 44, "id": "22f78bec-3d18-4133-ba9f-6595d7181ded", "metadata": {}, "outputs": [ @@ -2204,13 +4293,13 @@ "" ] }, - "execution_count": 32, + "execution_count": 44, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -2235,7 +4324,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 45, "id": "444d9832-bd57-4238-9ea4-5ee898847170", "metadata": {}, "outputs": [ @@ -2245,13 +4334,13 @@ "" ] }, - "execution_count": 33, + "execution_count": 45, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAj8AAAG1CAYAAAAWb5UUAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAiRZJREFUeJztnQmYFNXV/k/39OzDAMMmuIAoizgM4gcqCkqMUWNEEdRsuOMCotFI3P5Go8YdlyigoJjEhS9xDZpNP5MYxQUhURBZFSFG2WdgYPZe/s97Z6qprqmte6p7enl/zzMMU1V9695b1V2nzz3nPb5IJBIRQgghhJAcwd/ZHSCEEEIISSU0fgghhBCSU9D4IYQQQkhOQeOHEEIIITkFjR9CCCGE5BQ0fgghhBCSU9D4IYQQQkhOQeOHEEIIITkFjR9CCCGE5BSBzu5AOgLR63DYW+Frv9/neZskFs5x8uEcJxfOb/LhHCefzppjnNfn87k6lsaPCbho1dV1nrUXCPile/dSqa2tl2Aw7Fm7ZB+c4+TDOU4unN/kwznO7jmuqCiVvDx3xg+XvQghhBCSU9D4IYQQQkhOQeOHEEIIITkFjR9CCCGE5BQ0fgghhBCSU9D4IYQQQkhOQeOHEEIIITkFjR9CCCGE5BQ0fgghhBCSU9D4IYQQQkhOwfIWJOOJ+HxS2xiSbZuqpbgwIEUBv/girN1DCCHEHBo/JKMJ+Xwy9+UV8vG67dFtI4f0kumTqiSPBhAhhBATuOxFMtrjYzR8wMdrt8vcV1ao/YQQQogRGj8kY2loCbUzfPQGEPYTQgghRmj8kIylvjHYof2EEEJyExo/JGMpKQp0aD8hhJDchMYPyViK8/NUcLMZ2I79hBBCiBEaPyRjQTo7srqMBpCW7cV0d0IIIWZwXYBkNEhnnzGpShpawtLYHJSigoAU51PnhxBCSIYYP/PmzZPFixfLs88+q/4+77zz5KOPPjI99r777pOJEydKKBSSkSNHSlNTU8z+GTNmyFVXXZWSfpPOBYZOeVGe9O9bLjU1dRIMhju7S4QQQtKYtDF+nn/+eXnkkUdk1KhR0W2PPfaYtLS0RP+ORCJy7bXXyu7du+U73/mO2rZx40Zl+CxatEh69OgRPbakpCTFIyCEEEJIJtDpxs/WrVvltttukyVLlsiAAQNi9nXr1i3m7+eee05WrFihDJ3S0lK1be3atVJWViZDhw5Nab8JIYQQkpl0esDzZ599Jvn5+fLaa6/JiBEjLI+rrq5WnqFp06bJwIEDo9th/BxyyCEp6i0hhBBCMp1O9/yceOKJ6seJJ598UoqKiuSSSy6J2b5u3ToJBoNq+5o1a6RPnz5ywQUXyJlnntmhfgUC3tmFeXn+mN/EezjHyYdznFw4v8mHc5x88jJkjjvd+HHD3r175YUXXlBBzIWFhTH71q9fL+FwWK6++mrZb7/95J///KfcdNNNKlbo7LPPTuh8fr9PundvXVbzkvLyYs/bJLFwjpMP5zi5cH6TD+c4+aT7HGeE8fPWW29Jc3OzTJ48ud2+P/7xjyrjS4sBQuzPN998IwsWLEjY+AmHI1JbWy9eAQsYN0JtbYOEQsxESgac4+TDOU4unN/kwznO7jkuLy927XHKGOPnhBNOkPLy8nb7sBRmZPDgwSqGqCMkI10aNwLTsJML5zj5cI6TC+c3+XCOk0+6z3F6L8q1sWzZMhkzZky77bW1tXLUUUfJK6+8ErP9008/lUGDBqWwh4QQQgjJFNLe87N582apqakxTWWHJ+iYY46Rhx9+WGn89O/fX958803l9YFgIiGEEEJIxhk/27dvN9X80bj77ruVGCK0gnbu3KnS3h999FEZN25cintKCCGEkEzAF4FsMmm3VlldXedZe0ibR/YYSy8kD85x8uEcJxfOb/LhHGf3HFdUlLoOeM6ImB9CCCGEEK+g8UMIIYSQnILGDyGEEEJyCho/hBBCCMkpaPwQQgghJKeg8UMIIYSQnILGDyGEEEJyCho/hBBCCMkpaPwQQgghJKeg8UMIIYSQnILGDyGEEEJyCho/hBBCCMkpaPwQQgghJKeg8UMIIYSQnILGDyGEEEJyCho/hBBCCMkpaPwQQgghJKeg8UMIIYSQnILGDyE6Ij6f1AfDsmNvs/qNvwkhhGQXgc7uACHpQsjnk7kvr5CP122Pbhs5pJdMn1QleZFIp/aNEEKId9DzQ0ibx8do+ICP126Xua+soAeIEEKyCBo/hIhIQ0uoneGjN4CwnxBCSHZA44cQEalvDHZoPyGEkMyBxg8hIlJSFOjQfkIIIZkDjR9CRKQ4P08FN5uB7dhPCCEkO6DxQ4iI+CIRldVlNIC0bC/sJ4QQkh3Ql09IG0hnnzGpSgU3I8YHS13w+NDwIYSQ7ILGDyE6YOiUBPxSUlbQuoGGDyGEZB1c9iKEEEJITkHjhxBCCCE5BY0fQgghhOQUNH4IIYQQklPQ+CGEEEJITkHjhxBCCCE5BY0fQgghhOQUNH4IIYQQklOklfEzb948Oe+882K23XLLLTJkyJCYnxNPPDG6PxwOy6OPPirjxo2TI444Qi699FL56quvOqH3hBBCCMkE0sb4ef755+WRRx5pt33t2rVyxRVXyOLFi6M/L730UnT/3LlzZeHChXLnnXfK7373O2UMTZ06VZqbm1M8AtJZhP1+2dUQlM827JTdjUH1t5GIzyf1wbDs2NusfuPvdCbT+ksIIZlEp5e32Lp1q9x2222yZMkSGTBgQMy+SCQin3/+uVx22WXSq1f7itswcJ5++mmZOXOmjB8/Xm17+OGHlRfozTfflNNPPz1l4yCdQ9DnkzkvLpfl67dHt40Y1EuuPLtKAm2lKUI+n8x9eYV8vG57u4KlqOeVbmRafwkhJNPodM/PZ599Jvn5+fLaa6/JiBEjYvb95z//kfr6ehk4cKDpa9esWSN1dXUyZsyY6Lby8nIZNmyYLF26NOl9J50LPDxzXloRY/gA/I3t2B8xMSTAx2u3y9xXVqSdRyXT+ksIIZlIp3t+EL+jj+HRs27dOvX72WeflXfeeUf8fr8cf/zxcu2110qXLl1ky5Ytan/fvn1jXte7d+/ovkQJBLyzC/Py/DG/iTdgqcto+Ghge31TUPw+XztDQm9QNLSEpbwoT9KF2sZQ2vaX93Fy4fwmH85x8snLkDnudOPHDhg/MHhgzDzxxBPKE3T//ffL+vXr5be//a00NDSo4woK2ipwt1FYWCi7d+9O+Lx+v0+6dy8VrykvL/a8zVzmm5qdtvvrG4MSyLP3lDQ2B6V/33JJF7Ztqk77/vI+Ti6c3+TDOU4+6T7HaW38TJs2TX70ox9J9+7d1d+DBw9WsT/nnnuufPrpp1JUVBSN/dH+D5qamqS4OPGJD4cjUltbL14BCxg3Qm1tg4RCYc/azXVKigKO++H5saOoICA1NXWSLqA/6dpf3sfJhfObfDjH2T3H5eXFrj1OaW38wOujGT4agwYNUr+xrKUtd23btk0OOuig6DH4GynxHSEY9P6i4UZIRru5SklhQAU3my19YTv2+yIRFSyMJSMj2F6c70+ra4L+pHt/eR8nF85v8uEcJ590n+O0XpS7/vrr5cILL4zZBo8POPTQQ2Xo0KFSVlamMsU0amtrZdWqVTJ69OiU95ekFn84rLK6YOjo0bK9sB/GD7KkYDjo0bKnsD+dyLT+EkJIJpLWnp9TTjlFpk+fLrNnz5YzzjhDvvzyS7njjjtUCvshhxyijpkyZYrMmjVLKioqZP/995cHHnhA9ttvPzn55JM7u/skBSCd/apzRqjgZsT4YKkLHh8YPhpID58xqUoaWkLRY4rz89LWkMi0/hJCSKaR1sbPt7/9bSV8OH/+fHnyySdVhteECRPkmmuuiR5z9dVXSzAYVErQjY2NyuOzYMEClT5PcgMYOt2KA3Jwv64qHsbM1QrDoSTgl5KytuD4NDckMq2/hBCSSfgiUBIk7dYqq6u9CypF2jyyx6wezCRz5hg6O3YeGaf9Xp2nM+B9nFw4v8mHc5zdc1xRUZodAc+EZJLyslfKzFR4JoSQHA54JiRTlJehJu2FMjMVngkhJPnQ+CHEBViCslNeRsC1vTJzyJPzuG2HEEKINTR+CHEBYm/sqGto6dDr3R7nth1CCCHW0PghxAM16dLi/A693u1xbtshhBBiDY0fQlyAbCuj8KAGtkNbyG4/Xu/Fedy2QwghxBoaP4R4oLwMrSEvlJmp8EwIIcmHPnRCPFJe9kqZmQrPhBCSXGj8EBKHsKCT8rJXysyZqvCcjuKMhBBihMYPIRQW9ATOISEkU2DMD8l5KCzYcTiHhJBMgsYPyXkoLNhxOIeEkEyCxg/JeSgs2HE4h4SQTILGD8l5KCzYcTiHhJBMgsYPyXkoLNhxOIeEkEyCxg/JeSgs2HE4h4SQTIK+aEIoLOgJnENCSKZA44eQDBcWTCc4h4SQTIDLXoTEAfRq6oNh2bG3Wf026tc47SeEENL50PNDiEcKxlQ4JoSQzICeH0I8UDAO+/1UOCaEkAyBxg8hHigY1zcFqXBMCCEZAo0fQrxQMG6gwjEhhGQKNH4I8ULBuJgKx4QQkinQ+CHEAwXjksIAFY4JISRDoPFDiAcKxv5wmArHhBCSIdAXT4hHCsZUOCaEkMyAnh9CPBQo1BSOe5YVqN+JGj5u+pKOgopI+d/bEpattU1S1xJWfxNCSLpBzw8hLgQM3R6TbX2Jh6DPJ3NeXC7L1+/r04hBveTKs6skQO8XISSN4NcykvM4CRhiv5tjsq0v8QAPz5yXVsQYPgB/Yzs9QISQdIKfSCTncRIwxH43x2RbX+IBIo9Gw0cD27GfEELSBRo/JOdxFDBsDLo6Jtv6ogfepNrGkKzdVC17mkLtvEt1DS0dEoEkhJBUwpgfkvM4Chi6ECj0SsQwnfqi4Sa+qLQ4v0MikIQQkkro+SE5j5OAIfa7OSbb+gLcxhdB5BHBzWZgO/YTQki6QOOH5DxOAobY7+aYbOsLcBtfBJFHZHUZDSAt2wv7CSEkXeDXMUJcChQmW8QQXhSt7UsmVEpgok/21DdLcWHq+6LhJr6opKxA/R/p7FedM0IFNyPGB0td8PjQ8CGEpBtpZfzMmzdPFi9eLM8++2x029///neZM2eObNiwQbp37y6nnHKK/OQnP5GioiK1/1//+pf86Ec/atfWM888I0cffXRK+08yG02gUHuYi4kh4eaYpMTVpLAveooclquM+2HolOX7pSy/rU80fAghaUjaGD/PP/+8PPLIIzJq1KjotmXLlsmMGTPk6quvllNPPVU2bdokt956q+zatUvuuecedczatWvloIMOkoULF8a017Vr15SPgWQ2es9Lop4U6NnA84Hsp7LifOW1cfJ8OMXVwMPTWSUy/D6fWroyS2PHduwnhJBMo9ONn61bt8ptt90mS5YskQEDBsTs+93vfqe8N1dccYX6G/uvvfZaueWWW+T222+XgoICWbdunRx66KHSq5d5sCUhbvBCMTlRhWM3cTXw8HQGPl9Ezhg3UP3fOC5sx34RGkCEkMyi0wOeP/vsM8nPz5fXXntNRowYEbPv4osvlhtuuCFmm9/vl5aWFtm7d2/U83PIIYektM8ku/BCMbkjCsedodvjlqJAnry5ZKMM6d9dbr3kaLnx/NHqN/7GduwnhJBMo9M9PyeeeKL6MWPYsGExf8Po+c1vfiOVlZVSUVGhtq1fv17FAk2aNEl5kQYPHqy8Q1VVVR3qV8DDb9p5ef6Y38R7OjLHEO+z97yEpbzI/iG/q8FZ4bibhdZNSZGDRk5Rvqf3Y7xMPaNSGYEvvLUu1is2uUry/TAM6fnxAn5OJB/OcfLJy5A57nTjxy3BYFCuv/56ZewgPghs3rxZ9uzZI/X19WopLC8vT5577jmZMmWKvPLKK2o5LBH8fp90717q8QhEysuLPW+TdHyOt22qtt3f2ByU/n3LbY/5pmano/fm4H7mcWiB+mZlTMDQMoLtFV2LpEtJWwCxDmSC7d7bpOKLIDLYtazQ9Dgv+NmUUSk7V67Dz4nkwzlOPuk+xxlh/GCJ65prrpGPPvpIZs+eHfXq9O3bV5YuXSrFxcVq6QwMHz5cVq1apTLGEBeUCOFwRGpr6z3rPyxg3Ai1tQ0SCjH7JRl0ZI6LChwymgoCUlNT12FlZrs2EFsE74reANK8K8GmFqlpii0f0RSKWMYoFeYlxxNTXhSQA3p3UXNs1ifSMfg5kXw4x9k9x+Xlxa49Tmlv/Gzbtk0uvfRS+frrr2XBggUyevTomP3l5eXtYoIQA4QlsI4QDHp/0XAjJKNd0rE5Ls7323pesN+pTU3hWL/0VVSQJ2ccf4hUHdpTGpuCUutrVXA2y9zCopqpbk84IsFwJK2yw3gfJxfOb/LhHCefdJ/jtF6U2717t1xwwQVSXV2tlrqMhs8777wjI0eOlK+++ipmeWzNmjUJL3mR3MMLxWSjwjEMHywVrd1UI7c88b5cP3uxzJj1tsx+ZYXKLLPqB7K6epYVqN9W503Hqu6EEJJJpLXnB1o+MGyeeuopFeC8ffu+D3z8feSRR6pgZ2SE3XzzzWrpa/78+UoH6MILL+zUvpPMwgvFZL3CsU988vTrK9sFQTt5Z+y0hrR9e+pbXKsuE0IIySDjJxQKyZ///GeV4QXvj5G//e1vcsABB6jsr1mzZskll1wiTU1N8j//8z8q6Llnz56d0m+SuXihmKwpHNcHw3Fr99hpDcFXNKdtH1LNU1nVnRBCso20+pS89957o/9H5taKFSscXwN150cffTTJPSOdoZacif1J1DvjFMdzXFW/6L41m2osVZejVd3jGFu6Xats6y8hJP1IK+OHZAdeqCVnYn/054nXO+MUxzNhbKvKMnjtnS9UPBHQG0CJVHVPt2uVbf0lhKQnaR3wTHJTLTkT+2M8j+adMSPqnYlDxbm5ZV/WRGNzSB54bllUdfne6WNl9szxKo4oHgMg3a5VtvWXEJK+0PNDPCXd6lSlqj/G88TrnSktDsi5Jw2Wof27K0OnIN+vDCi0A2MHf+vBNk1xGYaPGkOcno90u1bZ1l9CSPpC44d4ips6VanMREpVf4zn0bwz0Pk58/iBUlKYL2Ul1vEp+YE8lRavLyEBzxEMKNTQqq5tND1vIjE+Vn1O96yxTOsvISR9ofFDPMWN0nE29sesHbfeGSzXPP6yeVFUMOOcEcpgMgoxJhLj49TnePanmkzrLyEkfeGnBfEUeCHs1ZIT81Kke386ch675RwYQE3NQWU4dVSHyMs+dwaZ1l9CSPrCBXKSdmrJndUfeGCgz7Njb7P6HU8AbUfO42Y5Jx4F6GT0OR3ItP4SQtIXen5IWqolp7o/XqRQJ3qeX15xbKct56Tbtcq2/hJC0hMaPyRt1ZJTRTyFQsN+vypfUdfQImXF+VJcGFCqzm7GjfM8tWilDDqou0wYNzCa1YXYoCMG9ZJP4hQtdCP25+YYr65VqsQHM+neIoSkJzR+SNbj5NVxm0Id9PlkzovLYwKTkZGFgqao6+VEYzAkJx8zQF57d0NMVtfow/rI1ImVsuC1la4Dmt14qlIpCEjxQUJIJkHjh2Q1brw6bmJuisqLYgwfVG1HGjt0eb7aulf6VJRIcb59HE4k4lOGjzGra+nqrer35ROrJBhy9py4GRNw681KpeeMEELSARo/JKtx49UpKrR/G2A/lrr0hg/0d4weHCdPRzgSMa3HpRlA5512mCqK6rSc42ZM6v8pEgSk+CAhJNPgJxLJatx4dfw+n2UpCmzHfsT4aMDjY+bBcSqz4NSXBof9btvBfrcZZF6QynMRQogX0PghWY0bYTyfLyJnjBvYzgDC39iO/aXF+dHtWOqy8uDoPS/x9qXYZVaXmzGlUhCQ4oOEkEyDxg/JajRhPDO0TKqiQJ7841//URlYD197gtw97Tj1G39jO/aXFAaixpG+yKgZdQ1BpeFT1xKW+mBEGkKtmkFoA1ldZmA79ns1JjfHeEUqz0UIIV5A44dkNW6E8fBz/mnD5PV3N8i1D/9Tbn78PfUbf2M79iOdHVldMICMRUaN1DW2yPWzF8tVD74tTy5aKVt2Nsj811ZKY0tIGVRmHiZsb2oJejqmVAkCUnyQEJJp+CIRfjIZCYXCUl1d51l7gYBfuncvlZqaOgkG7b0GJDlzbKdBg32zTbKVtAe4UecnGArLvD98alpmAYbMkP7d2xUoxTb8PPBsa7FTs+rtv7xijHQrK7LVEXI7pniOScUcE2f4OZF8OMfZPccVFaWSl+fOp8PFeJIT2AnjxZOtBEOkwCfKo4HgZr0BpMUIoZq7HsQHobK7sdipnm5lBdKltFAei0NHyI3YXyoFASk+SAjJFGj8kIwHHofaxpBs21StPCVFcda9cpOtpD3QNe9GQ1NQLp84XIKhiNQ3tqh0+JZgWPx+kTsuGyM1e5okP7DPqwMvz4ZvdsvRh/eR/n27tvP8HDmkl8x9ybyy+5yXVshV54yw9AClE/T+EEIyARo/JKPxQlnYbbaS8VzQ+7n1kmPkxb+tk9Ubq6PaP0bPDbbn+X3y5ocb5b6rxikjx7gsNnZEP8sMMmzf29Ci+uFGSbqzoMozISRTYMAzyViclIWdqrJr1dXhpbjrimPl3JMGK4MGP/j/rZccLT+/+Ggs6KhYH9Tl0p8LsTu/f2ud2mal/YO/sT0YjsiU7x4mj79s7t3ZW79PR8gM9BEeIPQjG68FIYSkEnp+SMbSEWVhMy8FPDA3nD9akAOw6J326s2nHzdQln++Q8XtACxdacfo/28Exs25Jw2SPhUVMvvF5Qlp/GA/2kEwNFSg0w2qPBNCMgkaPyRjiSdWx42XAsbFuCP6yXvLvzFVb0bIDTw8mpGj1/vB//X1voyZXPl5ftlb32zZ1527G5XxZbb0he3Yr2kIleW3H5MTTtXoO+taEEJIZ0Djh2QsiSoL23kpKsqLLPfps7aAXu/Hqt6XFvNTWhyQkI2tMfuFj+W+GeOUUWaMGbp0YqXc8vh76m+0Ey8drUbvBqo8E0IyCX4ikYxFUxY209uJKgubPNztvBRO6s36/fDqaN4axPRAFNEsngcgWwtYeXeQAfbeiq/lB98ZJBdPOFx5aLDUBY8PDJ9de5vVa5UKdBweG3h8jIZPMrLIEr0WhBDSGXARnmQsiSoL23khnNSby0r21fjCctb3Txqszuf37TN0jGB7Y3MwqhJt7K+mD/TCW+vlprnvi9/vU4HUUJn+5dNLooYPXhuvoaKvRm/WL+z3Aqo8E0IyCXp+SEaDFGooMDe0hJWBUVQAbRl7nR87L0V1baOtB6NbWaE8dt148fl8quBpcSBPnX9HbZOrmBcsM10yoVK2ja2PiQuCMKIWSN3Q2KI8Mq0xOkG11FWSoNKzvhq9GYnGENlfC+r8EELSGxo/JOMF8fCa8qI86d+33JWkuualMCo0w7gZfkhPOfzgHjJ/UWz5ClV/a+xAef/Tb+TQA7oJetm7e4mEfT5llMBAsQt4jvU2ReSOBUss+4dj0SayuqKGiYXh46Sto69Gb0YiMUR2UOWZEJIJ0PghOSmIZ/RSFBfly5qN1fKTh95W+2HETP7WICkI+KUlFJaVG3Yqb89nG6pl4Rtr9/V5cC+ZNrlKSvJbBQ+xXGUMeMZ27NcMAa/iY5y0dTA+rRq9VRZZvDFEhBCSDbCwqQksbJpc4ikkmoo5RlCwsaaWvj+DDuyu/r92U42lEYFlqjkvLbcc05WTWwOL9Snn8MoE8nzy4crNKt7nsIMr4jL+INA4Y1arsWbG7JnjlRdGZXsZSmckku3F+zi5cH6TD+c4+QRY2JSQzBDEswsKRn+w3AXsRAzRht2YGluCUhDIM005v/ys4TK2an8JQAQ5CTXJYODEE0NECCHZDrO9SMpx89D2Gq2UxY69zeq3vtyCU1Aw4necUuCd2gj489p5XwD+nvfqp7KztkHFESVLW0eLIepTXqB+0/AhhOQy9PyQlJNqQbyOBgUjvb25pTUTywqnNpqDIduU8wtPHxa3x4vaOoQQkhj0/JCUoz20zYg+tFNYcFMLCjbjiEG9pE9FiUqBtzpGCxy22+/kGWpoDMbt8coEbR07jxshhHQW9PyQlGOXau71Q9ttfBGCf82CgqefXSV54bAceWhPqTykp8x7pX0xVE180KoNbNc0fKxAva28vOzS1unsjD5CCOmQ8fPNN99IPPTr1y+u40nukaqHdiJBwfUNQSkxBgVHIgLlmivPbj0GnpquZQXSEorIrj1N0f5ffc4IqTMJLHZKOd/b2Cy9u5WoivJWc2Kli2SmreOVhlKiuEnDTwcDjRCSm7gyfk488USlceKW1atXJ9SZefPmyeLFi+XZZ5+Naeuuu+6SlStXSkVFhVx44YVy/vnnR/eHw2GZPXu2vPjii7Jnzx4ZPXq03HrrrXLggQcm1AeSOlIhiJdIULCdsKB2THFBoaVXw6wNvA5epLkvWRcuvfOK4+Tp11aatol33xyXXpR08LikW0YfIYTEbfzcfffdUeNn9+7dMmvWLBkzZox897vflV69esmuXbvk73//u7z99tty4403SiI8//zz8sgjj8ioUaOi22pqauSiiy5Sxtftt98un3zyifpdWloqkydPVsfMnTtXFi5cKPfee6/st99+8sADD8jUqVPl9ddfl4ICb2T7SXJIhXcinqBgvQYPlqGKTdLB0eeWcKTd8pfeq6Fp+hhfV1vXJBPGDWwNblbCirGFS7fV1Fu2OW1Slezc3RDd3q2sQL533ECpawxKQ1Mw2l/Mn53HxaxvbsaNY3Y1BOXr6h22c6NdT+NlNKpfo8I9jjde7872WHUW6v5oDMm2TdVqbosC9iVaCCEpMH4mTZoU/f+VV14pEydOlF/+8pcxx0yYMEF5aP7yl7/I97//fdcd2Lp1q9x2222yZMkSGTBgQMy+F154QfLz8+WOO+6QQCAghxxyiGzatEnmz5+vjJ/m5mZ5+umnZebMmTJ+/Hj1mocffljGjRsnb775ppx++umu+0FSS6q8E27ji5QQoIkGj14IUOszDBg7r8aW6nrp0704Og7tdRdNOFx++fRi675abEeb22oa5P9dfLTc9fQSqa1rll9OO06e/MPKdv2demalY996dy+OjsnNuOOZG+3ct15ydIzh87Mpo+S1dzfEaCUZr3c6eKw6g1wdNyGdSdx+5/fee095fMyAAfLxxx/H1d5nn32mDJzXXntNRowYEbNv2bJlctRRRynDR+OYY46RjRs3yo4dO2TNmjVSV1envFAa5eXlMmzYMFm6dGm8QyMpwk0GlpfgAQKPx6PXjZd7ph+nCpPib+3BAq+GlQYPtmO/vs9uNH+Wf75D6oMRleW0bVeDDDqou6r8bpURhjIZqANmxd76FrVkdsMFo2XGuSPbGT5af7dV19v2De1oY3Iz7njnRgNj0cYKjw8MH2Mb+uudrHsC/dvbEpattU1S19KqsJ3L7wVCSILZXt27d5cVK1bIcccd127fhx9+KH369ImrPSxp4ceMLVu2yODBg2O29e7dW/3evHmz2g/69u3b7hhtX0ckur1Ck9t2K7ud7cC9bx8PElaFSr2a46ZQROYaSk9o36wL83xqOcdOgwdLQn6fL/p6FCy1AwVP//z+Rpn94vLoNhgC3x51oJx5fKtatJnH5rpfvWPZJs6J14RCEenRtciyv07PSq0djMnYDz3xHKOfGw0Uc4W3B2Cpy0odW7ve6v8e3xONoYilx6ooz5e17wViDT+Lk09ehsxx3MbPOeecI3PmzJHGxkbl6YExBC/MX//6V/nf//1fufnmmz3rHM5hjNspLCxUv5uamqShoTUGwuwYxCYlit/vU7VJvKa8vNjzNjMRxDXY0dgcVBXavZjjPfXN8vBzyyy/WeMBXV/TaNsm4k9Qg8vo1TCtBTa4l3z+9S5TT8kTr66Q8SMPMI37+fyrXaq2l1lsEs6leYXgVQrbrITgOKsYpyMG95JuXQrlxvNHq5gc3OdYkrJKw2+N3bFfdkFWW76qyxEL2nzguWXK61NSlO94vZ2I956AYvac339s6bG69kcjpUcavB+T+V4g1vCzOPmk+xzHbfxMmzZNZVUtWLBAxd4AfEAWFRXJT37yE/nxj3/sWefQJuJ69MDoASUlJWo/wDHa/7VjiosTn/hwOCK1tfbLB/EACxg3Qm1tgyqamusUFQQc96MonhdzrL5ZmxgCANurdze6ygiDd8Po1cAyVow3aTAyt4bLTx/5p+X5Lp5QKU8tah+rM+PsKule3noP6/uLfWeMG6gMCU1JOmRj/aBvj/x0vMx71RDjNLiXnPPtwXLz3Peixg6MJIwDbZsZQG6UtpHOr58bPWgTHp+xI/p16H5I5J6odfDm1e5tFn8avBeT8V4g1vCzOLvnuLy8OHmFTZH1dcMNN8j06dNV9hU8LPD+jBw5UhkkXoLsrW3btsVs0/7G8lowGIxuO+igg2KOGTJkSIfOnYxqtLgRWEkYGVh+U+8EvBBY/gFbdjUmlO1jnOP6RntlZeyvKC+y1eCBRg/6oPVZ82rMnDJKJp84SMXRVJQXyqYte+S/2/baChoiowvnMWY/IaA5GI7IeacNk8nfalFtYokKnhzNOEFfkAmEpS+r/g7pXyH5fp+KaUJws75vdyz4MKZvGAsSttAP47KUNm7t/27nxgi24xj7jLvWDyunY+J57zgpakPLCZIE6fpeSHTcxB38LE4+6T7HCb/7kW6ONHcEGCNQ2eih8QJo9vzrX/+SUCgUE1d08MEHS48ePWTo0KFSVlamMsU0amtrZdWqVeq1JD0xK8sAY+DWS46R95Z/IzNm/UOun71YZsx6W2a/skJlwyQCXtfs8OZTXp02dWZjMLJevdnYZxgRs55bprwebyzZKHsbEEi8PGZ5zHTsuuyntZtq5I4FS+TeZ5bK/3vifXn93S+kdk+TdC8vlL98sFHtg1GiGT5XtqlNF/gitv31hcOqz8jqQjta38yMMhg1VYf2tBx3InNjjKtSGkcOZTi8LtXhVGsNIpbpQCaUKCEkG/FFnBb1TVi0aJE8+OCDsn37duUJgsDgY489prK2sD1RfR1oBH399ddRkcOdO3eqzDIEREO7B4HWv/jFL5TWz1lnnRVNbf/d736ntIj2339/pfPz3//+V/74xz+q/iRqsVZXe+dqRvA0Yojgvk5nSzjV6DVdyksLVHVzs+BPPAicFIGNc4y2Z7+8QmVZwciw8lxA1VnTq9H0bkwVnk36DMOpJD9PVWPfUdskN8xZLOeeNNjyfFh6Qn+A5TFDesnUCZWSn+9XxopRKVqPm/7imB27G+XGOdYp9vfPGCtFhQHHdlq1gKz746TR40bDxyudH/T3MUOws9V1Twdaxx1WMT5Y6oLHh4aP9/CzOLvnuKKi1PWyV9yenz//+c9q2Qsp5w899JBSWAbf+c535J///KcSHfQKeHeeeuop+fLLL5WxAyXn66+/Pmr4gKuvvlrOPvtsueWWW+SHP/yh5OXlqXikRA0fknqF555lBRIMhR0VgRNRGEYMDGJmjJ4LGCLY3tQSbKfe3Lu8QP02ezjq+6wUitu8FjAIgHY+tK9Hy+jCfix1WcWjYKwRiSj9HPShj01f3PRXHePg5YCR4aadbsUBqTykh/rtZm6MD2+n/W6PcYMbj1U6gXEiqwvLlvhNw4eQ5BK37/eJJ56QH/zgB8oDo1+OguhgdXW1Eia85pprEuoMVJqNVFVVye9//3vL18DY+dnPfqZ+splsV751qsG1p75FIjbKwkZ1XK09fdYR0swRX4NYmvLSQrnliffkjsvGSHFbeQ23Ssdmx+iVpHG+X15xnMrq0s6H2J33VnyjHm5OOkHoe3GXQtfX2+7ewL5Ant+1ynVHMM6NihmyqVWWTNCX5pagTJs0XC192nm1CCG5R9zGD7ww8PyYgdgfLH8Rb8kFBVinzCKUcLhp7nuOysLa3CCryph1pAcKxNiundcLpWOUoNAEAVHKAjE7erRYn8ICe92W4qJ8tWTX0TpeWj2w1Rur1XnxzNf33cu4EuPcaDFcL/5tXcrvW7vrRMOHEJLQsheWor744gvTfdiO/cQ7ckUBVvOcmKHXuXFSFtbmZu2masf2NK+HV0rHUF0e0r+7MqzgWTIufWleKIgMW/UN29F3N9fb6d745PMdap92Xq1vP7/kaJk981sqjsoLI8RsbuBp+/1b61yNw0vcXCdCCIn7k+C0006TRx99VIkaahleCHpG1XXE+5x66qnJ6GfO4qY6djZglfWi6dwgVsaoLGw3N9DSufws6/Y2bd4d9XqgLScVYzfHLF29VXmY4PHBktrpY9vHGmHZq6k5LBNM9qGvV5xVpfru5no73RtI4Td6v9C3O5VHqjVWyQvM5sYprilZ962b60QIIXEveyGeZ926deq3v+1b1HnnnSf19fWqIjuEDknqYmFULEVbzEqmAy8EvBF4MCLGB0tdep0bPYjhsPsSj+P31DVF28M8IaMJqek+X0QuO6My+vB30oRBhhOMBftjYtswxhoVF+ZLcVGevL9is9z3TGvdOWMcUq9uJWq5zE4nSH+9ne4Nu9giL+8bs/lzE9eUjPvWzbUsy8+O9wshJIXGD9LYkYGFAqcffPCBEjns0qWLKkB6wgknKC8Q8Q436sPZhJbtEy7OVzE+ViB4FQrLdiAYWWsv9kHriwnwddKE0TK57I9p34Y+1ghFVaPZYDpxQ7Dhm91q+/1XjVNGkh36UhFO196uBpn+tR0Npjcbu1P9s2Tdt15cS0JI9pPwJwEKm+IHpSSQVq55gYi36LOIkpmpk24gK6ejysJu58bNudCK3THFbvqrAq2PUbEw+gBs7Mf20sKAtITCtu3oRRSd7o3qWvOaZfq58SKY3mz+bOufJfG+dXMtVeQ3ISSnSUjkcMOGDSru5/3335e9e/cqkcOXXnpJBg4cqJbAMp10EzlUD6hXDLWasizbyzJrxxC8aszACvt8KrAX8S3a8hEe+kcc2lP8ccyN07lqGpqltLhQHn+5/THTJ1dJQ3OTlBYVyda2khJaevuXX++WSydWqjY04UVLIcfJI6R6T6PU1rXIa+9uaHcexCqVl+ZLj9IC23vj6MP7yNQzhyvPE8ppwFxCX+BdQvFU7b5x7I8hE8zuPjbOn1W2F8bx/ZMGy37dipJmtLu5b9IRCvAlH85x8glkiMhh3J6f1atXq+KlyOo6/fTTVSV3TW8HKssoN6EXISTexsJkq86PGXhQQYnXTsUYM4CSGEbPxQhDyQbHc4nI1DMOV+0hbgTLJz7dG6QwPyC3zX9frj9/tOTnHR49Bp6au369RG6+6GiZ+9Lydv1A+rv2wHUKUN5cXS9dywrl5/M+aBcPpMU+zbp6nO29gWWd/ECeaV9Q8LQAg3LZH+xXQo4JXqsPV26WoQdXtNM7Qo0xjMNt2/Gi74udIjUhJHeJ2/i57777pLKyUp5++mn198KFC9VvKCxjCeyZZ56h8ZME2sWuJNHw8UJQ0U0bbkQFNRXjaJCq3vBxSPV2Komhb+fXf1ol40cdJD26FgmKpofDEVUW4u1//UcuOm2Y6n+/XmVy3SPvtHv9jHNGyLxXWvV0UN5Ci+fBw37F5zvkyEN7thlV9gHK8Bht2VmnvDNGXSKz5SLj/MH7hfHOtpgTVHpHwVPNIxZPMD3OtashKF9X77C+VpGIFAT8EinKU31a+MZaV20nA7v7Jh3R5vebmp3KWCsuoLFGSFoZP6jkjrIWgQCqS4fapcGjphbJXLyIAXHThhtRQSe88lw0hULyg1OGKp0eY3+wZIX9RX5/jIih/hikryM9HUKCWK4yxvNUHtJTnvvzKjlx9EG2/YCx9NTvVioPjdny2jSdMWc1fyihYTcnqPTep3uxug5ug+ndXCssP27b1ajimXAc9ITctE28eS8QQuIjbr9zYWGhNDaaB1Lu2rUr4aKmJDsEFd204ZUQnRvPhRv8vrx2ho/WH2zHfvR7waJ9IoY3nj9a/cbf22vq1TKVMU5HawNeIXiVtCBgO+FFxOls3VmvlooevvYEuWvacfLItSeov5/58yrH+dtWXe/oXdKug52wZDwCkJG2uCvN8AF2Y416sAhFGQnpJOL++oUMLwQ7H3nkkdKrV+uHG9Lb6+rq1FLYsccem4x+khTghSfFTRtYVnISosOShRPQ7enIfo3mYMi2P9gf9IksWbVV/RiBEYSlLrOlKoD5OP97w1TAMbxDSNE3BgEjmBkxPQgU7tmtSOabeKFwTGMwJCFDmQo9TvYpvEv6awlvnFUwPbxMdc0hx2uF8WDJTX+cNlbtOLO2iTtRRjfvBUJIko0fFBD9/ve/r5Schw4dqgwfFCRFzS8kjmFJjOSuoKKbNkKwfjwQosNz3i6t2aeO6LgwnpOgIrwc8ADZ0dAYjAofzpwySiafOCgmK0wTckT80JOLzL1Q4NIzK6Wuodm2L1bp7/oyIdq1dAqmdyMaiOQKo6ihUeSxrChfyssKJBiKSM2eppwJ2vfi3qMoIyHeE/dXir59+8qiRYvkggsuUMbOQQcdpNSdkfn1yiuvyIEHHpiEbpJMEVR004ZnQnQ+Ud4Q4/KK5iURn7sHq1N/VJaZzbjg5ejdvcS2jeK218MomPXcMmlqDslfPtioyk3AY4TtMFoQP/SJhecMBlA4ErHtL/piV9ZDKxOiH48WTN+zrED91hskbq4V2jITNdREHu9/dpmUdymUea9+KjNm/UOun71YZsx6W2a/skLFh+Uybu49Qoj3JPTO6t69u1x77bXe94ZkvKCimzYQI+KFEB0yYt74YKPyuhjTwrH9srOGu2qno4KKyM4qLshThUzNlvzQxs7dje28IpecUSk/PmWIVNc2SVlJvuxXUWIpTBh9bVNQLTFZ9RfGU77fp7K6ENxs5l3yWgASc4N+Wx2HIGzEPXU0Ky8boSgjIZ1DQovJO3bsUMtbP/jBD+S73/2uTJkyRebMmSO1tbXe95B0enHReOI03LSBFF5ksph5bLDdbYovjps6sVLWKu2YJXLvM0vVb/yN7fG049Qfp3HhmGmTrdtAyrzRSIERc+v8D+SNJRtVBhbacOM5c+qvLxxWx6BNtG30LsUTc+N2biAqCfFCs2KtGGsuFOdNBK/eC4SQJCs8r1mzRs4//3yl6TNy5Egldghj6OOPP1YeIYge9uvXTzKZdFN4TjWp1/lJTIgO53ht8QY5fewh0tC8T++mqCAgf3zvCznjuIFx9Vvrj5WgoptxWY0p9nX5qkzFnvpmpZejb0OpLhsCkK1Ul73ob7xzY3utfD5pDkekqSUkjU0htaRTnO+XnXua1FKXFffPGKuW3HKZ6LVsu04UZUwOmfZZnIkEMkThOW7j58ILL5SamhpV3FTL9gJbt26VqVOnqhIXv/rVrySTyXXjJ1NokbD4fHmWpQwikZDkJ+bc7FTStZxJovdxfTCsYnysmD1zfNLUnjMJfk4kH85x8glkiPETd8zP8uXLZdasWTGGD+jTp4/MmDFDKT2T7MZ7b4K1wrMdfn9AZhvE4fQaKcic0uIl3JzLC1Vqq/1a2w1NQelSUigtoZDU1beWyDC2AQMHMTtaO+qYgoBEImGpD0akvrHF9bx7da3QTm1jSLZtqlb9LTIERqeyOK9XYyKE5C5xGz9Y2tqzZ4/pPig+FxUVedEvksUK0F6o2qIfDQ4aKQ1tGiluzuWFKrXZ/iNQ+PTsKiWQuPzzHUr75rm/rrXti7EdqyKhTvPu1bXqaDtavJSdnlCq+kIIIQkte7388svy8MMPR4UO9ZXep02bJhdffLHSAcpkuOxlTrxVwK2Ad+QxE4+NZgigKKWdB0jrB+po3TT3Pcvj7pk+Vnp1K3I8l7EeFowN6NNAuBCj6dO9RG17+vXP5IA+XWJqd2mV2y8/a7jteTQdIARj2/UFGNvBOK1eZzXvXl0rq3YwH8jiGtq/wrUnqqMeG6/GlK5ky+dEOsM5Tj6BbF32+sMf/qCCnVHZ/YADDlDLXYgB2rhxo4TDYZk/f776ARBAfOutt+IfAUlLvKql1VFVW60fF0043PY8CMx1cy694jIe6mY1uo4+vI+cd9owVe7CWLsL+jkIuLY7D1LxgZUKtNYX7f96bNWjLebdq2tl1o5+jrDs6NYD09HivF5WoSeE5DZxGz8wePCjB8KGVVVVXvaLZKkCdLyqtmbeAq0fhfl5jhop23c1uFIo1rw9x1TuJ8/8eXW7Nvv37WpZ/wtMPcPeEDMqIFuNO6J8TfG91mzevbpWZu1Y1TFLtm6PV2MihJC4jZ977rlH9u7dq2p5wevT3Nwszz77rGzevFlOPvlkOeqoo5LTU5IVCtDxqNpaxXdcPKFS/R9KyT87b5RltheWztwoFMP40TwZ8LKYKSzbeV9wbqdHvZkCsllfIgm81mzevbpWZscl4onyAq/GRAgh/kSyvb71rW/Jc889p/6+6667VPbXa6+9ptLg//a3vyWjnyQNcFMFPB5VWzM0j41ddfi1m6rV+db/d7c88OwymT65Sh69brzcM/049RuxM1rwsJtzFeYHop4MKy+Lk/cFtbt+fvHRqsgpYnTgSdKfB7FBKGlm1xdkUZn1N5EK6V5dK7N23HiikoFXYyKEkLiNn0ceeUQOOeQQOffcc6WhoUHV+frhD38oH330kZx99tnyxBNPJKenJCsUoN2q2trFdzy1aGW0fhUMoMvv/Ztc/eDb8sLf1klxYV5MsLSbczXq4nWsvCxO3pe6xha58+klUYVpeJJgAB3Rdp5Nm3dLwO+zrUXW1BI07S/qcUE9OZ559+pambWTiCfKC7waEyGEJKTzg2wvxPkgmBnBz2eeeabad9pppykPEMlenKqAuwWeGXhorBSK7bwHKNOwp67J0I98qehaJMGmFgkaqsbrz2WmUKw/l+ZlMcazWG03VksHOAZV4B+59gQJ5PnVeS47o1J21DbJbU9+EK10rs8YQ92tOy4bI8VlBaZzg/imK84aLi1x6Py4vVZO2kX72mk1FMuKCzzV7emM+48QktvEbfz4/X4pLCxU/3/33XelvLw8GuyMWCDq/KQ3HRUW9BKcF1ldWnCzvoCjk/cA/dZnDyG9sktJgdQ02QdTi0RQDL6tA37Z2xSUgoK8aMDzsAEVMu6I/eXp11bGeJ6Qzn7pxMp2Qc8wfM4/7TDZU9csN54/OmrMwFsTDIWloO1k6CuMLq3SuRlmY0YANJrI8/vEH45IfsAXDeoN+3xS1xxyFG6ELRgKR5Q9ghWrcCQshXmtBkMiekuhcFimTx4hTy36VJZ8ttW1B8are6+jWWPpSEdEJAkhKTB+Kisr5cUXX1RGzl//+lcZP368SmnfuXOnPPnkk2o/SU86KiyYSpE5L1WBrcYNbZ5b570vE44fqEQEf//WOmWYaIbQ5BMHKaOjID9Plny2RW55/D05+ZgBUa9Nnx4lApms/31jrSxdvTWmbSx7QWSxJFAQ95jcXKeOHAMj7td/XiUXfO/wdvv1Ctma3pLVNZ82qUoZfvCmOXlgvLj3shUKNxKSASKHn332marhBW2fiooKWbhwoQwYMEDGjBmjdH4WLFiQ8QZQNoocdlRYsDNE5uKpcWU1x07jnjBuoOT5RAU8W41r6IAKZeAYeeia4+W3f2qfFg/j6ZIzKtXrGvRLVD6fbKlpUEaW0QhATA+qsGNUTtdJPDgG40Y/b3nifbECweOlBXkdvuZe3HvZSrYLN6Yb6fBZnO0EslXk8PDDD5f/+7//ky+++EIGDRokJSUlavsvfvELpfhsrPlF0oOOCgt2hsicF/EdTuO+8PRhrf23GdeEsa0ChUbwxjYzfLS0+TkvxQoAIkj7/meXxniPtGWyOxZ8KPdfNS7ar3iFEOM9BuPeurNe7IBHRy8Ameg19+Ley1Yo3EhI55BQWkZZWZmMGNH67VLjlFNO8apPJAnEIyyYTiJzHY3vcBo3UtSdWrRK7a7Z0xSXAOC8V1cow8cq5sdK5NBokCASSF+CQ29EIdbITTsYt1PWllLI9uCae3HvZSsUbiSkc6AqWI7gVlgw20TmnMZd7KLPZSX5rtt2EgC08iK5vQYwSHy+faKMxlIb2F5aggrw4jjuT9Zvt4xB0jSQ4Pnp6DX34t7LVjLxPUVINkB/ao7gRuwvG0XmnMa9c3ej+oEejxnY3qeixFRbBtuNr3MSALQyStCXvQ3NKtPH6ToVF+wTZdSDv7Ed++3Gjb6HIxH5ZvseFbRsp4HkxTX34t7LVjLxPUVITgY85wLZGPAczbixKAURV7aXyyDkVGI3x1bjRrbXzXMXS2FBntx+2bHy+MvWc2NVkdzYNhSeIXRoxWMzv6VEGs3Oc/1j78rB/cpl2uQRttepriUsVz34tvU5EKic71d9m/vSCuXhMQoqvvHBRpk6sVK1ty8Fvb0GklfX3It7L1tJ1/dUNpIun8XZTCBDAp5p/OSQ8QO0B52ZsKBbrAyBZODmXK3HtArwWWmkmI4b2lRNQfGJT577yyrp369ruxgaKDNDoNBufPq2u3UpkHl/+NQynR0B3OivsS/VtQ1y/ez3Wo8b3FOmn32ESpVHvAyWjTCuvLbrtLW2SW6a23qsGfdOHyu9y9u0gPx+2VJdL3vrW2LigqA3FE82kX6OiwpwHeLXofHi3stWvJhfklmfxdlKIEOMn7T3Ny9ZskTOP/98032oLo9aYo8//rgqu2Fk7dr26cm5jp2wYLqJzLnRP3GrkWI1bmyrD4Zlyaqt6seM8757mG3GjbFtnNvqmzzmDj/GvhQV7ouL+XjdDrn07rfapZ1rGVHxFIbdWl1vmc4eTzYR+lxelCf9+5Yn/KHmxb2XrXgxv4QQ96S98TNy5EhZvHhxzLZPPvlErrrqKpk+fXrUyEGJjZ/97Ged1EvitXfIrrApDAt4LIDTMdo5Na8DdHe6lhVKSygS1eAR8Um3sgKViWWaPdUYlOIuhdIYDEkkAsVkvLbVe4H4Gr33Av1uDobkkgmVEj49Io1N7sZfWhiQK88eIT1QoiMUll7dS1RJi917m9TrVVxM23m0GBor3RxVGDYSUXNzyjEDbOeZ2USEkFwk7Y2fgoKCGO2g+vp6ueeee+Sss86SyZMnq23r1q1ThVapMZQ9irVu9E/U/11opGjqwqgGj2yohW/Gigyib7+cdpz89o+rTLOnSorzZf6ilco4MgYaI+B5elvcit24HYUAIxF5f8U3Ma/V4nNuf+pDGdK/IhofoxU/tYqhwX54s9AWxAztYDYRISQXybhsL1SNRzX5G264Qf3d3NwsGzdulIED7T/kSWpw8thgv1f6J26OgcdHMxLsNHhQs+vg/bvGbMdxr7+7QZW4OG1sqyLykP7d1W8NBBOjfZwn0XFbzZmWvYV+L9edB2jFT7Echhgf/MbfWvCwNjdaQdZUZBOpWKZgWHbsbVa/3V5rQghJNRn1ta+6ulp+85vfyHXXXSfdunVT2z7//HMJhULyxhtvyF133aWqzI8ePVotgfXu3btDQVteoQVguQ3EymRQnNHeGxNWsQ1OFDmkP2O/3+HhikrvenVhOw0eHAPVZSMwbqCE/IunPozxBqEKO4KGtdfiPImO227O9P3SztNNp4tTUByI+VuVk28bO8CyHfqrvT7GIzW5SvKVkI+vw/dxUyhi6fUqRP0Q4kgufU50Fpzj5JOXIXOcUcYP6oh16dJFvv/970e3YckLFBcXy69+9StVYPWhhx5SQdJ/+MMfEqoy7/f7VLS615SXF0u2g6rUdiCbBUGdTuxurLWNa0GdrIquRbaFQrF/0+Za1xo8yLJBqro+I0q7HzS0/sAbozekWpWXExu305zp+w2PzsH9Yj1Ue+qbVWyQlhmGmKaKwvzo3MBQQ3+1khoQbTygT5n0SPB+NN7HOP/Dzy2z9HrB+OpSwrgit+TC50RnwzlOPuk+xxll/MCYmThxYoxBg7+PP/54VWRVAzXHsO3vf/+7nHbaaXGfJxyOSG2tfd2jeIAFjBuhtrZBpdFnMzAgnPYjm8WZiIp3Aca4ltbtEQk2tVhnVk2uUvv1mVFO5RxgoECjx+jd6VJa4Oglgj5OouN2mjN9vxGjo2/HzuNy5aQqmdM2N5qhps2NPxR2eR2c72PluTIxQAG2V+9uVNeC2JNLnxOdBec4u+e4vLw4e1LdNdasWSNfffWVTJgwod0+veEDsNyFZbEtW7YkfL5kpJriRsiGFFa7TC7ok9h5Y7DfzRwgi+qvH2xUMTbGIqDYDoFCtIOFpNbipwaNlHBEguGIynxCUDKWr7T4FytvEvYDBEZXj+gnd1w2RvbUt0iezyfnnjQ4xhuk98ZoGVaJjttuztD25//dpc5fdWhPlT1W62tVBnaT7WZaGLZtbry6j+sbHWp3IasuwKWvXPucSGc4x8kn3ec4Y4yfZcuWSY8ePWTo0KEx2x9++GH561//qn6wFAL++9//Sk1NjRx66KGd1NvczeSCEeSkc+MGZCxdOrFSBfkaM7C0jCY3Gik4DtlYaMcq/kXzJsHTE1uVPfYYvTdI88Zo2V7qPAmO22rOcM6JJxyi0tYXvRNbxwvtXjyh0lW2W7I1mVifihCSaWSMwvPNN98smzdvll//+tcx21euXCk/+MEPVNr7hRdeKDt27JC7775bLY0hRkgziOIhmxWeO+rxmW3iaQBGteB4dH7sjnWrCmw1x2gbaeqaenMwFJGe3YrUMfg/vEX6GB94WNZuqrH0DsETtf6rGqXjg7cOlJeNOj+J6htpKr91jS2q3QKk6Yci8uyfzdWnDxtQodLgrbh/xljp6ZGGT/Q6NLaWwNDrG6n7wmC4acSjIp3rZMvnRDrDOU4+ASo8e8v27dujGV56Kisr5cknn1TBzpMmTVK6QN/+9rdVKnwihg/pmPaOphbsVgXayZPUUVVg9MlKvdmsDpdTRtg53x4kJ40+sC2l3NeuPx1Rv0ZLC15bGTMXd087NqovZPSAnTByf+Wp0pbikuVx0XSSrOpyeeXtI4SQVJExxg8MHCvGjBmjfkhywbd+PGyROWSlhKw99N14QJQ2zkvL2xlUq7+sluWf75Ch/Sta40UcPChoZ1dDUL6u3iFlbXWwNK+EXZ/X/3dXu1gbp4yw/IBfGRvIrDKeS+tLa5FQ8/1utH76VBTL9eePlvw8v2oHniqIFaLO2K69zep4GCJPLlopU8+slNkvLrfU8Am31RGz64+T581o+GjnR9HUGeeMUO3BUDWNL6LhQwhJQzLG+CGdD5Y7tHgYMyVkLePJjcIzvAnbquvbGT76mBv9Q91KIdrJK2HXZ8TTjB95gDzx6j6PhVNGWEswLDfMftv0XE59ceNVg+FjVWEeKtS3PP5e1AD6ZN12ueSMynYGnDZXMHFmO/TH6VqhuKrZEqA6//rtaj8qyKey5hshhHSU9FYhImlFYX7AVCFZUyLGfjcKz5rqMiqNG7FTYTYqJevVm4390dSQ7fr8h39+IQG/T66cPEJ+ecWxcuP5o6Vbl0I5YrC5IjIMhxWf77A8l1Nf9P3e2xJW1dnrWsLqb8QeAXh8jIaP1g5UqGecOzJmO+qTweMye+Z4FeOD3/gbApCzHfrj5lq5UdEmhJBMg54f4ho8oK28ANiuPcCd4oKQZW2lqGwXc2OMK9KrN5v1B/uhT2h3TENzUPXnl08vUYYXPE9YSlqzsVoqyouiy2TVtY3So2ux3PfMUstzGc+jX27bsbtRupQEJD+QZ+odQsYYiqtiqcuuvxeePixmG5aXzDwue5tDrubG6VoVO8QNYX9Hi9h6QTr0gRCSOdD4Ia7xwguAY0JtGjNmujtOMTf6uCLEsdgB1WWnwH+0h6wtbWkMsUvXnzdKFi//Ri0r6ZeCJoy1rh9n7It++U4z5qwyybT4mRvOH+U4JlST1/dJ6f2YPOS9mhuUybDTRirKz2uXARhvEdt0KKRLCMktuOxFPNVzcXOMproMQwP6OvrCm04xN/r29erNZiDex01/UA5CWxqDpwaaOnrDR/OEYDv2m58r33H5Dh4gO29MaXGB45g0T4z2cG8MhkwLiXo1N5rStrE4Kv4+/7TD2mWnJVLEtiM4Ld3VByMsskoIaQc9P8Q18DLYqxi3qg47HYMHkeZNMNadwtKS4znavs1D88fOK4H9WPpwaq++Jdyh4qc4F7KoRh/WR5au3mrZjqNXqyEoPboV2Y4J+jqI6yksCMhTf/g0JoVf7+3wam5wrd6wUNpuag6aSgiYLVF2lvzCtrH1Ss6AniBCiB56fohrND0XPEj06PVc3ByD1OgZZ1fJlWePUEtMhw/soeJrelcUS37AJ9McXq/vD+Jzfn7x0UqzB8tKWG7Sq0C76Q+Cht0aKMZnp6YO/dSiT+Wys4arMaEvME6MOHq1igOyt6FR9d3M04LtDc1NyiiBRIDR8NB7XDB2u3bczg2OmzqxUi3XwYi495ml6jf+dhITS0UwtNM5tOuZSm8UIST9oeeHxIUbPRe3mi/vr/gm5lu7Zkj841//kemTRyjPgtXrreI8HvnpeMn3+8Sn07Jx6o9++cfJQOlSkq+MG70HRCt5MeW7w6JjwjFGnGqLwXBrbhF54NllMnPKKGlqadUTwhJWYX6e2v6TH4x0LTaJdParzhnRpvPTqsxsVMh2c6307WjHoB0twL0zy1o4nUN/PVPljSKEpD80fkjcdEjPxeeToPhkwaJPZdBB3ZV4n7Fo6cH7d5W5Ly+XqyZVqUKleOhu2924T6QvErEUBGxuCUkASzpx9Fm/nGdnoOCYZWu2WS6Lba+pj46pvLRQRg7uFWOk2NUWQ6X1XXsapaSoQE4ZM0B+8tDb7ZSbtaWonXuaXItNdlQhWwPtdCsOyMH9ukZl610tg+rmOVEBSDvs+qAvVqsRrxBnNpKr4yZED40f4jlWXhksZ1XvblRVIaxKNsDzk+f3qYd4c0Tk8Zfap4VPm1wlqzdW2woCuhEW1MAHP/rmVPz08rOq5JqH9gkcGunepUgtB2FMWraXltYPYMzAuLtsYqW0hMIqcwtenb0NzXLD7Hej4oWYq1svOUbuWPBh1ADSL0W5FZtMdqZUPGUtOiIAmUgf9MVqzTxFuZohlqvjJiRjC5umEhY2TVLx08G95NiqfjJ0QIU8tWil5fLPed89TD5atUXW/aemXdaV1g48LEdX7ifP/Gm1ZTtYqnHjWYBHYt6rnyqP06ihvaWuMShdywrUtarZ06RKWsCDsF9FibzzydfmfRrSS44d3k/mvLRPlVrzzlQd2lMCeX5VqkNfRBXxQe+t+MayvcsnDpfaumbTkhOPmZScwPmg+Iz5RRyTm4KybgvVOhWPtfMkWPU33utkh74PzcGwEqPU5tk4JhDPuFNFsj8n4r3e2UgufRZ3FgEWNiW5iG08yrrtakkI9raTkJ+t2GFbO06CgFhiwZKPEzgOWVr4wXmNxU71xsWDPzle5v9hpSuvEB68GAN+Hr72BLlxzuKY/T26FpkaPmqMa7dLMBTeV5Vd91AyE5vU6wrpDTC7b/XxFKrtyDKoGzFKN9fJbR/g3Vj/VU07w0fzRiH13YtxZxpeXW9CsgEaPyTl2TdOx+ypaxan758Rl0J+0VgX2+PcZXvhYfr19jrTtO/dexotq6trYzISj6CjcXu8ZUHMvtW7Ea00O3+8OF2nepfXyS1OQdypGne6kavjJsQMGj8k5dk3Tsfk5fmke3mJ7TG9u5coD5IdbmNf9IKATtlegTyfqUdq7Ih+tq+DF8dIPIKOTtvjKQvi1L7b/W5xElxEir/X2HmjUjXudCNXx02IGfRxEk/Rsm/MQKzOzt2Nyrg5YpDFMUN6SZ/uJVJckKdEA6Hdg7RxFB3VtHywHfs1TR8zWlPH3X2Ya4KAQMv2smrTmD2kbUcbVmM6wuJ1mAurIqp60Ug3c+zGi+SmHTfnjxf9/FrNXSpJ1bjTjVwdNyFm0PghnmInnIcsrQN7l8mr//hcplkI8CHrCsGvTcGgXHD6MFNxPWzH/pZQSLVp1g5Sx1tC7kT29IKAZiU3NAMGbX759W5L0UAUJzV93dlVsmlz+9f17FZsei6zbCmnOU7Ei+RG5NAL3AguppJUjTvdyNVxE2IGs71MYLZXx7HMAPL5pDksEooEpSCQLw0WAnyoyfSkTUbY1DMqpbgwT579y2o544RDojo/WGJBGvlr//xCZY3F82DVdGga2rK9WkKt6s/oP7xIMKZ8kifNwZCKUykxEQ3U2jDuj52PfLV8tqe+NZOrML9VMDBe3RV9m+WlBTLvD59aau7YZfK40X1pPSas+gl9nqKAP+6HpdXcdBbppneTqs+JdBt3KsnFz+JUE8iQbC8aPybQ+OlckK2DdPNrHv6n5TGPXjdeZQgp/ZiXOqbzk1UaLhaaOx3RcKE2TGrg50Ty4Rwnn0CGGD+McMsxvFDZddOG1bdLbXtTC7wVRW2en5Z26s0Txx9q24dGlR5dYCjh0NpOUWFA6hobJeDfd143fU7kGBWvgvpgBq/O7r1N6v+JnscO/dzitT6fT3y+iBQH8tplOcFjhbmGd83qW75df3Cu3/5plXxv7EA5/3vDVLulRQHZsbtRfvvnVXLRacNcew3SzeOQDMXpbCHdrhUhXkPjJ4fwQmXXTRt2Cs8LFq2UjVtqlTLzbIt2vtmxVyKQRnYRw2LVn0snVsotj7+n0tIh/OfUZzfjMh6DgGsoMb/4t3WmNcpue/JDGdK/Iu7z2GE2t9r53lyyUS0H6vVuoPlj57Fx6k9TKCQ/OGWoPGmibYQ5xv4ivz/jvEfJUpzOBtLtWhGSDLjslSPLXl6o7LppA98OrVRkcQyMESdl5vO/d5jU1DbJ6ya6NfpzAav+4MN6yncPk2Wrt8qqDdUJt2N3DDLPEIBt9jpkcZ1/2mGyrbpBFUPtU1Gi6o092oFrYKfQq80txP3cqhijPadxB0MRefyVFZbHwKAt8EUySlk4FYrTmfo5kW7XKhvnONsJZMiyF7O9cgQ3KrtetGGnIotjoEfjpMyM/QG/zzQTSvNyYCnHrj9K26YxKEcdtp9jn92My+wYjMXqdVBu3rWnSWWp/b8n3pc5Ly+XlnBE1m6qtj2PHW7mVtP0caPm62bcCO62Owb7nXDTl0x7L2Qr6XatCEkWXPbKEbxQ2XXThtMKCPRonJWZW5Ra8iO/+7dSLjaqKaNY5R2XjZGQw9LY3voWabJRXdb6HHHQk0a8DDSljZXUnXSE9No7eHDMe3WFzJwySmY9t8xUDdrpGrhRz3ZznHaM0/zhGHirOnrfpEJZOJ4YlVQrTmcSVIEmuQKNnxzBC5VdN234HZ6WMGCc2sF+PJi12lim5yoKqIrpTudywt24EVQs7SqpQ3QxnvPDAJr8rUGqnQdMDCCnvrhRz3ZznHaM0+oFCrEWOAjfuZm/ZCsLxxuj0hmK05kCVaBJrsBlrxzBC5VdHGOnuoz9diqyOAYGC55HP7/46Ohr4VEx9gUV1O3UaOF1KXUYE7xE+IGytNUxdQ3NUlzgPDc4xlg7KxE1aHij0A48SGbnscNubrXzaUq9btR8kd1k139cK1RH7+h9k0xl4YiJ4aOvaYb96a44nU5QBZrkCjR+cgQvVHZxDDJ8zFSXsR37rVRkjz68jzoGQcw/eehtufPpJdHXwhOilarQ+qIUk03awTGnHzdQnlz0qYRRwPJs82MQFwS1ZvxcPqmqXekJ7Vz3PbNMLa9Zzc3lZw1XYzKrpG6lBq0/v5l3RovPifcaWM2tdj6oSGtKvW7UfBE3Zdd/xF1pYzQ7p9v7JpnKwonEqKSb4nQ6QRVokisw2ytHsr28UNmNJxPEGIMBT40x7Vr/2ssnDpdAnj9GX0Z7fWFBnrQEI7K3vllWbaxWD2QsGemzlrZU1yuvihYXpD/mqklVEvb52o17195GmfnoYnW+6ZOGy4H7dZGiwnwVKF1cFFC1t2a/8LEcvH9Xufj0w+WqB99u13ctDuiYyr6yc1eD7NejRNb+p0aeWrSy3bKWlpGFZbP7rhyrPGCJKB1jvI3BkEQiPmUAor9oB94pt3pLYMfeZrl1/gcxcUz6+bvmB0cqAxdjnHX18epcWjuJqDMnQzsGY7h+dus1NOP+GWOlp0WMSropTqfT50S26vyk0xxnK4EMyfbKXf9ujoIPdygjRwM64/iwd/Mt21g5XAOGgP61xuDhlmBY/H6f+H0+gclgpWWjGTX6c+KhjzpZL/9jvam6MawMLH4gHgkB2fiND3Is+2j06VEqN81933JsMqG1z0aDRotLwjju+s1H6phHfjpeDju4IqYvWv8R6wNUOQ9truJ84KLvBYE82zgXoxCiNlZs1x5ieKjZxVVpMUQ4Rv/YM1lJcvXAtKu03hkxKh15L2Q7ybhWhKSTYU3jh3ieCWIWgPpzXXAwDARj8LB+2QFCiEYjS1tygsGkfw3O+eSiz1QKOfZNGDtQfU73riiRkvzW+lN2ootYjtu4uVapQtuxraZBCRreseBDU4+OFt8DUcN3Pv6vfO+4gSq4We+N0oKco7ETCb7hneJcpk8eIXMNXjbN+PrrBxvV8iOE/GA0oi+m9cAG95L1/90Vnas1G6uV5y5eYctkC+NpMSpWNc06Ms+EkOwV0KTxQ1yDcg1O+60ezHpnAYwUY/AwwN8Q1Bt0YHdZsmpru/axH2nvepqD4Wg7RkNKEye0MhQebzMUUCpjd12z7djQfyg5K7VogxGgeXSM3h0YeH/5YGPMOL2Kc1m9sVoFi5stV22trrc0HrHshlpomBtk1J1z4mDl8DAqHZ/z7cGycsMO1V8cA6PP2J7WDsZiZ4wlUxhPi1GxqmmWDUs1hGQDEYcvbakW0KTxQ1yDmlV4MFop42K/1dKYlhmlBftaLbXgjQDvjRvtHDzgkI1kJ1aHJS67pbqmZuj87MtqMlWLHtzq2UE7Pzx5iMpSg6GnYkT8Ptm8s07uv2qcLF7+TUwKO/6v6RSVFuWrpS4vXLyoh2blOcN2Kw+dZjziNZgbhPvBqDHTUsJ2jOn4I/ZXBWbNdInczrHdcqgX4BujsaZZtsSoEJItNHQgbCIZ0PghrtlT36w8G8DoKcB27Ld63sAjgQczYm70BowZdvu1OBQYPpeeOVx++sg/OyS6qIn9af0zG9vFZ1TKzx59R/1dXduq2ow0/xvn7Au0vWf6ce0MOn08zb3Tx7a+sT14IHcpKZDn/rrW1HMGLvjeYY5zC+FGxO7YxfxgbupUpluow3OcbGE8xqgQkt7Up5mAJo0f4hoEzf583geWqsuzrh5n+Vo8QHHMI9eeoJaq7CgrMV9egwemvLRQeV769SyVllDY9sHsRnRRE0vU+mc2NmRxaefRjC+jgGEqhfNQb8uuPEMwOMTytVq/NeFGO3CMkw3hdo4JIblNSZoJaPJTibgGSwnIYjLzFOgF0KwCUPHafL9PAm0ic6YFQQf1UkVAjW0ofZ+xA+WWJ95T7WCZI5Bn3Q62QwQRz+67px2ronY0owrLPdt3Ncrb//qP6jPWorV2jGPTa8Hg/5//d5dcefYIKSvOV94fGBPVtY1RwUWrvijhPI+yiaC8bMdei/INWmC21h/YLHbBwiUFrfPnNC54XRh0TAjJpOQE6vzkmM6PJ9H6FsGlWrS+m2OCPp8KmDUuMWkZRDBI6lvCsq2mXj2ktWBeGD5u2oH4odikzOuznuza0QKYkcU18YRDVKba799apwqXGscGZtuMySvqg2GZMau95pDGYzO/JU+/vtI01d5s3I8bsy8G95Jpk/f12elaub3mJHc+J9IVznHnznEoyZ8T8ej80PgxgcZPx3Ua3Byjicwh/qTUQmTOrh2jlk3rOk5rCjeOsRJk1MQGoS6NbCXtnHrRu9KSgOTn5cme+iYphHigzyf5AZ888cqntiKPymhTY2pRS2HJEM5TYpOGDxBjP4A2N0jj98GE9LXOjbE/dmJ/7QQVm4Kt5T7ivFYk9z4n0hHOcefPcSSJnxNZJ3K4detWOf7449ttv+eee2TSpEmyevVqueuuu2TlypVSUVEhF154oZx//vmd0tdcwE1wqZtj3IjMWbVjpxeBduEdscosMGY9oQ+m/ZGI9CjdF4Bn1yYMEXiqnn4tVqMoGd4Pt+ndMfPW+krTOba6Dk5zbNYvBh0TQuxIl8+JjDB+1qxZI4WFhfLWW2+JTxel2aVLF6mpqZGLLrpITjzxRLn99tvlk08+Ub9LS0tl8uTJndrvbKUjnp/Y7fnKm4IAXngV4J3Ab+juaK+BN6euzZOCOBuUyYBRoj2UjUrR23Y1SJ/uJdLYbK/bo2U9wduhPfT3eaJaz6X3bqDf8FDZgcDoqRMrJRSKRNvw5/nkxb+vk++fODg6R3bn0XA6BsbUlZNHOJZnSPha6ZYMzea4b/cSwZmMfWwOBmVvvfm5ctEzlItjJrlLxOeT2saQbNtUrT4PigKtQrPpSEYYP+vWrZMBAwZI79692+377W9/K/n5+XLHHXdIIBCQQw45RDZt2iTz58+n8dNJCp1mx0BJGQKBZvEl3z9psHqILnonVvhQL7CnZVth2wXfGxZ9KJvp3eCYKyZVSbeyAtm1t9k260nLwlJxLS8uN41rwZFzXl4hE9rS/K3o0a1Y5r+6sl0b08+ukpZISArEb3uemBgbh2PUHBtUnN1cB7fHXH5WlRJSNJtjzOvd08fKvFc/bddHxBPd/ZuP1Lzrz5VOyq6pIhfHTHKXUIbd7xlR1X3t2rXKqDFj2bJlctRRRynDR+OYY46RjRs3yo4d5gJ4JDkKndhvdUz/vl1V0Gy7167bLl9t22uq+Ix2EVwMr4N+285djbZK0ao/L62QG85v1e1xynqCl0Uf0IsHPtSTsTSGvu2ub5FBB3VXmV7GSuAaWgkIM+0d9CXP3/48+mOwHfvdHNOR6+D2mHmvrlDzazbHM84d2c7w0fr45B9Wqv36c6HPTn3JNtzMPyHZQiQD7/eM8fx0795dfvzjH8uXX34p/fv3l2nTpqk4oC1btsjgwYNjjtc8RJs3b5aePXsmHLTlFVoAlttArHQF7kx7hc7WJRezY+xUnXt0LYrJnnIqaaG9j+zaxOsuOeNw05R5LesJnpQCv8iuhmCM4WOlnox+oPSG1r5+Hzwl1zxknoGFYxEobHyd8Zh6l8cg+DrR6xDPMZrStnGOcb3s+njh6cNi2kGfnfpSXtQqk5AtuHmvGMecLZ8T6QznOH3u984m7Y2fYDAoGzZskEMPPVRuvPFGKSsrkz/96U9y2WWXya9//WtpbGyUgoJYVUjEB4GmpqaEzomSBYhW95ry8mLJZLCOa0djczAh1eZ4FZ/htcFymdPrEKMDQ2b33ibZU9+iDBvEjPl8Ebny3BGqMjr2IWYFwoloFyU6rOqOgWEDK1SmmCaEiAKqH67cLLv3NNoKLmqKykb08TToB+Kg4HXSV683toM+Jnod4jkGjuoWkzl2UmptMOx3Oh596d+3XLIJN+8VqzFn+udEJsA5Tp/7vbNIe+MHy1lLliyRvLw8KSoqUtsqKytl/fr1smDBArWt2RDcqhk9JSUlCZ0zHI5IbW29eAW+ZeDNVlvboNLoM5XWYOPE9hsVkd3uM9sPw+DBnxwvNXvsjVukzwebWqQ03y+lXVsNYo2m5pD86n8/bqcBdNnESnnlH5/beqHuWLAkug1GEzwjY0f0c+yLETsvE7br64Tp26l1KMLqdJ3cHtO7e4kyDuNVYi027Hc6Hn1BWmw24ea9YhxztnxOpDOc4/S535MBrm1Wpbojc8vIoEGDZPHixbLffvvJtm3bYvZpf/fp0yfhcyZDAwJvtkzWlijO9zsodO6ru2U8Rl/Y1Ojx6Nal0LJdLT5HDwQH31vxjRw3op/t6xDPY6UzYbY+jb49tWil6pfVcpre26T1Takhu1F4Nqgl21W31/YbjSKfUxFWh+sQzzEl+X4pNlHb3rm70Xas2K9d46lnVioPm1NfMvl9keh7xWrMmf45kQlwjtPnfu8s0n7hEx6eI488Unl/9EDTB0tho0ePln/9618SCu37hvzhhx/KwQcfLD169OiEHmcvmr4MbmY9en0Zq2M2bd6tYmywXfN4QGQQXpSb574npx83sF0wMY5FJhg8PcZt8M7srGlUGWTG12lZR0i7jru68LrWqvNOXigtdgjj0nRvMD6zvqiMsXC43TE4j13sjL4fWju//PUSNR84t9l8OV2HeI9Bn6dNih3X7Bc+lsvPGm4579iPa3zrJcfIe8u/kWseftvy+up1ibIJN3NLSLbgy8D7Pe0VnsPhsJx77rnS0NCg9HsQ+PzCCy/IwoUL5eWXX1YGzne/+12l8zN16lRZsWKF/OIXv1DHnnXWWQmdkwrPydX5aQlHVLaQ3gDRPEFVh/aUAghgtdP5aVWBDoYj8un6bXJgn3KlvPzAs0tVdhGCcBFrgiUXeB7wAP5/Fx0lFWWF7fpRvbdJfvbYvorsRn5+ydFyp25pS/9GvmRCpdIi8rfFDhUFYsfupFqtle1AfA/4xZMfxGjoaMVUYeDcfukYVXRVa2d3XaNc96vWfhu1d/A6LFOVBHwpUeMuQ5Zcm86PXmdI0/kpLy2Iucb6/qJlaDHh22A6fih2ls5Ptn1OpCOc41Tc72EV44OlrlS/x7OuvAVS1h988EF59913pba2VoYNGyYzZ86UUaNaU5lh8EDhedWqVdKrVy+5+OKLZcqUKQmfj8ZPcnGqTTV75nilAGpkb0tYrn7w7Zh4G338jR48bB/56XiZ94q5hg0ys6wClM1qY3mhV2HUwfjF1GMkFI60W/rSvEr79SiWYt0bOdF564z7uLP7monwcyL5cI6ze44rsq28BdLVUcrCiqqqKvn973+f0j5lM8lWpXXK/lG1uroUKmFA6OM06FSE59/0bXng2WWy/r+728UR6Q2f26Ye3c7w0WvYIBZl9ovL250bRo5PInL5xOHSEopIQ2NLzBw4KS9b7TeLM4IX63WbmB8sc23d3RhtpzjfF3dVZDdq0l4pt+rvG3jl7LLW1L0VU3ojc1WT060/hJAsMX5Idql0OmcL5cvv/7ZOJn97sDJQjF6Rn503ShlAeLAidgjoA6kRawKPip3uBFSizTSAEJsy89F31QM7RlU5EnFUXrbb3xJsH2fk99lr+vx3296oZ0urVO+mppeGG6VoNySqFG2XteZ0D3SkL6kk3fpDCJHsWfZKNbm67KWqhVtUQteqhcf7jdaqbtRjNlXJj6vqJ4cdXNGuVISGMgTOGaGUnstKA1KUH2iNPWlEPEq+rN1ULV1KCuSe3y617NdNF4yWPfXNMrR/hdQ3tkhzMKyyqIyeCpwLld8BYlgO3r9ru/icL7/erQKAHzMYGvo2Lj2zUmbM+kfM9hvPHy33PmPdR+N+tHM1+oLq6i5idOz6o69m39F7Algdg3NBF8lYfiTRe8nr+7MjeN2fTPmcyGQ4x8knwGUvkmnYZkEplc5QXHEadt+Kr5xUJXNMPBhXnFUlP3nobbn/qnG2XhEshfUuL1DnmGOocYUH7oXf26cybEZ+wK+8Sog9KSoMyPWzrdWZYVhBoPDUMQPa1xEb3EsuPqNSBfjhIQ/Dy+jlQBsIku6ovhHaQfA3KrDrqyJH2mJs9MYQ+uykFK1Vs+/oPaH+71KhuyPZH17fnx0l3fpDCHEPjR8SVyyO2zgNp1ov+FaMH7NMLBgPWjaUFSrrqKDQUq8HdbiOGNzLtGyGXjsI58YSme242zKcTOuIrWvVBmo1fGosl3mQiWZcZrOKWTL20dgXrQq9nYH5g5OGOM6fvp2O3BNOlBbly/0zxnY4HsbL+9ML0q0/hBD38GsJcR2HEU+chptvxXgI4ptxz7IC9Rt/Fxfmq7id7l0KVTYXln7wG8Gz2K4BYwQp41bnWPDaSrXUZKYtAxVnlIhAe/D6oOSF2Tmi4y4OKO+KkyYPfsNA0hdijbZRFFBZZvr+YIkNmkXwHunRsr30+kb6vrgxMFsc1GvNFKcTvSecjsG59Nc4He5PL0i3/hBC3MN3J4mCb+XxZhN5/a04PwBD5Jh2OkD64FnEA5UWBmR7m5KwGfC8fL29LqYOV1lJvtp+3a/eUSrROA/qci18Y227c2ieG4wb59pZa30uvfKzWSFWtIsMKcQ6oQyG1h8sa63csEOGHlwhk08cpPSNEOyN6vBm3qOoUnRbrI6dgYn4JSf1a62dDt8TjmrS7u+bDvclhTE/6dYfQoh76PkhSVHpTPRbcTAYkRf+ts50KQteFSg6n3PiYLWtqNC+SjC8O4jPQcbUXz7YqOp5zWozKtDei39bJ3l5PuXxgefnu2MGKM/PzCmj1G8YCTiX8lA5jEcfn2MsgaEpPPvCYRkxqKcsemeDCmRGv2B4rdpQLb27FyvvSGnAp46BcaZH344bAxNeo8vONFdhNrZjh1dK0dmoIptu/SGEuIfZXibkaraXl7olKhPGJqPLKhPGKGRoBLEjt87/QAVEw1Py+Cufmi5HId7nirOGy+69zVLX2BJVTdZ7U2DgoEDq/D/EZpWhf1PPqFT1w1BGY9bV49QcWI3HmNH06HXjY1SPjYaGpr3T0WOchATn/Gy8FLZlwlkpTnup3JoqvZt009Xxqj+Z9jmRiXCOk0+A2V5ED9KqIRKHtOp0+MC2Q4vFiS5LtZWl2PcBn6+Wp+ClCUUi0tjU/kNf+1bsVpNGA21pmJVw8Pv9+4KQuxWpmBlg1LI599uDVSwPsqwe/f3HqgTGPVeObU2HLwrIjt2Nqi7Xk4vap9Ojv0+9tlKmTx4hy9dtbx1zwG86Hi0+B8tU2vhglNVJRC1z2RGxOQYGCrKxokHJJgYLjJBfXnGs7K1viSmLAQNP1VALtC67QE8Inwf4neg9h9eVF+VJ/77lSf1Qc2NImN2fnUm69YcQ4gw9Pynw/KiMHAsjIBOE0IwZRZqQIJan9NlUZmOK91ux5s3Qip8aM6wQHHz62IHSu6JYPdBhPmDZCLW9NAOpurZRDuhVJr946kO5+YKjpKJbkTxp8O7AaLnkjMNtvUwwLLAcJZGQBMSv5uGT9TvUuWB4wLDSawNh/Fgmu2PBh1EPk1FUUAkPvrQiKcKDmiH25pKNynMFw2qOhwJ8dt/ovBD7y3XBQHolkg/nOPkEMsTzw5ifJBPNyFlrnvKN/emMWUYRvDG/fyvW8LEak1lGl5sgUpzDKrUc24thfIR98pvXV8n2XQ3R/SjhgFPA8IEBUlqa387wAfh7e82+15kBjwoMFb8/oJahZr+0QmkKIVYHBg4MH3ilYKShHtixw/vFGD7aedAGXo8fo+FjPMYNVlleaOeP722QS88cLnkmhk+y7jsnWQPjuVRx12BYduxtVr/xd7xtEEJIR+CyV5LJdCE0s/7jga8X+vNyTNpy2daaBstz4CGP2BPI8yxdvVX9aCBwGQaKBqqvW6WoOz1P4UXSBAG182rAwNH3D3E++vMa+2vWRrKEBzE36v8puu/iucetvDsXT6jM6PcJISSzoPGTZDJdCM2s//psJqvXdKRoZVMLCpq2au+YBSpr5zBqE2KprLy0VR9IWwJDO9iO1xtjiLp1KbRNB9dEBhEs3KqjbI0bUUanNowChskUHvTyvnN7j9t5d7aNrU9ZfwkhhMZPksl0ITSz/jmVZfCyaKVVcUycQ2/8aDFCz/11dbs4JLUs9cLHctW5I2PKU2ixS8AuiNmNICBqitnvd25DL2CY7HvKy/vObX/sPEROi1rp/j4hhGQW9CMnGS2GxQy9SFwm9V8ry+DlmOziWIyqydo5kLZ9RFs/tBghszgkbEe2lzGGCMYUYnRQSBUp75qaNNLWNWNLEwTEj9WYtWOc9rs5xqt7KpX3ndtz2XmIcE9l8vuEEJJZ0PhJMpkuhGbWf6uyDMkqWqmVjzCeA+ng089uLRmhlZewen3PrkWm+2HgoMBpQX6eEkJEMDM8Q5rhowkC4gf/txMNdNrv5phMEx502x8n7w3uKZT/yNT3CSEks2Cqe4pEDgOF+VK9uzEjdH7MiFfnJ9428bIb5iy2PPbe6WOlrMT8HMiSgm7PjTavv2f6cXLT3PdsxRMryovaBAFb1DJWIuKD2n47UcF9x1ifxw1uZAS8FAR0SmF1OpeT8OVVk6pUVFQ6CRimEqZhJx/OcfIJZEiqOxfSU0SXkgIJNrVISaAtuiHDPtDbCbm11eFCtEY0SLcDOjVYbrIDho/K9jE5hxIEdIy5sd+PmlqPvbjcUX/HSXzQab8a90vLPdGycSOul0oBPqdzOQlf4njcURQMJIQkGxo/JCnovRswTFDYE4aBViZha02dTBg3UAYd1F0teWhxRGZLU3g44hlY1xKOtmM8VyAvbFtkEt4Vs/0Iep56ZqXAAYoaXxedPkx5kWa/8HFUf+eqc0a49sxYjRtg7E8tWqnGjLFrGWkYOxSlL4MwYSc87FNZLgIGHkqb5Kp3hxCSHtD4IZ6jVIwNXpTRh/WRSydWyuMW2VxaNhYwel9OP26g/Oyxd2PicGIUk19cLms3Vat2YGcY63RNm1QlT7/+mWpHv1/L9kKBU8T96M/5y2nHyS2PvxeX/o7ZuPX9bQyG5ORjBsRknOmzy7C/2KXL1is6Q1WZ5SAIIZ0NY35MyPXCph0Bng/j8hGAV2XtphpTz45WGBQeIGRtHVPZV/bWN4vf74spH6E/Ht4YoD+XXscHd3XvihIpLsiTea9+qoQQjTo/B/YpU7W9jBli2jngnfnl00vknuljpU95QULj1vcXYzCrJQYQPI6A3wJf6t6OKgbHJMPOqvhsLt3HnQHnN/lwjpNPgDE/JBeBl8Ts4W6nCo3jzzx+oLzQppqsZXbdMX+J5fFuVZdxnKYAbdz/8LUnmBo+WrsXnj7MtUaP1bjt+qsHBsiO3Q3Sp3txyupYZbr6OCGEJAo/2YinWCkdO6lCa/s1ZWVHFemG1rga+77YH+OkTNzQGFT9QRFTM/Q1qmCvwLsF75JVf/UV661qiaWyjpUXStGEJBuzWnCEdBR6foinWGVVOalCY79eWfn680Z1WA3ZyWPjRpl4+uQqaQkFJWAoOhqPGrXWX7+LWmKp9Lhkuvo4yX46IyaN5Ab8dCOegqwqBDcfvH/XaGwNHuooRQE15k8s4l16dy+RsSP6RQ0Hu+wvvRpyR45paGqxfT0ytRa+sUbO++5hMSnrejVqYxwR/p45ZZTM0hlAWl/8yHQ6Z4TSE9JneiGmaUj/imgtsVTVsdKUma0y5JSqskcPmFRmlJHswK4WHDykxpg0QuKBxg/xFKR1I6sLKeL6+BoYRFBjftyg8aKyucYOlFueeE+uP2+0HHZwRWtJine+UF4UYJY9paWP4/84VyLH9O5abLkPY/jtn1apuB9jmrsWK6PVEzNmb8GY0zxAMGq0vuBb7HvLv2nnLULGGYq53vfM0pR6XJx0d7x6sPDbO0kExqSRZMJsLxOY7ZWcDKKjD+8jl545XBqbg1Gl6ECeT/bUNysvS0l+XozCL5atCvMD0tCmmGymqJyIqrJRf8f4esT4YKmrMGCuvIzYg+tnL7bNYMPD/fKJwyWQ54/qG1nNyxGDeymj73/fWGuaZZVs3HplErmP480oy2Vy6XPCDdr7zE6VvWecHlLOcfIJMNuLZCt2hoR9ja4dEgy1HoeYRRgGLaGQBEMRtboS9vlUO3oNGByNR2NEWtV/7TE/Bu1iuU1bboIxtXtvk1Qd0lPqm0OyrWaP+H0+CYUj0tQcVCU7sAxnegafT4oKA6oI6n49Wo+BxpAxxgffTJuDYclvC/SxmxdknCHWKRl1rOyulX5MWJbE+HFq/G1WJqO2MSTbNlWrNooCflf9jOfbO5fGOk42zSFj0kgy4d1D4sJJyM8qQ0hbIoLmzuqNrYKEz/11rW05CadzuTrG55Ntuxrl3U++iRU/HNxL+lSUqqru+tgcLeAa23DMtMn7zhVvkPM32+vkjSUblUHjlDlVWpTvuRfEk/nr4LKVm4wyGLpcGus42TaHqYxJI7kHF0xJXF4EY3wM0MpAYL/VtzEEBSM2Bh/M2v/t2sHPk39YqcQPUfcLnhb8xt/Yrh3j1J/mcER+/9a6dsegH9iOvuhfh35p23CM1o5V8KXxNWbZW4ipwRKfHS0hb1N43cyNm2O0ccNgxTKfdi0mjB0oyz/f0erC68C3c3jHcB67wNbmNm8USTw4OBPnT4tJg6GjJxkeUpJ70PNDXONGyK+0wPzbml7k0EnwEO3gs/rUMdalIBqaWyvBO/UHIW12x0Bc0W6b1g5Wr6yX89q3o+kVAcxFYKLP8lssjoWSdfmIfq7KaLiho6KL+nFrnjqza1F5SE8pSPDbu37cdktj3+yok9cXb8hYD0YqyNbgYNaCI8mCxg9xjRtRQTy8zTKI9B9VTgKGqp3igPz1g43K0wPDQp8aju3nnzZM6hqaHdvBw9uYjq5PMTfri3EbBAoNMj+2r9Evn2kgqBvB3lj2My4xaceOHNx7XzX4JF8rjAlxVHZzg/lD7KCdp27eq/Ypx9h+2ZnD5Qnbccd+szeCfjG9WTxZXsxEWAuOJAMaP6TDAob79gcsv62JLhTZSfBQtePg+RFfxFV/8vw+S68FtmO/EWP/SkvyVYC0Hf16larlIM14MMYAIUg4FA6bGnPasW7KaLjFaW6QOQfvmt3clJUE1FWz89S58SqEI07jtu+rdj0y2YORbBgcTEh88B1BXIMUckdRwbZMIuO3NcQcaMsfbgQM8VC08jaAS8+slOLCPFcih3btoHip1XIVgFcC2Vzbahosz4Vx4VwIbrYLzsQcIDXezJAwzl9KrpXD3KAYK66j0/dsJ69CUSBP1n9lPm5t7uyWxvTXI5M9GMmEwcGExAe/QhHXIEUaWUB4IOkxigo6BS+q6u3jBtq2E3aI1cF+N/2BppBdO3rHj+ZVQv+0vy+fVCVPLVpp2Wct+BLncgrO7Mj8xYsXc4P9Ppu0f7deBafAVau5M14PN+fKVRgcTEh8UOTQBIoc2uNGVNBJhwRaO11KCpXOT119ewHDeATO7Prj1M59V45Vyz94qELcEIHUe+v3tVOzp1F+9ljr683iY2AYlAR8cemsdGT+4kU7F2J8Ep1jJVRoiOFKRKjQaW5a94dla029Wm7TYo+05cNsF0X04nMim3R+kkG2fRanIwGKHHrHrl275KGHHpK3335b9u7dK0OGDJHrrrtORo1qLX9w0UUXyfvvvx/zmqOOOkqeffbZTupxdoOHJwKbo8G5cTy4o8thAbw2IgUBv5SWt28nnhgG9KdbcUAO7te13RvOqR1lfGgxJOGwlBr6g1gdDTyEjUs3s2eOj4lnchOc2ZH5ixe7c7mdY6/KYDjNTet+nxzUuyzpJTeyFQYHEyLZY/z89Kc/le3btysDqEePHsqoueSSS+TVV1+VgQMHytq1a+UXv/iFnHTSSdHX5OfbB1HmKqn6Zqg/j1amYl9Zi7bzIobDoi/xxDDYqQ93NBYi3tcb5xfepKaWtvIcccy3W2XmjlzLeMaGIParzx4hjcGw7KlrTuq9w/RmQojk+rLXpk2b5OSTT5aFCxfK//zP/6ht6DK2nX766TJlyhQ59thjlSE0bNgwT86ZrcteqVKA1Z9HX/wzRmF5SC8558TBMQrLxr6odiw8ADHHOIzJTTuO43HxeisF6BjVaBfnVarLFsVavVBdTmRs6XQfZyuc3+TDOU4+gQxZ9kp746e2tlY+/vhjGTNmjBQU7MvygPEzbtw4+fa3vy0XX3yxOqa4uNiTc2aj8ZOqApPG89gV/8QDHSnQMRXRDX2x827EM6aOekncxKtY9cU4TvTtqklVMUVctTYRgPSoodyEvh0tA8vLa5nMwqbEPZzf5MM5Tj6BDDF+0n7Zq7y8XE444YSYbW+88YbyCN18882ybt066dKli9xxxx3y3nvvSUlJiZx66qkyffr0GGMpkQvoFdrFcHtRkgGWhewVYMNSXpTn+Xmc1JyNyshmfcnPC0h5THyKL6ExWbXjFrvX2/XFOM7VX1arkg3zXmnvubn8rCqVWm+vuuzz/Fq6mZt0uI+zGc5v8uEcJ5+8DJnjtDd+jPz73/+Wm266SXl+xo8frwygpqYmqaqqUoHPq1evlvvvv1+++eYb9TsR/H6fsly9przcG89UIiAexg7E4/TvW+75eZzUnM32u+1LomOC2jJECxFPA4G9rmWF0qXEvaFs9vrG2ibX40TGmNHwwfLgoAO7y45dDXLThUcp76Mx2wnAOxPI83l6LeOdj868j3MBzm/y4Rwnn3Sf44wyft566y2ZOXOmHHnkkTJr1iy1DR6fG264Qbp27ar+Hjx4sAp2vvbaa+X666+Xnj17xn2ecDgitbX1nvUbFjBuhNraBvVQ6wwQeOu0H25Kr8/jpOZstt9tXxIZU1MoYhkrU+hgVNi9/uIJla7HafSG6eOizJSW9WrRWJaC5yfeccc7HrP5SIf7OJvh/CYfznF2z3F5eXH2LHtpPPfcc3LXXXepJa377rsvuqQVCASiho/GoEGD1O8tW7YkZPyAZKxV4kborHXm4ny/Q2aP35O+Gc/jpOasV++Nty9uxtQSiujiWfJlzaZqVahTj9u6UXaVs9dWVbtWKTaewa52lrYfRpGmzIw+enEtnSqBW81HZ97HuQDnN/lwjpNPus9xei/KtYFMrzvvvFN+/OMfq3R3fSzPeeedp5bB9Hz66afK+zNgwIBO6G1uK8Aaz2OnjPz9kwbHqPcmohtjNya0gsDgGbPeVmJ+M2b9Q9795BvlTYG3RY9WNyrRytlQgUa8jpNKMfYbFZPhCbJTWsZ+vTKzV9fSTSVwQgjJRtLe8/Pll1/K3XffLd/5znfk8ssvlx07dkT3FRUVySmnnKL2I+Zn7NixyvBBrA90gMrKyjq17+lGqvRTjOeBzg+ylMx0fmZdPa5Dfdl3rtZyDVjygecDbT9m4tUwelP0ONWNsqucjWWpPXVN7eZX0/m547Ix+zK62gwVzXPjFBdVWpSv5k+v8+PFtczmSuCEEJLRxg8yu1paWuT//u//1I+es846S+69917x+XxK+BBGUK9eveTCCy+Uyy67rNP6nM6kSgG23XnCYdPzetEXnAvZTQjy1dIr64Nh19lXXlXGhhCh2biL8/xSbBijXjHZTZV7s/IXHb2WrAROCMlV0v7T7YorrlA/dmA5DD8kfXCjUOzlMbsagvJ19Y7oMQ1Nzbb9M3pbvFB7LsnPk7DPZ9tfvabOJRMqJTDRJ6FQpFMqcqdjJXDWpiKEpIK0N35I5qEUig1CfUaF4mQfM21ylYrr0aeJ69F7W9zGytjVuMISFBaR7Pprpcp85aQqT2pnxYtXNbsyTYGcEELSXuG5M8hGhedUAS/MYw4KxSDZx4wc3EuOG9FPZr+4vP0+iAlOHC61CdaoMvNOYJtTf+e8tNxSldlK8TkVBkg6KDynSoE8ncmlz4nOgnOcfAIZovCcEdleJHPAko9d5hL2p+IYPESH9K+wzIgq8In0LCtQMTPxPlS1WBv969301y6zCgVezdpNBZ11Xj3MPCOEpBIuexFPQayLHfUNQYm0U7pJzjF19S0pqw7uNG7HecnxzCpmnhFCUgmNH+IpKI9gR0mx8y3n5TGpym5zGrfjvOR4ZhUzzwghqYTLXsRToEBsFDTU0BSKU3lMqnDTF+MSXLvMqhxGyzwzg/NDCPEaGj/EU5DWjewmoyGgVyhO5TGpwk1fUqGwnamkSoGcEEIAs71MYLZXx9H0eRCbg+WnEhsNH6+OqWtoVZM2OyZVOPUlk3VsUnEfZ/L8dJRc/JxINZzj5BPIkGwvLqSTpIAHflm+X8ry9ykdJ+uYfURUWQsz3IglevHgRomNxqagdClpe3AbzpGqGKRUjttLUj0/hJDchMYPyWi8EkvMRoG+VIybEEIyEcb8kIwFXo05L61op6+Dv7Ed+90c44XHx2j4aPo0UE/G/lSTinETQkimwk9AkrF4JZaYjQJ9qRg3IYRkKjR+SMbiLCzYGutiBwKpUyHQl2pSMW5CCMlUGPNDMhZnYUFvxBIzUaDPC7FJQgjJVuj5IRlLugghpqNAXzoJQBJCSLpB44dkLOkihJiOAn3pJABJCCHpBkUOTaDIYWbhRuTQjVhiNgr0eTlu3sfJhfObfDjHySdAkUNCUgMe5t2KA3Jwv66Wb7j4xBKzR6AvFeMmhJBMg8YPSUv0XhSoEvt8PvH5IlIUaO9NwbG1jSHZtqlaHVsU8He6x4UQQkj6QuOHpB1masmIVTlj3EB5c8lGmXpGZVQ1OR2VlQkhhKQ3DHgmaYWVWjKE+V57d4P079s1qpqcjsrKhBBC0h8aPyStsFNLhgE0tH/3qGpyOiorE0IISX9o/JC0wkkNubklHD0uHZWVCSGEpD+M+SFphZMackG+37VqcmcoKxNCCEl/6PkhaYWdWjKCntdsqomqJqejsjIhhJD0h8YPSSus1JK1bK9Nm3dHVZPTUVmZEEJI+kOFZxOo8JxeOj9FUCV20PlpaAlLY3NQigqgrEydn2TA+zi5cH6TD+c4+QSo8EzSkXQsweBKLbl1q6lqMo4tL8qT/n3L+aFGcvL9QgiJDxo/OQQFAQlxD98vhGQvjPnJESgISIh7+H4hJLuh8ZMjUBCQEPfw/UJIdkPjJ0egICAh7uH7hZDshsZPjuAk+EdBQEL2wfcLIdkNjZ8cgYKAhLiH7xdCshsaPzkCBQEJcQ/fL4RkN/Td5hBIz50xqYq6JYS4gO8XQrKXrPD8hMNhefTRR2XcuHFyxBFHyKWXXipfffVVZ3crLdHEA3uWFajf/CAnxBq+XwjJTrLC+Jk7d64sXLhQ7rzzTvnd736njKGpU6dKc3NzZ3eNEEIIIWlGxhs/MHCefvppufrqq2X8+PEydOhQefjhh2XLli3y5ptvdnb3CCGEEJJmZLzxs2bNGqmrq5MxY8ZEt5WXl8uwYcNk6dKlndo3QgghhKQfGR/wDA8P6Nu3b8z23r17R/clWpnWK7Qqs26rzZL44RwnH85xcuH8Jh/OcfLJy5A5znjjp6GhQf0uKNBX/xYpLCyU3bt3J9Sm3++T7t1LxWvKy4s9b5PEwjlOPpzj5ML5TT6c4+ST7nOc8cZPUVFRNPZH+z9oamqS4uLEJj8cjkhtbb1nfYQFjBuhtrZBQqGwZ+2SfXCOkw/nOLlwfpMP5zi757i8vNi1xynjjR9tuWvbtm1y0EEHRbfj7yFDhiTcbjDo/UXDjZCMdsk+OMfJh3OcXDi/yYdznHzSfY7Te1HOBcjuKisrkyVLlkS31dbWyqpVq2T06NGd2jdCCCGEpB8Z7/lBrM+UKVNk1qxZUlFRIfvvv7888MADst9++8nJJ5/c2d0jhBBCSJqR8cYPgMZPMBiUW265RRobG5XHZ8GCBZKfn9/ZXSOEEEJImuGLRKjXbgRTgqBnL0EQFgPskgvnOPlwjpML5zf5cI6TT2fNMTK1fT6fq2Np/BBCCCEkp8j4gGdCCCGEkHig8UMIIYSQnILGDyGEEEJyCho/hBBCCMkpaPwQQgghJKeg8UMIIYSQnILGDyGEEEJyCho/hBBCCMkpaPwQQgghJKeg8UMIIYSQnILGDyGEEEJyCho/hBBCCMkpaPwQQgghJKeg8ZNkwuGwPProozJu3Dg54ogj5NJLL5Wvvvqqs7uVsWzdulWGDBnS7ueVV15R+1evXi1TpkxRc33iiSfKM88809ldzijmzZsn5513Xsw2pznlPd6x+b3lllva3c+YZw3OrzO7du2SW2+9VY4//ng58sgj5Yc//KEsW7Ysuv+DDz6QSZMmyYgRI+TUU0+VP/3pTzGvb2pqkttvv13GjBkjI0eOlOuuu06qq6s7YSSZO8cXXXRRu/tYf6+n3RxHSFJ57LHHIkcffXTkH//4R2T16tWRiy++OHLyySdHmpqaOrtrGcnbb78dGT58eGTr1q2Rbdu2RX8aGhoi1dXVaq5vuummyOeffx556aWX1LH4TZx57rnnIkOHDo1MmTIlus3NnPIeT3x+wdlnnx156KGHYu7nnTt3Rvdzfp256KKLIqeffnpk6dKlkQ0bNkRuv/32SFVVVeSLL75Q9y3uWcwx/v/UU09Fhg0bFnn//fejr7/xxhsjJ510knr98uXLIxMnToz8+Mc/7tQxZdIcgzFjxkQWLlwYcx/X1NRE0nWOafwkEXw4jRw5MvL8889Ht+3evVvdMK+//nqn9i1TmT9/fmTChAmm+5544onI2LFjIy0tLdFtDz74oHpQEGu2bNkSufzyyyNHHHFE5NRTT415ODvNKe/xjs1vOBxW2998803T13J+ndm4cWNk8ODBkWXLlsXMKx60jzzySOTnP/+5MjD1/PSnP1VGpHZ9YJTii5UGHu5o89///ncKR5K5c7xjxw61/7PPPjN9fTrOMZe9ksiaNWukrq5Oufk0ysvLZdiwYbJ06dJO7VumsnbtWjnkkENM98EFe9RRR0kgEIhuO+aYY2Tjxo2yY8eOFPYys/jss88kPz9fXnvtNbUsEM+c8h7v2Pz+5z//kfr6ehk4cKDpazm/znTv3l3mz58vw4cPj27z+Xzqp7a2Vt3D+vnT7uF//etf+PKvfmvbNA4++GDp06cP59jlHONzGf/HvJmRjnNM4yeJbNmyRf3u27dvzPbevXtH95H4WLdunVon/vGPfyzHHnusWnd+55131D7M6X777ddursHmzZs7pb+ZAOJLHnvsMTnwwAPb7XOaU97jHZtf3M/g2WefVceddNJJcscdd8iePXvUds6vMzAGTzjhBCkoKIhue+ONN2TTpk0qTsrqHm5oaJCamhoVR4iHe2FhYbtjOMfu5hj3cZcuXdS9i5ggxFU98sgj0tzcrI5Nxzmm8ZNE8OYC+hsG4AZA8BeJj2AwKBs2bJDdu3fLVVddpb6JIAD0sssuUwGNjY2NpnMNON+J4TSnvMc7Bh4afr9fPQSeeOIJufHGG2Xx4sUyffp0FejM+Y2ff//733LTTTfJySefLOPHjze9h7W/8XDGHBv3A86x+znGfYy5qqqqkqeeekqmTZsmL774ogrmB+k4x/t82cRzioqKom8w7f8AF7u4uLgTe5aZYOllyZIlkpeXF53PyspKWb9+vSxYsEBt075paGhvrJKSkk7pc6bjNKe8xzsGHhI/+tGP1LdiMHjwYOnVq5ece+658umnn3J+4+Stt96SmTNnqmykWbNmRR+wxntY+xtzaHaPA86x+zmGx+eGG26Qrl27Ru9jLPVee+21cv3116flHNPzk0Q0V/W2bdtituNvrHWS+CktLY15CIBBgwYptypc22ZzDTjfieE0p7zHOwa8Pprho7+fAZYDOL/uee6555RH+Fvf+pbyomkeSsyh2fzBeMdSDe5xpHEbH86cY/dzjC+mmuFjdh+n4xzT+EkiQ4cOlbKyMuWt0EBw2KpVq2T06NGd2rdMBB4efNvQzydYuXKlHHrooWpOEVgXCoWi+z788EMVWNejR49O6HHm4zSnvMc7Br4VX3jhhTHb4PEBuKc5v+5YuHCh3HnnnSoW8KGHHopZYhk1apR89NFHMcfjHsZnCYzP//mf/1FLjFpQLvjyyy/VFyrOsbs5hp4PlsGM9zG8PwMGDEjPOe6UHLMcAtoSRx11VOStt96K0ehobm7u7K5lHKFQKDJ58uTIaaedprQioNlx9913RyorKyNr165V6ZajR4+O3HDDDZH169dHXn75ZaXv8corr3R21zMGzJ0+FdvNnPIeT3x+MWdI94WWz6ZNm1Qq8IknnqhSsTU4v/YgZfrwww+PXHnllTEaM/ipra2NrFu3Tu1/4IEH1GfGggUL2un8YL4x7x9++GFUg8aox5TLbHCY42effTZy2GGHKZ2f//znP5E//elPSpsK9266zrEP/3SO2ZUb4BszrGQoECPwDlYuVDIPOOCAzu5aRoL06gcffFDeffdd9Q0YKb9Yf8a3O7BixQq566671DdjxE5cfPHFSp2YuAMBt19//bXKPtJwmlPe4x2b37/85S8qeB/B/FiGmTBhglxzzTXRJQXOrz1Yfnn44YdN95111lly7733qozQBx54QEk0YN6wdHPaaadFj4PcwN13360ymAAylhCsa1ySzFWecDHHzz//vPqB+rgWt4ZkFHjX0nGOafwQQgghJKdgzA8hhBBCcgoaP4QQQgjJKWj8EEIIISSnoPFDCCGEkJyCxg8hhBBCcgoaP4QQQgjJKWj8EEIIISSnoPFDCMkqTjzxRCUmSAghVtD4IYQQQkhOQeOHEEIIITkFjR9CSNbR0tIi999/vxx33HFyxBFHqHpkmzZtUvuwJIYq1C+99JJ861vfkpEjR8oFF1wga9as6exuE0JSBI0fQkjW8ec//1nWr1+vCi7edtttsnLlSrn22muj+1evXq0KNc6YMUMVvKypqVHFWrdt29ap/SaEpIZAis5DCCEpo0+fPjJ37lzJz89Xf8Pr8/jjj8vevXvV33v27FGVqkeNGqX+rqqqkpNOOkmeeeYZmTlzZqf2nRCSfOj5IYRkHTBmNMMHHHDAAep3bW1t9G/N8AG9e/dWy19Lly7thN4SQlINjR9CSNZRUlIS87ff3/pRFw6Ho54hIz169JBdu3alqIeEkM6Exg8hJOdAjI+RHTt2KAOIEJL90PghhOQcGzdulC+++CL699atW+Xjjz+WMWPGdGq/CCGpgQHPhJCcIxKJyBVXXKEywPLy8mT27NnStWtXlQJPCMl+aPwQQnKOfv36Ke2fu+++WxoaGuTYY49V2WDdunXr7K4RQlKAL4KvQIQQkiNA5PCjjz6Sv//9753dFUJIJ8GYH0IIIYTkFDR+CCGEEJJTcNmLEEIIITkFPT+EEEIIySlo/BBCCCEkp6DxQwghhJCcgsYPIYQQQnIKGj+EEEIIySlo/BBCCCEkp6DxQwghhJCcgsYPIYQQQnIKGj+EEEIIkVzi/wNY4PA9tIdeWwAAAABJRU5ErkJggg==", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkUAAAG5CAYAAACAxkA+AAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAk99JREFUeJzt3Xl8VNX9P/7XvbNPwoREBioqgWASwZDFDxgoIVJFWxWCsmk/H8RaQASi4kKl/pSPWr+Vj0u1ClgFtC5dZFOoIrZaJYoUoYXEuAASSFUKBBKyzUxmuff3x+QOs9xtMne25P18PHxIZu7ce+6Zm5mTc895HYbneR6EEEIIIX0cm+wCEEIIIYSkAmoUEUIIIYSAGkWEEEIIIQCoUUQIIYQQAoAaRYQQQgghAKhRRAghhBACgBpFhBBCCCEAqFFECCGEEAKAGkWEEEIIIQAAfbILkG54ngfHaRcCzrKMpvsjkaiO44/qOP6ojuOL6jf+klnHLMuAYRjF7ahRFCWO49Hc3KnJvvR6FtnZGWhrc8Dr5TTZJwlFdRx/VMfxR3UcX1S/8ZfsOs7JyYBOp9woottnhBBCCCGgRhEhhBBCCABqFBFCCCGEAKBGESGEEEIIAGoUEUIIIYQAoEYRIYQQQggAahQRQgghhACgRhEhhBBCCABqFBFCCCGEAKBGESGEEEIIAFrmg/RiPMOgzeXDycZmWEx6mPUsGJ7WNiKEECKOGkWkV/IxDFZvqsO+g02Bx8oK7Vg0rRg6ahgRQggRQbfPSK/DizSIAGDfgSas3lwHXsVKyYQQQvoeahSRXsfp8UU0iAT7DjTB6fEluESEEELSATWKSK/jcHljep4QQkjfRI0i0utYzfJD5ZSeJ4QQ0jdRo4j0OhaDDmWFdtHnygrtsBh0CS4RIYSQdECNItLrMDyPRdOKIxpGwuwzmpZPCCFETErdR2hsbMS6detQW1uLQ4cOIS8vD2+//Xbg+e+++w5XXHGF6GuNRiM+//xz2e1KSkqwfv36+BSepBQdz6N6WjGcHg4utxdmox4WA+UUEUIIkZZSjaJDhw5hx44dKCkpAcdx4MO+wAYOHIg33ngj5DGe5zFv3jyMHTs2Yn933303ysvLAz9nZGTEp+AkJTE8D5tZh9xzbWhp6YTXyyW7SIQQQlJYSjWKLr/8ckyaNAkAsGzZMtTX14c8bzQaUVpaGvLY7t270dHRgcmTJ0fsLzc3N2J7QgghhBAxKTWmiGWjL87bb7+NzMxMXH755XEoESGEEEL6ipRqFEXL4/Hgr3/9K6688kqYTKaI5x966CGMGDEC48aNwwMPPIAzZ84kvpCEEEIISQspdfssWjU1NThz5kzErTOj0Yif/vSnqKiogM1mQ21tLX73u9+hvr4eGzZsgMFgiOm4er02bUmdjg35P9Ee1XH8UR3HH9VxfFH9xl+61HFaN4r+8pe/YMCAARg3blzI4wMHDsRDDz0U+PnSSy9Ffn4+FixYgL/97W+45pprenxMlmWQna3tgG2bzaLp/kgkquP4ozqOP6rj+KL6jb9Ur+O0bRR1dnbiww8/xMyZM6HTKYfxXXbZZbBarfjiiy9iahRxHI+2NkePXx9Mp2Nhs1nQ1uaEz0czo+KB6jj+qI7jj+o4vqh+4y/ZdWyzWVT1UqVto+hvf/sbXC4XpkyZkvBjaz212+fjaLp4nFEdxx/VcfxRHccX1W/8pXodp/bNPRlvv/02hgwZgpKSElXbf/jhh3A4HBg1alScS0YIIYSQdJRSPUVOpxM7duwAAHz//ffo6OjA9u3bAfjHBeXk5AAAmpubsWvXLsyfP190PytWrADDMCgtLYXNZkNdXR1eeOEFFBUVBXKQCCGEEEKCpVSj6PTp07jzzjtDHhN+fvXVVwPp1O+++y68Xq/krbPhw4fjT3/6E9avXw+Xy4VBgwZhxowZuOOOO6DXp9QpE0IIISRFMHz4WhpEls/Hobm5U5N96fUssrMzaAmKOKI6jj+q4/ijOo4vqt/4S3Yd5+RkqBponbZjigghhBBCtESNIkIIIYQQUKOIEEIIIQQANYoIIYQQQgBQo4gQQgghBAA1igghhBBCAFCjiBBCCCEEADWKCCGEEEIAUKOIEEIIIQQANYoIIYQQQgBQo4gQQgghBAA1igghhBBCAFCjiBBCCCEEADWKCCGEEEIAUKOIEEIIIQQANYoIIYQQQgBQo4gQQgghBAA1igghhBBCAFCjiBDVeIaBw8vhVIcbDi8HnmGSXSRCCCEa0ie7AISkAx/DYPWmOuw72BR4rKzQjkXTiqHj+SSWjBBCiFaop4gQBbxIgwgA9h1owurNddRjRAghvQQ1ighR4PT4IhpEgn0HmuD0+BJcIkIIIfFAjSJCFDhc3pieJ4QQkh6oUUSIAqtZfuid0vOEEELSAzWKCFFgMehQVmgXfa6s0A6LQZfgEhFCCIkHahQRooDheSyaVhzRMBJmnzE0+4wQQnoF6vcnRAUdz6N6WjGcHh8cLi+sZj0sBh01iAghpBehRhEhKjE8D6uehTXT6H+AGkSEENKr0O0zQgghhBBQo4gQQgghBAA1igghhBBCAFCjiBBCCCEEADWKCCGEEEIAUKOIEEIIIQQANYoIIYQQQgCkWE5RY2Mj1q1bh9raWhw6dAh5eXl4++23Q7a56aab8Nlnn0W8dtu2bRg+fHjg5/b2djz22GN4//334fF4MGHCBDzwwAMYOHBg3M+DEEIIIeknpRpFhw4dwo4dO1BSUgKO48BLhONdcskluO+++0IeO//880N+XrJkCb755hs89NBDMJlMeOaZZzB//nxs2rQJen1KnTYhhBBCUkBKtQ4uv/xyTJo0CQCwbNky1NfXi25ns9lQWloquZ99+/bhk08+wbp161BRUQEAGDZsGK655hr89a9/xTXXXKN52Unq4VgWZ5xeHGs5jQyLHhajHizHhWzDM0xaLd2RbuUlhJB0klKNIpbVZohTTU0NbDYbxo8fH3gsLy8PI0aMQE1NDTWK+gAvw2DVhlrUHmoKPFaSb8fiGcXQdzcifAyD1ZvqsO/g2W2ERV51KdjQSLfyEkJIuknLgdafffYZSktLMWrUKMyePRt79uwJeb6hoQHDhg0DwzAhj+fl5aGhoSGRRSVJwLEsVm2sC2kQAUDtoSas2lgHjmXBizQwAGDfgSas3lwHPuzaSbZ0Ky8hhKSjlOopUmPMmDGYOnUqhg4dipMnT2LdunW45ZZb8Nprr6GsrAwA0NbWhn79+kW8NisrS/KWXDT0em3akjodG/J/oo0zTm9Eg0hQe6gJji4vWIaJaGAI9h1ogtPDwWbWxbOYUWlz+VK2vHQdxx/VcXxR/cZfutRx2jWK7rjjjpCfJ06ciMmTJ2P16tVYs2ZN3I/PsgyyszM03afNZtF0f33dsZbTss87XF7odfI9Ky63F7nn2rQsVkxONjbLPp8K5aXrOP6ojuOL6jf+Ur2O065RFM5qteKyyy7De++9F3jMZrPh+PHjEdu2trYiKysrpuNxHI+2NkdM+xDodCxsNgva2pzw+TjlFxBVrGb5y9pq1oNVuN1kNurR0tKpZbFiYjbKn1Myy0vXcfxRHccX1W/8JbuObTaLql6qtG8UicnLy8OuXbvA83zIuKIjR46goKAg5v17vdq+oT4fp/k++zKrSY+SfLvoLbSSfDusJj0YnkdZoR37DkRuU1Zoh8XAptR7YjGwKV9euo7jj+o4vqh+4y/V6zi1b+6p4HA48NFHH2HUqFGBxyorK9Ha2opdu3YFHjty5Ai+/PJLVFZWJqOYJIFYjsPiGcUoybeHPC7MPmM5DgzPY9G0YpQVhm4jzOZKtWnu6VZeQghJRynVU+R0OrFjxw4AwPfff4+Ojg5s374dAHDppZeioaEBa9euxZVXXonzzjsPJ0+exMsvv4ympib89re/DeynrKwMFRUVuP/++3HffffBZDLh6aefRmFhIa666qqknBtJLD3P4/aZJXB0eQOZPlZTaE6RjudRPa04bXJ/0q28hBCSbhheKjY6Cb777jtcccUVos+9+uqr+MEPfoBHHnkEBw4cwJkzZ2CxWFBWVobq6moUFxeHbC8s8/G3v/0NXq8XFRUVeOCBBzBo0KCYyujzcWhu1mbshl7PIjs7Ay0tnSndnZjOqI7jj+o4/qiO44vqN/6SXcc5ORmqxhSlVKMoHVCjKL0kqo7VJE1rkUadionWdB3HH9VxfFH9xl+y61htoyilbp8Rko7UJE1rkUZNidaEEBJfaT/QmpBkUpM0rUUaNSVaE0JI/FGjiJAYOD1KSdM+VdtocRxCCCGxoUYRITFwuLyKz6vZRovjEEIIiQ2NKSIkBmrSs2Pdh1bHIYQQIo96igiJgcWgiwhUFPiTpnWqttHiOIQQQmJDjSJCYqAmaVqLNGpKtCaEkPijPndCYqQmaVqLNGpKtCaEkPiiRhEhCtQEJjI8D6uehTXT2P2iyIaKmm2UaLGPZEnF4ElCCAlGjSJCZFBgojaoHgkh6YDGFBEigQITtUH1SAhJF9QoIkQCBSZqg+qREJIuqFFEiAQKTNQG1SMhJF1Qo4gQCRSYqA2qR0JIuqBGESESKDBRG1SPhJB0QY0iQiRQYKI2qB4JIemC+q0JkUGBidqgeiSEpANqFBGiIJ0DE1MJ1SMhJNXR7TNCNMAzDBxeDqc63HB4OdHsHTXbEEIISR7qKSIkRmrSminRmRBCUh/1FBESAzVpzZToTAgh6YF6igiJgdq0ZqVtrHr6+4QQQpKNPokJiYGatGZKdCaEkPRAPUWExECLtGZKdCaEkNRAPUWExEBNWjMlOhNCSHqgRhEhMVCT1kyJzoQQkh6o356QGKlJa6ZEZ0IISX3UU0SIAq1CF4VE5wGZRlj1bI8aROkcEsmxLDo8HE60daHTw4Fj6eOHEJJaqKeIEBmpFMyYSmWJlpdhsGpDLWoPnS1XSb4di2cUQ0+9ZYSQFEF/qhEiIZWCGVOpLNHiWBarNtaFNIgAoPZQE1ZtrKMeI0JIyqBPI0IkqAlmVBve2JvKEi1HlzeiQSSoPdQERxflNBFCUgM1igiRkErBjKlUlmA8w6DN5cOBxma0d/lEe6M6nR75cjmpUUQISQ00pogQCakUzJhKZRGoHb+UYTHIl8tCH0OEkNRAPUWESEilYMZUKgugboyTwGrSoyRfvFwl+XZYTdQoIoSkBmoUESIhlYIZU6ksgPqFcAGA5TgsnlEc0TASZp+xHKdZuQghJBYp9SdaY2Mj1q1bh9raWhw6dAh5eXl4++23A893dHTg5Zdfxo4dO3D06FEYjUYUFxfjrrvuQmFhYWC77777DldccUXE/ktKSrB+/fqEnAvpHVIhmJFnmMC+504pgv46Bu0ONyym5IVEqhm/ZM00Bn7W8zxun1kCR5cXDqcXVoseVpOeGkSEkJSSUo2iQ4cOYceOHSgpKQHHceDDPsiPHTuGN954A9OnT8eSJUvQ1dWFl156CTfccAM2bdqE4cOHh2x/9913o7y8PPBzRkZGQs6D9C5C6GLgS16kgaFmm55QHLeTwLIEMyvc8hJ7nuU4ZBpYZBq6y0UNIkJIikmpRtHll1+OSZMmAQCWLVuG+vr6kOfPP/98/O1vf4PFYgk8NnbsWFx++eX44x//iAcffDBk+9zcXJSWlsa93KR3C+6piaXnhWNZOLq86HR6kGkxwKLQU6I0bqc6ieumsQyDkny76FT7knw72BRJ0SaEkGikVKOIVQhxs1qtEY9lZGRgyJAhOHnyZLyKRfowrRKie5LorGbcjlWfnGGBDMOjakIeAEScU9WEPDAMD4AaRoSQ9JL2A63b2toC44/CPfTQQxgxYgTGjRuHBx54AGfOnEl8AUna0iohuqeJzsnIHVLLrNfhr7uPojA3G8vnlmPZnDFYPrcchbnZ+OvuozDrtZvpRgghiZJSPUU98cQTT4BhGPz0pz8NPGY0GvHTn/4UFRUVsNlsqK2txe9+9zvU19djw4YNMBjkc1OU6DX661ynY0P+T7QXSx23uZR6ajjYzMpf/mecyonO/UWyeqxmhXwfs0Gza7En5lUVYfXmOqx//2DgsbJCOxZNL4aBZUA9Rdqhz4r4ovqNv3Sp47RuFG3atAnr16/HihUr8IMf/CDw+MCBA/HQQw8Ffr700kuRn5+PBQsW4G9/+xuuueaaHh+TZRlkZ2s7YNtmsyhvRGLSkzo+2dgs+7zL7UXuuTbF/RxrOS37vMPlxbDBWRGP6x1ulBXase9AZIOqrNCOnCwz+lmNEc+1O9xo7ehCp9ODDIsBWZkm0e20sHT26IQdi9BnRbxR/cZfqtdx2jaKduzYgeXLl2PRokW4/vrrFbe/7LLLYLVa8cUXX8TUKOI4Hm1tjh6/PphOx8Jms6CtzQmfj2bixEMsdWw2KsywMurR0tKpuB81adRS+1k0rRirN9eFNIyE3hhvlwctXaFLaHT5eMkxUCZdfHpubGY9zh/YD21tTtEykdjRZ0V8Uf3GX7Lr2GazqOqlSstG0f79+3HnnXfiuuuuw5133pnw43u92r6hPh+n+T5JqJ7UscXAyvbUWAysqn0Kic7CLTSzUYeqyuG4KDcbPO+fyeXx8aIzyXSAeO4Qx8PLhW6f7NlqdB3HH9VxfFH9xl+q13HaNYq++eYbLFiwAGPHjsXDDz+s+nUffvghHA4HRo0aFcfSkd5ESIgW7amJooEhJDqv2liHA43NWDp7NLZ+3BA5FkdiRpva3KFUnq1GCCHpIKUaRU6nEzt27AAAfP/99+jo6MD27dsB+McF8TyPuXPnwmQy4eabbw7JMcrMzMSFF14IAFixYgUYhkFpaSlsNhvq6urwwgsvoKioKJCDRIgaWiVEC4nOXh+HF978PGLgtZreHLm8JJ5h0Kmw2nx4yjQhhJBQKdUoOn36dMTtMOHnV199FQBw/PhxAMDPfvazkO0uvfRSvPbaawCA4cOH409/+hPWr18Pl8uFQYMGYcaMGbjjjjug16fUKZM0oFVCNMtx8Pq4HvXmyOUlMQBWbarDlAmRsRTBlMY2EUJIX5dSn5Lnn38+Dhw4ILuN0vMAMHPmTMycOVOrYhGNaZUQnW5l6WlvjtJYofHFg7HvYBPyh2RLpkz7x0DpomrQpdL7pEa6lZcQknpSqlFEej+tEqLTrSzCsXrSm6M0VmhKhX+fW2sOY+ns0QBCU6ajHQMVXN5UeJ/USLfyEkJSE426JAmjVUJ0upUl+FhfN7agJN8uul2gNyeMUnK12+OfyeFy+/DE63tDUqZ/e/dlqI6yYZBK75Ma6VZeQkjqop4ikjCpNDsqkWUJPlZPenNsGUYsn1sOt4eD0cDi68YWbK05DJfbBwAwGs6W0+X2hcxqW3nvxKhvIaXS+6RGupWXEJK6qFFEEkbNWl6Jmh2VyLIEH0vozamqHI6plXlwezicO8CKTJNetPHiYxi8sDm0F6Qk346ls0fjidf3YsSwHDS3uUSP25NxROHllXo+lWaxpVt5CSGpixpFJGHUJDsnSiLLEr4vtb05UreFhB6meVOLUHLhADBARMhkT8YRSZU32ucTLd3KSwhJXfRpQRLGYtApJERH36uRDmXp6bHkbgvVHmrC/KlFgbFCWmQpxVreZEm38hJCUhfdaCcJIyRElxWGDjSOpVcjEWXhGQYOL4dTHW44vFzUA3d7eizl6ftn1xgTspQGZBph1bMx1WUqvU9qpFt5CSGpi3qKSEJplRCdqLJoNdW7J8daPrdcdp/xvC2USu+TGulWXkJIaqJGEUk4rRKi4y2aBVY5loWjy4tOpweZFgMsJj1YLnTRQ7nz5hkGa7fUI39INqZM8A/A7t/PhNICO/aL3EKTuy2kJsRQzTZavU+JClVMl+uKEJK6qFFE+iylXiC1U729DINVG2pDptiX5NuxeEYx9Cq/mF1eH64aOzRkoVizUYflc8eCAcSX95CYrabUs5WM0EoKVSSEpAMaU0T6JDWBf2qmenMsi1Ub6wINIrNRh1mTCjC1Mg/fnuiAw8urGoPE8wy2ftwQ0rByuX14ZN0/8MPiwXj2nol4vLoCK++dKBnGqOackhVaGe9jEUKIFqiniPRJanqBzCb5Xw+zSQ9HlzekQbR09uiQ3h5AXc8Ix/Oia5a53D6s2liLZ++ZiAEKt4XUnBOApIRWxvtYhBCiBfpEIn2Sml4glmEkl+QoybeDZRh0Os/OAKuqHB7R2wOo6xlRKo9T4Xk1+3C4vKq20Uoij0UIIVqgRhHpk9QE/jEMj6oJeRENo5J8O6om5IFheGRYDIHHL8rNFu3tAUJ7anpSHouKmWZqzimZoZXxPBYhhGiBGkWkTxIC/8QIM7vMeh0+/Oe/MWVCHp6+6zL8euF4PH3XZZgyIQ8f/vPfMOt1sJr0gUaTsDCrFIfLC4eXR1O7G+1uDm4eQHfvkdWkR6lEr1Rpvh1WhVt5as9JzTZaSeSxCCFEC/SnGumThMC/1ZvrZJfHmHPNyJCB1MDZmWUMz4PheSyeUYxVG+tCFmYV4/Zy+MWTH4bs54ZJBRjY34wujxdTJuSBByKONWVCHro8Xlh08vtXe05qttGC2vIQQkiqYHiePpmi4fNxaG7u1GRfej2L7OwMtLR0wuuV72UgPaNUx3IZOjzDYKXI7CnA/8UenlPk9XF44a3PRZebKMm3ozA3O2QAtvD4hNLBGDKoH5a/uAtVlcNxUW423B4ORgOLrxtbsLXmMB69bRz6Z5oVs5CUzimabdSKpY6JOvRZEV9Uv/GX7DrOycmATuEPS4B6ikgfJxf4F83sKZbjYGSke2Emj8/DE6/vjdhP7aEmTK3Mg9mkj1goVtA/04h+GSY8pzILSU2IYSKDDilUkRCSLqhRRHotnmHQ5vLhZGMzLCY9zFGuCaZm9pTwRS/0hji7vFhw3Sh4fTwcLg/MJj0YAC1tXbh39miwDCJ6gdweDizDoPziQcg9Nyuip+iSQjtWh93CA/wNqlUb63D7zBLRHqNUQz1GhJBUR40i0itpkaSsdvZU+LGEJOoNHxzEvoNNgfyiv4RN1y/Jt2Pp7NHQsQxYlsfcqiKs2lgX0ltUkm9HRclgyVlttYea4OjyIlNhPFOyUbI1ISQdpPYnKSE9EGuSsrBSvcPlxf+77YeYNakAZqMukFa9fG45Hvx5OQAGHMti7Zb6kGNVVQ7HG+8fDDwmlV9Ue6gJWz9ugMnIwqjXRwzoFrbpcHggp8PhAcem7q8yJVsTQtIF9RSRXieWJGWxHo2SfDvumzMGPM9jS01kWvXk8Xmo/eYUXG5/DtFFYQOqw38OVnuoCfOmFoUkY4dTyiiymPUp3VtEydaEkHRBjSLS60QzFiiYVI9G7aEmTCgdjJ21x0TTqjnO3xskNHzC84rcHg5mo05yZpnT5YGPk76FdLrVhZJ8u2ijqSTfjtOtLmSYDcg0RJ6TEo5lVc1oi0VP3w9CCEk0ahSRXqenScpyPRo5NrPkc8IMMkF4XpHUmmjCmKIMix4+mXbIyvX78H+3T4gYbF2Sb8f864rwwPM78ciCH0rvQIKXYbBK5Yy2WFCyNSEkXdCnEel1hCRlsbygQJKyyJe+XI+GUlp18PNfN7aE9Ox4OT5ikDVwNqTx9pkl/rIV2EUbXrnnZuHA0WbMrboYPo6H0+WFxazH6VYXHnh+J3LPzfInXkfRw8OxbESDSCiT1jPaevp+EEJIotGNfNLrCEnK4UtMKCUpy/VYKKVVZ1rProG2teYwbphUEDg+y0B29pjL7QXLcVgwrVhynbXVm+rAMAx+//aXuP/5nbjr6R149KXdyD03C4tnFEfdgJEbwyTMaNNKT98PQghJNOopIr2SjudRPa0YTg8Hl9sLs1EPi0E+p0iuR6O5zSXb29E/04Tn7pkIhmHAMDwsel338X1oV5g9Joypae/sQmFuNqZW5oWMO3ri9b1wuX1wujy4fWZJ9xggLzIselhlxgDJ5QJ1OuXL1On09miMkpSz7wflFBFCUhc1ikjK0Srkj+F52Mw65J5rUxUtL7dW16jhA3DxsHPw4pbQZTxK8u2YUpGHTz8/hgvP7w8ewMBsKziGActx/llVVoPsQGuhh8pi0kvOUgP8PVksxyHTwJ5tsEg0iJRygTIsBtHXCTIs2n80ULI1ISTVUaOIpJRkh/yF92hYzAZ8fbQZd/7mIwD+WWbTf5QPo56Fx8ehvuE0GIbBFw3N+ON7B86WucCOhdP9A5atBn+Y4xvvH4wYaL187lhYu8fUaDX2RikXqHpaMawmveyMtmjHKBFCSG9AC8JGiRaEjZ9oFmBVK5Y65lg2Yr2x4PLkX5ANADjQ2CLZuBAGUa/aWCt5XrdPLwEHBKbGZ1gM0LEMTp9xof7IaTT+pxXzqopUNwodXg7VT34k+fzKeyfCqmf9s89EZrRFO/uMruP4ozqOL6rf+Et2HdOCsCTtpFrIn9xg5H0HmjClwj8NXy6YURiwLHVeR75vhYfnJafbH2tqx9woGkSA+lwgPc9HNUaJEEJ6O5p9RlKGmi9zrQlLepzqcMPh5UKWnFAajOz2cIpT9TudXtn9VM8qk1zsdc1b9Zj4X0PwfJRLYUSTCySMURpkMyLTwFKDiBDSp1FPEUkZiQ75i3UwcqbVALfHJ7uN0oDlc7LMslPjfzZ5ZNS9ZJQLRAghPUM9RSRlCF/mYgJf5hpRs0ipMBhZTGm+HYNyrGhuc0luIwxYltuPU6H3y9Xlhdmoi6qXLB1ygeR66AghJFlU/+k9Z86cqHfOMAxeeeWVqF9H+ia5KfFaf5mrHb+0eEax6GDkRTOKoeM4XHLhABQNH4AXNkcuIhscqii1n+DQRzEWkz6wFEg0UjkXKNkzDAkhRIrqT1qxSWrHjx/Ht99+i379+uGCCy4AAHz33Xdoa2vDkCFD8IMf/CCqwjQ2NmLdunWora3FoUOHkJeXh7fffjtiuw0bNmDt2rU4duwYhg0bhrvuugs/+tGPQrZpb2/HY489hvfffx8ejwcTJkzAAw88gIEDB0ZVJpJYifoy78lgZIfTC2v4YGSehxHA4hn+bZwuL7IyjfD4eJxp7wqUX2pQMwDZqfGnWl34y8cNuH1mCXiel6wXqWyn8FwgrTKgekpNXEAqNNwIIX2T6kbRa6+9FvLz3r17sWjRIvzqV7/C9ddfD73evyuv14vNmzfjySefxGOPPRZVYQ4dOoQdO3agpKQEHMeJNsTeeecdPPjgg7jtttswduxYbNu2DdXV1fjDH/6A0tLSwHZLlizBN998g4ceeggmkwnPPPMM5s+fj02bNgXKSlJTIkL+ejIYWS4wUdjGYjRJ94JI7EeqF0lY7PVMhxtOtw8vba0X3S8DYJWKnpdU6KFJtRmGhBASrMc5RbNmzcIll1yCZcuWiT6/YsUK/POf/8SGDRtU75PjOLCs/wNx2bJlqK+vj+gp+vGPf4yioiI89dRTgcduvPFG9OvXD2vWrAEA7Nu3DzfeeCPWrVuHiooKAEBDQwOuueYa/OY3v8E111wT1bkGo5yi+NOyN0OqjnmGwcqw23SC8EwkjmUDGUKZFgMsItPWeYaBh+PxwpufS+YRLZ4eucgqzzDo8vnAMjo43d6QxV5Xrt+HMx1uAMCDc8vxq3W7Rfc7acwQPPH6PwEA/TONqJ5VhnOyzHC6vOhn9ZeX4XnZDCixsqk5b7V1I7yfPA/ct+qTkOeD074tJr2/zCLvebJ7uZLFf97+5WosJj3Mevnlakj06LM4/pJdx3HPKTpw4ACmTp0q+fz555+PP/3pT1HtU2gQSfn2229x9OhRLF26NOTxa665Bo8//jjcbjeMRiNqampgs9kwfvz4wDZ5eXkYMWIEampqYmoUkfhKVG+G2vFLXoaJWE0+POBQKPOUCXmyvSDHmx0YlG0JnEfwuT57z0Tc9fQO6fJKPL7vQBN+PqUIQwZloq3TjUcXjseat+ojyjtvapFi2QZmWwLnpOa8o6kb4djL55aHHNts1GHp7NHY+nFDSN5T+HueCr1cydBXz5uQZOlxP/XAgQOxbds2eL2RYzO8Xi+2bdum+fidhoYGAMCwYcNCHh8+fDg8Hg++/fbbwHbDhg0DEzajJS8vL7APknrUzAjTko7nsXh6CZ69ZyIeWzQez90zEYunlwS+bDiWjbitBfinyq/aWAeOZUPKrJxZ5EHtN6fg8PI41eHGyTNO5A/JhtmoAwNIzlArK7Dj68YWyf2ebHbgvpvHoHpWWUSDSCjvyWaHbNk6HJ7AOak572jrRvB1Y0vIeVZVDsfWjxsi9hP8nsfjuuBYFh0eDifautDp4cAp/EGWDIn+fSCExNBTNG/ePPzv//4vZs2ahZ/+9KcYMmQIAP9g6T//+c/46quv8L//+7+aFRQAWltbAQA2my3kceFn4fm2tjb069cv4vVZWVmor6+PuRx6jcY8CF15arr0+oI2l9J4Ew42c3TT8uXquMvHY3XY8hvCX+EmHYMzTulEayGtmmWYwOuNBvn3cWC2Fds+PYqVG2oDj5Xk27F09mgwLFA1IS+w7+Dn500twj2/rZHcL8MAPh8vm3mk9P1pNLAhCdxK561mm+C6EWytOYyls0cHtrsoN1syEVx4zwHpRPCeXBcuHy/Zw2XWpU5DIx6/D0QcfRbHX7rUcY8bRTfccANYlsUzzzyDBx98MNArw/M8cnJy8PDDD2PWrFmaFTRVsCyD7OwMTfdps1k03V+6OtnYLPu8y+1F7rk22W2khNdxu8ONp1/fK/lX+NLZo+Foccnu0+HyQh/0JSr0gog1FkoL7Pjm+zOiPSsAcOv1Rfhgz78xZUIefjZ5ZMjYom++PYMRw3JExz+V5Pt7kcpMenAyd1O+bmyRDHQsybeD4/23tjqdHljNBsyaVICtNYfhckeGU/rHBsnfuul0emHQRzYwXG4fnnh9L6oqh+PnUy6Gs0shp8mtnM8UzXVxus2JVW/sk+zhuuu/y3BOivw+xvP3gYijz+L4S/U6jmka1syZM3H99dfj888/x3/+8x8AwODBg1FUVBSXGV5ZWVkA/NPt7fazXfBtbW0hz9tsNhw/fjzi9a2trYFteorjeLS1yd+KUEunY2GzWdDW5oTPR4P7zEb5a8Zs1KOlJbpB7lJ13ObyiTYQAH/DqLnVpWqGGhvUBSP0grAMIjKLbru+GEue/kh0P7WHmnD6jAs3Tx4pugZa9YxiFA7NwfObIp+rmpCHJ17fi4qSwfDJtIq21hzGM3dPxAtvho6hEma5vfL2l9jz1YmQx5fOHo0nXt8b0TBSkyyeYQmtm2Autw/r3z+IytLzkKmQGq50TQjbqL0u2hR6/9o63GBT5HcxHr8PRBx9FsdfsuvYZrMkZkFYvV6PsrIylJWVxborRXl5/tsLDQ0NgX8LPxsMhkBWUl5eHnbt2gWe50PGFR05cgQFBQUxl0PrkfM+H0czHgBYDKxkb0b5xYNgNurQ5vL2aPZReB07XPLrmjlcHuTYzLIZQtbuWV1CmYVekHtnj8b0y/PR4fDAaGDB8cB/TneK9roI9DoWqzfW4UBjM2ZNKsBFudlwezgYDSz2HzqFC4dkoaJkMKZW5gUe/7qxBU+8vheFuTmwmvTgeF6yvIW5OTCwDBZPL8HxZkdI2cIbRMDZHqyqyuEht7eE8xb+rbZuwvkTytnAv2PdRu3vj9J6dg6nF5kKt0ETRe73IdrzJurQZ3H8pXodx/Tb39HRgRdffBFz587Fddddh7q6OgDAmTNn8PLLL6OxsVGTQgouuOACDB06FNu3bw95fNu2bRg3bhyMRn/+S2VlJVpbW7Fr167ANkeOHMGXX36JyspKTctEtCO1PEX5xYMwt6oIqzbWovrJj/CLlZ+g+smPsHJzHXw9GGzqYxi4FX4prWb/1PLFM4ojBkAHp1WHl9nl9uHJ1/eCZRi8t/soHlm3GywjHn4afrwDjc1YOns0DjS24JF1u7Hi1T14ZN1ufFJ7DEadDiPzcrClpiHw+Pr3D6IwNydQFj3Py5aX4TiwHIeB2Ra8u+ts2cIbRAJhzI/YefekbgTBM/y02kYtpfXsrFEmh8dTOizXQkhv0+OcouPHj2P27Nk4fvw4cnNz0dDQgJdeegnjxo0D4M8TElKk1XI6ndixwz8t+Q9/+AO+/fbbQA7SpZdeipycHLz99tu49957sWjRIpSXl2Pbtm3YuHEjXn/99ZDeqrlz5+Lw4cO47777YDKZ8PTTT4Nl2ZjDGymnKP7C82jMRj1WhQ2IFoRnCoULr2OeYbByUx3yh2TjQGOLZE/H7TPP5vYIWTyiidYSZbYadODhDytsd3iw72CT7PFuunoEPvvyuOQ2ZYV2zJtSBIOBhcvtC0nFlsoOkitvcL7QL1fvFK07APi/xRXgeajYj3R51OQLabWNEo5l8VzYIGtB+PueKoJzisxGPSwGyinSGn0Wx1+y6zjuOUWPP/44Ojs78dZbbyEnJwc//OEPQ56fNGkSPvroo6j2efr0adx5550hjwk/v/rqqygvL8fkyZPhdDqxZs0avPjiixg2bBhWrlwZcfvumWeewWOPPYbly5fD6/WioqICDzzwAKVZp4HwRGuH26tZCrKQqPzV0eaQWVCCsgI7JlfkocvjhaX7F0hNorVYCjcD+MtlNciON6qakIcOh1txJhY/hYee51Wna6vZhmXke04yLPqzdSuxn/4WPYYNzpL8sFOTUK7VNkqEHi6xBPHgtepSCcPzsJl1yD3XRl/ahMRZj1sIO3fuxM0334wLL7wQLS2RGSoXXHBBYPC1Wueffz4OHDiguN3MmTMxc+ZM2W369euHX//61/j1r38dVRnSTV9I+VVap6zT6YU5yyzaQ9Hm8uFkY3MgCVjYV/AsqOBxOrYMEx743U48cus4WLq/fGNNdrYYdBgxLAdPvL4Xj942HlMmRI4LqqocjsIh2ZDjcHlh6WdS/X7LXRvCcwCjMG5FF/MyK+F1YzXpAZl13OKJY1m4PV4snDYKbi8n25tGCOl7etwocrlcyMnJkXy+s5NmRcRbX0m7VZrt1Ony4I9/PSCbpAz46+bnU4oCPwuzoIItn1sOl9sXOKYWyc4Mz2PhNH/vRFtnFx4RWa5ja81hPLaoQvY8LWZDxFIdUu+33LURvFaakCjNcWE9ZhqNWwmvG7NRh+Vzx2LDBwcTft3KvU/UICKEADEMtB4+fDj27Nkj+fz777+PkSNH9nT3REFfSru1GHQRg00FQk6PUpIy4K+bA43NivsSeki0SnbmWBZr3qpHYW42+vczoawg8vgutw9HjrWKPgf4Gw0HGptVvd9K18b+b04FnhN6zApzs/HobT/E49UVWHnvRFRr0EARq5uqyuF44/2DCb9u1bxPhBDS40+Cm2++Gdu2bcOLL76Ijo4OAP4ZNo2NjVi6dCn279+Pn/3sZ1qVk4RRs9p4byE1C0cYj7O15jCAs0nKcnWzdks9Flwvva/G/7QGekgcXcqJ1mq32fPVCax//yDuX70TkyvyImZtlRXakW0zY8qEyOdK8u1YcH0x1m4RT2MPf7+Vro0cmznkMaHH7IHffeofJK7RgqNidXNRbrZkfcXzulXzPhFCSI9vn02dOhXHjh3Db3/7WzzzzDMA/Et/8DwPlmVx1113YdKkSVqVk4RRGmfjcHnPDkjtBXQ8j+ppxWjv8uL4KUfIeJzg/B+H0wu5P/pdbh/aO7tQPa04MKbFbPIHDTIMj1urigINAqVMm06nF4BysnPwNmJjmc4dYAXLMFj63McAEDHO6evGFrS2u2RzjoLfb6VrQ26NNi2vG7H6U1ofLl7XrZr3MjAwnRDSZ8U0FWvhwoWYOnUq/vrXv6KxsREcx2HIkCG46qqrAkGKJD7UpC33NgzPg2UYrHhV+rat1aIHq3AHxtIdLBgyk8l/hJBBxUqZNhkqMm3Etgkfy/TsPRMDzaaqyuEhwY1fN7Zga81hTCgdLHscq9kQ9G/5csmt0Rb82lgH8YvVn9L6cPG6brV4LwkhvV/MnwSDBw+m22RJIIyzieesoVRkNek1SFJWVzdqjsVDPtnZYtKDUdjG2r3N8rlj8cb7ByMSpJfPHQuDXie7j+A12JSujeY28TXdgutGi0H8YvUntz5cPK9bNe+lWOQAIaRv6XF4o2D//v3YvXs3Tp8+jf/+7//G0KFD4XQ60dDQgKFDhyIjQ9vFU5MtlcIbfQyD1ZtD17LqjbPPwnkZRjJnRpgRxjEM9n9zCjk2c6DXpbnNhdILB4CNom6UjtXidCPDYhJdl2zR9GJ0urqQZTHB4eFwstkBhkGg90dIo9bzfCBUUiqgcl5VEY6fdmDrxw2i65/ZMgw4J+Nsr5fYtVF+8SDMmzoKLrcPJ1scYHC2LCOG5QSuG6WyhIdlyl3H4fUnNfusJN+OGyYV4Af9zXFrzKu5blJVsoPvejuq3/hLdh2rDW/scaPI7Xbj7rvvxgcffBBYY0xItO7q6kJlZSV+9rOfYeHChT3ZfcpKpUYR0DdyisQopTZrFlfAMOh0+8DDPy4lw2IAAyDD6O/RcHg5/Oql3fjFnDEw6NjANh4fh9/+6V+4/5ZyvLA5shwLri+GgWXAdJfZ4eVQ/eRHksV49p6J+MVzH0veXnvyjgkRAZbB10aGRQ+DXofnRepkwfXFMDIINEaUyrLy3okhx1K6jsPfq3/U/wc8gPzz+6s6Dy2pSeBORcn+QuntqH7jL9l1HPdE69/+9rf46KOP8NBDD6G8vBw/+clPAs+ZTCb85Cc/wQcffNDrGkWpRouUX7W0aoAp7UdNWKJcarPSlHS5ZUHCy/nyO19i4ughOCfLDI4HOI7HqVYXPvrnv3HLNSNhMegw2J6Je56piXh99cySQIPIbNSFNGhOtzoxKNsKhmHg6F4KRE5bpxsjhuWIJl6H33YKr78cmxkMz4v2/uw70IQX3qzD4uklgR60aAbxcyyLM04vvm8+JfleMTwPHQtkWg3ocHrwx/ekA1rjPUFATdp3qhHq+FjLaWRY9LAY06MhR0g66nGj6J133sGNN96IG264QTTRevjw4RELt5L0pVXPi9J+1IQlKlETV6CmN6LL58ONP74Ia96qjyjP/OuK0OXzwcyygWDG8G0Kc3OwckNtICBx68cNIY2askI75k8dhQd+9ynuuCF0mZpwbo8PC64vFr1NtzCokSdVf/OmFsnWyfFmBwZlW6DjedWD+NW8Vz6Gwdot9bhq7FBs/bgBUyvzVO2b+Gnx+0AIUa/H/dSnT59GYWGh5PM6nQ4ul/iATpJetAqKVNqPVgF7ano61GAZXUSDSCjPmrfqwTI68AyDdVv8wYzL55Zj2ZwxWD63HIW52WhqcQDwzygLHwsECL00n6N6Vpk/NFIiuFEIlTxx2oEpE/Lw9F2X4f8tHI9n7roMUybk4dVtX4JnGNn6O9nskD3XDocn8F7KhWVGE2wpvN+5g7MC5y8MtJbbN/GjwElCEq/Hf5ade+65aGhokHz+X//6F4YMGdLT3ZMUolXPi9J+1ATsZSpM6QYAs0n+slZ6XuD2+mTL4/b64GWA3V+ewO4vT0Rss3xuOQDILvRae6gJP5s8EltrDuOpOyvxokivVNWEPDy3fh8uKztP8nmX1wdf2FIdwZTarUYDG/JeLppWLDmIn+F5dLrl68bR5Q0sfjtlQl7g/IWFcYXtxPZN/LT6fSCEqNfjRtHkyZPx8ssv46qrrsLQoUMBAEz3J+/69evx7rvv4p577tGkkCS5tAqKVF7YVZuAPaUp8AzU9WwplUcpKFJYMkQpsNDp8sLl9mFn3TFUlAyOCG584vW9mDe1CGu2iPdaAcD8qUXodLoVyyI2TV/oiQLOvpdCWKbU2C8175UwpjH4/MXCKwfbrbCaDHC5vX1uwoAcNdcfBU4Soq0eN4puu+021NbWYvbs2cjLywPDMHjsscfQ2tqK48eP47LLLqP8ol5Cq6BIpe00C9hjgKoJ/rErYr0qYHj/RgqUyqMUFLm15jCeuXsiTp1xyu7H0l0vmz/8Bktnj8aWmshp98L4JDG1h5rA8bxseYWyvPBmaO+PUCdPvL7Xf05B75HcIH4175VQN+GBjcHhlWajDs/cPRGrNtb2+oWNo6Xm+iOEaKvHv1VGoxFr167F1q1b8d5774HjOLjdbhQWFmLJkiWYOnVqoOeIpDetgiKV9qNVwJ7FqMd7u46iMDc7otflvV1Hcev1o1TtJ9agyBHDcmBkgB/kWGV7aU63+sfeCb0oc6uK8D8/LkRzW1cgX8npku81cHV5kWMzS5a3MDcHBpbB4uklON7sQIfDE7FUitbBlkLdyAU2zptaFBFZAEQ/U7A3osBJQhIv5vDGvibVcooSRaugSKX9aBWwl8j9qKkbqf0suH4U7l/9Cc50uAOPCT03QkNl0bRidHl8qrKDtCqvlnWzdms9riofGjHYvKzQjp9PKcLtT36oeF59VToHTqaTdPosTlfJruO4hzcKfD4fvvjiC3z33XcAgPPPPx8XX3wxdLreOYukrzaKgGTkFPUsYI9nGGz9pAGTK4bD6T6b12M26vH2zsOoGp8XVbmVgiLVnJPkefE8HEGvMxv16PL4twneD88wWBnWkBGEp0xrVd5o6kbuveIZBi6vDzzPgON5uLrOHvN0exd+sfITyf0/Xl2BAb1oYeOeCLyf3e9VugROppN0+yxOR8mu44Q0ijZv3ozf/OY3OH36NITdMAyDnJwc3HXXXZgxY0ZPd52y+nKjKF14wIFhdJJ/YfO8D4aep1EkTaou6xLLdRxtenZfRZ8V8UX1G3/JruO4J1r/+c9/xkMPPYQRI0aguro6MAPtyJEjeOONN/Dggw/C4/Hgpz/9aU8PQdKQFj0QahKt5bCsHivDAu+As/ku1TNLAmMx1Bwrul4g6f2EbyOMu3EELcVhMujh7PKiQ2Q/Op7H4uklgX1kdPd++XgvGFYf1ewtLXv92lw+nGxshsWkh1nPRrUfLRc27qtL3hBCtNPjnqIrrrgC5557Ll5++WUYDKGzJDweD26++WacOHECH3zwgSYFTRXUUyRNi9TrWMdQ+BgGTrcPdzz1keQ2z94zEZmGKMbfKJyTmv2IbVNWaMfMywvwyLp/AEAg9VpqP2L7GDNiEOZOLYpIupar90Slk0e1nxh7wDRb6y5F9bbPilRD9Rt/ya7juN8+KykpwS9+8Qv8z//8j+jzf/jDH/DEE09g//79Pdl9yqJGkbhoV1YXw7EsnhPp4QH8jYPbZ5bI9hgJZZg1qQC/XL1TcrvHFlXA3t+seKzw9cKC1y/jAQzKtsJs1OGlv3yB8wf1i1io9cj3rVhw/SgAkD1WYW42AOBAY4tsecT2MWtSgeTrxOpdi/dJbj9mow7zphbhotwcOFwe1T02sfTyaHVOqaw3fVakIqrf+Et2Hcf99tmIESNw5MgRyeePHDmCiy66qKe7J2lGi9TrWBN8hTLcMuVi2eNkWPSqjiUkMgOQXL+s/OJBuOmakVjzVn3I48IsMqfbC56XTpquPdQUWA9MLvVaqrxyadli9R7PdPLgOgrOVFLTYxPLwsZanRMhhPT4k+LBBx/E9u3b8corr4SsceZyufD73/8e27dvx/LlyzUpJEl9Wqw3pibBV8AzDBxeDqc63HB4Of/P3ccwGXSS62sJ+S5qEpkdLi/MRh1mTSrArxeNx18+iVy/LPfcLMn10bZ+3ADwjOKx3B5OMfVaah9Krwuvd63WhRPbTm6Nt2jWyIuWVudECCE97ilatmwZWJbFihUr8MQTT2DgwIEAgJMnT8Ln82HgwIG47777Ql7DMAy2bt0aW4lJStIi9Vptgq/U+JGfTykCADz5+l4svWm05DgfluNUJTLr2LPjfC7KzcZ+kd4IpXXNeMgnTQORic/i5RHfh9Jrw+s9nunk0fZaaUWrcyKEkB5/WvTv3x/9+/dHbm5uyOPnnXdezIUi6UeLWURqEnx5no9oEAH+L90Dxc2BMjzx2l7cO3s0ujy+wEyt4HwXVWnBQKDn4+pxQ0XLrGZdM4YB/t9tP0TtN6ewteYwXG5fyLG+bmxBwZBsxfKIPS+XFi1W7/FMJ1fTa6VmjbxoaTmDjRDSt/W4UfTaa69pWQ6S5hieV1xZXQnLcVg8o1i2h8fh5STHj6zdUh+yvteCFR+cLcP04pBB2mqPJTwn1SOj1FPT6fLgkXW7A/teOnt0SFq1MPts2Zwxsuu1dXm8ouU98n0rFk4vxu821WG/ilXntXifpPYTba+VVrQ6J0II6fHss6+++gqHDx/G5MmTA499/PHH+N3vfge3243Jkyfj5ptv1qygqYJmn8nTMqdILJH5VIdbNgH5idsrkJNpCiqDATlZZni7PKJ1LJfIHHwsqVlecrO/hJllwbeUygrt+PnkIv9ttaCconaHBw+v/UdgdlvwLLatNYfxyK3jMCDTGFE3Rr0OPHww6LTPKVKf4cTB5fYi02LEC2+pS92Oh96cU9QbPytSCdVv/CW7juM+++yJJ56A2WwONIq+/fZbVFdXo3///hg4cCBWrFgBs9mMG264oaeHIAkUa2CilliOQ6aBRaah+1ZLUDmUehss3Q0NYSaTXs+in9WIli75wc4Aj8AwYJZFR5cXRqMuMA1/5NAcTCg9Dy9trQ/pqTryfSvmX1cUMdi6JN+OOdeMQHunG8vmjAlp4DAMjww9Gzgvq54FrIaQ1ePDhZ83311evY4By/n3JZwzx7LoVNGY4XjAx/HgecDDARzPwaTzNyS8DINVYREASnlRPo7DouklWLvlc+z+4kTgcTU9Nlpcf7HMYEtlsQZkEkLU63Gj6Ouvv8bcuXMDP2/ZsgUsy+LNN99ETk4OlixZgj//+c/UKEoDPfkCFJOIAD0tx49InfeC60dh+QufYkplHpbPHYs33j+I9e8fDDSQpl+eDx3LwGjQYfcXx/HA8ztx1dihmFqZB7eHw6BzrOB5Hn967wD2fHUiZN9LZ4+Gs8sLqz50bI3SeVkNOngBxfdJzXsptc3864rw8rYvcfO1F0c8D5xNBBfyoqTe74XTijHnmhER67dF+z7Qoqe9P5SSkFTT46kg7e3t6N+/f+DnHTt2YPz48cjJyQEAjB8/Ho2NjTEXkMQXx7IR41SAs1+AHKvuEuFFPrwB7adjC+NHygpDp9xHO35E7rxfePNzVM8qQ965WdjwwcHANkJPzgO/+xTrPziIvV+fwPr3D+JMhxvr3z+IR9btxopX94DnebzyzlchDSIAONDYjOY2F8wmQ0iUgP/EGMy8vCAiSqAk3z/uiBNJsxbKK7xPat5LuW3WvFWPif81BCeaHYoZTnLv9/Ob62DW6zAg0wirQq+GVtdfb5So3ylCyFk97imy2+04fPgwAP80/C+++ALTpk0LPN/Z2Qm2D3+gpYtYAxMFiQzQ0/E8qqcVxzR+ROm8fzZ5pL/sMuc0pSJP9Dlv0ABtQXCw4aqNkcGGLrcXj6zzjykSepyEW26PrPsHHr99guL7JPw7lm1+NnkkTpx2iD4v6HSGBluGi+b91ur6640olJKQxOtxo+iKK67A66+/DrfbjdraWhiNRlx55ZWB5w8cOIALLrhAk0KS+FETmBgY2yO3nYoAPS2nY8c6fkTpvJ0uL5T2KDUFvaW9K+IxpWDDn0++WHZMkZqwSYAPWYokfLC2w+kFr3BWTpdXcRZZhkWv2fut1fXXGyX6d4oQEkOjaMmSJWhubsaWLVvQr18/PPbYYxgwYAAAoKOjA9u3b5dcF42kDrWBiUrSLUBP6bwtKsqbaRXfh9i+lYIN+cmiT8nuM/R5PRgGokuRCGOZMqx6xbajxazH/kNNkuObhMwkVuHOjdr3W6vrrzdKt98pQnqDHve9ZmRk4KmnnsKePXvw97//HVdffXXgOavVipqaGtx5552aFJLEjxAKKCY4xFCJMFBYTGAAdApROu/TrS6cbnWhVGKb0nw7BuVYRcc2DcqxRrxOKdjQ1eWVLY9FxftkMepFe6OEJUcsRr3seZcV2sHxPI41tWPhtGLR8U1ChpNW77dW119vlG6/U4T0Bj3OKeqremNOkVdkEG+PZ59JBOgla6aMXB1LnfeC60fh/tWfwGTU4eFbf4jnN0nXjVQ2Tvi+l88tD4Q4ill570QYDTrJ9+HVd77AnGsvln2fOj0cbn/qI8ljPHfPRGQYWHgZBqs3hoY9CiGR7+06innXFUHP87IZToB277dW119vlIq/U71RqnwW92bJrmO1OUVp1yi66aab8Nlnn4k+95vf/AbXXnut5Dbbtm3D8OHDYzp+b2wUAfKBidFIVICemuMEBwtK5buInjeAji4vGDB4/d0vkTs4K2KMTuN/WnFrVZGq7B2H04v+/Yx44a3PFYMNxcrT3ObEL1buRFnBACyaUQpnd55PRneeT6fTBZvJiBNtXfjl6p2S5VmxqAIDbcZA2Y43O9Dh8ISMOxKSttUGLQbXsdmoh8XQswwdra6/3kirOibSUumzuLdKdh3HPbwxWf73f/8XHR0dIY+98sor+Otf/4px48YFHrvkkksiFqQ9//zzE1LGdCQXmBiNRAToqcluUZvvInXemQYWDi+H3V+ewO4vQ6fWC266eoTs7J/wfatZikKsPGaTf9zNvoOnMP/X70cc59l7JgKIbkHdE80OPPC7T0W3i2ZmE8PzsJl1yD3XFtOHnVbXX2+kVR0TQpSlXaPowgsvjHjsnnvuCclIAgCbzYbS0tIEloyoFUtvklJ2S/W0YgBQ3EY4XnCScj+rAWbj2eUyTEY9fvrjQjAALjy/f+RsLpcXln4muLw+8DwDjufhdPl7OizGyJ4OHYAF141Cl8cHV5fP39Oj4q9+q0mPR2/7IRwuD+zZVpgMOrR2dMFi0sPR5UGmSe9PtI5iQd0fjx0qe0ya2UQI6YvSrlEU7l//+he+++47LFmyJNlFISrEmtCrJrsFUJehE5ykHJwjFNyoKCuwY+YV/kVbhdXthdlcVosBL26px1Vjh0a8rjTfjkVBY2Jkz1vmfH0Mg9Uba0NeJ4z/eXjtP1CYm+Mfe4PoFtSdMkE8Y0lAM5sIIX1R2id/vf3227BarbjiiitCHv/ss89QWlqKUaNGYfbs2dizZ0+SSkgEWiT0qsluUbNNeJKyZI7QwSa88f5BVFWeHYtWe6gJf/m4ATqWwTUVeTAbdSjMzYbZeLZ5sz8okbmn5y31OmE2WVXl8IjkZz3P4/aZJXj2nolYsagCz94zEbfPLAk0zoS6+bqxRXYWmpYzm3iGgcPLRaZ4E0JIiknrPwe9Xi/effddXH755bBarYHHx4wZg6lTp2Lo0KE4efIk1q1bh1tuuQWvvfYaysrKYj6uXqtk5u5BX2oGf/UGbS6lXh4ONrP8l7FZYYq22aQHq/ClazUbIpKU5XKEag81YWplaM/K/kNNOHHagYfW/gPA2d6jJ17fG+hREhKZWYbp0XnL1VdwmYTj9A/K9DFa9CE/o7vRZDX7xx1trTmMpbNHB14vKCu0Y9H0YhhYBoC6xovcddzl4yV7yEw6ahyp1dc+KxKN6jf+0qWO07pRtHPnTjQ3N2Py5NDkuzvuuCPk54kTJ2Ly5MlYvXo11qxZE9MxWZZBdnZGTPsIZ7NZNN1fqjrZ2Cz7vMvtRe65NtltWl1tsuNmGIZBTpZZdnHVnCwzGv/TFvK4Uo6Q2ajHrEkFgRlagP9aEAT3OAU3rhwuL/QKX/5S561UX8Fldri8GDY4K+T5docbrR1dgZlqWZkm5JgMgbp54vW9IcuKZFoNOH9QJs7p4fUYfh23O9x4+vW9kj1kS2ePRj8rjVuKRl/5rEgWqt/4S/U6TutG0dtvv43+/fujoqJCdjur1YrLLrsM7733XszH5DgebW3ya0OppdOxsNksaGtzwufr/TNKzEaFXh6jHi0tSnEHPKomnO0hEQjjbAAe3i6P9Eyv6cXwdnkiZmopLW3hcntxoLElpDeoX0boF7pYj5LVrNxzJXXeSvUVXGarOXQfcj00i6cVY1V33QgNOKFuWB+n4j0IJXUdt7l8og1TwN8wam51wdslv8wH8etrnxWJRvUbf8muY5vN0jun5AtcLhfef/99VFVVwWCQn4qsNa2nxPp8XK+ZZis3s8xiYGV7cCwGVrEeLEY9tu86isLc7IiFU7fvOooF14+C18tBB3QvGhuW78Lx8HI8rCY9SvPtgQBDYYyNVA/U140t/lXuSwbjkVvHod3hgY5hInqPgntvhBlfDM/36Lzl6qsk345vvjuDWZMKUHzhALi6vGhjEBgLpDT7TnRB3e666anw69jhUljXzOWBVU+30KLRmz4rUhHVb/yleh2nbaPo73//OxwOB6ZMmaK4rcPhwEcffYRRo0YloGR9l9LMMobnVWX1yGE5DvOvK8KqjXUR63sJM6wEcvkuLMdhUdBMLakxNkIP1HPr9wWtch/6fHDvkdB7I8w+E8rTk/OWqq+SfDuuu2w4eJ7HlprQdc7KCu34+ZQiVbPv4p0nRWt3EULSTdolWgsWLlyIr7/+Gn//+9/BBN2e2Lt3L9auXYsrr7wS5513Hk6ePImXX34Zhw4dwh//+EcUFxfHdNzemmgdK55hsFKkdwJAREKy2pwiue3UJiBL1THPMHhxS31IWrXZqIOX43FOlhknTjtCMomqKofjQGOLZE9SYW42Dn3bgrlTisDzPCwi5elpPlPw6yxmA/Q6Bj4fj9e2iadtjxiag4e7B4CLeby6AgM0yiAKvA8u/1IgwflMPMNgZViDThBNajbpXZ8VqYjqN/6SXce9NtEaAFpbW/Hxxx/j5ptvDmkQAYDdbofH48HTTz+NM2fOwGKxoKysDA8//HDMDSIiTU1+kJCQrCb1WqnXKdYEZKfHJ5lWvXxuOVa8GhrhoDQ7beYV+Zg05oLuqe+MaHl6mvbN8DxMBh3Wbf0iUB8PzRsbyEcK7zG7rOw8mI26wC29cFr10ATnPAUfX1izTIueQUIISaS0bBRlZWWhvr5e9Lnc3FysW7cuwSUiDpcXZqMOVZXDI3ouhPRnoTGg1GPCsWxEYCHgb1yt3VqP+VNHBVKn5XpcOJbFGacX3zefQmb3OmFCL4ZceQ99dyZiLI/S7DSDnoXL7UOn0xNxrODyCOnZUtuIEfKKjp3qwFNLKmHQseh0emA16zFlQh4a/9OKMx1uAP4G2pot9Zg3tQgrN9RG7EvIIOIYRrEsSj114Q0i4firN9ahemYJWI6DjufFxy9Rg4gQkoLSslFEUk+GRR8YcxPec7F09mhkBK27JdcD5GUYnGx2iPY6mY06XFU+FKvCGkxiidhKvRhy5b3usuGYWHY+fvfm2R4OpdlpHi+H+1Z+JHosNeWR4/T4cOxUBx6+9Yd4flNkWvWjC8fjged3BhpG+w82YW5VUUTDTqgnDsBKhbIovU/OsJynYPsPNcHZ5UWGQX3PICGEpILUTlEiacNk0IsmQgvpyyaDXjHZWUiZ7nCIz1oSUqeVkqHD06qDyyKkP8uV960dh6FnGSyeXoJHb/shls0Zg/79TCgtEE+ALsm3o+6bU5LHUlMeAcey6PBwONHWhU4PB45l4XJ78Ys5YyIaRMI+1rxVj+pZoaGkTpcH1dOKsfLeiXi8ugIr752I6mnFYBkGKxXKoiaBW01qOCGEpBvqKSKacLmlew5qDzXB5fZ/ScqNOxJSpsOzfgRy43qCxy2Fp1WHl8WfMg3ZbZxuLzgeePSl3aiqHA6zUYd5U4vw9dFm5NjMgdttzW0unJNlwf+FjUEKPpbwb0H4bTtnlxcZRh28gGhv0qIZxehy+2TL+7PJI0Mes5r1oj00HQr7EepGaXyYRWFcksWsj2nhXy2lSjkIIamPGkVEE1r0HHQ6/T1EUplBSuN6hHFLwn6kj+OF0iQEh8sLnucDt9i21hzGL24ajU9qj2F/2C2lKRXSi6t2Or0Azn4BBy88G9zAq55Zgp21xyTH6Nx4ZYFseZ1B9RtYu0zki1+rurGaDbK5TmaDLmI2YjQL/2ol1gWICSF9C90+I5pQk0mjtI2QMr215jCqJuRFLFiaaZUP6RT2H55WHXkc5bJYzXpkZZoCt9iqKodjS01DSIMI8PecbKlpCFkwNrTM+pBySy08m2Mzy65zpnROQs+N8IXv8vpEF2DVqm6EZPHw96gk344514zAuq31MS38qwWl24BuHrQ4LSEkBPUUEU1YDDqF1GZd4N9S21hN+kDvg9i6XD/IsSofg+dD9hNOfcq0Dg4PF9hHtAvGCsc60NiC4gsHYMyIQdjz1QnJ/Sj1ghn1Otlzshj1WHnvRJiMeqx96/OQqIHgnhGt6oZnGLwnkSze5faKRh0AkfEM8aQUE3HsVCf+8kkD9RoRQgKop4hoQsikKSsM7TkIzqRR2oblOFTPKMbiGSX4xU2jcXHeOcixmTEwx4LsfiawKo4hlGXe1CI8+PNyLJ9bjlmTCmA26kJSr9WU1xm0TIVSoyX8K1VIwl67pR7Pb67DrdePwuIZJZLrmSnNbvNyPiyeUSzaM7N4RjGc7i5YDDqs3lgb0SAJ7qFhOU52P2rrhuU4zLuuCAcaW/DIut1Y8eoePLJuNw40tigGpCVqELbScdweLuG9V4SQ1EY9RUQzajJp1Gzzad2xkL/whQbGX3cfxfyqItnXS40heebuiTCwDJigLB6lsgTfRlJqtAzMtmL53PKQHhNh6Y99B5rgcvvwad0xTJkgPv5Iae01o16HJ17bi3tnj0aXx5+HlGExwGTwP37njWWqAzT1PI/bZ5Z05xT5k6jDE8HVvE/B+xG2sZr0gUH1UhK1vIfScYT3NJG9V4SQ1EaNIqKpHmfSMAw8PI+XttQjf0g2pkyIXOx12HlZWLW5DrdPK4bZqAfHA+0OD3gL/OGD/NmV4QflWPCLOWMCQYdujw96kx7h/QFy5Q2+JSjXaCkrtIMB8Mi63ZKn19TiQP6QbPTvZ0JZgT2i8bK15jCWzx0bMfOrJN+OhdOL0eXx4cfjhuLO33wUkVQt3NI63d6lOkAz1kRwActx6G/RY9jgrEB8v6pbqWHXRU+DLeXIlUNY5FcQTbhob9VXz5uQYNQoIgkl1ZMz64oCWM16yaUrqibkQccy2FpzGG4eeH5j5NT1hdOL8dXRZgzKsUgGHaoJSxQwPI+F0/yLxsotGLtwWjFOn3HK7iu7nxkHuhsnS2ePBseH7qcwNwdujw+zJhXglikXo9PpgcWkx6lWF5at/BhnOtwoK7Rj+dyxeGTdPwINo+BbWmoDNNWIZdZWtMt7xBJs2ZNyCNfTE6/vDTwm9Cr11dlqffW8CQmXtgvCJgstCNtzcovGlhbYMa+qCGu21EveQrrp6hH47MvjOPjvlohZYABQVmBH/pBslBf9AK++85Xkfm7vXoJCCceyeOHNzzHsvCyMvmggOl1eZGUa4fVyaGnvgkHv74U58n0rfjxuKP4iMqsM8H+5/HDUYKza6F92I7g3h+eBAf0t2Fl3DFtrDsPl9mHxjBLsrDsmfo6Fdiy4bhTaOt2iS288J7L0BgCMGTEIC65XtzxKNIv7AvKL7ir1PMiVOZr3So6/HBxOtDjAAIGes+CGZfU0/7qI0Zx3IsXzsyLa97s36mufxcmQ7Dru1QvCkvQkN+Zl/8EmcDyvGFAoG+B4sAlTJuTBoGMVAwozFcYIAYCjy4s9X50IzBqTuz127fhhqOoeLxR87LJCOxZcX4wlv/ko8JjL7Qs5h6fvuizk53OyzKINIsA//sXr486uch/0ZSUVoGk26vCTceqWRwGiW9xXjppbqWqCNtW8V8rlYDBkYKZs75XDy2ly3ulGq/ebkN6AGkUkYWINeGzvdEfM8grHQ11AYWAsjex26mefudw+PPPnf4XECBgNLOz9rWjr6JJcsR7wn1cwtSGVYo+LkcpGEmZehfcEqHmfxI7fE0rvlUPle6WG0uDxRJ53Kumr502IGGoUkYRRFwooTadjkG2zym4zMNsKpTvCasfWBAcdKs0+MxrYiB4gAHj2nomwmOSP5/WFNoKUjiVVT1KPq10eRWk/ap+PhlKYpDWKcVBqyPVeJfK8U0lfPW9CxFCfKEkYYTaQmNICO8xGHUrzxZ8vK7RjULYVFqMOY0YMwqxJBVg+txzL5owJZBGNGTEIFqMukEkkpiTfLpkVFE4IOgTOTpmX2mfwTKbgx60mPSwmveR5ib32dKtLcvHZ4CDMcFL1q6bnSc1+lI7fE8F1HE6ov0RJ5Hmnkr563oSIoUYRSRi5UMAbJhXgdIsTiySCBRd2hzt2eb24efJI0dDAmyePRJfXC4/Ph4XTxfezaHoxPD514YHBQYdSS4+Udu/zyPetEccSwhBZjhM9L+G8t9YcDnndgP4W0WNJzd4SSNWv2uVRlPajdPyeUBMmmSiJPO9U0lfPmxAxNPssSjT7LHais5IAOL0+6HQMdKwOTolgwU4Ph7Vbv5CcrTSvqggWkw6vvfsVqi4bHsgpyrAY4PFx2LrjMG66ekRUX7ZCho6ze/aZx8fD4fIgw2yA2aiDx+cFAx3cXh8cTi+sImGIwfsRtsnoXlLDEVQXZqMeXR7/DLF+ViO83ceKJjcmvH7NRj1WbaqVzA2Sml2kZvaYMLPL5fbCYtLDrGd79CUaXjdi9ZcoqZjXk4jPilQ870Tpq5/FiZTsOlY7+4waRVGiRlFydXg43PHUR5LPP3vPRGQaWH/2zcbYcop6Ex/DSM686mkODWXbJA59VsQX1W/8JbuOaUo+iYpWicJq9iPVU+Tw+NDl8cKWYe7uKQrdB88waAubqRXO1eWfrRS6lMXZ/XCcF6c6upek6F7YtFOhvGrOKXwbq0kP8HxEj43T7UWHI7ZjyRF6bjqdHphNepgMLIwsIzLzygC9jsGZji5YTNIZQlJl4RkGr7zzJa6tyMOca0fC4fIiw+wPm3xl25e45ZqRUfUypFIvRTzStXuLVHqfCIkHahQRzRKF1exHqndh5uUF+N3mWtx/SzlWSuzDx/kU/8IQxsdIlWX+dUX49e8/g8vtw/K5Y7Hhg4MRy2oEl1fNOYVvYzbqJPctJCm73L4eHUuOWN2W5PvHLQ3sbwbbPfPK1M+k2MOjVJYunw83/vgirHmrXrSOu3w+mFl1QxZTqccpXunavUEqvU+ExAvdPotSb7t9plWisJr9MDwvmZxbkm/HrdcX4cU3pROtF88owb9PtEsmRwvHASBZlrJCO2ZfPQJ7vzqBLxuae7wfuW1mTSrAgcYW0deVFtgx55oRONnshNHA4nSrC5cU2MGrOJbc+yCXSlySb8eE0sEou3AAAOXUZp5hFMvi9fF4fnOd5DYLpxXDyKgb/5QqacqJSNfuqWR/VqTS+xQPya7fviDZdaz29hnNPuvj1CQKa7UfueTc2kNN8PnkE61dbi/0LCM6M0vohenyeGXLsu9AE5wuLy4d8QPF8qo5J7FtLsrNlnzd/oNNONPeFZg190ntMXg4Hk6JNOrgY8lRqtscmxlOj09VerGa83Z7fbLbuL3SYZVqyy2UJ1G0+l3ojVLpfSIknuj2WR+nVaKwmv0o3U1Rk0Tt43k88freiOTorxtb8MTre/HIrePg4+T/Yu1weNAlkzAtlJdXyM/udHoB8BEr0yvlIAXnBtUeasILb9ZhwXWjYDbqJJOvld4HpVRit4dT3EbYj1L9dTo9YBhGfj8qr5tEpCmrHQeTyHTtdEOp16SvoEZRH6dVorCa/bDy36OK+8iw6JFpNYgmRweOY9ZD4TtdMTEaUHfeGRY9GAYRK9Mvn1se1fH3HWjCqVYXls4eHRhvFG15lFKHjQZWVTKx1awXW6IshFNFj4na6ybeacrRjINJdLp2OqHUa9JX0O2zPk6rRGGrSS+bNG3tnuEklpxrNuqweEYJGAAP/rw88Dqz8WySrlAWq4GVTd81G/35P0rp0183tqBMIjW6JN+OTqcbFqNy3ViN+oh1xXqSft3h8GDrxw2oqhwueSw5cqnEJfl2NLe5YDHoVKUXWxTqj+OVz1HtdRPPNGVepEEEnF3zjQ/r7UqldO1UQ6nXpK+gRlEfp1WiMMtxmH9dkWjS9PzrisBynGhyrjBT69O6Y7j9qY/wq5d2B163dPbowJIdQlmk0ndL8u2YPD4Pa7Z8Do7nUT1DfJuqCXnYWnMYW2sOY951o0S3WTyjGP/36l488+d/SdbN/OuK8Pt3voCH43GgsTnkean06+DjhzMaWNQeakJx92Do8PIovQ9y9XLDpAKUXjgADM+rSi/u8nhly69nGdlzjOa6iWeacrTjYFIpXTvVUOo16Sto9lmUetvsM0GsicLRzE4JHuNhyzDihTc/l3zdgutGQa9jQ8rCMwwcHg4dDjfMRj148Nj71Qls/vAbuNy+kFlUx5sd6HB4AuOOttYcPrvNdP/ssc6w8z7T4cK9z34CALh4WA6W/PQSdDo9cLi8sJj1ON3qwsr1+3Cmw42yQjvyL4hccFUYZzS26FycbHbgnCwzGo+3Ye2W+ojbYyX5dhR2L9r6eHUFzCZ9z5OdGQZuDujyeOHs8vkTwY16MGqyorrfn1Mdbix/cVfIOKng+lty4yVY8eqewDmOLz4Xzi6fP/uph5k+8ci/OdXhxi9WfiL5/OPVFRggMg4mldK1BanyWdFbc4pSpX57s2TXMYU3kqiwHIdMA3t2IGmUXwJq/ioPXold4PZyIa8LH7Ts8XJgWQYswwA8L5nFUzUhL+J4FqMeA/pbsOnDQ6JJzkx3ICTLACwLsIz/L+LgVe1PtTrhcHmx5Okdkuc2pSIv4nFh3NNFudmBBsQzd0/EiGE5IWUJzi4C/GMzrPqevw8+AC+8KT2GJvhLzdK9WC3g/7ITvtysZr3suC1hTJSwTUXJYACA1NhrNV+kcqvX91RPx8HE+rvQm8XjfSIESJ0GNzWKiCbUzk4Jb9QsmzMmsI3ZqIsYtAwEheexLFZvrI1ofAnjeaoqhwde53B5sWbLFzjQ2IyqyuGYUpEHngcG5lhhNfjX55IahLtwWjHKLx6Eo/9pw8O3/hDfn+yQPTeLSS86cyx4/NCIYTn4suE0rh2fh+k/yg/pvRIGVwfGZvTwg0BpDM2i6SUR9Sc0yrbvOor51xVBz/OwGPUoK7SLr5VWYMeh786EvP6T2mOBelcb1pmIwD9hHIzUmm+x1DUhRDupFAxKY4qIJqxmpZXYDaJf2sEzsaoqh0cMWgb8jZ5VG+vg9vGyWTwX5WYHfnZ7ue5sI39vxiPrduNXL+3G2i314BlGtgHx/OY6zJs6Cg/cUo7nN9VJ9oAIfByPuVVFIY8Fjx8SErtffOtzPPn6XnS5fXh311E8sm431r9/MNAg0mIMzVdHm0UHu391pBknmh2iDcqtHzdg2HlZWLWxDhzLwsvxmHl5gejYmplXFIAJ+jl8jJTwXnEsG/VAZ63ROBhCUl+yPyfCUU8R0YRex6Ak3y6ZBqzXMaK32IRZTEKjRuqWTe2hJnR5lLN4AP+XXt03pyT34+jygmUge7uvy+0F3719YW627LnVfXMKoy8aiOVzy2E1+9c9Y1kG/zndicdvnwCjnsWSp3cEepLCc5YG2zOQYYy9q9jZ5ZXsaVs6e7Rkb17toSZMrczD+vcPwtHlBc/zeGTdP0SzoB5Z9w/8X3UFxhadi09qj4lGCKitY6lbqlqKXPOt94yDIaQ36OnQi3ihRhHRRLvDHRjXE75uVNWEPLQ73KJ3KrbWHMbS2aMBhIYainF2yQcuGrun68+fOgp3PyM+BghQFyQZHGIYXMbgcysrsGNyhX88UN7gLKx4dQ+WzRmDZavODu59vLoCnU4+pOEQPl5nxaIKZKrITlLSz2rE69sPiPa0AcDN146QfK1Q951OLxgmsozBnF0+8Dwv+Tygvo4TEfhH42AISV2pFgxKjSKiCYtJjwdf2CWZNP3kHRNEX+dy+wI9J4PtGbLHyLDIj3Xp38+EBdeNgsfHSSZDA+qCJINDIIPLGHxu/fuZcP/qnXC5fYHbgOHBjGrCJLUKBfQqLJPi9RZKvlYotxBIKSfDohzwqLaOCSF9W6oFg9KnEtGExaDDiGE5or0HweFuYo0al9uHQ9+24KpLh8jeprIY9Vg4rRirNtZF9EZNrsjDG387gFuriqDX6WX3k2HSgwfw64U/BMAg0+ofD8XzPJrOuPDRP/8Ni0EHnjl7SzC850SYRi+sdv91YwvGjBgEjvcnWrs9HPplGGA26sF0by9VHqtJr8kMJ4dLfpmKDollLITyC2VhIP4+oftxq9Fff0rnxPA8DXQmhMhKtQkRlFMUpd6aU6QFH8Ng9eY60envuuDZSDLbeBlGtNETMqOJZXEiLH+o8T+tmFdVFDiO1H6qZxQDgOS0/uBZWHL7EabRF+bmoGpCHj7Y82/8908uwpq36kNvsXWfGwCsVDivWDm8HKqf/Ejy+efu/RFe+ku9aCSA2Hk/Hz4bpMCOhdOLFesmYvaZwjVBlPW2z4pUQ/Ubf3J1nIjPCbU5RWnXKNq8eTN++ctfRjw+f/583HvvvYGfN2zYgLVr1+LYsWMYNmwY7rrrLvzoRz+K+fjUKJKnJmtCaRshPK/T6fWHD4qE58ntIzyLx38/yD/VnOF5yZBJoffnQGMLbp9ZEjhmcJhfhlUPg06HdkcXTEY9WIYBw/AwGfRYJRIXACAkTNJ/Xh5kWAyahwLyDIOVYR8s4WUAEKgbs0kPBgzA+OsmvCxyIYY8w8Dl9YHnGXA8D2eX17+US5TvFVGnN35WpBKq3/hTquN4f070+vDGtWvXol+/foGfBw0aFPj3O++8gwcffBC33XYbxo4di23btqG6uhp/+MMfUFpamoTS9h1qBrUqbaMmPE9qH3J5FyzHwREWFhksfBaWMPg5ojzgcU5G8MA/Bg63V3YGhcPD4aWt9XHN4RCmoEv9xRUIZwyut+7yi9Wx1PugVMdi5aKBzoQQOanyOZG2jaKLL74YOTk5os89++yzuPbaa7FkyRIAwNixY3Hw4EGsWrUKa9asSWAp+56e9BRZDTrwQNBjBhj0DLw+HhzPg4G/N8LVdXafYBh0dve6ZFoMMBn1ALjALZ/wZOyTZ5wYlG2Fy+2WLb8wC8vh9AYaA2d7rvzHsoT1mDg9PrQ75MfznD7jxLzriuDz8YH9sDoGG/5+EDdcXhCoI7ljqXlex/NYPL1EcZmKHvfo4eytR7E6PjfbCg6IKKPb60WHo+e9h71NXztf0rfxDIM2lw8nG5v9Ybd6NmWv97RtFEn59ttvcfToUSxdujTk8WuuuQaPP/443G43jMbETe/rS9SkkoZvIywIu+GDgxHjV26YVABHlxdbahoixunMvLwAj6z7R2CWWWm+HXOnFgW+rMXyesoK7bhtWjH6ZxpxpkO8cSTMwhJmhHkZBqs21IqOm2EBrOo+l+Vzy2Xr5pz+Frz4Zn3EfhbNKIaH98EIVvZYemG8lczzgfoNu42n9B5Es82C64vx1dFm0Trun2nErxdV4IU3P48o4/zrivDr338WWC8u2vL0Jn3tfEnflm7Xe9omWk+ePBkjRozAFVdcgRdeeAE+n//LsaGhAQAwbNiwkO2HDx8Oj8eDb7/9NuFl7QvUpJKKbVNVORxvvH8w8nUHm/DtyQ7RhOt9B5rwxvsHUVU5PPDY/kNNONnsCOxT6nWrN9bhvjmjRc8hfBYWx7IhA4nNRh1mTSrA1Mo8fHuyA60OD/KHZMNs1AVeJ6as0I6vjzaL5get3lgHHRt5rOBthIRoped7+h5Es80Lb9ahqnK4aB1XzyqLaBAJZVzzVj2qZ5X1qDy9SV87X9K3peP1nnY9RXa7HbfffjtKSkrAMAz+/ve/45lnnsGJEyewfPlytLa2AgBsNlvI64SfhedjodcoXVMY9KVm8Feqa3MppZL6b9+EbyOXYn1Olhn7Fcb/BBN+v5SSsedWXRwxBTR4FtbiGcUwssAZpzekQSSXFv3c+n24vftLP7xXa8H1xVjym48ky+Ps8ka8LnwbR5dX8XmWYXr0HkS7jbAAbngdn5Nlli3jzyaP7FF5bGad6PPpSM3vidj59qbPilRE9RsfPb3ekyntGkUTJkzAhAlngwArKipgMpnwyiuv4Lbbbov78VmWQXa2fMhgtGw2i6b7S4aTjc2yz7vc4qmlcinWSgnX4c9/3diCsgK74us6nf7lMFo7utDu8MBs1IHpnkW2eFYJjHodWju60On0YPnccnzd2AK9jpFclw0Arho7NCTg0WzUw+X2YlCOFa3tLtkwSSFFOlj4eB2eB2ZNKsDWmsOi++p0emHQy//VJfUeRLsND8AjUsdKybTOsOfVlif3XJvidulCze+J3Pn2hs+KVEb1q61Yr/dkSLtGkZirr74aL730Er766itkZWUBANrb22G3n72d0dbWBgCB53uK43i0tTli2odAp2Nhs1nQ1uaEz5fe00DNRvlLSer58ARotc+JPb+15jCeurMSLe1dsq/LsOjh7fIgw8AiI8sU8lyX24ff/mlfRIbRrdcVYfOH34juLzBrLSjgcfnccjyybjdW3vsjWBQWy80IS7RW6pUSW2/Mn0Qt3yhSeo/UbjMw24rWjsg6VkqetZjDz1NdeVpatInASAVqfk/Ezrc3fVakIqrf+Ojp9R4PNpuld0/Jl5KX5+/ab2hoCPxb+NlgMOCCCy6I+Rha51j4fFzaZ2NYutcdk04lZQP/Dt4meEFYILSHpH8/k+Q+hfE/wQpzc7Cz7hjGlwyWfZ3VpJfMyRC7/117qAlrt9SjqnK45G254N4poWzCeQcnY0uVR/h37aEmyTFRws/h5RD2sf9Qk+Rx5N6DaLexGlhYcqwR25xudcme5+lWFwD/ezxvalHIPuXKk+6/G8HU/J7InW9v+KxIZVS/2or1ek+GXnEDddu2bdDpdBg5ciQuuOACDB06FNu3b4/YZty4cTTzLE6EjJyywtDBxsEZOWLbbK05jBsmFaCs0B7oITnQ2IJH1u3G/at3YvL4vIgBzGWF/plpW2sOBx4r7Z6FdejfZ3C6xYW5VUURrxNmQbm94rdtZFdrPtiEi3KzJc9f6LUSxiY1/qc1cN4sx2HxjGLR8iye4c/2Cd7motxs2bE5weUQ9uHxef0NtwmR9VWSb8dt10u/B4Dy+xS+DctxWDgt9JxWrt+HBdePkqz3lev3BWYb7qw9huonP8S9z9ZIvsfB2Uq9hZq6JaS3SMfrPe0SrefOnYvy8nIUFvoXt/zggw+wfv16zJkzB/fffz8A4O2338a9996LRYsWoby8HNu2bcPGjRvx+uuvo6ysLKbjU6K1vFhyijwcjxfe/DykYSL0HBVfOABGPSuSU+RPvTYbdXj0pd0YO2owSvPtePy1PaieVYZzssxwurywmPU43erCyvX78P/dcilyMk0R5Wzu6MLS5z6BlAfnluNX63ZHPF5WaMfcKUXgeD6QcG3WR563XFJ3cJ1wPPDQml0hY4qE5Uy21hzGw/PHgeMRso9THW78YuUnEWORhNeNGTEwJHBSi+RxsXPKNOkDOUXBOUlCTpEtw6j6PU7FD0ytRJtT1Bs/K1IJ1W98+a93Di63F2ajHhZD4nOKem2i9bBhw7Bp0yYcP34cHMdh6NChuP/++3HTTTcFtpk8eTKcTifWrFmDF198EcOGDcPKlStjbhARZT1NtGYAeH2RadPCQqzr3z+IlfdOhFXP+vfJ8yFpyx1uH/59ogP/PnEQF+Vm40yHG4++FNmAMRt16JdhiljqQ5glZjbqJAdFD8yOvGUUmrchjOlhRM9bbUL0Q/PGyo4pyrTqYRF+ubv3IYznCV+4VlBZOjjkZy2Sx4Vz6m/RY9jgrMAXCgtEnKeZZWHONIomiku+x71YqqT3EpIIDM/DZtYh91xbyjc8065R9MADD6jabubMmZg5c2acS9O3xDuFV2n2ksPl9X+JMAx8DANnUGqy1aTHNeNysW1XY8Q4JYHZqMP/zivHC5ulM3jmTS3Cyg21EccuK7SDAY8F142Cx8fD6fKE1IFS0jQgkUbN8xHjmLwcj7/IjClaPKMYJ1pdIceJdqVpNeVVQ01SbfB1YzLqZWfRBd7jHki1lOhUKw8hRFnaNYpIciQilVRp9pLV7F/c1QtIJjsD/nFKS2f7AxqDB3AvnzsWPo6Xzc24+dqRohlGk8fn4d5nP4bL7QtNkVaZNC21zcLp/oToYCwjn1n03ckOPNJ9Gy/4OGrWPZMrS3B51ehpMrbcLDqlayCWsiRSqpWHEKJO2o0pSra+OKaIZxjJleWF1dej/QtYal2t52RWeV88vQReH4fnN0emJgP+L9vbZ/rX/erq8iKrnwkut/8YGRYDDjQ2o5/ViMde2SNZrl/ePAbtDjcuys2Bw+WB28uh7ptTET0bwrEA4IU3P8ew87IixvEc+b4VC64fBQB4LqwREjivAjvyh4SGTS6bMwYrXpUuY/jzQllYjlPsneBYVrIswftRouaaACC5TUm+HYVhIZuxXEtaX5+xiEd50uWzIl1R/cZfsuu4144pIoknOyvrQBOcHp9/HIhKcn9FL55WjFUSvR1dHi98nHLyc6aBhcVoEu2h+Nm1I0VfKzDoWazcUIuV906E2aTHL1Z+JHsshgF+Mm5o5DprBXb8vKoILrcXeh2LAxIhZvsONmHKhNBk7mjzmYLPO3isilgDSU0ydqbC8QF114RwflLHCk4kj2U2itbXZ6xSrTyEEPWoUUQUqR7ro4LSWjjV04pRPa1YtLej0+mFj5P/0ux0epEh0iAC/F/E33x3BqUFdtHlQ4Kzjxwu5WM5umdcia6zdtCfbVSYm41D37ZI3i4C/AnRwaTGRIWXMbwsgYHNkG543jipUPacOsP2I0XNNaEkw2zA49UVMY+30fL61EKqlYcQoh79uUIUqRrro5Kav6KF3o4BmUZYgwbuWs0GZFoNmDWpAMvnlmPZnDFYPrccsyYVwGz0r5+TYdHD4Ymc4SRYt7Ue86dGZhiVFfpTq/U6BmajDmaTPyE6fP8h523Rg4d8z9VFudnYd6AJWz9uCFnANpgwq00QyG4qiMz7qZqQF5LPFFwWgVzD06OQ1hueri1FzTWhtE2GRR/xHveEltenFlKtPIQQ9ei3kyiKdmaTnFj+ijboGTAMiwONLaJT1f+6+ygyTHo0dScni3G5ffi+qROFudmYWpkHt4dDptUAl9uHe35bg8LcHCyfOxb/qP8P/vjegZD9B/f0lBXakWHS43Sb9LGAs0nXYgvYCvu2GnVYPL0Ex5sd6HB4YDSwqG84hYuG5WDKhDzwPDAwx4qvjzaL9jYFUrG7xwLJNTzrvjmlmPYNFWOKVF0TUEqrVn/dxFyWBI4pSrXyEELUo54iokjLVNJY/or2enk8v6lOdKr61o8b8D8/GQEAMJvkV13W6xisf/8gHlm3G+/uOooutw9Pdjc2ag81YcMHB6HTMYEeqavHDYXZqMO9s0fDbNShJN+OmZcX+Hu0FM4nePxPeDUJM76Y7kTrgdkWvLvrKB5Ztxt/fO8A/vTeAWypacAFgzKRoWdQkj8Ahbk5ovsIHhwt1/DcWnMYt04VT50O348crZKxtZBqqbmpVh5CiHo0+yxKfXH2mUCL3BWeYbBSZoaZ3MycDg+HO576SHLfy+eWY0B/C4x6VnKGWmmBHbddPwqtHW50ujyBlOjg3hezUYen7qzEi2/Vh+yjrNCOeVVF2Fl3DJs//AZP3jEBFoNO8nzCZ1g9d++PwPN8SNKzVJaR1DZKzwOAw8uh+knpelq1dCJMBr1kunY01CTVJiqvJ9VygbQsT7p9VqQbqt/4S3Yd0+yzNNHucKPN5YMjLAwwFYml8EZ88Bv18HIcXG4fXF0+ZFgMIV+Uwl/RavJ0wrm6/D0gUktZeH3+BkdGfzNumFQAABFZPLOuKADDMOB4Hs++sQ/Vs8rw2OIK/7R9sx6nWl1o/E8r1mypjxw8faAJa7fWY9H0EtQebPKfs54VPR9h/M8Tr+8NnJ/F6J/9xYOH/Hr2kNxGKhU7mNmox6O3/TBwKy644VdWaIdZ7799wzKAjvXnIvX0mktkUq1SIyPVUqJTrTyEEGXUUxQlLXuKfAwj2ThIh4C38BlOQkDi+g8OhszuEjunnvwV7fByuPfZjwNLYIQ3eG69zr/+mI4FeDD4sqEZ52SZAw2n5jYXzrdn4qG1/8D9N1+KnP5mrAnrDSrJt2Nu1cWyPVKP3vZDDMy2ALwPerDwMQz2HzqFc7LMMBv14Hg+JNuorNCOhdOKseateuz56kTIsSICHjfWxRSqKBWWWDUhD3/dfRTzqorAAFilYbCg3F+AWoUY9vUwxGT/ld3bUf3GX7LrWG1PETWKoqRVoyjVAueiJVb+WZMKcKCxRTykUINz4hkG+745hY/3H5MMQlw8owQutw+vvPNlSKBijs2ExuPtWLe1Hi63D08tqcSr73wlup8Hf16OX4msmyZYNmcM3t11NBDeGByGGNyLJQyQthh1eOHNz0MaRILgEMhYQxWVrqnF00vA8jyeS1CwYLTXuFRDOd1/V7SQ7C+U3o7qN/6SXcd0+yzFpXvAm1j5LwpLKA6mxTkxPI/C3BzRtckAfzaQy+1fZX7PVydCGiHL55Zj1cazr2MZRnIqPaNwb8toYANBh0DoLbrwBVmfvWciHF1e0QaR8Fqx/YhtoxSqqHRNudz+4yTquovmGpfrCepK898VQkj6oEZRkqR7wJtY+YXp53KvieWceIYBx/mwbM6YiLEywccQy1z0+njMmlQQ6DliGSawMCmAkDFK/fuZZKetC+GJnU4vIqMXw87Z6R9DJEftfpRCFbUIVNTyulN7jSsFev70SvnAyVT/XSGEpA9qFCVJuge8iZVPaXmKWM5J7cKiVrM+olFkNupwnj0D7+w8EpFvdN+cMeB5Hltqzi7TIYyNAiA7eFpN0KFVxTZa7UeLa0rL605teZR6lG6ZfHFMxyGEELWozzlJhIA3McHhd6lKrPzC8hRiYjknqZ4EIZ9ISIoWjmE16VEaVI6qyuGis8lqDzXh1BlnxKBtl9uHR9b9A+OLB+OpOysDydmFudmBBpgQdGg16SXPWettlKi5phJ53ak9llKPEsswaf27QghJH9QoSpJ0D3gTK7/U8hSxnpNcT4KwlEbwMViOw6IZxYFGxkW52aJrnQHAOVlm0edcbh9WbqiF0aALBCquf/9goEEkBB2yHIfFQccSxGMbJakUqKi2PIByTw/DpPfvCiEkfdDssyhpHd6oNxnQ3OpKi5wiMdHmFPVknw6XF79Y+Ynk9v+3uAIDbKaIYwhBh51OD365eqfoa5fNGYMVr+6R3Pfj1RXIsZkD+8mwGHoUuhhaHunAxOAySx1LiZq4g0QGCyodS22gZ6qFMyZSsmfu9HZUv/GX7Dqm2Wdpop/VCG+XB1Z995SnNPuQjwio4zgYABiMOvQTFlGNMY/m0dt+KPuaDIte9MuR5Tj0t+hhkJmZpDQOymI2REyVF8sOUhOqqLSNj2GwemNtzFk8akIDExksqHQstYGeFIZICIk3ahSRhAvuDcns7g0Bz8Pp4XCipRNTJuQhf0h2YGZZ3TenUJJvl8w/0utYcCwr2utyxukFA+mFSZvbXKLPmY06zJtaBJ73z1q7ZfJInGp1YeX6fag91IRVG+tUZQfJnbclqBeIZxis3VKP/CHZmDIhLySpe+3WetxaVZTwXpFE9szoeB7V04r7bE8QISQ1UKOIJJSXYbAqLOxw+dyx2PDBQcmZZVtrDmPp7NFg2cjZYJPH52HJ0ztQmJsTmQ7dfRyzUYels0eD4xCxltn59kxMqcgLeS64TMGZSCX5djy6cDweeH6n6uwgqfMW9ieU2eX14aqxQ7H144aIGXJVE/Lg8vpgUdH1q5VkJEhTTxAhJNloTFGU+vKCsLHiWDbiVpRcCnbwgqpmow6P3jYeHMeh3eEBwyAip0guHVpImi6+cACMehYWswFfH23Guq31AEJzii4YlIk1W+pFB2CX5NsxZUIeHn1pNx5bVIFBNuV8HLHzDt7f7TP9KdxiM+QA/yK286uKYNErrZimjWgTpPvadZwMVMfxRfUbf8muYxpTRFKOo8sb8aUvl4Jde6gJUyvzAPhng7V1dgGA5BIccunQQtL0+vcP4tl7JoLn+ZCE6+AyPH3XZZKz1WoPNeFnk0cCUJcvBIift5oyC/YfbEIiP0LSPW2dEEJ6ij7ZSMJ0Oj0RjymlYAvPC0nSiqnZTq/ocULLIb+NUm6O0+VFSb4dZqN4o4hnGDi8HE51uOHwcmDg76mSK7OrS/6YJ1sc4JXWH9GIFsnYhCRC+O9aon5HSO9FPUUkYTIshojHlGZ/GQ0sygrsmFzhT5L+xU2jZbfXIkFaTRLzounF8Pi80LOh5ZcaixOevB1eZlbhs5wBEtZDk+5p66RvSMa4N9L70acbSRirSY8xIwaFrF7fv58JpQV20dtVZQV29O9nwrUVedi+6yhcbl8gNVtqfI6Q/BzLNs4uj+zrLSY9/vje17jp6hEh0+qDk7eFMUzCeZqNOtw7ezSeDGsYleTbkWHSg4c/eqDD4YlY103oJcu0GBKyxpeQRC2VG2Qx6DQbBN2Xs4dIzymtlxc+7o0QtahRRBKG5TjMv64IqzbWRawzxjAiM8sq8nD/6p0oyR+A+dcVwctxgZloAERncglT3BfPKMaqjXU92mZglkXyufnXFeGVd77EzyaPjJiOL4zFEWa7hc8kC+8xKsm3o3pGMTiel1zXbfuuo/jJuKF44vW9qCwd3PPKj4La3KBY0V/6pKdo3BuJF5p9FiWafdZzUrOahEygi3JzupO9DdDrGLQ73LCYzvYeCL0Kzi4v+llN8Ph86HT6exi0SJAOzw4Kf73ZqIfH54VJL54yfarDjV+s/ER2Rl1ZoR0/n1wEHjysJn/opORMrwI7rq3Iw5Ov78WIYTkJ/+tXbS9OT67jaGe49XV97bNCifC7JuXx6goMiKJXleo3/pJdx2pnn1FTmmiKY1l0eDicaOtCp4cDFzTmRu6vu5MtTnA8D4YB9DoWHh8Hr48HzyMweFLIsTknwwi9jvE/x/NQHlopvg3HMNjfvShsa4cbTWec+PzwKfAsi04vj8YT7Tjd6kKny4PmVhe+PdkOjhM/Gs8wMJv0WDZnDH446lwU5maLDq7ed6AJHM+BZfznI/sX78EmsAwwYliO5mt8yb1PwefE8YCPC30fwrdpc/lwoLEZ7V0+1QNdlf/SD70tSYNpY9Pb6pDGvZF4oSuHaEYpoFBs1lLwrSbh1tjr2w/ILquhdBxV2zAMTp5x4eP9x0IDHQvsGJSTgUfW/SMk/6hqQl7gtldZgR0Lp589lthtoODwyfDB1f855cCKV/egrNCOG68slK1Ti0mPRdNLoIty/TM5mtQfYrv9pTSD7USLA7kDM8EDdIstRr3xNmUix72RvoV6iogmOJaNGIMDILAkBseyon+9VVUOx9aPG1B7qCnk31L74FgWa96qR2FuNpbPLceyOWOwfG45CnOzseat+sA2SmVxczzeeP9gxDb7DjbhjfcPoqpyeMjrtn7cEHhs38Gz+5Ea8Bn+mmDCjLt9B5rgUehGdnZ5sXJDrWhPTk+oqRs124QPKp81qQDL55bjx+VDcfKMU7G8Sn/JMwD2f3NKdjCtW6L3ipylNCA5XetPGPdWVmgPeVzrcW+k76GeIqIJNQGFGcbIv+6CwxuVghwdXV4wDPCTcdLLYTjdXvC8dBCisB+e52W3EUIjpR4T9sMykLwNJLYfYSaZoO6bU5J/8QrbRrukiJxYgyTDz1tuULlcT4TcX/rCeV+Umy17i+3YqU785ZOGtO7xiLfePCCZ1ssj8UCNIqIJNYGJmQY2YlZTcBijUjBjp9OLTIse23cdRWFuNqZWhi6cun3XUcy5ZiQ6nW7F/bAMIqbNB0+FFytL+GMOpxdKHTjBrwm+DSfYWnMYTy+5DC9u+Txi9l3wtv76i306vtL75HB6wYOXrZtOpxfCeEWp3j2lqdFSM9yCzzvvxktky+r2cDQFW4GaIM5ExDzEC62XR7RGjSKiCbFgxtDn/Zda+F93ZtPZS1ApyDHDogcUeorA8KrKomMZ0R4OYSyQTiRNMbx8GVYDWju6ZI812J6B/1tcgU6XB183tkSMMXK5feB4DguuG4VjpzpDGiDB26pdUkSJUt1YLXowDGTrJtOqDwxcl+vdU+qJ0PG87HmrCfZUc5y+jAYkExId+o0gmrCa9MqBid2DhYP/uuMZJnAbRU0wo8vtkxx3BADzpxbBYtKpCm+U28+UCfK3vcoK7DjQ2IyTLU7JY5UV2pFh1CHDqMOf3z8gOSjUrNeBZxhsqYksj1j9xULV+wT5url9ZgkYnkdZoV152RWFnggDy+AvnzSI1k1zm0vxFpva4/RVNCCZkOjQn1ZEEyzHYfGMYpTkhw58DA9MDBc8YHJrzWFUTciT3QenMBaI43lVZXG55cfWBHcUCb1QW2sOB35eMK0Ya7fUS5Y5eMCnmkGhPa2/aGlRNy63N3BOmVaFnielAdUydVN64QDR58LfDzXH6atoQDIh0Um78MZ3330XW7duxRdffIG2tjbk5ubipptuwvTp08F0z6S46aab8Nlnn0W8dtu2bRg+PHI2UDQovFGemsBEMaLBjA4vrGH7iCa0Ta4sSvv5v8UVYBj/l63ZqIfT7UWH4+x+WtpdWPqc//Vi428GZlth1YfeglMThtjT+ouWcByHM/Y6XrWpVrInQu1YH7m68T/H4USLAwwQsgRKtMdJV7F+VtByKvJ642dxqkl2HasNb0y7P69+//vf47zzzsOyZcuQnZ2NTz/9FA8++CCOHz+O6urqwHaXXHIJ7rvvvpDXnn/++Ykubp/DchwyDezZQcEqv9ADt9T0RgA8jHoWGbbIfUQzRoLlOPS36DFscFbEL6LSfjIs+rNjVDgOGWHlsQSNhXK5fRHjalbeOxEIi4xUMyi0p/UXLbnjRFvHWiwJIlc3/ucYDBmYGfelR3orGpBMiDpp1yh6/vnnkZOTE/h53LhxOHPmDF5++WUsWrQIbPd0IJvNhtLS0iSVMv0k8i/J0F4hI7w+vnt5j+7jAnBIlCWaMRJC2vLJxmZYTHqY9WyP9iOmJ68PrWPxpUyUyC1LIn6c6N/LaM/NpPMPWm9udYW+jxpfPzQFmxASb2nXKApuEAlGjBiB9evXw+FwIDMzMwmlSm+JTLwVjvXV0WbR9OqyQjtmXl4QkigdXBa1i5UqnVOsi55G+3qp1OuqCXl48IVdgaU85Oo73inTPT03AP7GbZfn7C3DODVUqMeDEBJPaTemSMw999yDPXv2oKamBoB/TFF9fT14nofP50NJSQnuvPNOjBkzJuZj9bYxRYlcmDP4WHKLppbk21EYNtU7vCxKY1DUnlOsvSpqXi9XnuBzLSu04/ZpxeCBiH2CYfBsWIMoeB/CjDAt38t4LghLokN1HF9Uv/GX7DrutWOKwu3duxfbtm0LGT80ZswYTJ06FUOHDsXJkyexbt063HLLLXjttddQVlYW8zH1GuWhCG+QmjcqXtpcygtz2syRC5vGeiyl9OrwJGixshh0ethCxr8wEccJF81+1FJ6vVx5gs/1qyPNcPPAC5sje3oWXF+MA43Nkvvwp0wzmr+XauomFa7j3o7qOL6ofuMvXeo4rRtFx48fx1133YXy8nLMmTMn8Pgdd9wRst3EiRMxefJkrF69GmvWrInpmCzLIDs7I6Z9hLPZLJruLxonJb5oBS63F7nn2jQ/llK+jdjzassSyzm1O9xo7ehCp9ODDIsBWZkm9LOqz78Re72rTT7gUTjXqsrhEQ0is1GH/AuyceqME7/82aXw+biI2VeAP6dHr5NvzEX7XkZbF8m8jvsKquP4ovqNv1Sv47RtFLW1tWH+/Pno378/nnvuucAAazFWqxWXXXYZ3nvvvZiPy3E82tocMe8H8LeYbTYL2tqc8PmS02VrNspfAmajHi0t2twuDD6W2rTinpSlp+fU5eMlx+OYFBoccq//+ZQi2dcJ5xreeya1rpiQLB2ceG0168EqLO4ZzXsZTV2kwnXc21EdxxfVb/wlu45tNkvvvX3mcrmwYMECtLe344033kC/fv0Senyt74f6fFzS7mNbDKzCTCNWs7IFH0spvTo4rTjasqg5J4+PDxkvYzbqsXZLveRq4krjceRWIz9Q3KwqmTl871Lrigk/V1UOx/r3DwaSqIWU6VjfS6WV1aXqIpnXcV9BdRxfVL/xl+p1nNo390R4vV4sWbIEDQ0NWLt2LQYNGqT4GofDgY8++gijRo1KQAnTSyITb9WkV5cV2nHDpIKQtOKeZN7InRMPYOWmOlQ/+RF+sfITVD/5EVZtqsVVY4fCbIwccyOsrSVHbjXytVvqseB6+WTmskI7BmZbQ56/KDdbNln6otzskCRqrd5LNSurE0JIb5R2PUUPP/wwPvzwQyxbtgwdHR3Yv39/4LmRI0eirq4Oa9euxZVXXonzzjsPJ0+exMsvv4ympib89re/TV7BU1gi81+Cj+Xs8mLhtFGiOUVP3jEhprKcPY5/2QqzUQ+LgQUD4DmJXhCOO9v7Ek5pbS251chdbh/aO7vC6vhsTtGTd0zwzzADQnp6lMZdZZgNuH1mSUhOkRbvZW9fWZ0QQqSkXaNo586dAIAVK1ZEPPfBBx/AbrfD4/Hg6aefxpkzZ2CxWFBWVoaHH34YxcXFiS5u2khk/ktoejVg1DMRx9WiLAzPw2bWIfdcW2AaqMPLqZoJFi7W1cYt3be3Qs4LwDkZoecYnA+kNO4qwyK+BEis7yWtrE4I6avS7tPt73//u+I269atS0BJSE8ppTKrSW1Wu80ZpxffN58KbOPscsuWTax3RouEa6tBB45hJMscnAk0d0oR9Ncx8PmUxgjFZ4XzVF1ZndbvIoTEW9o1ikh6U0plVpPaHMs2C6cXw2zUhUxnDxa+6rsWCdfV04rhBUTLUz3D33spNtNr8bRiTdYVi1asad/xkMjUdUJI39UrEq0TqbclWicSx7J4TiGVWel5ADFtU1Zgx/iSwVi5oTbyuUI7Fk8vgcvt1TThmmcYyfIsnlGCT+uOSaZQSyVcJ6JhkiqJ1olMXU9Vfe2zItGofuMv2XWsNtE67WafkfTl6PLKzqZS83ys2+w72ITC3BzJGVosx8GqZzEg0whr0AKyagnjeYJfL1eec7LMsjO9HB6f6D4TIVnHDUez4QghiUK3z0jCdDo9MT3vcHrBR6T5RL9Np8OT0NXW5c5LaYYZzfSi2XCEkMShRhFJmAyLIabnrRbly1XtNomcbSd3XkozzGimF82GI4QkDt0+IwljNekjwhoFQiqz0vNabZNIcuU53eqKuJUnCMz06uOE2XBiqI4IIVqiRhFJGJbjsHhGcUQDITiVWel5rbZJJLnylOYPSFiieLpKZOo6IaRvo9lnUaLZZ7ETMoYcTi+sFn/PjlhOkdTz0W7T6fQiQ2KbRJIrTzpn8CTqOk7nOopVX/2sSBSq3/hLdh2rnX1GN+NJwrEch0wDi0xD93iesIaK0vNqtzmLh9T68WpCIGN19svcDatZj4FZJv+XedBxEjnGCUjMeWst0XVECOl7qFFEeiWtQiBjlYqhg4k4b0IISUc0poj0OhzLYtXGuohsoNpDTVi1sQ4cy6raJla8SIMI8GfrrN5cB56R6r+Kn0ScNyGEpCv6BCS9jlYhkLFKxdDBRJw3IYSkK2oUkV5HOSTSqyooMlZqQgcTLRHnTQgh6YrGFJFeRzkkUpsQSMV9pGDooBYBmYQQ0ltRTxHpdVIl4DEVQwdTLdiSEEJSCTWKSK+TKgGPqRg6mGrBloQQkkoovDFKFN6YPtSEN6oJgYxVKoYOannedB3HH9VxfFH9xl+y65jCG0mfx3Ic+lv0GDY4S/IXMboQyJ5JxdDBRJw3IYSkG2oUkbTj73nh0On0wGzSw2RgYWSZiMYGzzBoc/lwsrEZFpMeZj2b9B4aQgghqYsaRSStiCVEl+TbccOkAgzsbwbb3ehJxSRpQgghqY0GWpO0IZUQXXuoCW+8fxD7vzkFnmFSMkmaEEJI6qNGEUkbcgnRtYeakGMzw+nxpWSSNCGEkNRHjSKSNpQSoN0eDg6XNyWTpAkhhKQ+GlNE0oZSArTRwKpKiU5GkjQhhJDURz1FJG3IJUSX5NvR3OaCxaBLySRpQgghqY8aRSRtSCVEC7PPSi8cAIbnUzJJmhBCSOqj+wgkreh4HtXTioNyinQwGXQROUXB27ncXpiNelgMlFNECCFEGjWKCIDUXIpCij8hmoG1n/HsgyJlZXgeNrMOuefaKL6faCqdfl8IIepRo4hQ0CEhUaDfF0J6LxpT1MdR0CEh6tHvCyG9GzWK+jgKOiREPfp9IaR3o0ZRH0dBh4SoR78vhPRu1Cjq45SCDCnokJCz6PeFkN6NGkV9HAUdEqIe/b4Q0rtRo6iPo6BDQtSj3xdCerde3dd7+PBhPProo9i3bx8yMjIwdepULFmyBEajUfnFfcjZoEPKXSFECf2+ENJ79dpGUWtrK26++WYMHToUzz33HE6cOIEVK1bA5XJh+fLlyS5eyvEHIrKwZnY3GOkDnhBJ9PtCSO/UaxtFf/7zn9HZ2YmVK1eif//+AACfz4eHH34YCxYswKBBg5JbQEIIIYSklF47pqimpgbjxo0LNIgA4OqrrwbHcdi5c2fyCkYIIYSQlNRrG0UNDQ3Iy8sLecxms8Fut6OhoSFJpSKEEEJIquq1t8/a2tpgs9kiHs/KykJra2tM+9brtWlL6nRsyP+J9qiO44/qOP6ojuOL6jf+0qWOe22jKF5YlkF2doam+7TZLJruj0SiOo4/quP4ozqOL6rf+Ev1Ou61jSKbzYb29vaIx1tbW5GVldXj/XIcj7Y2RyxFC9DpWNhsFrS1OeHzcZrsk4SiOo4/quP4ozqOL6rf+Et2HdtsFlW9VL22UZSXlxcxdqi9vR1NTU0RY42i5fVq+4b6fJzm+yShqI7jj+o4/qiO44vqN/5SvY5T++ZeDCorK/Hpp5+ira0t8Nj27dvBsizGjx+fxJIRQgghJBX12kbRjTfeiIyMDCxevBiffPIJNm3ahMcffxw33ngjZRQRQgghJEKvbRRlZWXhlVdegU6nw+LFi/HUU09hxowZWLZsWbKLRgghhJAUxPA85dNHg+d5cJx2VabTsTSwL86ojuOP6jj+qI7ji+o3/pJZxyzLgGEYxe2oUUQIIYQQgl58+4wQQgghJBrUKCKEEEIIATWKCCGEEEIAUKOIEEIIIQQANYoIIYQQQgBQo4gQQgghBAA1igghhBBCAFCjiBBCCCEEADWKCCGEEEIAUKOIEEIIIQQANYoIIYQQQgBQo4gQQgghBAA1igghhBBCAFCjKGkOHz6MW265BaWlpRg/fjwef/xxuN3uZBcrLW3evBmFhYUR/z355JMh223YsAE//vGPMWrUKFRVVeHDDz9MUolTW2NjI5YvX46pU6di5MiRmDx5suh2auqzvb0d999/Py699FKUlZXhjjvuwMmTJ+N9CilPTR3fdNNNotf14cOHQ7ajOo707rvvYuHChaisrERpaSmmTp2KjRs3guf5kO3oGu45NXWcjtewPilH7eNaW1tx8803Y+jQoXjuuedw4sQJrFixAi6XC8uXL0928dLW2rVr0a9fv8DPgwYNCvz7nXfewYMPPojbbrsNY8eOxbZt21BdXY0//OEPKC0tTUJpU9ehQ4ewY8cOlJSUgOO4iC8SQH19LlmyBN988w0eeughmEwmPPPMM5g/fz42bdoEvb7vfvyoqWMAuOSSS3DfffeFPHb++eeH/Ex1HOn3v/89zjvvPCxbtgzZ2dn49NNP8eCDD+L48eOorq4GQNdwrNTUMZCG1zBPEu53v/sdX1payre0tAQe+/Of/8yPGDGCP378ePIKlqY2bdrEFxQU8KdPn5bc5qqrruLvvvvukMduuOEGft68efEuXtrx+XyBf9933338tddeG7GNmvr817/+xRcUFPAff/xx4LHDhw/zhYWF/DvvvBOHkqcPNXU8e/Zs/tZbb5XdD9WxOLHPggceeIC/5JJLAnVP13Bs1NRxOl7DdPssCWpqajBu3Dj0798/8NjVV18NjuOwc+fO5BWsl/r2229x9OhRXH311SGPX3PNNdi1axfdtgzDsvIfC2rrs6amBjabDePHjw9sk5eXhxEjRqCmpkb7gqcRpTpWi+pYXE5OTsRjI0aMQEdHBxwOB13DGlCqY7VSrY6pUZQEDQ0NyMvLC3nMZrPBbrejoaEhSaVKf5MnT8aIESNwxRVX4IUXXoDP5wOAQJ0OGzYsZPvhw4fD4/Hg22+/TXhZ05na+mxoaMCwYcPAMEzIdnl5eXSdq/TZZ5+htLQUo0aNwuzZs7Fnz56Q56mO1fvnP/+JQYMGITMzk67hOAmuY0G6XcN994ZoErW1tcFms0U8npWVhdbW1iSUKL3Z7XbcfvvtKCkpAcMw+Pvf/45nnnkGJ06cwPLlywN1Gl7nws9U59FRW59tbW0hY7wEWVlZqK+vj3Mp09+YMWMwdepUDB06FCdPnsS6detwyy234LXXXkNZWRkAqmO19u7di23btgXGttA1rL3wOgbS8xqmRhFJexMmTMCECRMCP1dUVMBkMuGVV17BbbfdlsSSEdJzd9xxR8jPEydOxOTJk7F69WqsWbMmSaVKP8ePH8ddd92F8vJyzJkzJ9nF6ZWk6jgdr2G6fZYENpsN7e3tEY+3trYiKysrCSXqfa6++mr4fD589dVXgToNr/O2tjYAoDqPktr6tNls6OjoiHg9Xec9Y7Vacdlll+GLL74IPEZ1LK+trQ3z589H//798dxzzwXGctE1rB2pOhaTDtcwNYqSQOxeaXt7O5qamiLGGpHYCXUaXucNDQ0wGAy44IILklGstKW2PvPy8nDkyJGI6eZHjhyh61wjVMfSXC4XFixYgPb29oi4DrqGtSFXx2qlWh1ToygJKisr8emnnwb+KgGA7du3g2XZkBH4pOe2bdsGnU6HkSNH4oILLsDQoUOxffv2iG3GjRsHo9GYpFKmJ7X1WVlZidbWVuzatSuwzZEjR/Dll1+isrIyoWXuDRwOBz766COMGjUq8BjVsTiv14slS5agoaEBa9euDcksA+ga1oJSHYtJh2uYxhQlwY033ojXXnsNixcvxoIFC3DixAk8/vjjuPHGG1VdWCTU3LlzUV5ejsLCQgDABx98gPXr12POnDmw2+0AgNtvvx333nsvhgwZgvLycmzbtg11dXV4/fXXk1n0lOR0OrFjxw4AwPfff4+Ojo7Al8ell16KnJwcVfVZVlaGiooK3H///bjvvvtgMpnw9NNPo7CwEFdddVVSzi1VKNWx8EVz5ZVX4rzzzsPJkyfx8ssvo6mpCb/97W8D+6E6Fvfwww/jww8/xLJly9DR0YH9+/cHnhs5ciSMRiNdwzFSquO6urq0vIYZPrzPiiTE4cOH8atf/Qr79u1DRkYGpk6dirvuuot6LXrg0Ucfxccff4zjx4+D4zgMHToUM2fOxE033RQyzXPDhg1Ys2YNjh07hmHDhuHuu+/Gj370oySWPDV99913uOKKK0Sfe/XVV1FeXg5AXX22t7fjsccew9/+9jd4vV5UVFTggQce6PONf6U6/sEPfoBHHnkEBw4cwJkzZ2CxWFBWVobq6moUFxeHbE91HOnyyy/H999/L/rcBx98EEhUpmu455Tq2OfzpeU1TI0iQgghhBDQmCJCCCGEEADUKCKEEEIIAUCNIkIIIYQQANQoIoQQQggBQI0iQgghhBAA1CgihBBCCAFAjSJCCCGEEADUKCKE9BHPPfccCgsL0dzcnOyiEEJSFDWKCCGEEEJAjSJCCCGEEADUKCKEEEIIAUCNIkJIH9Pe3o5ly5Zh9OjR+K//+i/88pe/hNPpDDxfWFiIRx55BFu3bsWPf/xjjBo1CtOmTcOePXuSWGpCSCJQo4gQ0qcsWbIEnZ2duPvuu3H11Vdj8+bNWLlyZcg2e/bswa9//WtUVVXhjjvuwJkzZzBv3jwcPHgwSaUmhCSCPtkFIISQRBoxYgR+/etfB34+c+YMNm7ciKVLlwYeO3jwIDZt2oSioiIAwLXXXouf/OQnePbZZyMaUISQ3oN6igghfcqNN94Y8vPo0aNx5swZdHR0BB4rKysLNIgAYPDgwbjiiivwySefwOfzJayshJDEokYRIaRPGTx4cMjPNpsNANDa2hp4LDc3N+J1Q4cOhdPppJwjQnoxahQRQvoUlhX/2ON5PsElIYSkGmoUEUJImMbGxojHjh49CovFgpycnCSUiBCSCNQoIoSQMPv27cMXX3wR+Pk///kPPvjgA4wfPx46nS6JJSOExBPNPiOEkDAFBQWYO3cubrrpJhiNRvzpT38CANx+++1JLhkhJJ6oUUQIIWHGjBmD0tJSrFq1CseOHcOFF16Ixx57DBdddFGyi0YIiSOGp9GFhBASUFhYiP/5n//B8uXLk10UQkiC0ZgiQgghhBBQo4gQQgghBAA1igghhBBCANCYIkIIIYQQANRTRAghhBACgBpFhBBCCCEAqFFECCGEEAKAGkWEEEIIIQCoUUQIIYQQAoAaRYQQQgghAKhRRAghhBACgBpFhBBCCCEAqFFECCGEEAIA+P8BPDZ6DcYzAbsAAAAASUVORK5CYII=", "text/plain": [ "
" ] @@ -2274,7 +4363,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 46, "id": "86f9747b-00a3-407f-9b73-0bce40bac50d", "metadata": {}, "outputs": [ @@ -2284,13 +4373,13 @@ "" ] }, - "execution_count": 34, + "execution_count": 46, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -2313,25 +4402,25 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 47, "id": "7385237c-6a5c-4041-af46-559d6d84d1fa", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 35, + "execution_count": 47, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAABi4AAAHjCAYAAAC0DeeqAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs3QV4XGXWB/D/uMUrqaapuwv1luKlRRdbnAUWPljc3d0Xt0W26AKFooUW6m7U3dtUY+P6PedNpyRtZCaZJDOT/283T0vm3sx9b9Lce9/znnM0oVAoBCIiIiIiIiIiIiIiojigre8DICIiIiIiIiIiIiIiCmPggoiIiIiIiIiIiIiI4gYDF0REREREREREREREFDcYuCAiIiIiIiIiIiIiorjBwAUREREREREREREREcUNBi6IiIiIiIiIiIiIiChuMHBBRERERERERERERERxg4ELIiIiIiIiIiIiIiKKGwxcEDUgoVCovg+BiIioQeI1mIiIqHp4DY0czxURJRMGLogaiClTpuDOO+9EsnC73fjggw9w3nnn4ZhjjkHPnj1xwgkn4NFHH0VeXl59Hx4REVHSXYPnzZuHzp07V/jxz3/+U2339ddfq//esWNHfR8yEREluGS4hk6bNk1dF6dOnXrUa+PGjVOv/fjjj0e9Nn78eFx66aURv8/rr7+O9957r8bHS0QUL/T1fQBEVDdkkj9Z7NmzB1deeSV2796Nv//977juuutgNpuxZs0afPjhh+qmb8KECWjXrl19HyoREVFSXYPFAw88gO7dux/1+bS0NPXn6NGj8fnnn6Np06b1cHRERJRMkuEaOmDAABgMBixZsgRjxow5/HlZcLd+/XpkZGRgxowZGDt27OHXCgoK1Gu33HJLxO/z8ssv4/rrr4/58RMR1RcGLogo4VJf77jjDnWT99VXX6FNmzaHXxs0aBBOO+00nHnmmXjiiSfw7rvv1uuxEhERJaMOHTqgT58+Fb6elZWlPoiIiAiw2WyqQsDixYvLfF6CFVarFeeff756ti1t4cKF6tl32LBhdXy0RETxg6WiiBqAiy++GPPnz1cfkoY6e/ZsDB8+HLfeeutR25544om477771N9lNciLL76oggADBw5UJZkkaCCrP468qbrooovQu3dvFTyQVN6DBw9WekyVlZoovQrlSPJec+fOxU033VQmaBEmq1VuuOEGtGzZEsFgUH3urrvuUim2Dz74IPr166dWsgQCAXWMDz/8MI499lj06NFDHbtkb5QubbFt2zZcc801auwyPilNJam+pUtWPfTQQxg5cqT6GieffDLTc4mIKCmvwZE6slRURddhuU6//fbbqtSjXENPOukkfPzxxzV+fyIiSg7JdA0dOnQoli9fDq/XWyZwIcc2YsQI7Nu3T1UQCFu0aBEyMzPRrVs39d8LFizAP/7xDzUeuWbKe/373/8+/Mwr7y9effXVw38X69atU6Uc5forH/K8u3379qPKQH722WfquVi2mTVrVqXngIiorjDjgqgBkImC22+//fDfZaXkGWecoSYH7HY7UlJSDt8cbd26FU899dThfT/55BMVIHjyySfVTdzzzz+vtpEbG41Go26gLr/8cgwePBgvvfQSCgsLVYrqJZdcgv/973+qhFN5pIRERYxGY4Wv/fbbb+p9Tz311Aq3kYwL+TjyptRkMuG1116D0+mEVqtVN3ByvLfddhsaN26MtWvXqjHIOZLgg9wEyjZS6uKZZ56BXq/HRx99hGuvvRY//fSTOi9yMzxz5kx1kytfY/r06WpbCaCcffbZlXxXiIioIUima3CYXB/9fn+Zz8nx6HS6Cvc58jos20rJKQlyyLW2b9++ajxyXS0qKlITK0RE1LAl0zV0yJAhKqiwatUqlbUoAfw5c+bgxhtvVP8tY5FARpcuXdT2cnwS7JBjlYDGZZddphbJSUBGMjEmTZqkvp6UR5ZnYzkuWWT3t7/9Deecc476Gps3b1bZHLLN008/ra7db7zxBi644AJ8++23aNSo0eHjk68lgR9ZmCfXZCKieMDABVEDIDd44Zu6cGkHmVR/55138MsvvxyeYJ84cSJyc3PVKoswmeD/z3/+g9TUVPXfUvpBJhPkpkqyDOQGsG3btnjrrbcOT1jIihW5eZJ01wsvvLDcY6qsxERlJANCggLyUZrc+MkNXGlyPHKjJ+Qm7ZFHHkGzZs0O98mwWCwq4CA1R4WsdpGvH74ZPXDgADZt2oT/+7//w6hRo9TnevXqpW7qwitlZPWPpO+GAynyNSTdt/RNIBERNVzJdA0Ok8mTI8lx/PzzzxXuc+R1WCZTvvjiC1W7++qrr1afk1W0ct2W8UgPK1lpSkREDVcyXUPla8tzopSLkq+xbNkyFaiXa58skJPnSDm2q666Cg6HA6tXr1ZBByGBCwliPPvss2pcQp5Bpdm3ZEzIMYePS66z4b/Lc6s880qfkPB5lADK8ccfr8oql256LtddCYwQEcUTlooiaqDkJq1///5qpYWQlRWSRXDWWWeV2U5SUMM3e+H/lhsrWQHicrnUDZdM6kvQQCYl5KN169Zo3759pSmm4W3L+5AgREWODE6ESYqvNAot/SFBhTAJdIQnS0R2drbKnpBzIKUs5Fhl5Y7cSIaDEpJBITfL999/v7qpk1Utssr07rvvRseOHdU2coMpEy9yg/nf//5Xpd3KDbE0JiUiIkqma3CYlFmU1ailP6RcRWWOvA5L2Uc5bhlT6feX//Z4PGr1LBERUbJcQ6U5tyyYC/e5kKz9Vq1aqYBLOBAhr8l4li5dqr5euL+FZJlIsMbn86kghgRtXnnlFfV+8rmKyLVWSmBJ9kj4GCWAIcchZbdK69q1axVnnoio7jHjgqgBkzTSe+65B7t371YTBLKyQ26KSpMJ/tJkhYesgJRUWlkhIhP5chMlH0eSkhAVkcBCRaQ/haweKU+LFi3wxx9/lEkNFo8//rg6frFy5UqVSnxkQ7Qjfffdd3jhhRfU+GVCRW7WSqcEy6rP999/X6XT/vrrr2olj9xwygoVmbRJT0/HvffeqyZi5Gs9+uij6kNSa6XvRTjNl4iIKBmuwaUnjaTJaDSOvA6H64xXVPpRMiOJiIiS6Roq2Q6S6SAku0KyLcLk7xKEWLJkiSqvKOWdmjdvrl6TYIY8Z0qwRoIPEvCQZ04JxFS0sC98rf3xxx/Vx5EkA6U0yQYhIoo3DFwQNWCSCvrYY4+p0g5ycyQrOo68wcvPzy/z37KqQz4nNzoyCSGT+1IyoryJB0lLrYiszqxObVBZKTNhwgRMnjy5zKoaubELk9rZVZHxShaFNHyTJmfhcUt/itKrPOXzEoSQQIisbpFzJTe3ctMrn5NjlZ4X8rFr1y78/vvveP3111XDuB9++KHK4yAiooYpEa/BsZSWlqb+/PDDD8tdXCALFYiIiJLpGiqBC+k1IWWgVqxYoXo8hUk/DglIyHgkKyScbRFepCdZFtKLQ0pGhYMM8vUqIxknsr308jiSBD2IiOIdf1MRNRCywkRWlZQmNzxjx47F999/j40bN6qGmEeSZtNSOil8EzZlyhS1ykNukiTjoVu3bqoPROmVl7Ii5IYbblCpt1JqqTzRrtQMkxsvSW2V+p5SwzScWlva+vXrq/w6spJFzse//vWvwynEcjMbTpmV1yR9WMo+vfnmm6q3hWRkyMe0adNUkELGefrpp6smaFdccYWaZJFaqNL07csvv6zW+IiIKPkkyzU4lsL9pWQSSRqjhsk1Vko3SllG9osiIqJkuoZKRr4sgJOeEzKu0tc/IcEKCWgsX75cPV+GycI6KVEsmf9hsp00HS99bsL9L8KkTNSGDRvUM2w4UCEZGrfddpsKlLA8FBHFOwYuiBoIWdkok/Vz5sxRN2lS5iicZisT7/LfpW+EwiT9VrIJLrnkEvV3Ka00YsQIdeMkwk01JcPgtNNOU5P/Ul5JJv2lqXWsyc2YHIMEFM4880ycc8456oZPbj63bNmibl6lQZk0PysvqBEmgQghjUKlqZukDEsmh2RVhLM25DxJ6ag77rhDBTik54UENmSFjJwPeU1ShaXpmZSQ6ty5s2o2+s033+Ckk06K+diJiCgxJcs1OJbkminHLH2kdu7ciR49eqhr6Isvvlim5jcRETVsyXQNlSwPeXaVzHxpoF269HG4XJQclwgfZ/jZVfp4fPrpp6oHhzyzSjlj+XrSr6P0uZI+GZKxIQsEZBzS4FsyOy644AJVAuvzzz/Hb7/9pnpkEBHFOwYuiBoIyQSQVRnSRPrJJ5/E+PHj1eflhkn6O8iKlfJSWyV1Vm6AbrrpJrWyRYIFN998c5mbq/fee09N3svqFJnAl8n8//znP+pr1wZJA5abNuk5IQ2zJVghdUol7VfeU0o1SUkpuZGriNwIPvDAA+o4JcVYghLyORmHBEVkVYustJGb1+eff16l58p7yESKBDvCZark75KyK9vt27dPrQ6Vm+gbb7yxVsZORESJJ5muwbEk5+Ktt97CZ599hry8PHUNlXMh49XpdPV9eEREFAeS7RoqGR8ShCjd36L0a5IRIe9fuoziXXfdpfpfyHOnZJFIgF+CMpJNIT01JOgi181rrrlGPQvLuZK+FpLhIYvzZFGALMaTr92pUye89tprOO6442ptjEREsaIJVdbJh4iSnqwoOffcc1WjryObScvkv6SXPvXUU/V2fERERMmK12AiIqLq4TWUiCj5MeOCqIGSckryIVkLstrjyJs9IiIiqh28BhMREVUPr6FERA1H2c49RNRgSDNMSYOVEkmPPfZYfR8OERFRg8FrMBERUfXwGkpE1HCwVBQREREREREREREREcUNZlwQEREREREREREREVHcYOCCiIiIiIiIiIiIiIjiBgMXREREREREREREREQUN/T1fQDxKBAI4uBBR8y+nlarQVaWTX3NYDC5WopwbIkrmcfHsSUmji3+NWmSGnfX2WQ5tw1tbMk+Po4tMXFsiSsZxheP19hkObcV4dgSE8eWuJJ5fBxbw7jGUt1jxkUd/SPXaDTqz2TDsSWuZB4fx5aYODaqjmQ+t8k8tmQfH8eWmDi2xJXs46tPyXxuObbExLElrmQeH8dGVDsYuCAiIiIiIiIiIiIiorjBwAUREREREREREREREcUNBi6IiIiIiIiIiIiIiChuMHBBRERERERERERERERxg4ELIiIiIiIiIiIiIiKKGwxcEBERERERERERERFR3GDggoiIiIiIiIiIiIiI4gYDF0REREREREREREREFDcYuCCKExpNyQcRERERERERERFRQ6av7wMgasj0ei0MRj3MZgP0upI4otcXgNfrh9fjQyAQqu9DJCIiIiIiIiIiIqpTDFwQ1ROL1QijUY8/Fu/Aj7M2Y+c+OzQaDdq2SMP44e0wuGdzuFxeuF2++j5UIiIiIiIiIiIiojrDwAVRPbDaTNiT78KDb89Bgd1T5rVVmw+qj+aNbHjs2qGwWo1wOb31dqxEREREREREREREdYk9LojqmJSFKnL6cM/rM48KWpS2+4ADd746AyFoVGYGERERERERERERUUPAwAVRHdMbdPjg+5VwuP1Vbru/wI3Pf1sLnUFXJ8dGREREREREREREVN8YuCCqQ0ajDj5/EPNW5kW8z28LtsNk1EN3qHk3ERERERERERERUTLjTChRHdLrdVi0di8CwVDE+zhcPmzcUQCDgf9ciYiIiIiIiIiIKPlxJpSoDmk0GhWIiJbLI2WlNLVyTERERERERERERETxhIELojoUCoWQmWqOer80m1HtS0RERERERERERJTsGLggqkNerx8DumbDbIy82XaTTAtyW6TB5wvU6rERERERERERERERxQMGLojqkN8fhD8QwOj+rSPe55QhuXC5fAhG0ReDiIiIiIiIiIiIKFExcEFUxwK+AC47tRuaN7JVuW2nnEycMbI9fF5mWxAREREREREREVHDwMAFUR3zePwIBgJ47sYR6NY2q8LtBnVvhieuHQqX2wu/n4ELIiIiIiIiIiIiahj09X0ARA2R2+WD2WzAY9cMxc69dkyauRk799mh0QBtW6TjtBHtkJVmhtvlVYEOIiIiIiIiIiIiooaCgQuieuJ2++Dx+NAo1YTLx3WDTquBdLEIBoLqo7DAWd+HSERERERERERERFTnGLggqkehUEkAg4iIiIiIiIiIiIjisMfFW2+9hYsvvrjC1++77z6MGTOmzOeCwSBeeeUVjBgxAn369MFVV12F7du318HREhERERERERERERFR0gYuJkyYgJdeeqnC13/77Td8+eWXR33+9ddfxyeffIJHH30Un332mQpkXHnllfB6vbV8xERERERERERERERElHSBiz179uCaa67Bc889h9zc3HK32bt3L+6//34MGjSozOclOPH+++/jhhtuwOjRo9GlSxe8+OKLyMvLw+TJk+toBERERERERERERERElDSBi5UrV8JgMOC7775D7969j3o9FArhrrvuwumnn35U4GLNmjVwOBwYMmTI4c+lpaWhW7duWLBgQZ0cPxERERERERERERERJVFzbulZcWTfitI++OAD7Nu3D2+++abqgVGaZFaI5s2bl/l806ZND79WXXp97GI6Op22zJ/JhGNLXMk8Po4tMXFsDUusrrPJfG6TeWzJPj6OLTFxbIkr2ccXLT7LRoZjS0wcW+JK5vFxbERJGriojGRUvPrqq6r/hdFoPOp1l8ul/jzyNZPJhMLCwmq/r1arQWamDbGWlmZBsuLYElcyj49jS0wcW/KrjetsMp/bZB5bso+PY0tMHFviSvbxRYLPstHj2BITx5a4knl8HBtRAwlceDwe3Hbbbbj22mtV74rymM3mw70uwn8P72uxVP8fVDAYQlGRE7EiUUn5B15U5EIgEEQy4dgSVzKPj2NLTBxb/IvVREgsr7PJcm4b2tiSfXwcW2Li2BJXMowvHq+xyXJuK8KxJSaOLXEl8/g4tvhWGwF9auCBi2XLlmH9+vUq4+K1115Tn/P5fPD7/ejbty/eeeedwyWipHl3Tk7O4X3lvzt37lyj9/f7Y/+PUf6B18bXjQccW+JK5vFxbImJY2sYYn0ekvncJvPYkn18HFti4tgSV7KPL1J8lo0Ox5aYOLbElczj49iIGkjgolevXpg8eXKZz3388cfqc/JndnY2tFotUlJSMG/evMOBi6KiIqxatQoXXXRRPR05ERERERERERERERElXeBCSj+1adOmzOfS09Oh1+vLfF4CFM899xyysrLQsmVLPPvss2jWrBlOPPHEejhqIiIiIiIiIiIiIiJKysBFpG644QZVPuq+++6D2+3GwIED8d5778FgMNT3oRERERERERERERERUSIHLp566qlKX//Xv/6lPkrT6XS4/fbb1QcRERERERERERERESU2bX0fABERERERERERERERURgDF0REREREREREREREFDcYuCAiIiIiIiIiIiIiorjBwAUREREREREREREREcUNBi6IiIiIiIiIiIiIiChuMHBBRERERERERERERERxg4ELIiIiIiIiIiIiIiKKGwxcEBERERERERERERFR3GDggoiIiIiIiIiIiIiI4gYDF0REREREREREREREFDcYuCAiIiIiIiIiIiIiorjBwAUREREREREREREREcUNBi6IiIiIiIiIiIiIiChuMHBBRERERERERERERERxg4ELIiIiIiIiIiIiIiKKGwxcEBERERERERERERFR3GDggoiIiIiIiIiIiIiI4gYDF0REREREREREREREFDcYuCAiIiIiIiIiIiIiorjBwAURJR2NRlPfh0BERERERERERETVpK/vAyAiigWjUQezATBaLIcDF2k2PVzeEDweP4LBUH0fIhEREREREREREUWAgQsiSmharUYFKDQBL4oW/Ig9f/4Bv/0gNDoDzG26IX3QacjK6YZih1cFMIiIiIiIiIiIiCi+MXBBRAlLMivSU/RwrZ+PfZNeA4J/BSZCwQBcGxarD3Prbsg+7x5oNHq43QxeEBFRzen1Wuj1OkiSn2T1+XwBZvcRERERERHFCHtcEFHCSrFo4dnyJ/Z9+0qZoMWR3NtXIe+zR2GzGqDTsf8FERFVn8mkh9Vmgi3FjO37HFi7vRD7ijzIyLTCYjWqgAYRERERERHVDDMuiChhS0SZLCZsn/y+5FdUub1nx1o41s6DuU0/OJzMuiAiouhJYMIfDGHCT6vx+6IdcJUqQZidZcUpQ3Jx2sh28Hp89XqcREREREREiY5LwogoIZlNejg3L4e/aF/E+xTN/0HtR0REFC2zxYhCpw//ev4P/Dh7S5mghdhz0IkPfliF+96cDYPRUG/HSURERERElAwYuCCihKTXBFRvi2h4dq4FggHodPzVR0REkZPyT2azHve9OQsFxZ5Kt121+SBe+mwJvL5AnR0fERERERFRsuHsHRElJOlUEfRWPnlUnqDfpxqpEhERRcpg0KvSUPsL3BFtP2vZTthdPhgMulo/NiIiIiIiomTEwAURJaQgAJ01NbqdNFpojWaEqm6JQUREdJjZYsAPszZHvH0wBEyasUkaMtXqcRERERERESUrPk0RUULyBXVI6TUmqn2snQYiGAggEJCwBxERUdW0Wg30Oi227C6Kar/NuwqZ4UdERERERFRNDFwQUULyeHwwZLWAqXn7iPdJP+Y0uH21elhERJSsqpWux8gFERERERFRdTBwQUQJO3/kcvvQ5LQboTFZq9w+te8JKsjhdvvr5PiIiCg5BIMhBIIhtGiSEtV+LZukIMTahERERERERNXCwAURJSyny4+QNQstLn0Shqzm5W+k0yN9yJlodOKVKLL7OIlERERRc7m8GDu0bVT7nDayPTS85hAREREREVWLvnq7ERHFhyKHHzZLFlr982W4d6xF8ZJf4S86AI3eAEtuT6T2PREhjRaFxR74/extQURE0fN5AzhhUA4+nbwGxc6qaw7269wUWWkm2IvddXJ8RERE8UKv18Jg0CNUqlpiKBCEx8PMdyIiig4DF0SU8ByuAJxuF8xZ7ZB5wpXQ6LTQajTwBUIodofg87GxBRERVZ/fH1AfD181BPe+ORuuSiZfcpql4s5LBqiG3kRERA0pYGE0G9T1b8qC7VizNR/BYBDZWTacMjQXqekWeN0+BjCIiChiDFwQUVKQElAulw8uddMMZGba4Mx3MMuCiIhiwuX0okVjG168eRQ+/GEV5q3MU/0vwmxmPcYMzMElY7si4AtAo2FjbiIiahgMBh1sKWZ8NnkNvpuxCW5voMzrX05dhwFds3Hr3/vDrNHA7ebCMiIiqhoDF0REREREEXA6PEi3GHDzBf3g9QWwZO1elX2RlWZGvy5N4fUG4HH51ApTm81U34dLRERU67RajbrmvfrlUkxduL3cbaTl04JVe3Dry9Pxwk0jYQqFmHlBRERVYuCCiIiIiChCkt0Hlw9Gow4DuzSFJFYEg1D9LMJZflIug4iIqCEwmQxYuGZPhUGL0nbus+Otb5bjn2f0ZOCCiIiqxKcqojhgNOphsRhgNhvURAgRERHFN8mucDq9cDi8cLm8LE1IREQNktGkx8RpGyPefsbSnYCmpLwUERFRZRi4IKrHlFqLxYj0DCvc/iDW7SjEhl1FCECjGpfJayyPTURERERERPFIgg8Olw+rNh+MeB+fP4jpS3YycEFERFViqSiieqDTaWFLMWHZ+v346vf1ZW70JFjRt1NTnH9CJ+Q2T1P1tEs3/yQiIiIiIiKKh8V4B+2eqPfbX+ACH3GJiKgqDFwQ1UfzshQT/jd1Az77dW25jcsWr92Lpev24rpz+mBE7xZw2N3q80RERERERETxIBQKwVCNvk5Ggw5aVhcgIqJEKhX11ltv4eKLLy7zualTp+Lss89G3759MWbMGDz99NNwu92HX/d4PHj44YcxZMgQtc2tt96KgwcjT1Mkqo/mZfNW5pUbtChNVqC89uVSbNldrHpfEBEREREREcUL6e/UrJENGSmmqPYb0LUpqwoQEVHiBC4mTJiAl156qcznFi5ciOuvvx4nnHACvvnmGzz44IP48ccfVaAi7KGHHsLMmTPx73//Gx9++CE2bdqEG264oR5GQFQ1KQNlthjw5ZT1EW0v93JfTFkHvYHJUURERERERBQ/JPjgcvtw4jE5Ee/TvmU6crLT4PH4avXYiIgo8dV74GLPnj245ppr8NxzzyE3N7fMa5999hmOOeYY9bq8NmrUKNx8882YNGkSvF6v2nfixIm47777MGDAAPTq1QsvvPACFixYgCVLltTbmIgqy7bYursIW3YXRbzP4jV74Pb6YTSyeRkRERERERHFj4A/gDNHd0BWmrnKbaU81GXjusHt8bEUMhERVanel3GvXLkSBoMB3333HV577TXs3Lnz8GtXXHEFtNqysRX5b5/PB7vdjkWLFqnPDR48+PDrbdu2RXZ2tgpeSOmo6tJXo05jZY2YS/+ZTDi26H+u1m8viGofybrYvseOds1TY5pOy+9dYuLYElMyj62+r7PJfG6TeWzJPj6OLTFxbIkr2ccXLT7LRoZjiw15RpWJpaeuG4Z73piF/QV/lfYuTa/T4OYL+qFzTiY8bm+1f075fUtcyTw+jo0oSQMX0rdCPsrTrVu3Mv8tAYsPPvgAPXr0QFZWlsq4yMzMhMlUtp5i06ZNkZeXV6PmyZmZNsRaWpoFyYpji1x1V5bYbCb1EWv83iUmji0xJfPY6vs6m8znNpnHluzj49gSE8eWuJJ9fJHgs2z0OLbYMJn0ePOu4/HbvK34ftZm7NhrV59PsRhw3MAcnDGqPVJtRpgMOlhi0MOR37fElczj49iIkixwESm/34877rgD69evV/0whMvlgtFoPGpbCWRI0+6arBgoKnIiViQqKf/Ai4pcCASCSCYcW/Q3c7ktUqPer3ljG+x2N3y+AGKF37vExLElpmQZW6wmQmJ5nU2Wc9vQxpbs4+PYEhPHlriSYXzxeI1NlnNbEY6tdt53dL9WOHloLvz+EIKhEExGneqDEQoE4bS7UdOfTn7fElcyj49ji2+1EdCnupEQgQspC3XTTTdh/vz5ePXVV1UvC2E2m1WviyNJ0MJiqVkk0O+P/T9G+QdeG183HnBskX4tHzq1zlSBiN37HRHt06tDY6RajSgqjN0DSNlj4vcuEXFsiSmZxxatWJ+HZD63yTy2ZB8fx5aYOLbElezjixSfZaPDscWOei+PHy6nR5X51mgApz0U05LHYfy+Ja5kHh/HRhRbcV+gbO/evbjwwguxdOlSvPfee6pBd1izZs1QUFBwVPBC9pE+F0TVodNpYLEYoTfq4fL4YTDqYTYb1E1XTYVCIbXa5KzRHSLe529jOsLn9dX8zYmIiIiIiIhqmZRHDk9y1kbQgoiIGoa4zrgoLCzEpZdeqjIupDxU586dy7zev39/BINB1aR7yJAh6nObN29WvS8GDhxYT0dNiVwP1mQxwGIyYO6KPCxYvQcerx8ZqSacMCgHOdlpcLm9cLtqFkTwevw4bkBrbNxRgJ/nbq1020vGdkXXtlmwF5Xf4IyIiIiIiIiIiIgo2cR14OLJJ5/E9u3b8e6776pm3Pv27Tv8mvy3ZFWceuqpuO+++/DEE0+o8lAPPvggBg0ahD59+tTrsVPiBS1SUs2YtWwX/vP9KhTYy/ZI+X7mZrRvmY7bL+qPdJsRLufRJcoiJStPHA4Prj6jJzq0zsA3f2zEzn0ljcvC2rdKx3nHd0Lfzk3htHtUpgYRERERERFRVTSxKBeQhM/8ghkgRESJI24DF4FAAD/++CN8Pp/KujjSlClT0KpVKzz66KMqaHH99derz48cOVIFMoiiYbWZMHneNrw9cXmF22zcWYhbXp6O528ciXSroUaZF9Jku7jYjWE9m+P4gTnqa2/dXQSNVoOOrTLQskkK3G4fHMVu3lgRERERERFRpfR67eEyx3pdSVVwaagrpYp9Xn+DrE1f3jmRhYQN+ZwQESWSuApcPPXUU4f/rtPp8Oeff1a5j9VqxWOPPaY+iKrDZNKj2OnDO99WHLQIc7r9eOrDBXjpltHwuH2qdmd1qRsmZ0npqeaZFrRsZFWfl0BFQYGjRl+biIiIiIiIGgaL1aiea39ftAM/ztqMrXlF6nmyVdMUjB3WFscNyIHP569R5YBEPCdGox5/LN6BH2ZtxrZS5+TUYW0xpgGeEyKiRBNXgQui+qDV6zBx6tqIAwVb84qxcUchWjaywFXDfhdCykBJdgURERERERFRtBP0BQ4v7n3uDxw8ojeiPLu+8dWf+OSXNXjk6qHIzrTA6ShbFrkhnpPXv/oTExrYOSEiSkQluXJEDZSU/kyxGvHHou1R7Td53haEWDeUiIiIiIiI6onZrIc3EMJdr808aoK+tEK7F/e8PhPFLh8sFgOSmZSF8vojPyd2d/KfEyKiRMXABaGhNy2Tkk1SKioaBwrd0DJwQURERERERPVYPUCyKWQSvioOtx8f/bgaOr0OyX5OJkR5TmQfIiKKPwxcUIOn02mh1UYXhDAZdAjWcxMKWUlithpLPixGWCxGNRYiIiIiIiJK/sbT0nBaejhEas7yXQgEQzAYdEl7TnQ6DaYtifyczP5zt+ozmaznhIgokbHHBTVocoPi8QbQs31jLFu/L+L9+nRuAk2o/gIWJrMBew868fPcLSr7w6DXoXfHxhjZtxW8Xj88bi8CAXb3JiIiIiIiSkZ6vQ5rtuSr59lI+QMh/LlhP3q1awSfL/L9EuucHIzynAST+pwQESUyBi6owfN5fTh9ZLuIAxcWkx7HDciBw15xvczabDLm9gXx6JuzsXrLwTKv/b5oO975dgXOP6Ezxg7Nhb3YrcpgERERERERUfKVPXZ5/VHv53T7Va/HpD0nnmqcE0/ynhMiokTGujLU4Hk8fvTr3BRdcjMj2v78EzqplRh+f90GBSTLwuMP4uYXpx0VtAhzuHx477sV+OK3dbClmHjzRURERERElIRCoRAyUkxR75eVZlL7JiMZV2aqOer9slKT95wQESUyBi6owZNyUU6nB49cPbTK4MU5Yzpi3PB28Lija+YdqxJRz09YjAK7p8ptP/9tHbbvtat9iIiIiIiIKLlIieCOORlolB75RH2q1YBeHZrAG0UppUQ8J1lpPCdERMmAgQsiAG63H36vD0/+33DcfelAdGubdfg1o16LMQNa45VbR+O8EzqpElF1XYLJZNLjYKEbyzfuj3ifiX9sgE7PBmNERERERETJuADP5fLhlCG5Ee9z3MAcuL3+pC0pXJ1zcvyg5D4nRESJjD0uiEoFL6QElDTlGtA1G1qNBr5AECaDDm6PHwF/AMVFLtRHBqlGp8Uv8zZHtc+sP3fjpvP7QafT8iaMiIiIiIgoyfh9AZw5ugMWrNqDtdvyK902t3kaLjq5C9wuL5L9nJx1bAcsWL0H6yI4JxeelPznhIgoUTHjgqiUQEBWaHhRWOCEw+FWjbiLi10qy8Lt9tVL0ELI++YXR9cM3B8IsskYERERERFRkpKFd263F49fOxSDezSv8Nmvf5emePr64fB6/ElfEil8Tp7gOSEiSnjMuCCqJM209J/1zViNsk8GvRb+qltiEBERERERUQLyuP1ACLjtwn4ocngxaeYmbN1djBBCaNU0FaeNaKd6PkhWgcfjR0PAc0JElBwYuCBKAFqE0K9LU/w0Z0vE+7RtkaYCF44gy0QRERERERElK5l8lw/pjXjumI7QaLXQaTUqCz/oD6iKAg35nJwzpiO0Wkm90CAUDCIYCDbIc0JElGgYuCBKAHLDNbBrtloVcrAospJRsorE7aq/8lZERERERERUd8LZA3q9FpmZNuTnO+D3N+yFbMyoICJKXOxxQZQApFyVxxvApWO7RrR9m2apGNWvNXw+3qQRERERERERERFRYmHggihByKqZfl2yccX47pU23M5tnoaHrx6CQrsbBkP0fTGIiIiIiIiIiIiI6hNLRRElAKnLebDQjQfemYOHrhyMvp2b4sdZm/HH4h1wHUp97dg6A6cOa4vhfVrii9/WYc8BB/7vb70B+BAPJNhiNOoP1RYFAoEgvN5AfR8WERFRpXj9IiIiathkEaHFYlT3BFKK2est6Z9BRES1i4ELogSg0Wnxy7zN2L3fgRue/wMj+rbEqUPb4p9n9YLL7VOZFYFACL8v2o5bXpyGbXuKoddpcdP5/eDWadUkS32RiR6LWQezyQB/4V74Du4GNFrYsnORkm6F2xtSY2AvDiIiiic6nQZGkwFmswG79tmRd9AJvVaD9q0ykJJmhN/nV72kiIiIKDlZLAZo9TqYDDqs3ZaPIrsXFrMeXXOzYDDqEQqG4HB46vswiYiSFgMXRAlAJvXzi0uacnt8Afw2f5v6aJRuRqrVCJ8/iP0FLvVamD8QhNPjr7SsVF2sTElPMcKxfj52z/0Wnt0bS72qgaV9H2SMOBfpjXJQ5PCrXh5ERET1TRYE2FJMmL5kJyZO24gtu4vKBOQHds3GBSd1RvMsG5wOD0KMvhMRESWVlBSTClr877d1+HneVhQU/xWgsJj0OHZAa/z9xM5ISTXDfuhZnYiIYouBC6IEYdQf3a/iQKFbfVTEoNfC76m/larpqUYcnPoxihb8UM4WIbg2LoFr0zI0Gf8vpHUchEI7My+IiKh+6XRaFbR4/as/1SKBI0mQfd7KPCxaswd3XjwQvTo0gsPO1ZZERETJwmYzqioBd/x7BjbtLDzqdSnXLKWb5y7fjWf+NQLpqWYUM3hBRBRzbM5NlAC0CKF/l6ZR7dOuZboKXASD9VMmymrSwv7nHxUELUoJBbFv0r8RKNilynEQERHVJ6NJj0kzNpUbtCjNHwjh6Y8XosDu5fWLiIgoiRiMBjz54fxygxalHSxy4743Z6lMTYOB02tERLHG36xECUAafw3omo2sNHPE+4wf3lbV3q6PDAYpo2GymFAw55vIdggFUTjra3Deh4iI6lNJXyYDvplWurRhxaQs4/+mrodWH9tbao1Go46lPss9EhERNUSpqWbkHXBgybp9EW2fd8CJOSt2w2w21vqxERE1NAxcECUAKUshDawvPbVrRNvnNk/DqH6t4PX6UR9MJj1c29fAX7An4n0c6+ZDE/Sr1SpERET1QTInFq7eU6aOdVWkD4Zep1V9nWpCghTSBFRqZTdunIKsLBsaN06FNcXEjA4iIqI6EggB383YFNU+38/cDF05pZ2JiKhm2OOCKEF43D4M69UCdqcP7363osJMCglaPH7tULjdPgQC9VMmSlaJendviG6nYAC+/D3QprSorcMiIiKqlFxaN+woiGofjy+A/QUupJjktjpYo2bgm3cV4dvpGzF/ZR7c3gBsZj2G9W6JM0a1R9NMK5wON/z++rm2ExERNQTSq3Hr7qKo9tmyu0iVadZqZdFhrR0aEVGDw8AFUQJlXdiL3TjhmBwM7JaNidM24vdFO1RjMNGxdQZOH9kew3q3gMvlVWWi6lW1SlSxMzcREVXcNFsm+KWMUigUgs8XiHmAXhYFVKfEYk2uXiVBCzNe+myxyt4ozeH2Y/K8repDgheXjO2K4iJ3vS1MICIiOnLBmtGoP3xt9vsDSRFgD0V7Za+P+sxERA0AAxdEiRa8KHLDZtKryYtrzuqlVnpKiQq5UfS4/SgqdNX7hIasMjFmt41uJ40W+oxsuL286SMior/IhIjOoIPJqMfarQdR7PQizWpE5zZZcHv9CPj88HoDMXkvraYkczEassKycboFLmfk5aVKs9pM+PcXS44KWhxJFiyYDDqcfWwHtZCBiIiovkjQXW/Qqb5Q67cXoMDugcWoR5fcTNX/KegPwO2un7LFNRUIhNC6aSrWbMmPeJ9W2akl4078mA0RUVxh4IIoQZt1w+OH2+lVq1tkTYjcYMULj8eHrNzu0KU1RqBof0T7WDv0g0ZvgM9Rz5kiREQUN6Tng0anw6eT12LKgm2wl8omTLMZcfzAHJx3QidoddqYZBrK9XVwj+bqaxc5vBHtM7x3CwTVKtPoZyukd8Weg06VQRmJr35frzIvZMJIMk6IiIjqmsmsV42ov/59A36aswUHi/4KppuNOtVr8e8ndYHFaoTLGdm1NJ7oNMD4Ee3w6/xtEe8zdmhb+HldJiKKOQYuiBI8AyMeyyvJcXncHqQfMx4Hf/1PBHtokD70bLgS776WiIhqiUzq+0LA7S/8oSb3jySBha//2IB5K/PwzL+Gw2zW13h1p2Qsuj1+XDG+u6pxnZ1lU02z84s8mLZ4B+au2I2Auvb+VSLj7GM7IlDNyQqtXouJ0yLvCeUPhPDj7M0YOySXgQsiIqpzJpMeJpMBd78+C+u2HZ2RIP2Zfpm7VV0vn7puODIkeJFgD3kOhxuts1PRrW0WVm0+WOX2WWlmjOzbEg47syGJiGJNG/OvSEQEwOkOIa3fSUjpdWwVW2rQ6KR/wNAkRzUUJyIikoCA1WrEA2/NKTdoUdrOfXY89M5cWKymQ1mI1SeZDBKwGNKzOQ4UujFpxiZM/GMj1m/Px2XjuuG9+07EcQNblxyjBrjxvD5ommmp9vXLZjFiydp9Ue2zaM1e1e+DiIiorpnMRjw3YXG5QYvSCu1e3PfmbJWdodcn1jVLyj35vAHcd8UxaNkkpdJtJUPzsWuGqsUEsSpbSUREf2HGBRHVClm1WmT3ofEp/4SpZScUzfsOvoO7y2xjatUZmcPPhbFVVxTafexpRkREh1d0rth0AFt2F0W0vdTX3rC9AK0aW+GqZsko6aVhtRnx7ncrMXnuVlWrurT/TV2PY7o3xw3n9UHnnEzkNEtFuxbpcDqq19siTPp0RLd9gIELIiKql2tzod2DeSvLPtNVRBYATFu8E4O7ZcPvT6ysC7vdjZRUM168eRQ+/nE1pi7cBkeprE7pbzWsVwtcemo32Mx69p4iIqolDFwQUa2RlScFRSFYO49Aq97HwZO3Cd4DO6HR6mBq3h769CaqJEdBsQQtGLUgIqISOr1OZTtE49sZG/Gvv/WRq0/076fTqqDFkx8uwIJVe8rdRi5TUvoi74ADz94wAqFASJWFqMnlS0orpqeYUOyM/JjTU4xHBVWIiIhqm/STmvTH+qiue9/P2oTR/VslXLkoIcEIyf686JQuuHx8N5UhKU3IJVDRt3NTleWpCYVQzKAFEVGtYeCCiGo986LYGYTdFYAprTV0GTnq8+5AEJ583uQREdHRTEZ9xNkWYdt2F8No0MFRzWyLqQu3Vxi0KE2O68MfVuGik7rUOFPQ6fJidL9W+O/PayLeZ0z/1ggycEFERHVMo9Via5TX5q27i6HXadUkfyIuVHMeai4u2Sa9OzQ6NA5ZoOevdoYnERFFjnnmRFQn5EZVaoDLzZ98eDw1a6BKRERUmpoOqUaLC2mLYbYY8F0UGR4S5JB+GDWt2+33BTB2WFvodZEdeKrVgOG9W8LLaygREdWDUDX3qGELqnonz65FRW4UFrpQVORi0IKIqI4wcEFEREREccXjC6BV08obYh5Jtq9OY0yDQa/KP23LK454H6fbjwWr8lSmRk1LKuo0Glx7du+IGpbfdtEAuD0+lc1IRERUl4LBIFo3TY1qn1ZNU9U1S0ojEhERRYuBCyIiIiKKKwGfH+OHt4tqn9NGtEMwEH3gQgICBcXRN9jem++KyQpSl9ODkX1a4pa/91MZFeXJSjPjkasGo0ubTLgTsE44ERElvlAgiPEjors2jx2WC5eb2QlERFQ97HFBlIBkosRkMgBamTGRj5D6v9/nh9/PVZhERJT4JRn6dG6isih27LVXuX2bZqnompuF/HxntUoZSm+MaJlrmG0RJqtQpcn3wK7ZGNG7JWYu24nZy3fD5fEjxWrAsf1ao3+Xpmrix1nDZuBEREQ1uTY3yrCiX+emWLx2b5Xbp6cYMaZ/DpwO91ELBuRZVi5nf/W+CMHj9idkHwwiIqo9DFwQJRiz2aBqce/e78DPc7biQKFL1dnu1aExju3fSpXJ8LhZRoKIiBKXTOZLP6RHrh6C216ZgYNFZSc9SmuSaVHbSaPr6kx4SMA/t3karGa9KgEVKQkmxGqxgIzX5fDA6/ZhQJemGNA1u2QyR0prhIIoKHCyzAYREdU7yfq785IBuOPfM7C1khKLNosBj1w9VDWxDl8r5bomz7EWswELV+85HKRPtRoxZkArdGmTpa7lbvaPICKiQxi4IEogFqsRLm8AD782C2u35Zd5bdriHXjvuxU47/hOGDe8nVq92RCzLyQbRVbxEBFRYpOJC7nuvXLraHz042pMW7IDnlI9LCwmPUb1a4VLTukKTSgEVzVLKEmgX3pNHNu/NX6YtTmifXp1bIz0FJNaRWoy6REIyMTMX69X9zokx+JyshRUTcnkmNwPSByLq3eJiGKbdSG/YJ+7cSQ++WUNfpu/DcXOvwINep0GQ3u1wCVjuyLFbIDT4Tl8XbSlmFWmxlvfLD9qQcLkeVvRorENt17YHy2b2OC0eyr9HV9X5K3C71cXCwjCQ0v0ZuZERLHCwAVRAmVaSNDi5pemodBe/qSGrBT9z/erUOTw4YITO6G4yNVgSkpIg1SLIQSj1YpQqCRgk55Scs7c7gBXqhIRJSCZxJfAwBXju+Oq03tg2fp9aoIkzWZA745N4Q8EEPAF4JaJlGpeW7V6nVoZev4JnVWZpoqusWF6nRaXn9odWi2QmWlDMBSCVqOBx1tyDJIFGZ5vSEm1wOPxwevxMxOylskkj8pK1YegN1vUvYBGo4XP7YLbp1Hfh4ZyT0REVJskuz8UDOLc4zrhklO6YdmGfcgv8qjMRakCoNNqEPAHDgcthCxEmLNiN178dHGFv4t37Xfgrtdm4olrh6FlY1uZnk6qvJTZoJ75pLyjXHvlGmx3eNV7eQ9dg2PFaNTBbACMFosqYyXXk6DfB7fbD7c3gEAgdhcUlYli1kOn16lsFBlbRoYNDpcXQX8QbvYIIaIGjIELogQhN2pPvD2nygkV8dXv6zG8d3M0y7TAleSptnITm2bTQ+NzoXDO97Av/wMBRwGg1cOS0w1pg8Yhq30fdVMrN5pERJSAqzs9fuj1OnTPzTq8kl6yHaqbWajXa2G1mbE334mJ01ajR/vG6NAqAw9fPQQPvzMX+RU06zYZdbjjogGwWfTYc8CJG174A0a9FvdefgzaNE/D5Llb8PPcrerrykRE+5bpqpGp9K5wuVn+orZIsCgtxQDvvu04OO87ONbNR8jngcZohq3LEKQfMx7WzBYosvvg90ffwJ2IiMqS8sTwBlSJw86t0g/1qgD8Xj9cvsBRv6NlDdkrny+tMoDs8wfx5IcL8P59J8Dr8anFZxKUtlqNWLB6D76dvhGrNx9EIBhCVpoZxw9sra6zks3hcnpqvFhNxpFm00Eb8qNo4Y/IWzoFgeIDgEYLU8tOSB94KjI7D4LT5YPT5Y9JgMRmM2PDjgJMnLZRldDy+AIqCDSiT0ucOao9GmdYVBCoIVZTICJi4IIoAchqU+llsWLTgYj3+WbaRlz3t95y+4dkJTeW6akGOFfPwv4f3lB1wA8L+uHa8qf6MLXoiGZ/f0D9ymPwgogoMcmEcywmnSVokZJqVuWnZJIgxWLA1Wf2wu2vTMdpI9rj9TvGYMqC7fhpzhbs3FfSGDwz1YSTBrfBSYNzsWu/Hfe8Pguv33mcCnZccVp3OJw+/OOxyWoVZpiUKFq/vQAvfLIYn/6yFo9fOxQWi7HaJa2okqBFqlHdB8jihdJCXjfsf/6uPlL7nYRGJ16BwiJO/hARxYoqceiq/Heq3qDDj7M3wx9h5qGUkZIgRY/crJJyfzotbn15OjbuLDxquy+mrMfXf2zATef3w6Du2XAUu6udXScLI9JT9PBuW46937yAkL/U9ToUhGfHGuzdsQaGxq3R/KKHAYuxRsELCVpYbSY8N2ERZv2566hKCr/M3ao+zj62Iy48uTOKi9zM3iSiBkeLOPLWW2/h4osvLvO51atX46KLLkKfPn0wZswYfPTRR2VeDwaDeOWVVzBixAi1zVVXXYXt27fX8ZET1S6NVovJ87ZFtc/sP3fBqNdBp4urf+YxlWLVwr1hEfZ//1rZoMURPLvWI++Th2GzGpL6fBARUdXMFiM+/3WdClqI3h2bYMfeYmzeVYSXP1+CR96bh/RUI/5927H435On4vPHT8UHD5yEzm2y8PpXy3D/m7Oxv9CN+SvzcNm4bmqC5PEP5pcJWhxp94GS8hcanVZNVFDspNr0OPDzO0cFLY5UvPgX5E/9r8rSJCKiumO1GDF14Y6o9vl1/jZodVqVbSGLBY4MWpTmD4TwwieLsHLTAXWNry7JpvTv2Yg9/3umbNDiCL7927H74/thMWlV8Ly6QRIJWrzw6eKjghblVVP4auoGVW6LiKihiZsZvAkTJuCll14q87n8/HxcfvnlyMnJwVdffYXrrrsOzz33nPp72Ouvv45PPvkEjz76KD777DMVyLjyyivh9XI1GyWX/OKyDcyqIjdwTo8/aRt7ldQ5NeHAbx9EtL1n1wY4Vs+B2RQ3v/aIiKiOyQSDlJeQSYCwVKsBBUV/lYZaveUgnp+wGBc+8BNuenGaysS4+KGf8fC7c7Fg1R5V7iK80lNKQX30wypV2qIqe/Nd+OaPDaqGNcUuIzXoKEDx0t8i2r5wwQ8IeV2qRjoREdU+eRaV57Zon2Xzi9xqwdmUhduxZXdRldvLtfmdiStUj4jqNO+WXaQ084Ff3690QVyY78BOFC36RfXBqA6TyYAde+2YubTyoEXYF1PWqTFWN1BCRJSo6v2ufc+ePXjwwQcxb9485Obmlnntiy++gMFgwCOPPAK9Xo/27dtj69atePvtt3H22Wer4MT777+P2267DaNHj1b7vPjiiyr7YvLkyRg3blw9jYootmSORLInomXQa+Evv0x3wjOb9HBuWlZSczRCRQt+QPMug+FwslwUEVFD9Fe5ir/qSHh8QdXo80guj19NKlRE+l1IlkU0ZRx/mbcVF5zYWTU2rWkdbgLMhhAKp38X+Q6hoLoXsB1zJrjGiYgoNk2lQxrNoR4XIWhCIdUoO9y8Oly2Sa6zUv5INGtkxclDctE5JxNmox5Ojw/L1u3H5HlbUWAveXg1GXTq630/c1PExyPNvWXxQZvslKh7Sklmh3fvNnj3bIl4n6JFPyN90KlwuF1RX9NlEUM48zMSskDi5zlbcNIxOfAd0UOEiCiZ1XvgYuXKlSo48d133+G1117Dzp07D7+2cOFCDBo0SAUtwgYPHqxKSu3fvx+7du2Cw+HAkCFDDr+elpaGbt26YcGCBTUKXEj941gJl6ZJxhI1HFvdkB/HAV2zVb3tSMkqUAlcuDXl/zzH0/iqw6ANoHD9wqj2kZJRCAZhMukO30wnmkT/vlWGY2tYYnWdTeZzm8xjq6/xyUTBojV7y3xu865CdGydoRphhidVItGvc1PVwyIaBcUe1TcjK8WYsBMP8fRzaTCZ4Nq0LKp9nJuWImP4OdDrQ3E9tlhL5rE1hPFFi8+ykeHYqk8y1yRDYcP2AkxZsA0Fdi/MRh0GdW+GIT2bw+P1w+fxq+CD0+1TZRmXrtuLG87ti76dm2DeijxVClkWCaTZDBjeuyXOP7ETfl+0A29/sxx9OjVRwYCtecVRHde8lXnIbdYx6n8Dem0IzvXzo9rHX7AHfnsBjEZr1L2TrBYDlqwtez9SFbl/OWVobkz/fdc1/ptLTMk8Nop/9R64kL4V8lGevLw8dOrUqcznmjZtqv7cvXu3el00b978qG3Cr1WHpDJmZtoQa2lpFiQrjq329e/SFFlpZlWaIhLjR7RTf1b1sxwv44tW0OtCyBd9Okko4EVaWioSXaJ+3yLBsSW/2rjOJvO5Teax1fX4vP4APEf0opASFPIxZkBrfD9zc0Rfp1fHxkhPMWLGkoprbldEMjxSUsxIdPHycxn0RVd+RO4dNDodMjONcT+22pDMY2sI44sEn2Wjx7FFx+sLYNc+O555bRa27ykbWPhj8Q51ffzH+B4Y1rvF4YzGv43pgAtP6oJ12/Pxj8d+RX5x2ec4CWI0b2zDDef2wWPXDEWrpinwB6NvRC2ZkHq9Dik2U1T7BX0eOHzVSMXze5Ga1Sj6/Q4da3Tb+6HXaWGthX/fdY3/5hJTMo+N4le9By4q43a7YTSWfagwmUouQB6PBy6XS/29vG0KC6N/kAyTyH5RkROxIlFJ+QdeVORCIBD9xTeecWx1x2gy4LJTu6kGXlXJbZ6GkX1bwunwVHjs8Ta+aNlMGuhs6dHtpNVBYzCjsNCZsCU6Ev37VhmOLf7FaiIkltfZZDm3DW1s9TU+adqZnnL0ZMYPszbjkrFdMWPpThTaK5+4kEmDi07uqoIdqbboG2Wm2Yyw290JnXERLz+X6akmdS8QKD4Y8T46azqCfj+KHO64HlusJfPYkmV88XiNTZZzG83YdDqNqvggGQWysl09M2gAl8uHYCAQ9cr6aHosyHtqtFrVp0HeV4JQkq0gGeMejz8uvm8Gkx778t24/dUZRy0ECJPrqDyzSgkoWRTgcXnRvJENM5ftwsufLzlcPupIu/c78MDbc/DoP4eqa63Qakr6V0QqI8WIQCCA/PzoFrhZzLrony3l+2ZOQXGxK+qfi/QMKzJSTCrjJFKyvbyPwx5dwD6eNLTfJ8kiGcZWGwF9qhtxHbgwm81HNdmWgIWwWq3qdSHbhP8e3sZiqVkksDZuSOQfeG3d6NQ3jq32BYNeDO3VHHZXT7zz7fIKb/jatkjD49cMg9vti+gGN17GFy2P3oCU3sehcO63Ee9j6zRIPXB4o1zdEo8S9fsWCY6tYYj1eUjmc5vMY6vr8QX8QTWJsviI8gzTluzAgG7ZeOTqoaoJd0XZjdLX4s6LB6gJpk9/WYdbL+yHtycuj6g5t2jXMh2N0swoKHBUeB1PFPHwc+n1eJHSfSQO5kWWKSNSeo2G11f5scfD2GpLMo+tIYwvUnyWrd7YLBajKn80Y+kOTJqxGZt2Fqheg00zrThpcBuMHdoWRl0ILqcnpr/DpeGyLcWkAuLS90DKKHl8AVhMelV26cxR7dGiSQocdg/8/kC9fd8kkGIxGfDEh9MrDFqUJiWfBvdoDrNBr66Tr365rMrzJts98/FCvH/fCeq4+3XJxsLVeyI+xhMGtVHX+mjH7PFqkdJzNA5O/W9EzbmFOacbtAYT3I7oqwA4nV6M6tcSn/26LuJ9jhuYg2CS/DtsCL9PklEyj43iV1wXKGvWrBn27i37YBn+7+zs7MMlosrbRl4nSiay6sZe7MbxA1vj7buPx6nD2qqb2TBpbnb7Rf3xwk2j1KqcaBuSJRoJzBgymsLUsmw5ucqkDT4NsmiJiIgaJmkYKqUrJOuhNJlIeenTxdi0sxCv3TEGV57eAy2bpBx+PTPVpJpqv3nncSp48dA7c1XwQ1aVSl3uSI0f3k5dvxI9aBEv5Jqe2vcEaPSRZb5oTFak9BgBt5cP3URUlsVqhNMbwLVPT8GLny7Bhh0FaqW//L7ec9CJj35cjcsfnYwNOwthjbIMUdVBCzP+/cVS3PLSdExfslMFLYSsxp+6cDv+9fwfeO+7FUhJNddrfwOTSY8Vmw4g70BkGT1y/ibN2ASNTosfZ2+GP8KV2rJ4YMHqPao/xhmj2kd8fCVlHE1RZ6eE7w8kM9/asX/E+6QNGg9XNa8nAX8A44a3g05SSiLMthjcoxm8Xj7MElHDEteBi4EDB2LRokUq1S9s7ty5aNu2LRo1aoQuXbogJSUF8+bNO/x6UVERVq1apfYlStbghdWgxcUnd8EXT5yK/z05DhOfGY8nrxuGfh2boKjQpSZFGgKX24cmp90IrbnqtL+0gWNhbJrbYM4NERGVv1JMrgMS6D9yssAfCKkSFg+/O0cFNv5922h8/fQ4fPXUOHz44Ek4c3QHrN2aj/vfnA3HocUBX/2+HpeP74ZmjaxVvvfArtlqdaVMjlBsSLktmQdrPO46CUtUvrFGi6an3Qif18/VgkR0VPBAUunuem2mClJURAIJkpW3a78TFoshJu8tQZA3vlqmmlJX5sfZW/DxT6tgscYuaBI1rRa/ztsa1S5/LNoBs0mPqQsrH9+RJs/bikAI6JqbhRMH5VS5vVy3bzqvL7ye6j/rOT1BND7lGuhSs6rc1tZtOKzt+8Ltrt41XSoAGPVaXHNWryq31es0uOPiAerZNyAnhYioAYnrwMXZZ58Nu92Oe++9Fxs2bMDXX3+NDz74AP/85z8P97a46KKL8Nxzz2HKlClYs2YNbr75ZpWpceKJJ9b34RPVGllFIv0rDhywqxqXBQVOFOQ74XJ5E7bmYHU4XQEEzelocfnTMDQp/4ZWVmFmjDgPWWMuQZGdq1yJiBo6t8uLTq0z8cjVQ9A44+gm2Wu25OPdb1dg7vLdasGA0+FW19uAz4+B3bJx1Rk9YTOXZDxOWbBdTco8dd0I9GhffnNOCZCceEwb3H3ZQDgdDes6XReKHAFYOgxA07Nvq7A+uS4lE9nn3gNjmx4odiZ+uUgiii3pK/HV7xuwr6Ckh2ZVpYzen7RS9R+MRQbDgUIXfp2/LaLtv52+STVoll4Y9UFKRR3ZVLsqHp8fWo3sF11fhoJij5qwl2fea87uhbPHdFAT/eVp3zJdVR2wGHU1WqQmQQifxoSWlz8NU4uO5W+k0yNt4Kloctq/UOzw1ahvooxtdP9WuPn8vki1lv/z1CTDonp+yBjl/oWIqKGJ6x4XklXx7rvv4vHHH8eZZ56JJk2a4I477lB/D7vhhhvg9/tx3333qWbekmnx3nvvwWCIzQoIqn9SR9okN4ZaDTQajUoZ1YRklV18rZiTlTp6g07VQdVAg5D8LxB9I7VolNwoNeyZ+GKHHzZLBlr94zl48jaheMmv8BcfUAELS25PpPYeg0AwhIIiThYREVFJ2Q8JRkhPqHfvPQFL1u5VK12LnV5VgnFozxaqnJTb41dZjuFJCWnMKvcgUmNaap3LPlJ3e8m6vchINeGhq4Zgf4FLlcXIO+BQEzwdW2eq0o4GvVbVJo9lQ275+jLpFZK7Du1f90ceT80mUmJNjlHKhITvjUTAF4jZuZBxFxT7kZrTCzn/ehuOtfPhWDMHQY8TWlUaaiSs7fvB4/agsJgLGIio/N9Tv86PPJNg+cb9yC9yq2tGTZ71dHodJkbR40B+t0+auRlnjmwH1MMctry/UbJToiDXKCH7OaPITjAZdOoZTq4Vci0+97hO6uOXuVuxctMBFUBqnGHB2KG5aNMsTS3gczlrflLsTj8sZguaX/wYfAd3omjRz/AX7oNGq4OpVRek9TsRIY0ORcXeGl/H5Hw6it0Y1D0bI/u2wsxlOzFnxW6V2ZNmNeLYAa3Rp1MTOF0+dd/C6xcRNURxFbh46qmnjvpcr1698Pnnn1e4j06nw+23364+KPmYzQaYLQbs3GvHz3O34kChG0aDFr06NMax/VurmwWPSpmsvwlpvV6nmrjJPZmktK7dlo9gIITsRlacOrQtMjOsanVEbQYwGjqHy69uhM3prZE+5lI1mSMre+RestAhDaS4upKIiP4iD/9upxdetw9dWmegS06WVBIq6ccZCqmyi+XdW6iSEG4/bDYjRvVtiWG9WqgFFvL1ZB1ops2IC0/qXHId0mrV15BMDXsMV/nL+5ktRljMBhU0mblslypdZbMYMbJvS/Tu0BhOtw8el7deJzlMZj1MJiMK7R78MH0D8vaXBHM65WSqwI+sVpaSHrEIYEjwQjIvdG43zDl9kZnbW72XTAr5QjocLHDFVTCHiOLLjr121bMoGvNW5uH4Aa3gib4v82Hq9/jafVHts3jNXpx7XEdUnRtSC0Ih9O3cJKpm2T3aNVILAXp3bIJpiyMvFyUT9tKIWshiRX+xWy0UlH6PJwzKgU5Xco2V3o4FBY6YXu9cbr86ZpMlG+mjLlKLJyUEEwhqIIkjPl/sSg/LtcnlkPsRPwZ0aYoBXbPLji3fyesXETVocRW4ICqvQdpDr83Cum35ZV6TpmXvfbdS3bSdNrK9KpdUH9kXRqNO1SX96IfVquGY94hj+OaPjeqmS2pSmjUa9leoRXKzKqth5SZemtZlZlrhzHfEVVYOERHFFzVhcKhfRTQcjqMnuEpXRS+5DtmQH+PrkEye2FJMWLX5IF7931LsLyhbemPKgm1ommnBjef3RYeWGfW2QlMWnmj0Wjz54XwsWrO3zGsSaPn4p9U4eXAuLh/fXR2j1PqOBan9LYsZyuJ9ABFVzlON3kNub6DGv18lwBpuxB0p2V6nrZ+K3z5vACcMaqOefSM9bmmuLfl2Z45qH3HgQkpEjR3aFn5f2e+LBLrlQ66xKbVwjT1qgYPbh+gKXFWfBCokY6QuxkZElEjiuscFNVzywOvyBnDLS9OOClqESQrlhz+uxoSf16jggVoIUYfkRlPe98VPl2Di9I1HBS3Clq7bh1tfmg6tZGaYGCskIiKi6i/qWLZhPx55b+5RQYuwvfkuPPDWHKzZlq8yM+qa3OvoDDrc9vKMo4IWYVLiY9LMTXhuwkJYbWbodHV8E0dEVEp6SvQNr7PSav78KRPT6SnR/Z6W7f31VG2gJIs9hHOPr6D/wxEky0Kaa9vtHlXOaXCPZhHtd/rIDip4EcvyikRElJgYuKC4JKWXXvhkcUQpu1//sQFb84pVsKOuj3HeijzMWLqzym13H3Dgza//hL6eGqkRERFRYpNVmFI+4vkJi1BV1QipC/7MxwtLggi6ur3d1xv0eOfbFdi5z17ltrP/3I1Zy3bGpMktEVF1Sa+E3OZpEW8vTaKH9W5Z42wxt8enyh9H47gBOfVWBlcW7hn1Opw6rB3OOrZDpdv26tgYd186EE6PX5VWdjg8uP2iARjYNbvS/aRnxYUnd2YjaiIiUhi4oLgjD9kHCl1YselAxPt8M22Dam5Wl4xGvcq0iJSURpCUU6nNSURERNGRCXhZpGCxGNWfdT0hX98MRj1+W7BNlSeJhPS9mLZYggJ1t2hC7nGkUfj0KOqYfzdjE0wmQ51nzhIRhUkvwvEj2kW8/Yi+rRA61Di6Jvy+QEnPH31k1zObWY9R/VrCW0+9E+U5fcXG/bj3jVk4fWR7vHDjSBw3sPXh45ff41Im+d7LB+GBfwzG2xOX46up69VzutfrV6WQ7rl8EB795xDVy0F76Pe+XqfFqH6t8NLNo/CP03rAXuxhmSQiIlK4/JvijkanxeR5m6PaZ+7y3bjlgn5/NbKqgwdzu9OHtVvLL2NVHknpnbZkB0b1bsG0VyIiogiprAG9TvWVWrXpIOwuL1KtRnRt20jVJQ/4AmpCJNmZjHpMXbg9qn2k58Xw3i1Ql4s6Zi7bWWH5zPKs316AgmI3jAaZ2OL9ERHVPemlMKZ/a8xZvrvKxtPNG9lw1ek9juq/UB3yTGgw6XHDeX3x/CeLKu2ZIdkOt13UHx5PoE6edys4CPw6fxs27izENU9Nweh+rXDmqA644dy+cHv9MBl0KHJ6MXnuVrz9zXLsK3AhK82My8Z1h8vpUddqf0EAHVqk4c6LB6jf+1I60GjQqjLQQX8ARYXOeunNRERE8YmBC4o/ISC/OLo2WP5ACC63v85W68mNY77dE/V++UVuGR4RERFFQHo0yAr+Cb+sxdSF2+Bw/zVRlGIxqJWefz+pC7Q6DdzVaLKdSGTRRLT3RwV2DwwRruSNhWAohAOF0bcyldKgTdOjrzFPRBQLwWAITqcH91w2UJX3nbJguyq5d6ReHRrjrksGIhgIqCyNWHA7vTimezM1kf/G13+WWypZJv9vPL8vurbJhMNeV+2iK3gGLi55BpZAw09ztqiPRulm2CwGeLwB7C9wlTl3EpgO7yvnWT5ccr12+dTnNBoN7KGSzxMRER2JgQuKS7JaI1ryYB6oozkLWQUSaUpvabKqhJUQiIiIqma2GOALhnD7S9NUw+kj2V0+fDt9E+av2oNn/zVClY9yu5M3eCErbKW2eLT3HeVNvtUWKftRnXs4WW3LFbZEVJ8kECGT51ee3hOXntoNP8zagg07CtTnJMti3PC2qheGx+2L6bVGvr692I3eHRrjgwdOwtwV0vtnF5xuP1KsBozq2wr9uzSFy+1TQYv6/F0pxyrXlSNJwLqioHW4THKonAMvCVbwlz8REVWMgQuKOxqE0L9LNn6cvSXifdq1TIdBmn7VUdqsNERr1siGzFTT4VUnkRjUrRlXkxAREVVBVmFaLUbc+MIf5QYtStu934EH35mD528YqSaeypscSQZuj1/VDt+13xHxPr07Nq7TMlqBQAgDu2Xj/UkrI94nPcWIFk1SVHkQIqL6JKWbfD6XKk04bliuygbQHMomQzCIwoLa+T0l1y3p/+D1+NCnfSP06dAEGi0QkkfbUAgFBc74eIYMhdCvc9Mqy2mV1qdjE3X9StJLMxER1bKG1dWQEoJMOvTv2lSlnEZq/PB2cHt8dXZDpFJc3T7VTC1SHVtnoEUTGzye5F0NSkREFAvSrHn5xv3Ymlcc0fYbdxRi3bZ8mM3JuyYn4A/gjFHtI95eymdK89RAHTY4lVXITTOt6JKbGfE+Jw5qo/aToAcRUTyQfjtSwsnl8MDp8Ki/u0uVKqwt8ntQyihJPwin3aP+dLm88RG0kMCON4ATBuXAZNTBYtIjO8uKJhmWSksSynUrFv1AiIioYWLgguJOuO7l5eO6RbR92xZpGNWvJbwxqjMa3QRCB3WzVhWdVoMrxnc/tBK0Tg6PiIgoYen0Wnw3Y1NU+8j2Wl30ZYoShdxDNEq3YMyA1hFtf/LgXNUHpK4bl8uK4SvG94BeV3VxTFmkctaxHeo0uEJERNWvOiBeuHEUPntsLN666zi8e+8J+O/Dp+Das3qhTbPUMttLlmCX3Kw6CfoQEVFyYuCC4pLUDj2mR3Ncc1ZPVS+5shJRj18z7NBKvWCdr8QJBYJ48rrharVJRWQFyp2XDFDH6nYd3WyNiIiIyjIZ9dgWYbZFmGxfXu3tZCIrf68/pw9G9GlZ6XYS3Lj6jJ6q9Ehdk3uyNtmpuPvSQZX2A2uSacFT1w1XpUfqOrhCRETRkSw+q80EXyCI2ct34R+PT8YZd0zCGXd8h3vfmAW9XovnbxypFuvJtr06NsZ9lw9S161kLeFIRES1L3nz6Snhsy4cxW6M6d8aA7o2w7fTNmLqwm1wHFqtISUIThvRHkN6NlcptLFexSFNxKS2qTAa9QgGfeWm6ErqrtTgfv2OMfhj8Q5MmrEJW3YXqdcyUkw48ZgcjBvRTj24S7pvefdscmMn76HVysN9SKUI8wGeiIjqklyHdGqFvAbBYFBdhxJtniHBDrfa9dedDjduvqAfxg1rizkrdqv7Eynb4fb6oddqMax3C7VYwm53q+3rmvzcyDF2b5eF9+4/Ed/P2IRf5m1FwaGeYLIiV+6N5B7P7wvA4Yi8VxgRUSxI7wqTSQfdoSw9efbzN/DMr/A50WjCz6RyL/DXNcRqM2P1loN48sMF8JS6tsjvfGli/u8vluJ/U9bjkX8OweCezdAkw6qCFpItSJExmfQwmw3q7zabEU6nr16u40RE8YSBC4pb8iBuL3ar+pkXntQZV5/ZE15fADqdFsFAEB6vH0WFrphmWsiNgk6vk3kbrN58EG5fQDXg7pyTqXpayAP2kTcPkkUhdTuH9mimVjjKtE8gGFKrPu0OryopJUGL8hqPSg1vk1mPvANO7NhbrG4Y27VIR0aGVZW+klWLXKFCRES1QQLnct0zGA0ocniwaXuBun61apqCFo1TVO8oyYCsj9raMinSOjsVew5G3gi1ddMUdZ+Q7GQiSaPxolMLK7rkdIZnxxoEXAXQWdJgbt0Ffp/UR/fW62SHCl7YPWoRyBkj2+GiU7rC5w9AKz90MobCfQjs2QBTkxwYUvVw+zTqnoeIqDbJc6TRpIfFbMDWvCL1DCbZ8R1aZSA1zaKe6aRkcUM/J3qdFh1z5JwYD/en2LanGI/9Zx78lfQj2n3AobIv/n3bsQxaRCElxQSjNgCNVgv3tuXwepzQWdOQ3rorgn4f3H6NCmIQETVEDFxQ3FM3PB6/egiXyX6ZyK+NSRSLzQSnx4//TlqFmct2wldq1U1WmhknD8nF2cd2gNvtheeIDA9ZoeP3ew8fowQg5BgrCjpIKq0txYz5q/Lw1dQNapVKaT3aN8L5J3RGp5xMOO3uuGnIRkREyUGuVVLyYcPOQnz261r8uX5/mddlxf5ZozuozEaH3V3nK1EDPj/GD2+Lhav3RLzP+BHtEAgkf+DCZtHDpPMjf9pnKF4+DSHPX8EdrdmGlJ6jkTnqfOi0ejhd/noPspi1GgT9XjiW/AbHqhnw7tmGkM+tXtfojbB1G4bMURfAYLOi2MFJLiKqHZJVYUsxYcqC7fh2+kbs2Gs//JqUJu7fJRsXnNQZLRunNJjyRuFz8tv8bapPVHnn5MKTuyCnWSre/W5FpUGLsL35LkycthGnDW9by0efHDLSDND4nTj4+2ewr5hx+PootNY0pPYeg8wR50KvM6KomGWniajhYeCCEobcPEoZpdpgsRqxr8CFe16fBXs5q2wOFrnxyS9rsGjNHtVTQ+pRVLSCpCTIEKp0skiCFhN+WYOvf99Q7jYrNh7A/Ztm459n9lRZHFI2qwHcOxMRUR3WqZ6+dCde+9+ycq8vm3YW4rkJizB+eDtcNq4b7MWS4Vh3FyK5xvbu2ERlf5SeSKlIbvM0dM3NQn5+5Bkaichq0cMYcmHne/fAX7jvqNeDbgeKFvwA54bFaHHp4wiZjXDVY1NUKXthM2ux++P74dl19D1PyO+F/c/f4Vy/AM0vehQptiawOxm8IKLYKlk0ZsLLny3BtCU7j3pdHt8WrN6DJev24o6LB6B3hyYqaJ/MwgvpXv5scaXnpFGGGeOHt8farfkRf+1f5m7Fecd3qreszUSRnmoAnIXY+dE9CNjLLmQUQWcRCudMVNf0lpc+jpQUI+x2Bi+IqGFhc25q8OSmTW/Q4f63ZpcbtChNbthe+nwxjKaS2pPVYTIbMHPZrgqDFmEykfTWN8uxcUfh4VqXRERENSXXFCn58HoFQYvSJs3chN8Xba/Rda86ZKLD6fLi0X8OReMMc6XbZmdZ8cjVQ+B0epN6hazKkrEasfvTR8oNWpTmz9+NvM8fh81qVFmg9cVm0WHvty+XG7QoLeiyI+/Th1WvDrkvIyKKJYPJoJ69ypugL00yCp75eBEK7J6kf/6Sc/LV7+urPCe5zdOxYHVeVF9bFv1J2Si9lGCmCrNdDAYDdk94qNygRWm+fduQ979nYD7Ug5OIqCHhkwE1eAajXqXHFka4emH2sl2qpJQ0Mo2WTB5I/dD/TV0f0fYy//LllPXQV+O9iIiIyqM36PHFlPVqNWUkvvp9g7p21fUEuNvlg0mvxcu3jFblGo98YJceWGOHtcVLN4+CXpv8PRLMJj1cW1bAt297RNt7d2+Ee/cGmM36esu2CLqK4Fw7P6LtZeKmePkfMBv5eEJEse3hIL8/pRRSJPyBoJrQ1yZxEDV8TiZFcE5MBh08pZp0R0r2qce4edyTwL5jzRz4C/dGtL17y3L4Du5GamrlizmIiJINZ0OpwbNYDPhh1uaIt5eJnh9mbsKZo9oD3ugf4qX8xvY9xRHvIynLTrcESnSqVjQREVFNVvhJ4+uFqyJfPbl7vwNrtuajTVNbnTctdbu86tp52aldceVpPfDnhn2wO31ItRnQq0MT1YA64A80iAagkvSyf8EPUe1TNP97ZI39P7hQ90z6EIrm/Fhp+cwjFS/6GS17H8dyUUQUM3INmbdiN4ockT+4SRbC1Wf0UhP8gUDd9niqC0aTDnOXR3ZO7C4vMlJMUb9HeoopqbMga0oaoO9b9HNU+xQu+AFZYy6ptWMiIopHybuMgCgCqpE2NNi5r+r62aVtzSsuKRIeJZ1Og407C6PaR+73du61Q6vlP1ciIqoZuQ7t2m+PONsibOOOAnXNrA8SlHDaPXA63Oiak4FBXZuiS+sMVX9cGqg2hKCF0BmM8EaYbRHm3b8dOn39lDuRHxfvvm1R7SPj0+h09fazRkTJR6530T5/SbbAwSKXumYmo1BIg027IjsnC1fvxdBeLdREe6Q6ts5AeopRLS6g8mn0huiv6fu2qWskEVFDwplQokPBgai2r8P3KtmHq1WIiChGqnMdQv3z+4Mq40N6Wcif8t8NilowUYc3LEREDViyP35FOj6V6ejyYVjvFhF/7dNGtFOLCpL9HFbXX+sReU0nIqoKAxfUoEnzT7n+t2ySEtV+Odmp1QomBAIhtGuZFvU8RcumKQgGG9gEDRERxZxch1o0SVGr4aPRvmW6umZS/Ql4PTA0bh3VPsbGLRH010/vD/lxMTZuFdU+hsYtEQoG+LNGRDEj17u2zdOj2kf6OjRKNyft7yJ5vmzbIrJnUnnklZ4f/xjfHdlZ1iq3H9yjOYb1bgmvJ7n7TtWEPNaHAj4YorxGGpu0UtdIIqKGhIELavBcLi/GDs2N6kZv3PC2CFZjpaesPOnQKgOtmkYeKOndsQlSLAb2tyAiohqTsg0yIdO/S3bE+zRrZEXX3KwGU5IpXskcUNrAsVHtkzZwHNz+eirx5dcgbeCpUe2T1v8U1deEiChW5No1pGdzpFojL5s3om9L1aQ7WTP7vB4/hvZsEfE5+W3+NlVa6oWbRqJH+0blbqPXadQz9R0XD1BlHGWhBFVMfrbkmheN9IGnwheqn/KPRET1hYELavB83gBOOKYN0mzGiLYf0qP5oUBC9BM4kqXhcvtw9rEdIt7nnDEd4avGexEREZXH7/PjnOM6Rdyq6cxRHdS1K1lXniYKt8cPa9teMDRqGdH2xuxcmFt2gtvtr7fJQq01HdaOAyLaXmtNQ2qv0XB7k3OikIjqhzTXdnv9GDe8XUTbywS8PKtVZ5Faop2TU4e1jficNGtkg0GrwSNXDcGbdx6H8cPbYWDXbAzu0QyXjO2Kjx86GZed2k31n6rOc3JD43AFkNJ1CHRpjSPa3pzTTV3/HQ53rR8bEVE8YeCCGjy/P4CAP4BHrh4Cm1lfZaOxW/7eDx539VNfJW12ZN9WqvZnVa48vQc65WTW26QDERElH7fbh9zmqfjnmT2rDF6cPCQXxw/KUaszqX5J4Ej6ezS74AHoUstf8RqmT2+KZuffD4fLW699smRipukZN8PYrPLJMa3ZhuZ/fxBeb/KucCai+uPz+HDOcR0xrFflfRp0Wg1u+Xt/ZKWa1bUy2c/Jucd3wtBezas8J7de2B+ZKSbY7R4UFDiRZtHjghM7qefiG8/ri1MGt4Hf64e92M2G3BGS8yTzEHLt09kqL2UmJaWyz7kTHp+UUqyzQyQiiguVz9ISNRAumQjIsuKlW0bjvz+txqw/d6v04LCMFBNOHNwG5x0vKxd9NSqXIWmzshLl0lO7oWNOBr6augFbdheV2UZKcpx3Qid0b9sIToebzbmJiChm5JIiZRzGDMhRPZ4++3UdVm46UGabNs1SceboDhjRpyUcdin5wCfleOB0SRaDDS2vfB750z6BfcV0hLx/rb7UmKxI7TkKmSMvgCeghctVvwEnuV/SaPRocckTKJj5JYqW/oags9Q9j06PlC5DkDn6QgSMKSh2MEBG1JBptRoVUFd9CGP4+CMBUbnu3XphP1Xq6LsZm1Bk9yDNZoI/GESh3YPu7RrhwpO6oHXTVLicHsQLvV6rzolch2M5aR0+J7dd2B+/tN9a5TmRbcNiFdT56/tdUpkgUppDqy4izRyNVwVFXmSmZZVc0//4BPaVMxHy/1UuUWtOQWqvY5E56nz4gxoUF7OUIhE1PJoQZ0SPIjcFBw86YnqzkZlpQ36+I+lWkSXb2CwWA3R6HQLBkJrEcXkDyEozqQCClMnw+wIxW0UiN2oWixFGkx4799qxbU+xah7XrmU6GmdYVIqty+mrtaBFsn3vSuPYEhPHFv+aNEmNu+tsspzb+hibPPibzQZ1HTpY5MbGHQXq+teqaSpymqXC7fLB6/XVWp1qfu+qz2TSw2KQeX8tXFtXIuiyQ2tJhSW3uyoF5vZpaq0nSXXGZjDoYDECRpMRrm2rEbDnQ2OywJLTHSFo4PJp4mJ1M38mE1cyjC8er7F1cW51Og2MxpJrkUGvVUELnU4Lu9OLgC8Q07JD8nUtViM0Wg3MRr1aqCYZBf5ACKFgCH6/X2W21fcMicGghdlsVL/j9TotgqEQdFotnG4fQoGgOsZYfd+qOic+n1/1hIzVOZF7D5NZD71BD4up5P1kjE6XT1VB8Hjk+beinxM9jCZDyc/JoXNid3jVfolcnio11QyjtmSOwbVlOYIeB3TWDFhyeyDo96mFCA5HcgQtkuF3dUU4toZxjaW6x4wLolJcLnlo9qkH7J7tsmC1muB0elBY6Iz5xI3ZYkRIo8EPszarCSO9tuQGbP32ArRobMOofq1htpRkgxAREcWa6rvk8qoPq0mP3u0bH17pWpDvqPeJG6qYBCU8npIHSUOzbtBqNOr7WVjsi8sHSln04fMBOrcHxiYdoW1acrzF7qCaFCOihsls1sNiNWHeijx8N2Mj1mw5CGmnlJ5ixHEDcnDayHawpZrhcnhq3GdJBestBnj8QXw/YxN+nb9NPYPJda9DqwxVxnd475YqgC+B+/qSkmJSE/RzVuzGpBmbypwTyZQ8fWQ7pKZZVFZITX/fqyCCnBNfAJNmblZNuMPnpGPrTIwf3ladk5L7hZqfExmXzWbC2m0HMXHaJixcnacCJGajDsN6t8QZo9qhRaMU1ceh9NhkkYUEV+aWc06OH5iD8SPawZZiVuck0fpxqWCMQQPPzk3wHtgBfUqWKgcp2ZSFiyfD0qYHTJnN4NFr4/L6TkRU25hxkQSrVOoTx1Y9VpsJW/OK8fB7c+GsoH9FVpoZj10zFJkpxloJXvB7l5g4tsSULGOLx9WgyXJuG9rYyhuf0ahTKz9lIkUmHmRyPlFvU5P5e8exJaZkHluyjC8er7G1eW4liACNFve+OQubd5Utm1s6Q/1f5/TB8N4tVP+E6l4TZCJeJraXrNuH5yYsgq+CcUj5xCeuHQqjThOTifpopaSaIMn991VyTiQb4vpzeqtSjnJOKpqor+r7Fj4ni9fuxXMTFpcpk1xaq6YpePzaYTBqw4v8qkeu8fIM/MzHi1QAoiISmJGSyjI2OW75OZHFfve+Mfuo8sqlz8kN5/XB0J41+zmpa3JOUm0G7P3mBTjXza9wu/RB45F57IWqtFSil+5Mht/VFeHY4hszLhIXm3MT1UM5qgNFbjzwzpwKgxZCVrvc/fpM+AIhVRKCiIgoGck1TlaPBrVarNySjyXr9yOvwIXMTKtaYSnBDCIiSq5JMJPJgHveqHiCXsik/CtfLMHS9ftKAh3VZDIbVVb70x8vrDBoIXbus+Ou12apMkaSgV/X10K9Xod7Xp9Z6TmRjJBXvliqgjAWm6na7yelqNZtL8Az/11UYdBC7Ngr52Rmjc6JBEkkaPH8hMWVBi3Et9M34fNf16nqBId/Tl6fVWHQInxOXvpsCZZt2F+jn5O6JOckNcWIfd++VGnQQhTOn4SCWV8hzVa3P5NERPGAT4JEdUxu+j74fhU83qp7ZRTavfjs17Wq7wYREVEykYd2KU+Rl+/GsxMW4bKHf8Fj/5mvJpZueWk6rn1mKn5fvBOpaWZVSoGIiJKDwaDH1IXbK52MDpPF8+99twIWs0FlYFTnWiMLx979bkVEZYR2H3Dg+1mboa/jwIXBqFelmiQrP9JzYjqUqVidcyIT/O9+G+E52e9Q5Y2re04k+LBjjx2z/twV0fZf/b5BBSOkRNSUBVGck29Lfk7CzbvjmZwT777tcKyZG9H2BXO+gSYUqPOAGhFRfWPggqi8BmUWIwwmA1wev/pTbnZjcQMkEy/yNRet2RPxPr8v2qFuUGTFCRERUUXkOiHXL7PVqFZhqj/V9QtxyWg24s/1+3Dry9Mxf2Weqld95ETJ2xOXq7ISslJTVqLW2bEZdSrbQ2qvh88lsx+JiGouPGk+aeamiPfJO+DEik0HqvV7WCa/t+4uqjSL4Ug/zd5c7UBJdWi1gNGgw/czN0d3TjYegNVqrNY52bKrKKLAUdhPc7ZU+5zIIrxvpm2MeHvJAJH30+q0UZ0TCTqt2nxQ9U6Jd2ZDCEXzJkW+Q8CPosWTYY7+201ElNDi/zc6UR2RmzBJSZXgwoylO7Bw9V64vX5kpppw/KA26NQ6A06Xt0bN2mRSae6qPUdNzlRGAh0bdxSgVWNbwtYTJCKi2g24m8wGFeT+fdF2LF23T2UyNEoz46TBuchtkaYacNdns9EjyeST3enDUx8uqLREhZCyEp/+sgZnHdsBfn/V2Yo1IedQzqU0C/1h9mZs3FmoamU3b5yCccPaIj3dAo/bp/pvEBFR9a5Z8nyzLYJV9KUtWJWHds3TqvGOGsxflRfVHnvzXThQ6IZRp0UwWLvXnXAGilPOyZ7oz0mHVunRv6Em+nOy56BTlTuuzjmxWgxYum5vVPssXrMX44a3i/qczFuZh9xmHRHvDGYLXJuXRbWPa+MSpPY7udaOiYgoHjFwQaRuoDWwpVgwdeE2fPjjajiOmNyZPG8bWmen4s6LB6BxuhlOh6da7yNZG3KjHi13BGWliIioYU4ApaSa8f3MTfjs13VHXWN+nrsVbVuk4a5LBiLNaoTL6UU8kNWXX/+2Bt4IA/I/zt6MC07qDJ9HW2tBfAmmSJbFm18vV6UppExFad/8sQEDumbj9ov6q+u52x0/gSAiokQhvz990oG6Gs9D1Wm5HKrms5QsADDV0cp9WUAn7xctKT1cnT7Usk913s8r5yTKrJdw1me07yfbVyfhRfaL99bc4XMS9EU3pxDye6CR9BwiogYkot96u3btiuqDKNFYbCWTPq9/9edRQYuw7XuKcdsr07Gv0F3tpl+yarNxhiXq/STrQ/YlIiIq/eBrSzHhs8lr8Z/vV1UYGJfyGLe8PB3FLp8qDxEPiwVMRr3KDomUw+3H9CU7VQ3w2jkmrSoL9fh/5mPyvK1HBS3CFq7eg9tfmQG9Uc++G0RE1SA9FWwWQ9ST0vI8VJ3Sh/I+sm+00mzGOnv+qu45yUg1Vat0U12eE9k8GAohIyW695Pt5VJcrXMSpyUyS58TOY86W0ZU+8n2oTrIACIiSrjAxZgxY3DcccdF/EGUSGTVSKHdgw9+WFXltrJa5+mPFsBqMVar54WUlujfpSlsUazead7YprI9vMy6ICKiIxo77trnwJdT11e5rQTln/3vIhV4r++eF1qtFgV2D5zu6DIQN++Ssk21c0xGkzRF3YpFa6ouZSFlKz74fmWdN24lIkoGgUBQTUgP6NYsqv1OGNQGoSpKC5ZHSgwe2791VBP8Pdo1gsWkr1ZmSHXIM6IcXf+u2VHtd8IxbSQqUDfnpH0jmI3VOydOpxej+7eOap/jB+VA+o5Hc07k/ubEQTkIVuPnpK55XS6k9BgR1T4pvcbAG4jzqAwRUX0ELp544onDH3feeSd0Oh2GDx+Oxx9/HG+//TaeeeYZnHzyyTCbzXjooYdifYxEtV6uYmIUzcJ27LVj3bb8ajX9kht1SekdMzAn4n1OHdYWLrePGRdERFSjZpfrtxeoQIcEPBJVdRYNVP01SxqVToqiAejvi3aofhjSu4qIiKIT8Plx5qj2EW/fq2NjpKeYqtVfSBZ/SePrY7pHHig5fVR7eL1128soFAzhjCjOSe+OTVRWgqMaJYzD52RQFMGjM0a2h7ea/Z0C/oB6ptXrNBFnTcj3y+cNqPeN5pyk2ar3cxJLJpMOGRlWZGaWfNhsR3fUlmqTaQNOAbSRLYLQpWTA1nEAXG4uZiSihiWip62zzjoLZ555pvpYsGABzjjjDLzzzjvq8yNGjMD48ePx4osv4m9/+xt++umn2j9qoliW2bAa8cfiHVHtN3n+NoSqOXkiN+qXjO2K3Aiay8lN+tihbeGr4xtnIiKKb7JKUjIGZy7bGdV+UgapvlMupCSGTLbIatZotGmeBp2+pKeHpZolG8sjJZ/y9jtUSchISVmueSvyWC6KiKga3G4/OuVkYuyQ3Cq3TU8x4ubz+8HjqX5fIb/Xh+v+1huNM8xVbjuqb0uVIe+p4z5GDocXXXOzcHIE50SuoTed31cFBGpyTq4/J8Jz0q8V+sk5qeb3QAIleq0G//e33lVuK8EN6SspC/dcLh+6yDkZ3Cbic+Ktwc9JTaWkmJCSZobVZsbqrQcx68/dWLx2HzQ6HVLSLCqYUfqchLQGND7ln1V/YZ0eTc+8FR63R91DERE1JFE/bc2aNQuvvfZaua+NHj0aX3zxRSyOi6jOVm5KFkRFfS0qUlDsgbaaEz9yk6LR+vHM9SPw7ISFql72kckUMiE1ul8rdYPtcnpqrREpERElJtXI0+OHL8rrg5RoUvUo6lFJ9qEfxw5ojR9nRZblYDXrMbx3S9z7xiw0ybTg4lO6IjPFpK6RNU1IlHsBdV6itL/QVd8xICKihCSZ5A67B1ee0QNpKSZ8M22Dyko/UsfWGbj70oEwG7RwOb01CpRIqcQXbhqFpz5cgFWbDx61jUGvxalD2+KSU7uqY6vrCeJgMAiX04erz+iJdJtRVQQor6F1+JxI6WF7sbvWz8m4YW1x8dianxO5Xo/o3RJGvQ7vfLschfajv5/ZWVbcckE/5DZPhdNRcn2XP68+s6fKuKnqnJj0Nfs5qYm0NAs0Wg0++3WtWiRSenxGvRbD+7RU9y6paRYUF7nU54scAaR3G44meiMO/Po+gs6io76uPr0pmpx+I3RN2qCwmIsZiajhiTpwkZmZiT///BPDhg076rW5c+ciOzu6uoxEtb0aVTIjZFJCbpA1Iakh6itz0yUNOXVaTYWNOMtjNGhVk7HqUit4QiHcefFAFDk8qjzFzn121UisbYt0lUprMujUDV4se1tIWQur1QhfIKQmWyRgI41d5QavNnpoyPvpDDpoZJZMU/KQIrVp6zt9l4go0cklqDpliqQ0BOpoLkayIrR6XanAQgg6jQbFxW61SvTs0R3w67ytEQVfThmSi627i1S5K/mQXhQPXzUYuc3S1KRGTci1yWSMvl9FeRkjct+h0WnV4gbJypDeGRpNoM7qpBMRxaoXkZS3Ccjzk0ajnhksVhM87tg9M0ifBZl4l5JRZx/bAb/O34YVG/era0KjDAvGDs1Fq6apcLu8MZmMdrt8MJkNeOyaocg74MSPszdjz0En9DoturTJPJzpYC+WRWP18zu7JKMhhLPHdMTfxnRUE+ArNx1Q56RxhgWnDM091PvQX6OgRUXn5IdZm7E3v3bOiTx/O+xu9O/cBMMeOAlzlu9WH3KtTLUaMWZAK/Ts0BhOp08FScLk+iljPWt0B5xzXEfsPuCATlvy/O71B5FiMahsC1eMfk6qIy3NDLmTuevfM7BpZ+FRr8txTl24XS1YfPL/hqFplhXFhS51TgqLfUhp1x9tbhgC+9p5cK6dh6DXBZ0lFSk9R8PSpjs8Lg+DFkRxqnPnzrj++uvxr3/9C4nk4osvVn9+/PHHSLrAxTnnnKMyLtxut8qwkEDG/v378fPPP+PTTz/FPffcUztHShQhmZA3WYywWgxYtm4f/li8E3anV63WHNa7harlKamncqMmNwtur1/Vw1y8tuqGnGH9u2SrIEhNyOS9fMgkxzljOpTU7VZfM6QmdIpdsbvx0ukAi9WsSlosWbsX05f8dU6G9mqhaoh6/QG4HB4EAqGYBCzkJlhiQT/N2aJ6gkhgqFmWVQVlGmdYVfDGXccp2EREyUKyFkSX3Eys2ZIf8X4Du2bXesKF9NCQCXsJ8P88dyvWbDmorgHZmVaMHZaL7Cwb/D4/9EaNWiH5xAcL4K+kkebgHs1w/gmd8eA7cw5/TlbmPvzuPLx77/EwGnU1mkiTrEYp3yirVx0RNgyXS3b/rk0PZ0TKtdxsMeJgoRvfz9p4aGJFg06tM9TEj1wT5brHAAYRxTtbilkFc1dvOYgpC7ejsNijavYP7NoMI/u2hNEXUMGEWGSEy9fw293Q63UY3a+l+ggvOJMHicICR42z6kqT38PykWE14O8ndlZBZgnSSLaDN05+R//1jGhQDaqPGyhNrTWHg/9yToLB2jknF57U+dD5l1dCMT8n8uytFsx5/OjbsTH6dGxcZoFhQb6z0qwOeWXFxgNYfijA1UQFc9qqcmL1SaPV4pkPF5QbtCityOHFfW/Oxrv3naAWd0gpLBmvZF7o3B6Y2/RDVm4fVRYz4A/CG9ThYH5JgIOIqKGKOnBx7bXXori4GO+9955qzC3kQiONuW+88UZceOGFtXGcRBFPJEhNyQ07C/DSZ0uwL78kDTNs2pKdqtnX/53dC306NYFDVo94Azh9ZLuIAxcy2X9s/1YxWeUiajv7QIIW1hQL1m7Nx8tyTgrKPyfXntVL1XN12L0IBKp/gyoTSFabCe9PWomf52w9ajLquxmb0KtDY9x5yQCVniwBJCIiip48+J82vB3WbFkUVbPLwkJnrR2TPIibzUZ88MNK/Dh7y1HZFJNmbkL3do1w1yUDYTJo1MKB524YgQk/r8GiNXtUwDusWaOSYPdJg3Px/CeLjipjIas0v5+5GacNbwvUIHBRUroqgDEDczBpxqbIG4BajSgqdKlrGbRaPPr+PCxdt6/MdrKadMIva3DiMW1w5ek9VXZIXTd8JSKKlNTn37nPgef+u0hlg5c2c+kuvDNxOS4b1w3H9m+tVs/HqpytrOavyyyH8OIpyVzMzLQhP98Rd6V5JfuiJn09olWXC8rkuhtpdoQEtVJSTfj813WYOH3jUSXF5F5D+qXcdelAWKzGOs+6SE+34GCRW2VTRCK/2IM/Fu3AyD4tgVLPwap8tTNY8jNptaDQIT+TfE4mIoq6xoBExO+8807MmTNHBS6effZZFcSYPXs2rr766lo5SL/fj5dffhnHHnss+vbtq4IjS5cuPfz66tWrcdFFF6FPnz4YM2YMPvroo1o5Dop/ZosJ67bn44G35hwVtCjdn+LJDxdgwco9sNiM6oawV8cm6NG+UUTvceHJXdTKzni7ua2I1WZRkz0Pvj3nqKBF6XPy1EcLMHdlHqy26q9Y0ek0Kmjx3IRFajKpohW0f27Yj1temq5Wp8gqVSIiip5MgA/p1ULVdo7Epad2UxmHscisK488bEvQ4qXPFuPb6ZsqLAElZS9ueXmaKlsoTTibZ1lwx8UD8MEDJ6kMjJsv6Icnrh2G1+8Yg0bpFtz12kzMXZFX7tf6ec4WWC3GkqzFGgj6Azj3+E4quFMVqVUtE3c+b0nWpE6vw60vTz8qaBHmD4TUxMozHy9Q10gpUUlEFG+kfKwELe56deZRQYswu8uHV79chp9mb1G/z4hqk1zb5efynYkr8Plv68rtgyIku/+WF6fB4w/CbK7bZ0t/MKQW5kVD+ntJ/xAiSj4FBQV44IEHMHToUPTs2RPnnnuumj8vzW63q22GDBmi5rhvvvlmfPDBB6rsVGm//fYbzjrrLPV1pF3DY489BqfzrwVo//73v3HCCSfgjz/+wPjx49GjRw+cdNJJmDhxYpmvs2vXLlXOqn///urr/Oc//znquKWq0vPPP48TTzxRfZ1+/frh8ssvV/PtYXfddRcuvfRSPPjgg+r1sWPH4oYbbsDIkSNV5mJp9957rzqWWKj2b0ubzYYmTZogLS0NvXv3htdbe5HtN954A19++SUeffRR9Q1o27YtrrzySuzduxf5+fnqZObk5OCrr77Cddddh+eee079nRoWmQgwm/R45uOFVfarkPTXlz5fom6GZD9ZAfnglYPRs33jKoMWJw/OVenRiUBu3GQi6bn/RnZOXvlsiSrtkZJSvQcRo9GAOX/uxuw/d1e5rdSUfeub5dAbGbggIqoOWZ3ndHpVbWpZbVgRmdO/6oweGNG7RUmPpVpisRgxf1WeyuSriiwueP1/y1TdZ8k8lEaV0ttJAt4yYTZ9yQ7847Ff1TW9stILsnJRSj5K4Lwm5Bj0GuCp64ajUbq50r4WD1w5WJU+lBIPeoMeb09cgd37HVW+hwRfZi7docpoERHFE3kekkDs0x8tKLf58ZHem7QCRU4fbAxeUC0/y0rVACk9XJUCu0dVFzCaDKhLcvexLa84qn225hWX9NnkQgaipOLxeNTE/pQpU1Qw4tVXX0WzZs3U/HXp4MX//d//4aefflJ9MV588UU4HA4VNCht0qRJan67Xbt2ql2DBB6+++47ta8qp3jIvn378Mgjj+CSSy5RyQWtWrVSyQYbN25Ur0ugQxb6r1u3Ts2p33///Wp+fcmSJWXe74477lDz6JKQ8P777+Puu+/G+vXrceutt5Z5v4ULF2L37t3qmOS1v/3tb9izZw/mzZtXJggi7STOPPPMmJzXaj05ffvtt+qkygmSiV8ZtER6DAaD+rzRGNsagxJlGjduHIYPH344yiPvKVkXmzdvVu8r3yi9Xo/27dtj69at6ht29tlnx/Q4KL7JRMCMZTtR7IxsUkZWgspKzRMH5aiUUpnYefSfQ7Bs/T5MnLZR/Slz/TJJMapfK9U4LivNrEpEJUqdSYPJoCZ/Ij0nMoEk9chPGdKmWu9nMuvxbRQrTmYu24VrzuqlemLEQ01ZIqJEUxKICOHp64dj0eo9qoyCZDTI/aX0bDh2QGucMbI90mzGWr9+SU3maFYdzl2xGz5fb1XH2++XHktB1XRbGljWB7kXSLcY8fbdx2PKwm0qczA8GSF1tE8e0gZjh7ZVkxTSE0quXfIfM5bsiPg95Bo5ok8rtQAilnXbiYhqwmo1YvmG/apBcyTk99e30zbi7yeVXR1KFEuyOOCbaRsi3n7p+n2qj4QE4Y4sxyyfk34mQvU08fp5HSaimJK58jVr1uCLL75QC/yFZCNII+zwAnsJYMgkv8yhS3ZDeBuZ8w4HGyRQINuPGDFC/RmWm5uLyy67DNOmTVM9p4XL5cLjjz+usjfC20i1ItlG5se/+eYblXHx/fffo0OHDmobOTbJ1AiTRAQJntx3330qi0IMGjRIZYY89dRTqq+1JC6EKyLJ/LsEZMK/T+XvkmQQPoZff/1VBUzOOOOM+glc/Pjjjyp6c9ppp6mTIVEkIYN++OGH8frrr+Omm25CLDVq1Ai///67ihI1b94cn3/+uQqOdOnSRQUw5IRK0CJs8ODBeOutt9TJbdy48hX0lDxkxcKUBdFNdvy+aAdOH9leTVa43X5VAqpTq3Tce/kgGNXKz5BK43S4vKqMhKwITTTSVC8avy/cjtNHtIv6fWQCR24UJVU3UrKydtqSHRjVpwUDF0RE1eRx++HzBtA9Nwt9OzeFXqdVWXZy/bI7S65fserLVFlvC6fbr4ImkZJjnLpoO04eXBIslwUE0iQ7GpmpJpiNejjtHsSCy+WFz+fHiF4tcMKgNoebhmq1GpXd4vf6D1+vpKfTrD93qaB/pDbuKFS1sCW7pCYNxYmIYkkqCP4W5XPUtMU7cOXpPeBySFC81g6NGiipGiCLA2RRRqQkEDF5/jacLr2vpLyIVqMWR8jiur35LmzZdVA1+G6TnYZmja3q/knKRtdkUYfsmdMsVS16jJRsL4s15IOIkocEJWSCv3v37mqCP0zmzp955hkUFhZi7ty5avH98ccff/h1CapKwECCGWLTpk3Iy8vDP//5zzJfZ+DAgUhJScGsWbMOBy6EtE0ICwcUwiWlJENCKhSFgxZC5tVL7yPz69ICQkj2hCQIbNmyRc3Di9IVljIyMg6/R/jYJbPiww8/xEMPPQSLxaKCJVIqq/R2dRq4ePPNN3H++eerAyrdwFeyGw4ePKgiS7EOXEhtLGn8fdxxx0Gn06kTI99QOfnyzezUqVOZ7Zs2bar+lPSV6gYu1IUyRsIpgMmYChhPY5PvWUGUEzPS20GOvfT3WyYk5MOr1yE11YziYtfhfhax/LmoC3qtnJPoJnMkzfbIcxLRe+m1OFgY/cSRlPmQu1L+m4sMx5aYknls1RWrf/PJfG6jHZtMuMuHTLZLEEAm3MOrCWv7+iXHmF8U/TVArlESwJDjCwWDqon1Rz+urrBH0pFOGtJG9e0oKRVVs3JRpUn/CvmQSQ9RelLjr3OpwcHC6ANChQ4PWmRZEyZ780j8N5eYknlsDWF80Yr2d75Wo4n6mUF+l5W8l/6o2taJIpl/bhJ9bDabGcWyeDDKS2XhoZ9jWVxgthhVb0XpjyElp0rr0CoD5xzXEf27ZMPj9lY7iGDQaXDaiHaYFEXG6dihuar6Q3n/ThP9+1aVZB4fx0bS30IqE0ngojzymrQ7kMn/cAZY6QX7pb+OkOSAhx9++KivI20TSpNgQVj464bLO0mwJDPz6JLCEmCRxf5hM2bMwBNPPKGCJtIaQhIFrFZrma8l5LUjSTxAYgWTJ09WiQQSwCmdKVLngQuJvEjGRXkk3SQcIYqlDRs2IDU1VdXQys7OVlkWt912G/773/+q2llHlqYymUyH64tVhzykZmYe/c2oqbS0v36Ykk08jM3rC8AUZb8Ek1Gn/hFW9v1OTa3/sdXonEgpiyjI9tLnojr/BopcZVNyI30/s9kAmzW2Jebi5eeytnBsiSmZx1bf19lkPreJMjZjNa8BkiFiPfTz4PH6MWZAa0yet7XKfaWU4/jh7dX1ozauIVWRa6XcR0RL7lWkLnysa8MH/T4g4D8Uv9FAa6y4V0dD+rmsDo4tcSX7+GrrGut0+6L+fWbUl2yfnp745zyZf24ScWw+yRSNsNTxkaRqgsGgh9Gox3fTN+LDH/9qLFvahh0FePLDBSp4ccGJnWE49PNcHY3SNRjQNRsLI8gOkUxRKeMp/36kP2cyfd+ikczj49gaLpm3llJNFU3aS/8JmdOW4IUE/EsHLw4c+CtrXXpJh/tODBo06Kivk56eHvExSdBC2ikcKRwcEdu2bVP9NCQLRKoXtW7dWi2EmzBhggpoVEW2l+OUvh3ydSUrpHRGSZ0HLiQKJHW3pBP5keTzpaNEsSBZE9LwQzqsDxgwQH1OOqpLMEOCJGaz+ajG4OGARTg6FC1ZAVdUFFl9z0hIVFL+gRcVuZIuHTCexiaNuPp0ahJVqSLZXkpbeN3euB5bdckqk76dmmD99r9+KVVFtpeaoNE2IJeHpOwsq+oDImUwInVM92bqvaTOaKwkw/euIhxbYkqWscUq2BDL62yynNtEH5vceDfOMKteEPsKIi+rOLB7tqrtkJ9f0txar9fhmrN6Iu+AQ62SrIhMsD145TGQxYrhfeuaTIoM6tYM7323MuJ90lOMaNnYhsJCZ0wyLuRnxGIEdFoNiv/8He4tKxAK+qFLzUJa35NgaNJK9UFxe4MN8ucyWhxb4kqG8dXnNTb8zDB/ZV5Uz1ESbHYeyrxIRMnwc5NsY5PjtqWY8eh78/Dk9cORk52KbXsib3496NB9xZ8bD1QYtCjtyynr0bZFOvp1agzvEX0xoukRc8fFA3DXazOxaWdhhdulWg147Jqh6t9oRfcuifp9i1Qyj49ji2+1sTj9SDJ5/8cff6h58RYtWhz+vGQjrF69WgU0ZJtXXnkFU6dOPTy5L4uppbdzmDTklq+xY8cO/OMf/yiTaSHBDKmCJBWIIiEZENLfYvny5WouXUi1JOkZ3aNHD/XfK1asUPPo0pi79NcNBy1KZ1xURJp0S48MCcBI2atwQkG9BC7kAOQkSzmmUaNGqc9JJEYGKv0tpKFILC1btgw+n+/wCS6d3TF9+nT1w3Bkmkz4vyWSVV3h0kCxJP/Aa+PrxoN4GJtW68f44W3xv6nrI54MOGNUe1X7u7Jjj4exVZcsuhw/on3JOYlwfuSMUR2g12mqNWYp13Hi4Bx8NnldRNt3yslEs0ZWFOTHLlCYLN+7qnBsiSmZxxatWJ+HZD63iTG2IDxevSrd9N+f1kS0R7uW6WjTLE31jwqPT/6Um+OHrhqMidM24qfZW8oEQmSCfnCP5rjw5C7ISjWpCbP6aq7p93vROMOKbm2zsGrzwYj2OXFQG7g8JT21akpKTKRY9SiY/Q0K505EyFd28rB48WQYm7dH9tm3w2JMQbEzdgsEEufnsno4tsSV7OOLVLTnQErjSV+fD39YBXeEv5+kT2AoGEqK853MPzeJNjaLxaj6WqzfUYCZS3filKG5eOub5RHtK8+V3ds2UiUov5wS2fOo+GrqenVvIX0vq3NPUVTkVpO6z/5rBD6dvBa/zt+KQvtfiwCNei1G9G2Ji07uihSLAcWFrqT7vkUrmcfHsTVcZ511lqoMdPnll+Oaa65RvSRmz56Nd955R/Vslt4W0qdCEgGkJYKUapI57f/9739Yu3atmlsX0iJB+kk/8MAD6u/SI6OoqEjNuUsPiopKUZXn9NNPx0cffYTrr79efU3JhnjjjTfKlHiUrydlH5999llcccUVKjng66+/VkGY0v0yKnPSSSfh0UcfxZ9//on7778fsRR14EL6V6xbt079GU5rkQ7pMhDJiJBeFLEUbuYh38RevXod/rwcg6TgSADjs88+U/025BsqpNlJ27ZtY579QfFNJgFS04yqxqRMdlRlVL9WyM60oqCgdibN40FxsRtpGVaMH9EO306vuu7m6H6t0DRLAgnVW70a8AdwxsgOqkn6vvzKb8hk8ukfp3VXTdGIiCjxyUKA00a0x2/ztyHvgLPKLL1/jO9e7kIDyfqTB6NTBrfBWcd2wLqt+Sp4IVkWXXMbqXrScr2Jh1W+sjrzivHdcddrs6rsyyEZKTKewKHm3jUhDzZpKUYc/O1DFC36qeLj270RO9+/Ay2veBYWsw0uXnOJqBzye9dg0uP8Ezvjg+9XVbm9ZGdI0LYgigw7okhotFp8P6vkufWHWZvx2DXD8NOcLdiWV3nWhcz3XXlaD5UFVOz0RbygQGzcWYid++xolGKAu5rXSVmJnpJiwrnHd8RFJ3fByk0HcLDYDavJgJ4dSvqu6rWapJ57IGropOqPlFd6/vnnVRCguLgYLVu2VFWEJCAQ9uKLL+Kpp55S20nzbennfMEFF2DixImHtznnnHNUP4l3330Xn3/+ufra/fr1U1kbUpopUtJaQRpnS/+Kxx9/XD1DnHvuueprhMtTtWnTRh3Lq6++imuvvVaVopLm3R9//LGa75cG3507d670fSTDQrI7pEdG6bn7WNCEIsn5KId0MZeGG9LoQ+p4SbqLZGCEI0SxIlEgiUxJDbAHH3xQBTLkm/n222/j008/VTXCTjnlFIwZMwZXXnmliu5I43BpYCKdzatDHpYPHoxd2QFZESdpSZIOmGzRyXgbm1p9mGrG298sx89zK66PPbx3C9zy9/5w2N2qEXcijK26rFYDTGYj3vr6zyrPya1/768au9rtnhqtknH5ArjnjVkVTlzJqpM7Lx2IHm0bwelwx3y1bLJ878rDsSWmZBlbkyapMfk6sbzOJsu5TZaxyTXY6fHjntdnYdf+8r/H0tPitov6qYaYZqO+0vFJgENKMsmfcssq21V03a4vUtJi9daDePKDBfBUcGxSSvHxa4bCZtarFZ01ZbEYoDu4Gbs/vi+i7c1teqDZeffiQIGnQf5cRopjS1zJML76vsYaDDrYUkz4/Nd1qplxZUGL+644Bn5fAI44CCA39J+bZBub/Du47JFfcKCwpPTw+Sd0wslDcvHQO3OxZXdRhQvi/nVuHwzt1VwtDli1tQCPvj8vqve99e/9MLBLUzhjcI02mXSwWEwqmCKkJLLD4U3q71ukknl8HFvDuMbW1M6dO1WZJglWSOuDsBtuuAHbt2/HN998g0TkdrtVTOD//u//cOmll9ZvxkWYpLbIh9TBknSXIzuix4p8XUljeemll3D33XerQEmnTp1UzwvJthASgZLIkQQqpDO61PyqbtCCEpv8ErUXe3DVGT1VWqlkXsxatgtef1CVP5Ja1GeM7oAOrTLUhHm8TX7UBqdqbKbB1Wf2VDd9ck5m/1n2nJw+qr0q2+SvYdBCuFxeNaHy+h3HYfqSHZg0Y5NaxSKk/4WUkho3rJ1679oIWhARUf2xF7tV8OK1O8Zg+pKd+H7mJtUAU37XS0NKKUUiWYCSPeFxeVTgojKSkeF2V69BZ12Ra1mXnEy8f/+J+HHWZvwybwv2F5RMuLRtkabGKxmNsoozFkELYTYA++d/F/H27q0r4Lfnw2RKUyuriYiOJM9Fksl27vGdMLp/K/XMIL/HpbydBI8lYCHloXp1aHxoIjaxgxaJwGjUqaoSMgEu10M577Hoj5RIPvt1HaSiyfM3jsTs5bvw46wtWLP1oLqvSLMZcdzAHIwdmqvuMeQexFRJw+u64vEE4PEws4KIyp/jvuuuu1TgQvpCyO946SUxefJkPPnkk0g0O3fuVMEWKYkliQxnn312zN+jWhkXkvohfS7kwOx2O7788ktVk0saiEgaSaJjxkXij01u7kwmA3QGHaxmA3z+IAx6LVwen1qFIZMHVf3ox+vYqksqqaWlWeELhGAx6VVJC1n16vb6odOUlJUKBEIxbeBkNOlhNklgU4NgKKRWwzicXlXiIxb1vRvK9640ji0xJcvY6ns1aDKf22Qbm0y2GE0GtYJXZUsEQ+q64HT7EAoE1YrGRB5fhRNMeh1sVqOqr63VlFz73C6fymaM1RjlPGakGrDl2QuBUORfM2PY2bAOPAPFzppdf5Pt+1Yax5a4kmF88XSNTU01Q54KLGbD4WcGlVEWDMHp9CTsOU6UnxtZBKY36NVz2uotB+H1BVXmXsfWGaqnoPQkqep443VsVUlLt+LxD+Zhydp9ZT7fskkKThmSi+MG5ahnWfk5Nxp0WLZ+H7buLsLxg3LgOBS4cPmCuPKJvxrdRuLV245Fps1Q78H9RP2+RSqZx8exxbd4ybgItzd47bXXVMNuKRXVvn171Rcj1j2j68Lu3btxxhlnqLJWklAwZMiQmL9H1OFoObEXXnih6h8hJ1XKNQmJEknNLGn0wWwHqm8Sk1ArNN0+uBweFciQzzW0FSqlBQJA/qEm2G69DgaDFikpZnV+aqsZvawslQ+ZtAqvFGKGBRFR8pPgdDhALQ87cg2Q60KpPnBJR43XG4Db5VUBm/R0KwrznTG/xqrFALKSM4qghQg4CqBBEn8DiChmZEGTcDq8MBq1SE21wGl3J+yEVaKQa6XVZsKefBc+/mmpalJd+vFVghenDmuLccPbqu+NZGAkm1AwiHHD2x0VuJAeFO9+twIf/LBKZVfIvUWxwwu7y4fnbhihFuIJCTxkZlhVD5ZI+1y0b5mOFk1SUFgQu8WrREQVkV4Q8pEMmjdvjnnzoivNF62o6zs9/fTT6NGjB3766Sfcc889h1et33fffSrNRbqVE8UTmSyXTIKGHLQ4kt8fqNMyWeHvAYMWREQNT0lfiuQOWpRW2wsl5N5bozdEvZ9Gb0IoFNtedESU3KTfJIMVdcdiM2H1lnzc+vJ0LFhVNmgh9hx04v1JK/H4f+bDajOqIHmykbLD0gNLMizKIxlA+wpc2L3foYIWkoUiZaDt9pJgm/B6/KrkWaT+dlxHeDy+hHxWlZ8Bi9UIi9Wkfn7MViPMZsPh/hpERIku6sCFNBG57LLLoNfrj2rEPXbsWGzZsiWWx0dERERERIdI5orGYIKxaZuo9rN2HIgAkm+Si4goGagSR54AnvxwgSpzXJlFa/biwx9WwRAH/RxiTQJlXq8Pj14zFI0z/mpcW57mjW146KrBh3p//PV5qbzQvW0jXHpqtyrf77zjO2Fg12x44ryf1pEk48SWYobJYsTURTvwypdL8cIni/HxT2uwv9iD9AybCmAQESW6qK90JpNJdQsvT0FBAYxGYyyOi4iIiIiSiKx3Uf0uGnjpxpqS8ycTLGkDT8X+H16PaB99elNYcrvjYL6r1o+PiIiip9Xr8M3ktSW9RCLwy9ytuPiUrmoCO9myYuzFHqSkmvHyLcdiws+r8fuiHapJfJjNYsDxA1vj7yd1gQYhtf2RmYnSaF5KarVploovp6xXvUJKk0yNv43piP5dmsJh9yTUfYlkWdhSTPj813WYOG3jUT8zP83ZosZ392WDVDaGlG4mImowgYthw4apxtz9+vVDkyZN1Ock88LhcOD999/H0KFDa+M4iYiIiCgByQO23qCDVZpWB6Rpdcnn3fXcADORub1BpPcYiaIFP8C7d2sVW2uQdfxl8LgSa2KGiKihkKC+NJyesnB7xPu4vQFMXbgdI3q1gN+ffBPT9mI3UlJMuOzUbvjHaT2wfON+2J0+pKcY0b1dY/ilgWMwBLu9bNCidHaiNOvumpOBx68Zin2FLmzdVaSazuc0S1X9QqQfhrxPIl0b5WdF+qC8/c1y/Dy34uv/+u0FuOXFaXjpllEq80L1/yQiagiBi9tvvx3nnXceTj75ZHTp0kUFLZ566ils3rxZRbZfeOGF2jlSIiIiIkqoDAupuSzTAT/M2oyf527B/oKSrN3W2ak4dVgujh/UBiaTAX5/+RMPVD5ZXet0+dH8okew+5OH4M3bXP6GGi0an3otzG37oKCYkxZERPFIp9OiyOGFwxXd7+ktecUY1gtJKxyUkDJaPdpmqbknmXPyuD1ISbEgP7/yZtoSkHC5fOojxaRHz3aNDn0+iMICZ0L2tJBzIdkjlQUtwgrsHrz82RLce/kgBi6I6smBQheWrN0Hp8cHq8mAvp2boFG6pb4PK7kDF9Ix/Ntvv8UHH3yAuXPnIicnB06nE+PGjcPll1+Opk2b1s6REhEREVHCkCaRG3cU4rH/zC9T4kFs31OMN79eji9+W4/Hrx2KDJsRAX9QTd5IwEMmG0pqVifgrEIdcbn9gFmPlpc9Dcf6hSiaPwnu7WukSAa01jSk9jwWaYPGAUYrCu3SdJTnkoiIEo9kRshHmJTHqs7XSAZ6gx7fTtsY8fZL1+9TQTEJeCTLOSBKBOu356sydfNX5iFQ6nlGp9VgUPdmOOe4jujYOrNejzFRVKubU2ZmJm6++ebYHw0RERERJTyLxYC9+S48/O5ceCupve1w+zBvRR5OHd4W3kAIKzcdUE1JmzWyokOrDLjcPvi8/qSr3x3L4IXXF4C5dS8069APGp1eoj7Q6HTwOp1w+jTwMtOCiCiuSVmjjFQzUiwG2KPIumjbPO1w+UVKfhKwkenPRWv2RLyPrFn4df42nDa8ba0eGxH9Zc7yXXj2v4vUM82RJIgxZ/luLFy9B7dfNABDejavteO4+OKLMX/+/HJfu+KKK3DnnXdWuv+8efNwySWXYMqUKWjVqhUSKnCxf/9+fPTRR+oEFBYWolGjRhgyZIg6KWlpabE/SiIiIiJKGAajHv/5fnGlQYs0mxEPXTUE/kAQT324AEvW7pVy1YdJ/WlprHnqsLZwOrwqA4OOJn1DHE6/+pDa1+GMFSZYEBElBlXSyOPHcQNz8O30yFbTS0+MY/u3htNRUoKRkp/qLevylblXikRBsSfqfYio+pkWFQUtSpPXn/3vQjx9/fBazbw45ZRTcO+99x71eYslccpVRZ1jt2bNGowdOxYffvghzGYzunXrBp1Oh7feegvjx4/Hrl27audIiYiIiCjuSTmCYqcPS9ftq3AbvU6L+684Bvvynbjn9ZlYtKZs0ELsOejEe9+txNMfLVSNKKXJN1U9+SWBDAYtiIgimwgOhkIwmAzqOmO2mmCxGlXZwroW9Adw5uj2MBkju9adNLgN/P4AMxIbECn5aDRE/7MpP1NMzCGqG1IeqqqgRZhsJ9vXJrPZjCZNmhz1kZKSgkQR9W89acQtfS5+++031efi+eefV0GMX3/9VWVbPP3007VzpERERESUEKUMpIxBZZPno/q1hM1iwHMTFsEfqHyWfd7KPEz4ebXK4iAiIooFs9WI1FQz/ly/H29PXI5nJyzC618tw6K1e5GWZlF9miSLra5I/wGzQYd7LxsEQxU9HAZ2y8YlY7upUorUsEqKWc0G5GSnRrXfMd2bqf5XRFT7jbjluSUa0gND9qsPhYWFuO+++zBixAh0795dVVKS/3a5yj+eLVu24B//+Af69++Pvn37qr+vXbv28OvFxcW4//77MXjwYLWNlJlavnx53Qculi1bhhtuuEFFaErLzs7G9ddfj9mzZ9f4oChxhG/mpCxB8o5Nk5Rjq8sbcSIialjcnkClr48d2hbfz9oc8Yqkn+ZsURkX1WnIWdfktoHXWCKi+GVLMWHHPgf++dQU3P/WbPy+aIfK/Ju5bBeem7AYlz7yCxasyoMt1Ryz3+fydSSTo7Kv53J60DknAy/eNAqDezQ/alvp/3Tl6T1w96UD4XR44PNVfq2Nljz3VnWMDW0OQqfTqExSY4SZMNF8vyvar6I5CFkQ4nb7VBnNSDVvbEPX3Cx43AxyEdW2JWv3qeznaEjPi8qy1GvTXXfdhVWrVuHVV1/FL7/8grvvvhsTJ07E559/Xu72t9xyi5r7/+qrr/Dll19Cq9WqOEA4I+yqq67C9u3bVUWmL774An369MEFF1yg3qMm9NVpzC1RlPIEAgGVhkLJTSYNDAY9zBaDSjmUSYeMDBvsDi8C/kBC16CWGwW5MTEYDWqli9cfQEaGFQ6XF0F/UN0oJCq59zGbDdDqdWqlhjTzlF8uFqsJPp9f3czIfxMREdWEXEoaZ1RcN7VV0xS0aZ6G3xduj/hrOt1+TF+yE4O7Z8Pv9yIeyaSG2QCYrFYE/T6EggFkpJnhdnvh9gZZzoOIKA5YU0zYkleMe9+YrXoslafI4cULny7Bdb4gRvZtCUexu0bPlnqDXpXrkedmo0EHp/QpCATUs2Xpxy/5u8PuQaNUI279ez94fAGs3ZqvnkmbZlrRvmU6XG4f7MXumF5TjEY9dAYtUuS50B9Qxx0KyiIEH7wev1rpX98kCCDHaTLr1WSZHKeag3DKc3pAZazEkmTjhDTSS8Sgvm/qnIRCCPiD8Hp9cJcTCJDnbZPJAJ08b1tKnrelNKZ8//xevzrG8iY1j/w5Cc9BON0+NbbSPyeSZSO9UH6YtRlb88qflyt9PFee1kP9zPA5n6j2OT3Vmy+U55zaMmnSJBWUKE2yId59910MGzYMAwcOROfOndXnpQH3f//7X6xbt67cr7Vt2zYMHToULVu2hMFgwBNPPIFNmzYhGAyqRt5Lly7F3LlzkZGRcTjQsXjxYtUjW6o31Vng4rrrrsNzzz2HnJwc9OvX7/Dn5WBffvnlw9EWSk4WiwEms0GtSvl+5iZs3lWkPp+RasKJg3IwfkQ7tYJFmmgm2sVRJvWtViMWr92Lb6dvwp8b9qkbBLNRh5F9W6mao43TLWp1SzzcvEVDVqlK3dateUWYOG0jZv+5W92o67QalWp8+sj26NwmSzV383pju3KHiIgaFlnAINcWaRwqzUaP1Cjdgv0FrnJfq8yW3YU4pls24o1MDKTZ9NAGfSha8CPylv6GgD1fvWZs2gap/U9Bes9RcHsDqoE2ERHVPVnBLs+pEjiQ3kkVBS1Ke+PrPzG4Z3MVmI72GUkm2eX9Vm06gInTN5b0cgqG1OK4Yb1a4IxR7dE6OxUO+9FBCJfLB7h86n27tZEJoJJJ84ICZ9Sreas6J/KM6PYF8M3UDfhtwTYU2ksWB7RvlY7xw9up52CZOHe7vPX6nC69R2Yt24VJMzZh7baSa2yq1YAxA3Jw+qh2SEk1q+f0mp4fvV4Hi82oJhK/m77xqHMi2Q6j+7aG0WRAUanyLrK4U85l3kGnet6esXQnPN4AJIGiT6emOH1kO/Tq2EQdY+kgS/jnZOWmA6oxe/jnxCg/J71Lfk5aNf3r50Q+PG4fnvi/YbjvzdmH52OOJM/5N57fFz07NIKj2FOjc0JEkbGaDNXbz1x75XDHjBmD2267rcznwgkHf//73zF16lR88803qgzUhg0bsGPHDrRr167cr3XzzTerYMUnn3yCQYMGqRJT48aNU8HklStXquvUscceW2Yfr9cLj6dmv4OiPjuSNiJveuGFF6pojKSJ5Ofnq0FKlOXtt99WH+ELofTCoORgsRjh9AVw08tTVcPM0gqKPfhiynp8M20j7rhoAHp3bKwurokSu5CbIYNJry7+KzYdKPOaTDRMnrdVfVxwYmf8bUxH2ItdqvllIpCbKFuKGW9+vQz/z95ZgMdVZn38Py7xNlZL2qbu7kZbSila3GXx3WVxX3aBZQ1YZFmWZVkcdpEPKZRiLdTd3VJJU0nSNjpu33NOOiGee6fJZGZyfjzzpCT3ztz73jv3Pe+R//l+VV6dsrSVW4/xa9zADrj/muGksCrBC0EQBCFkaFFN8hXTRnbB3KX7m/GdI1O6IineAHf+NhR++hwCtapB3IUHceKbf6F02afIvOZJxFsTUSHBC0EQhLAHmMk5TEFzylI/WaasgoIcyHOX7MOFk7oDKtZH5Iy2xhnx53fWsH55dSh7f+H6fH6dM74bbjq/f4MVFJVrMl+LjsnaHYV4/n91+03l5pfixQ834OP5u9lJTgmMHFBpJoLyj+QzImcXnWt9yYGk8uCHBnc9vxB5tSoMyu0edvZ/tXQffn3pYEwc3InHMtQESp0OfN1Io/6F/62vd0xe+nAjPpm/h8ckMcnCwQuqBqHAyQff7sKnP9VstEtxFEqMpNfgnml4/KbR/HsKXvB9YjXiT2+txpodBTX2c3v9nCxKLwqW/OK8n+8TCiSR/+L5uyfz/UVjsPPASf6s5HgTpo/KwvkTu8NE1T0VrqhLKBWEaGVo7zQOGpKfTSm0/ZBeNVsxNCdxcXHIzs6u83vy3992223Ys2cPBx9mzZrFfS6oR0VDUBxg5syZWLRoEVasWIG///3vePXVVzlOQO9HDb8/++yzOvsZjcbwBi4oWEGv6nTp0gWDBg06rQMRIhvK9tDotHj4xUUoKm64cQwZYn95dw2evn0cumYkwNGKmRlKodJMMhjqC1rU5n/f7+JmotNHdOFsiWiApKDe+mpbnaBFbZZvOYqXPtyAuy4fCre7ZmBKEARBENTg9fhw/Tn9sGXv8TpSBuQ4Iikpyi5SUxrdvWNixIUu4ix6eI/noeCTZwB/w+fiLSvC0fd+i863vMCOimiW1RQEQYg2zGYjZ+m3SzRzwEANtP3VM/vAYXcrDwjEmfDM+2vrBC1qQ3I/VJ142TRKjAtNjipUzBYjduYV47kP1rLDuyGOHLfh4VeW4u/3nQHDqcSE0/pcc6WUkkarwZbc47A5PEiKM2Fgj1S43F74PD9LT1Ngg6SX7n5hEQ4VlDcaYHr5442ItxgwsHt7xdeqNtY4C7btO4m/fbCuyTF55JVl+Pv9UxAfb0IAGny+cG+doEVtNu0pwh/fXIXf3TyGx5EqNJ55b22doEVtKAmE7pNLp/58n1DwguSeB3VvjxF9M7iSiAI/FESpIIUIr58TSQVBCB9UVT6qfyZWbDmqeB/anvYLNzt27MDixYu5F8XgwYP5dx6Ph+WgyMdfmxMnTuCVV17BrbfeiosuuohfBQUFmDRpElavXo1evXqhoqKC36NHjx5V+1Gz7z59+uCaa64JX+Diz3/+Mx+MzWbjagsq+3jvvfdw9OhRzJgxg8tFhNiDjAuK5DcWtAhC0cU3vtyGZ+6cwLrOkR7gJz1JMiKaCloE+e93O3H22K5sSEW6XjU5RxxuL75etk/R9os2HMYVZ/ZGktUQ1f08BEEQhNaFnA7klHjmzon423/Xc5PToD1wuKgC+4+U4ozhXdhpo4Q4sx4Th3ZCucIs2XBhNutxdMHbjQYtgvjKT6JkxReIH3MR3JGf1yEIghATcJ8/i4HXp0/cMhYlFeqSz2h7qgqg91GyriVHe15BmWLH1ReL9uKiKT24AqG5m2031fvwjTlbG3XQBzl2wo6vl+7DzDHZp3WMJPfk9gX4c5eSlFK196KgA1VqXj2zL7Q6DZwODwxGPeavzms0aBGErs2bX23Dvx6axlJKaiWjqNqCZLze+ErZmBw9YeNqHJLKpu0/nt940CLIht1FXB3Ro1MS8o6VYeVWZfcJBUZq3yekAEGJovQKNvWm6opI978IQixz6bSeWLujgJO6m4Ik4Wj71iA1NRV6vR7ffPMN2rVrh5KSEvzrX/9CUVER+/lrk5SUhIULF3Jg47777quqrqBeFwMGDOC+F3379mU5qcceewwdOnRgSSna5o033jitY9Wq3WHTpk2sWUUNO4g//vGP3PPiyy+/xA033IAFCxac1gEJkQdNghazAd+tPKh4n735JThSZGPDLdIhg4h0R5VC2aGUeUMNyiMdnV6LrxbvU2R8BaGx0OpUPxqEVoaMWLPVCEucibN36N+0IKGFiSAIQmtAjgNqRvngNcPx5m9nsNTimAEdMG5QB5RWuHDRGT3YYFfCrHHdWCs6knpMUdDCW1oEV/4uxfuUb1oAo8kInU4ezoIgCOGA7OEDR0px4GgZXB4vNz9WA8ntEEqdwZTwRz0OlEJyRPOW74fu1OeEa0wogaCp5s7VmbfiAMtFBR3kaqF9y+we3PW3hViwJq9G0IKocJDs0z7c++IiaLRaDjaRD2KuwgSHYICFkhEpMVEtiYlW5B4urSNH1RjfrDjAUaAfVh2scz6NQedJzS9IZlvdfXIA+gbuEwrU0EuCFoLQuvTskoIHrhnBgdDGoL/ff80I3r41yMjI4IbZ1OOCZKLuuusu/h359bdu3VpnewpyvP7669zPgrY555xzsHz5cm4VQT2wdTod3nzzTQ5i3H333Tj//POxZs0a/OMf/8DYsWNP61hVP9FffPFF5OTk4LLLLoPD4cCcOXNw5ZVX4ne/+x2/KEIzbdq00zooIbKgygLqaaFUCzQIaUOeM7aullokQYaXyUgVF8dV7bduZwHGDshENDizN+4pUrXPxt1FsFxsiBoprLYOl1BbKjUDqQ8LNXaj6H5asoUdfZ0zEriZnlTQCILQGpCGM73IiXDRlBzOWkWgMiOQnl+P3DAKf3xrdaNNUscO7IArz+oTdhmNpiA5Bvuetar28dvL4D5xFDpTKnw+kYsSBEFocTQarN5eKcWz73AphvZKx2YVa7+hvdNhV2FHWy0GXk+pgbLwqSdBa4yJUkh54USpE0adFn6/T/V8SdJUv3lxcZMVL/mFFXj6rdX4w23jYHN6FVVbVGfN9gJ075AItVBggKpD1VBY7GAFBupfoYaNuwthNuqx91CJqv027C7kfheCIEQ2tHb5668n4JMFe1gysHrPC+ppQfJQVGnR0kGL9957r9G/n3feefyqzSOPPMI/R48ejV27fk7QolhAsKd1fVDlBqk0NTf6UCouXnjhBda8osbb1Kj7ggsu4L9RlIYqL4TYgpwM7hBKQmmfaAj4U/am2lJSt8cPbRSkslNgRk32B0Hbh5pJI4Q/MEWN10m+7MvFudzErTrfrjyInl2S8cj1I7k0O1S9V0EQhNOFghe1MRi0GNQjFc/fPYmfY+REqT4fd0yNYwmGs8Z0hd1GDSnDI6GhFA3JMdRqxq0E2kdjbpFDEgRBEGpBGejB9dA3yw/goetG8JyjRMaDmD05B36F809weah27ewO8/qLxiSU9T1JFIVSzUDyxSs2H1EkO01QItbhonKkhqD7Hsp5Ef5AAC6P+qpOuubkGwjlGAMIwQfRBtfpdM7BJu5q/TaC0FpQUOLRG0bhRKmDg9mk3EL9/agRd2v0tIhmVM86VBZiMpn430uWLEFiYmJVY27qfWE2y0os1qDJITG+8pqroV2SOeKaaNaGJj/KAKGG29QYTCnJCSY2biIdygBJSTCrKnlNSTA1mvkqRAZkvJEk1D8/3cTarw2x51AJ7n1xMV68dzLLmjhVNMIVBEFoSWgapWaSGclm3HfVcDjdXuw+VMKOkYx2cejWMREOpwflZY6IkogKEtBooEtop3o/XVwi2x+CIAhCy0N+3nYJlT6KzXuPo6TcxdKF//t+l6Ks2ezMRJSU2BR9Fj3aae2cnGCGzVmh+BiT403cryCcY0JrPrUkxBnhDyEwYDLrVUk+EV8u3oebLxjATms1zmpap4eSX0hZ0KGMCV3zlER1+9H9QSiVy/x5v/DeJ62ujGHSQ2/Qs7wbBRrJZrQ7PPD7fKwmIKaUEA1QkGLayKzWPoyoRrWQPelVffLJJ9i4cSO+/fZbTJkyhR1o1GGc9K7o70JsQQ4EapbVp6vyMia9TovJQzuHrcFYqNBkZ7O7MWVYZ1X7zRidzZmWkQ45eqjJmRqmjugiskJRAGUubd9/otGgRRAqyX7pow0wRkHPGUEQ2mY1BgUnNH4/+mUlY3BOKgcziovtXCkWiUELwu32Ia7PWGj0lXJ9SjB1yIEuLiXi7SNBEIRYgar1zhjemR3TxLPvr8MFk3Iwe0qPRvcbMyATD1wzHDabS5WD1O5w8+ep4czRWfCHca6jMZk6vEvVmCiBKiRNBn1I85dBr1OVSEfkFZTz8Y3om6F4HwpY0Do9lLEM+AO8DlZT0TCoZyo7088cpc4pSfcHyY+NH9RJ1X70OQF/ZNpEzb3OTUqyIvdIGf763lpc+MCXuPjhubjooa/w6mebUVjqRGKSlSVHBUGIfVR/0x944AFuwHHFFVdw84077riDf3/uuefiwIED3IRDiD3cbi8umJhTo5HMhMEdWZftihm9MXNsV84UCTJ+cEc2HKJhYe7z+nDhZNLdVrZ9l4wE9OqSHBWZ626XFxMHd0KCVZnDmrI+yNjzRsF1a+tQ43U1jf+oPLHM7g6pvFsQBCFcgQCHwwPHqb48kV6VQDYOJYHG95+geJ/EkefC6ZIsQUEQhHDOLbR2HX2qPyE16X7sX8t4/ffiPZMxY3QWLKfsY0q+GzOgA/78y/F46LqRsNvcvA5WA62jzhnfDVkZ8Sx3eOWM3rj4jB4Y2jut3vUmZfmP6pcJl8sT3jEx6DC6v/KejRTs8bhDP0a1VRDB7c9T0dOBJFgSrMqTCapTXu7kzH5VYzIxhwMJAynhop1V0T4UF6H7IuDz832i1ykbmHaJZozsmwFXjCcYUtCCJI7/+PZq/Pa1FVi7o4BtLYKqLhauz8ddzy/CW3O3IT7BLMELQWgDqPZg9e/fHz/88ANyc3PRs2dPWK2VD+gnnngCw4YNQ1paWkscp9DK0ARJxt70kVnolB7P0f5yuwd7DhVz6ebgHqm49cIBWL7lKH5aewi3zx4Ir0ojrzUzPZMTLbjhnH54a+72Rrclo/aha0dwJk2kO1QIylIlBwkd8+9fX1mjKVB9xuE9Vw7j84qGgFNbh753ahrB0e26YPUhnDu+a4selyAIQlvC4QbanXkjnId2wnPySKPbWnuPRlzfsSgpk35DgiAI4cTj9uJXlwxmCVXqs5CbX4rb/jwfk4d1xrkTuuPOy4ayU5QCHMXlTk76KisNXaaQKgVeuu8MbNhVyJXPJoOOHf9Otw9fL9uPuUv38bqMAiUPU4DE6Qm7dr/H5cGvLh2MPfmVY9IYZwzvgqG90lBWpqxHRX09HbIyE7l3hVKyMhJ5jLp3SsKscV0xb/mBRrenANCvLh6MrfuOc5JhKGgRwK8vHYy9CsaEqjOocbutwskJZXQdH35laZP9JW+dPRBWkx4V5U7uVfjrS4fgxQ83NLpP1X1CMkkx3OOB/BFxcSb85d01HLBojLlL97Nv5tKpPXksBUGIXUJKvY2Pj8fgwYNr/O6ss85qrmMSIhCaIEmu4faLBmJ3XgmeeW8ta4RWJ9hE87EbR8Pj8cJRTyPOSIWaflLGg9VswLvztnNQpjZZmQl48JoRSE0yw25zIVpwOtzcGOgPt4/DSx9uQMFJe70ZHL+8eBCXANsqoufc2jIVDvUZu8UV6krdBUEQhKaTH3RaPTre+BcUfv48HPs21tlGozMgYeh0tJt2A8ptkSt9JQiCEMvParPFiBfunoy/vrsWW3KPcxDhu5UH+ZUYZ2TH98QhnXDRGZWO0FCe1dTLwWw24qP5u/H9yoMctAhCmfVUzUEVGFR98daX2/Cry4ZwZYa9FdZf9Y1JbSjgcu7Ebrj6rL7soA/VaU7STeeO76YqcMGKCAD+8OYqPHnLWO65+cXCvXzdakOS1tQra3PucfZV9OwcWuCitNSJhEQznr9rMv763hpszT1R/5hM6IZrzu7LATFK+KNXh/ZW/PXOCXju/XXIL6zb34TusV+c15+VKWynHO0OuwvjB3Xk93ztiy3cf6U2HdrH4d6rhyErPT7m1+lms4ErolZtO6Zo+88X7sVFU3pw9ZAkXgpC7CKaIYJiDEY9lm8+ihc/XF9VrledI8dteO3zLdh54CTuumIY9HoPN4dujsg7TWLUBFOr0YA/mqoC3D7W52wOqMkVGagkf0VVJUs3HcaaHQVwuX3cBOvMUdnI6ZzE8hXRFLQgyFFNgZmuGQl47eFpbJRSiWWF3QOrWY8JgztheJ90boBKxlA0VJIIlQ1t1UJGsSAIkQXJt2l0Wu4XRpmeXl+A5z16FKuQWY55dDoNjEYDGwUaLSVUgHtNkbRGa2cf2h1e+M16pF/yEPy2UpStnQdPyTFoNDqYOvZAwtAZCECLsgp3vQtruvZms77SztFqKgPMfqp+9DaLHRWNyJgIgqBUVkarr5xDCVrHkAQPOeXrS+aiwMITt4zB8RIH5i3fj4KTDg4o9O3aDmeOzuY+BxXljnqfM8FmwVXPJd4kwNK8FOSgv5lMBs66p8qO2tD8vnTTEazbWYg/3DYOf7tnMu/b3EGL4JjQMVIiocFkgE7nUzQmVA1SWFw5Jn26tmMJ4cbGRCkBDTB6QAeWU6ovia42lEyXnmKFz+/HzgPFPKa/uWwoLpyUgx/XHsL2Ayf4eFKTLZg2IgsdUuPYif3xgt04f2JlwCNUyssqgxdP3TqWx2JerTE5i8aEFSncsFdLdiQfQXqSBf+4/wzszivG/DV5KK1ww3xKfmrsoI4sNU1Bi6DdQj/JBzGkZyrefnwGO+xXbDnK140aoVMfkn7d2nGlRawHLQitXocvFu1VvD19p6gS5+yx2TXsKwpk6GndSzYjmw8BtiHIZhRXR8tDj2N6FtJCJui/o2ez71SQTxDUIoELQREWiwEFxXa8+NGGeoMW1Vm04TCXgs4amw2v9/TkEMwWAywWI/YdLsV3Kw/gRKmTm3uRMUNyVTTZk8HVHNmLXFVic8Ht9GBEn3R+6fQ6+MhIC/hRUmyL2omOjpvGye3yoEfHJOR0SuJJRKvTIuDzoaTE3uqOH0Ed8RYDOqfH15vR0xBj+mfiVOhPEIRWhh0cZiPKbC4cLSxDn+x22HuohBe6NNdRcHJQj/bsSDFbTXA7SWfb1zYd2GQLmA28oF+y6TAHCuKtBs6MJb1nCrzTHNeaczQ5I+hlMsUjfuyl0GoD0Gm1oPVZuZMc7vVrUtO5WS1G7DpYjO9X56G4rFJjm7JxyRnj8frgYjun7Ty7g2Oy8+BJ/MBj4uIxGdY7naU52uKYCIJQ1zlPzwqb04svF+Vi/5Ey/n1n6isxoTs37iXHcm1nvcvp5Ve8SY/Lp/fiOUan03JFgNPubjApjioTrBYDtu47gQVrDqG0wsUO6ZH9MjF5WCeen0ku6IX/bag3aFEdcko/8foKvPHbM7nXYnPaFUazgefIOQtzOXO9ckwSuE+EkjG54szKMQkmsjU2JmqwmAy8lqcAyWOvLsfJsoalfbJJ5eDaEfhmxX7MHNOVVQ/o+t7z4iL0ykrBzLHZHJww6LQot7vx7coDWLQ+v6oSg5qqU0AJpxm8INKSLLh6Zp9T9kWAg0F0zez2+n0cZIuQxHaXtDiWoQ6OpSaABqXH6O+kbEHr9EHd27Ofg+5J3tbvR3Gxvc0kFpL6xcY9Rar2oT6OVAFDUL8Lk6Wyx8n3qw5yxYzX50dasgVnj+vK8mPBPmpCy0AJx/RsPlxYwUGlwmI7S51RcJj64prMBv6eSBKKoAYJXAiKo9//t2CPYuf2V0v3cRMymoBDXVhSU6ZyhweP/msFG15U+ZBoNcLt9WHdzgK88/V2XHRGD24QTpkKzfXwIyOBjAea+OLjTCi222LmwcrBGRLkPjWxp6TEobjY1WxBCzLmggaaBEJaFqfLy0bavz7bomh7CnL0zk5h41cQhNaFshsNRgOe/WBtVabgvS8uwsFj5TW2W7n1KN6Zt4Pn00umkjPBVW/GZHNlR9EzHNDA7/dHRKCe5pO4eBM27TmOVz7dVEdCYfGGwyx1eOdlg9G/W/uIqBqk6+OqmmMtsBc3bENY40w4XurEg68sqxOEpozLt77azpIiJGUZqmxJtNHUmLz51bY2NyaCINQf+H/xo/VYvulIjaQ6qpj/YlEuBxTuv3o4TWnslK9NcC7l9R6vhxp/VpOywDPvr8WxEzXtaOrv+J85W/DgdSPQtUMSVmypv9cRfU7Pzkksd0QBapIzIsfqdArGNkMGctNjslfxmDQ3wSbb1Ez55vMH4rm7JuHj+bs52FBdWjop3sgqBxdP7cnVE9Qf5Oyx3Xi988//28zbUCUDvRqC7ClykDbXeqe0VH1PDw5EONQ7xslnQut0JfdkLBK8T9wev+r+KZSQSVUWZDN+8N1OfLV4H9y1xu7blQfRo3MyHrlhJKxWI/t7hOaFEo5dPj+eeGVZne8pJR+9/+1Oloy77hySnnO1meoLb9kJOPZvgt/tgNZogaXbYOgT27f2YUUVErgQmoQmT2LZ5qOK9yHnwprtBRjYvV2DGQlNRWornF489I+lGNIrjRuHUTaq3emF0aBlCacFa/LwzYoDrBd943n9OYuhtR0WbbkUkKpTKBOJjAeKqlNGJOl+khEsQYzmh7J9yLj/ZvmBOs7O2pAv8qbzB3BWsnxHBKF1MRp1/Mx84OUlLNVH/aEeemUpbA0scmm+++93u1je7/pz+rFUDskkNeccT1KQVFlJjwd6RtAz3GZ383OmNas8KIGBJDXIWdTQo4uyNv/wxio8esMo9O/enisnowGyc8hBf//fF9er102QQ4cc9dS0lRw55SE4UKIJytBTOib0k5JXYn1MBEGoiV6v47mBsvZ3HDhZ7zY0X6zedgwP/WMJnr1zEksdhTqXUaXF4eM2PPLK0jqO0CBU9UHOVmq4XXvJ071jEn5xfn9OHqJKSnJEkyyk3eXF7oPFXF12uhWD5LAlh+Fj/2p6TEhy6ZlfT4TfR5WA4ZnfWaXHH0ByvBkvfbSBK+eoKubGc/uxhDHLIlmNGJiTiu37T+K599fy3D+yXwYHpynBY96yA1UVJI2tSW+W9U7UUqnmFOBkVTW9Uml7khSjAOM/P92M+avzGtyWmq5TotCL90xhO0wqL5oPGk+PP4B7X1zcYEUVVb98sTiX+27edfkQ9t/Fsp/IdWQvipd/BvuetdTo5+c/aHWw9hyBlHEXsaSs0DQSuBCaRKvVoqjEwQ8aNew7UooB3duF9JlUQvbKZ1vwp1+OZwcNaZD+/t8rOHBBkPE3a1w3vHjvFHz4/S6Wkuqcag0pu0E4PYcXGQlHj9vw+aJcLN14mI16MhyH9EzDBZNyMLhXGmt+tlQWT1uFDHkqRabvCC3eGjLmSY/17iuGoX+3dtxUTxCE1kVn0HMggrI2KYvw8ddWNBi0qM6XS/Zh8rDOyM6IR1kjEgtqIOcPaQAvWJ2Hucv2V2W4UxXDWWOy+fisBj03jwy3D4CcUyRn+OKHG5r8bFrz/O2/6/H+kzPhoT4hEZ6hSHMkjf0zry5v0EFfnQ9/2I1JQzsj2Rq7i2yqriEH3sP/VDYm//t+F0uFxfKYCIJQF4ORNPBzG3TQV4fkhf73/U5cMrUnEELggqoQrVYDnnlpbYNBiyCpSRYsKKjpML3xvH4sabQ19zg3v16/s4DnK0oOGD+oAy6YnMMOV3L4nc4alubxzxWOCa2ZeUzO6BnWbGe7w40zhnfmjGvqUUEvkn3qnZXCUoAUyPnPnK01Ku0qZaGpX4kPf7pjPH772nI+/vrQaTW464qhGJhTWX0pRCeU8HrG8C7473c7Fe9D94lOo8H2/ScaDVoEob4jf/9oAx67cZTYD80IJUG98P7aRmXgglC11aQhndAvOzlm/Xe2natQ+MULCPjqOT+/D/Zdq+DYux7ps+9BXO/RLXIMDz/8MD7//PNGt9m1axeiAQlcCIrQnEa5X+3fUaZppRzFKedrLYd2ZRaiAzddMAArNh/BG19urZO9QlrQ9KKy1yduGYvNe4tYDxOIzQdfJELam/HxZjZAP1tYs4kWOZk27C7i1+CeaXj8F5UPYwleNC9kbNH35YV7JnMW1ZzFudh5sJgzF1K4qXwWzp3YHSa9joNHknwkCK3/3DQb9fhh9UEOQhwusjUqeVAbctb85rIhzXIs5Dgvsbnr1Zqm/yfHMD3bH7thFHpnJYfdEUDOqR9WHYRLoWOFsvPIETJhUIfT7q/V0pAdlJtfgryCxqvlqkP2zi/O649YhRpxky68ujHJxS/O69eixyUIQuRA60eqDqRqY6VQn5xrZvblHoZqpeXoWb15z3FFzaQr+Xnxe/2sflxV8Ke3V7MKQXUoGZB6QtJr1riuuOWCgWy7h7JOqhqTFfvVjwlLOocn0O/1+DBrfDd8+MMubqjclOwTrWNG9cus6sNI652/3TWJ1zuUyEFBmuB6Z/rILJxH6x1DcL0jC55ohSp9SQry4/k/3yeNQYk2I/pmcMIK2QRKoT4aZTY3S6yJf6J5eg6RHb5uR81nXWOQ32LwTWNiMnBBlRYNBi2qQX8v/PwFdLzu6RapvHjsscdw3333Vf3/hAkT8Oijj2LWrFmINio1gAShESjTIT3FymWtasjplFxlvlUaVUYkp8ShqMyFtbsKsXZXEcqdXiSnWPlvwWAGRTeonHfzniK8Pqdu0KJ2Jg1VYozp34Gz/8kpJIQHKp0mp1btoEVtNu0pwh/fWsWVGZRRKTR/8KKs1M7N3P5w2zjMefZ8fPHs+Xj3iZmYPbkHtP4AV1rEchmmIESTTNSmvUUot3swvE86ZxypgbSzWdrJcHpzHS3UKHn0kVeWNZoZRTJVf3hzFY4ct7NjJJyYjHr8tE7d+Py07hBnnkY8Wo2irMDqkIMrrrqtFGMEoOHG9GpYvCE/psdEEIS6zrHc/FJWAlAKOSdp3qX5VzUa5c8lSrqjJtJEWrIZF07JwTPvrasTtKgNNa9979sdrDYQ6pjsPVSC4yVOVWOyOdQxCRGq7qCseEq+aGo5SBUpj1w/imUSg+uX6uudp24dW2O9c9GUHGgDst6JBcgHpNdq8OtLm07SId/UI9eP5L6PFH5bv6tQ8edQbIsCeFTZK5w+Or0WC9YeatRvV5vNe49z71qqsI41SB6qqaBFENqOtm8JEhISkJaWVvVq6HfRgHxThSahCDYZAaTFrRSKfpNThowMcrIkJFqwemch7n5+Ie56fiGe+2A9nvtgHW7/64/sONmRV4y4eDMHHsiY6ZyRgPe+2aHos0giZ9GGfHhOSRQJLQ9pqWq0GnyyYI+i7anyYtfBk5xRKTQ/wWZupSV2nDhRgZJiG44fL2d5F7dbskgEIVKg4O3J0krnQrzFgFKVVQyUfUYLNJJwPB20eh0+XrAbJQo+n+bWt77exs3Ewz3PqB0f6q9liIJFKN0HSsa+dhCJekjFagIA2RS1m683hTPGx0QQhJrQV50aW6uF5t1QnhMUFFX6rKbei2eNzj7VV24gr09XblXWH/LLxbksRUWyVGqh8ypW+ewkTpa5wv7spHXJ2IEd8dC1I7hSoqHm2n/+1XhkZ8bDWatPZvX1DlVikDxUSYmNmyzLeid2oPtk/KDK+4T6VzR4n/xyPLIy4rmnJkmuqi20IRtT4lzNA429WhuOqLC7cZpLmohsxG3fvUbVPtQDg/YLN5999hnOPPNMPP300xg+fDh++ctfYtWqVejduzfy839OHqv9O6pqe/311zFt2jQMHjwYF1xwAb788ssWPVbxIgqKy/YundYTSzbmKyrbu2BSd26MRfYQBSTenrsdXy3dV++2u/KK8dQbq1gC4eyxXRFAAGt3FODEKeeOEihbZdrILDiVVvIKp4XOoMP3KiQ8iC8W7cO9Vw0DYrAcMJKQTCNBiGwspkrTi56fpOusFoNeB6cn9AU6JQjQ5/6oIrudpDJogWcOY0k9yVeoHR/a3hcFz0Ay+KmiRA1kT1EWaqxKYNB5mVVe71gfE0EQakJfdZqH1GIJMXGKGgWT/JASVm8vwK2zB3HvnSG90vCvzzYr/hxaW3+9bD/On9hdtexx5bMzhDEx6cIuIUtrlIpyJwb3SMVbj8/A6u3HsGLL0arm3NS0u2/XdrA7PE3KUwaf+/L4jz2C98mQnql4W8F9Qhn7xhAqkclmlLSH5oHl4ENY0xgN9ByKrS+xY/8mIKBSgs/vg+PAZiQMOgPhJi8vD4WFhfjiiy/gdDpx8mTTvZJeeOEFzJ07F7/73e/QvXt3rFmzBk888QTKy8tx9dVXt8hxxlh8S2gpqHKifaIZ9109nLMbGmPaKZ1Jt8sLo8nA1RANBS2q8+ZX2ziIQd/zDSpK/Qhq1CUVF+FDq9GovkYkGUUOO7lGgiC0VbxeHwb1TON5lOQuhvZKV7U/NbGkDFAqpQ8VqoKkTFCbU10AYt3OAt43XNACVe34DOudDvdpBHXCRgAY2TdD1S6DeqTB4/XFbHBaEwDrVKuBemjF8pgIglB3Du2dXdnMWSk03w7ukcb7qiYQUPxcoufQf+ZsYYmbOIuB1z1q2Li7iNdXaqHz6hPCmAwKdUxOE3JSUoUEVUwM7N4et1wwAHddNhQ3ntsPXTPiUVxsh9MR2X2qhDDfJ90av098Ph+sFgOyMiql2pQyun8mNGSQCadPIMDjqQaqmkmON7G6SyzhdztC288V2n7NAVVadOnSBT179mxyW7vdjrfffpt7ZUyZMgVZWVm4+OKLccMNN+CNN95ASyGBC0Ex1OxqWK90PHPnRDbiascvqDk26Vb+8uJBHP0mA85iNuCznxrvgVAdkh4KaCozUdVCgQshfJIOaq9RcHuRdBAEoa1CAQeDToPRAzLx3coDGNU/g6UVlUJJAVQBWR8U0KBqiqb0/ukZTLJDaiFZnnDi9/pw4eQcxdvTafP4eCLfFiBZA5JBSFAhC0KVrLRfrEIyHyRJKmMiCEJDkIOLqvEmD1UuXzxmQAfodaEF/MmpOW1EluJqsOWbj+JkeaXziWTs1EDbh9Kvh8fE78ekIerHhPpOtBbkJyDHNMlBkTQQ/2S5H3EkC7XuE0fj9wn9k5Jsz5nQTfH7dkqLR5/sdnCqTOIR6ofGv3unJPYHKmXWuG6s0BJr33mt0RLafqbQ9msOunbtqnjbvXv3wuVycdPvoUOHVr1IOurw4cNctdESiFSUoBh6qNhtTnRsZ2HNQbvLi9z8EpZlyGxvRef0BDgdHlSUO1iD0mw2IPdwKfILKxR/BjUKC/gDSElQ7sghyPiiktdyl8gQhcuIUONsIyiiHtxXEAShreL1+HD9rH64+4VF3EjwhnP64fn/rW9yv15ZKRg/uCOXz1cPQlDvIJ1ex9JDlH1OUlLkAPF6vLwgq70g8IcwxxKpSZawSjKQJFVSkhVnjcnGdysPNrn9OeO7c5ZreWnrZSwphRxvTrcXN5zTHy9/srHJ7Qd0b4+hvdNZ1ztWCY7J9ef0wz8+2dTk9gNy2mNIr9geE0EQ6uL3+nHVWX2wcusxbjLdGFTpfd2svjzvhvRZoP4RTlw5ozfemru9ye2pv2P7JCtLTKUkmmFzKl8Dc+axzx/ymFw9sw9WbWt6TKxmPa4/J/QxEYRIhJIYpo/Mwrxl+3HwWHmj21J88OYL+sek07y1oGGkgNItFw7E7/69okl/T+f0eJw9Nhv2Jp5X0Yil22BAq2P5J8VodbB0HYTWwmxufF1IVU1Bgt+ZF198kWWiamM0GlvgCKXiQgjxoVRe5oAu4Ef/rimctZGWaOaGwBQRp6AFodNpWMJJ7fufLHNixuhsVftRo69gFo4QBvwBnDkqS9UupEdZYVPftEkQBCHWspKS4oz44+3j8M7c7ejfvT3uuGhQo5mWJBH1h9vGclZ6MEOSmlcnJVuQf9yOlz7aiIse+gqXPPI1Zj/0FZ77YB0OFFQgKdkKY61MUY/Hi4z2VlVZUeT8oSqRcDe/pOy622YP4vmjMWaOycaN5/WHI4rmGJfDjcnDOuGm8/s3KqFIDvrf3zKGM1NjPfBPYzJlWOcmx2RgTip+fzONSWV1ryAIbWsONem13Ji3oQbPBFVv/fGOcTzf0j6hQPPyRz/swvRR2Ry8aCpo8eC1I/H3Dzdw8gA9y9QwfVRWHTWDlhiTp28fh0Rr6GMiCJEI+YFcTg/+/MsJnPnfWLLrvVcNR/9u7UWSrJlxOd3o1SWZE5yp/1hDZGUm8HWiNUVryNW1NPrE9rD2HKFqH9qe9osEDIbKyueKip8D7wcOHKj6NwUr9Ho9jhw5guzs7KrXokWLWCpK20Ld1qXiQggZKrmlBaPVauIHT30B61BUgagBaO/sdpxhuHXfCUX7zJ6S06B8RihYLAYYTzU6i4szwW53KyqnNZn0LNVB0NhQxmhTkXxuZmQyVDmtKPiipPkpbU+fF5Reogf/6eieq8Hl8rDjIKOdFQUn7YqOlRrOkaYqHa9kNwiC0NalFzu0t+Jvd0/G0o2Hue/Fvx6ahm9W7MePaw+htMKNvt3ascOenrW0LT3fy081q6SgRXy8Gf/4v41YsOZQjfemuYeyLulFckT3XT0MgYCrag7jknqHh2WVlGS2E2eM6ML719ahpec5zUNq5y+l0GfaKpz49aWDcd6E7vhi0V7Osg02Nh83sCNmT85Bp/R43i6adHLpOtExU0UJnccXi3OxcN0hlNs9PFdSc9cLJuVgUI9U2EkeoQ3IGagZE5vNFbZG8YIghAdaewV7KdHzgNaX9QUnKZDbLsGE1x89Ez+uzcPcZftxqKAyy7pjajxmjeuKM0dn89qQ5tvT4USZE4/8cyl+f9MYnlPnLd+PRRsOw+bwsBN0WJ8MnDO+G/p3a4cXP9qAFZuP4oFrR/DvPvxht6IqCgo2kD58WVnoFYNNjsn4rpgxKpvXi6c7Js0F2TLUWJmWsrQ2JDunuZMQKXmDPoOgz6B5I5ID3rV9EJQw2lJJIzTu9Fk1fRdUhYCohIJxpPjx/F2TsGbHMew5VJlAS99Try8Aq0mHqSOzYNLr+DsQrecZqdB4klz8YGqq/rsZmLt0H75flcdJybROoCSs8yd156Rnlolz1B88pfuRvreVPqNKH1drytqFQsq4i+DYux4BX9MBYo3eyNtHCr169YLVasW///1v3H333Th48CDeeuutqr8nJCTgiiuuwEsvvYT4+HgMGzYMq1atwrPPPovbbrutxY5LAhdCi0GVFzmdklVPoJ3SE1ji4t6rh+OeFxayA6cxLprSg5sxURXI6ZJA8hlaDffLWL2jAE6XF+2TLBjYI5WzZ0hzmwyI2sdsNhthNOm5nHhX7gk+945pcejROZnLEKlReW1DjAMPZgNPsAePlrFxSe+V0zmZAwIup5eNh9rGFRlfBqOO+4ds338ShcV2duBQ5kBCopHHrvYxNjd0THaHB49cPxIPvbK0Sb3022YP5PPNK6xodEwEQRDaCmS00/N87IBMWCxGkOuf5C9+cd4AlszRQMPNPXfsP4nDRRXcXNQab4KPnPZmA16fs6VO0KI2yzYfgUGvxZ2XDakhqUOLYNLtpuDGmu0Fjb4HVWZQM0RXtXmFFxUmPc9DJAl5uLCCn/EkZ9U+2crPd1pANkeQmhYrdOyZKWb88pLBuP+aESxRSY5smofIMVVWao/KBSjZChVlTphNelw1ozduvXBg1bmR/UFSHtSYMpKdLGEdE8rOc7e9MRGEWIfmQL1Rx8GAzXuO85qL1kJ9u7bjNQPJwNQOTNMc6tF7MXFwR67UpzmI5gF6MgQ18U83m5eeM9mZidiwqwh3/HUBJg7txLrsd1w8mAMSlFVcVGzHtysO4oX/rUdJuYuzvYN/o7n3xQ/XNzo/0Rz98PUjOSB/usH3esekSjGBegSc/pg0B7T2JYlLMnzoetuoEjXeiME90zh4QXPf6TrrKQCgN+jhcHuxYe9xXqump1jRr1vwnvJFxFhU90EEOIIDrN1ZCDuPiYkD9gaTHgGfnxMpm4PK5EcDTGY9jh63Yf+RUr5HsjskogtJfzs99fogogE6dgrGDOudgV5dUthX4vb6WdacHOducoJHePAq6qXlK1wceLhgYnde19C9Rfcc2fN0X5HNHlRoqQ7tozPoWfp2y94iFJe7uOKbngtGs4HXP9FSKWbq2APps+9B4ecvNBq80OgMSL/wbt4+UoiPj+cgxHPPPYdZs2ahT58+eOihh/CrX/2qaptHHnkEKSkpHLwoLCxEhw4d8Jvf/AY333xzix2XJiCpz3UgZ+rJk7Zmez/KHElJiUNxsS2qsgFP99xo7k1OicNdzy9EXhNag0GG9U7HIzeMZI1qi9UIh9uHv767FrvyiuvV6LxsWi/OGm2OTMv4RAtKyp14d94OrNhylBfKQRLjjGwAUpmwz+tHRUWlxjg9hK1xJnbcfPDdTmzNrVkh0qF9HEeWKXuQItDBaDGNW1y8GUs2HsZnC/fWGR9y/lxxZi/OtKWMgKCDnzJbaVyo4fm85Qc4gh2EEl6H983AdWf3RXqKpclMgua4L+ncC4odePb9tfX2MiEjlDS8B/dKw8P/WILCYgc6pMZx9UXtMWlO2up3LtqRc4t80tKUywuFa56NlbENBrNp6nln3g4s2pBfIyhMxjs1JL3unH78vL/y8W8UO+tfe3gaEsy6Gln7tLCzxhnxnzlbOSOqdlYozeGj+mXivquGn+qX4anKkIyLN2H+6jzMWbyPgyrVIacALVR6ZSXz4qWxxWEo144ysCqzM3/WWY1EQju3yvMjInlRHc7vXLjHJFaeJ23t3GLl/CJxjm3JsaWvNq0ljp6w471vdnDfp+qP9dRkMwcKLpzcg6XhGquyClb+qX1ONHZutO5y+QK46Y8/1DguklyinkpOtw9lNM9V+xsFK8aRtKLLy2u9tTuP4d+fb62xZgvSMTUO91w5DF07JDZLAl5taL5OTrZG1HeC1rEurx/vfL0DyzYdZqdykDizHlNHZOGas/twUkJDGdmNXTe6pyxxJhQVO/DuNzuwbkdBjetDPRrPHtsVF0+le8odEZV78Qlm7h1KY7J002FOoKwxJiOzcO3ZfVmqOeiDCBVKPCEbbt3OQnyyYA/25pfU+Hu3jom4ZGpPjO7fgXubtsR901LPE3oG0HfuUGE53v9mJzbsrvk8SUu2cDXWhVN68PeTKjebm1iYh1rDrqVgJgXoPvh2J68vKqp99ykIPH5QB17/WI06/t629hyrFNeRvShe/hnse9bW7Hmh1bE8FFVaRFLQIpKJmsDFF198weUqhw4dQlZWFn7961/j7LPP5r/l5+fjD3/4A9asWcNlLZdccgnuvPNO6HQ1dZ1jzdiLBJo6NzJO1u4qxN8+aLrxKD3TSJszOz2Bs0KCDzGzxYAjx234dsUBnCh1wqjXsqwGaYdy5NbpOe3MfTIY8osq8Niry+FoxIDJ6ZyEv/xqAmc90GRHk+OyLUfx8kcbahhFtZk0tBPuvmIoN1Wlr1x8ggVvfbWNy3gbg7JcyWCn/QwGLSxWE554fSW25B5vcB8an8dvGo2enZMbLQVurvuSro/VYsTuQyVYsCaPK2TMRh2G901nqQc61r9/tLGOwU4OuLtOjUlzfy/a8ncumpFzi3wi0akSK2NLz1KnN4AH/r6Y57qGSEux4JlfT8QPqw/iv9/tUvTeM8d2xQ2z+taZE8ipEQyWfLPiAHIPl/DColNqPM6Z0A3xFgPPscGFPS14ExLNLDFFklaNzee/vHgwP+cpsaAhSzNWrl19yLlFJ3Ju0UssnF8kzrEtObZURUgZ0X96e02jkkpDe6Xx2qYlEp6aOrfEJCue+2AtyxQ2BTnFX390Os97lO1PzmitToN2CWas3n4MK7Yc43VmYpwBU4Z34UB/wQk7EqxG8uo1ezZxuL8TZCMYjJUyxhqtBn6/H5pApcQw2RZmixFlDg8e+seSRhUVOqXF49nfTAR8DY9JQ+dGgbA9+SX4wxuragRF6usf9eQtYzkgFi6p5YZ8ECRH9tA/ljbaWJ2aGT9z50ToNaQ97wrdsZ9gxhcLcznhsjEuOqMHrprRBxXljmZPGmip+zIh0cKVyn95l54ngUb70fz2xtFwOt3NrlIRC/NQuM+NpdYNejz4jyWNJjvTmuTPv5qA1ERTyMGLcAcugnjLTsBxYDP8Lge0Jgs34o6UnhbRQlRIRc2ZMwePPfYYHn30UUycOBFff/017r33XmRmZmLAgAG46aab0LVrV3z44YfIy8vjbakpCJWrCK0LOTzGDuiIi6eW4dMf9zbq5CA5oe4dk9jYCxIsVWwXZ2TJAJLOCCDARlBz6VlTcIQO4Pf/XtFo0ILIzS/lIMz91wzn/Y6dtOPljzc2GrQgFm84zI2Izhnblf9/0fr8JoMWxFtzt7N0VE6HBGj1Ovz7iy2NBi0IMtKefms1Xn9kOmfUtnQzVcqGIVmrLqlW3HhOP/gCAZa92nuoFL/528I62bhBSB+Wyq/PHkt6q9IcSxCEtgtX71mNePDZnxoNWhCURfjkf1bi+bsnceUdSVM0BS3kzOaBdQIX5ACiFwUwzhqdRS3zqv5GAfqy0poZoCQPNXdpZR+OxqBAxaufbuJgf4cUS4vLFwqCIAjRBTmryLH/l3caD1oQG3YX4c2vtuHamX3DrnVODWfvu3o4Hv3nMuw5VDM7vTpUnU+Nr4N9H0mq6K4XFqGoxIGBOe05W/iGc/ux7J3P78fBo+WsSkA/SRLrj3eMj9r+AmTDUFCCpF5ojbt6ewFL+yXGmTBtRBfuS8QNxM2VY9KUDDStHZ9+cxX+eLu6MeF1r69yHdxY0IIglYTXPt+Cm87v32qBC7K96PX4a8sbDVoQpGzAY3LHeGi1VM2q/vNIHoqkuZoKWhCk7pDTKQnDeqZVJZRGMvHxJpTa3Pjre2sbDVoQVG3y9tfbcPXMPoDYpxEhFfjUm6uaVGihKgz6rrzx2Jn1ygdGMhSkSBh0RmsfRlQT8YELyk4n7azrrrsOV199Nf/ujjvuwNq1a7F69WocPnyYO5p//PHHSEpK4mYiJ06cwDPPPIPbb78dRqOxtU+hTcO9EGxOXHlmb9YZ/PSnvdhdS/ZpUM9UXD6tF3qekpWobZxwI9EW1LPTG3T4buUBbv6ohFXbjqLc5mYD9f9+3Ko4C2Hukv245Iye/G8aB6VQGefvbhrNZaNNOYuCkLzIl0v24eIzcgB3eL6n5JiirJFXPtnMElhK+HLpPs7ooABXJMtiCIIgtLQDZ9Oe4/VK7tXHgaNl2JJ7giUMP56/u8ntSS9cp61svlgfwQBGU44J6mkxZ3GuomOkR/r/LdiDu68cJgtDQRAEoQaUkPXF97uadDAH+WF1Hq6f1Y+zfsPpsOKKQ42GK+7/78c9+G7lwRpV5NRnkKoLSSLRpNdyJjA54pZvPsJBC4Lm6wf+vqTBz9hx4CTyC8o5k/h017w6HcmyUL+P0NZVVC1RKbsVqFeHvja0La3/flqXj7fnboOtmiQlQYEMkjB+4JoRSG9nRZnCTGmqxCHJn9QE5WOi02u5mqCp3otBflp3CL84rz8HD1qj+S8lQZI01PESp+Ixofsks50V5eXqJaMo+eSTH5u2GYPQ/U7qCVSZEOkBNeoP8vnCvTVkthqDJFKvndWvUg4uAuTC2ir0HSAp8Y27ixRtT8laC9fnsxyfJL62LSI+cLF//34OTpx33nk1fv/GG2/wzyeeeAL9+/fnoEWQMWPGoKKiAjt27MDgwYPDfsxCTci4JDmgQTntMbJfBj+caNIlw4h0FCkbw+P2wFZOQYvwz4rUAOib5QcUb0+HOHfpPlw2vRcbpUopqXAhr6CcHUgNVSHUx+a9RdxIivT+lE7GxPerDuKas/tyQ9Vw6ULTp6zYomJMyl1Yu6MAA7q1a7aGY4IgCNEGNan8ask+VfuQfOL15/RTFLhISTDDc5pNKGlxsXFPUZMVIdVZue0YS5a0llNAEARBiDw4EG7Ss8SsUsgZ/eO6Q5g0uGPYHVacYOXz4/wJ3XD59F6chBdsHEvVEtQX0e/1VcmXkIP4awWV9dWZs2Qfbj6/f8gSTVRtQM2WaX1N8y6tb+0qkgbIgUvBpHjqQeH28TUiRQQKGjSW3UxyX9+uPMj9shqC1v6PvroMT906Fr+6ZDCe/2/TEtIEJeHddF5/5ZWrFiPLaCqF1tW0Xj5zZJdWsVH0ep3q+4TG5OYLBqj+LLq+J0od2Hmgbt/Qhth/pIyltNvHG2r0SIs0SE7baNBxIEoppLLx09pDmDKskwQuWhOthhNZ1TBv2X5MHdHltHpdCNFHVAQuCLvdzpJQ27dvR+fOnbnqYurUqTh27BhLRlUnPT2dfx49ejTkwAU5YZsLMiaq/4wl1JwbGT30SrLokdK9XY2KjOoZIuGEj1sD7qGhhkOFFZyF0lQpYn2TpNJG5dUDJWRAqt2PSk4dTg87jOrrAdLc9yV9DkmYqB0TMoqohFq+c8qQc4tOYvncQqW5vvOxMLbkYCCJPTXQ9u0TzYq2nTayC0shnM6Yk1OAntdqoDm+4KQdmSnmehMTYuHaNYScW3Qi5xa9xPr5qSWS7Wo6tnK7u052flMcPFoGDO7YKudGcxitY6lpdFZ6PLIzSCs9ALfr516LweMiJ6raOZ2S+qgJrdpzqwxYGDiZ7svF+7DrlLIBBVXOGN4Zs6f0QHK8iSWv6ktko0AH7U+yXXMW7OZEuaAKATUNP29i91N9Jb3c0Lj22s/u9OKNLxsOWlQPEvztv+vw70fO5EbstGZsikONjEnt60Y/7S5PkzJUtaGkQqI57yml0GceKlCezEhQFQrZY2qPl7bPa0TqrCEOHi1FRt8M6PX+iH2e0HegrMLN96IayLdCQcdIflZGEi1xbvRe9OxTQ/C5QAGrSK8EEtpQ4IIqJ4iHHnqIG3Lff//9+O677/DLX/4Sb731FpxOJxITE2vsYzKZ+KfLFXrjImo809wkJloQq0TzufkDAc4oqe/BZzLoMHZgB2S0s/J9Qdk1VFEQcnjlNB6udIzq99E0eW2a89qdVGksMppKg4OyZJqbaL4vm0LOLTqJ5XNr7Xk2mseWnAlqn/H0fFcCyVhMH5UFs1GPOGoAGiK0uAsFOs64ODPi4mLz2jWFnFt0IucWvcT6+cXKWrY0lAbDGg1L/MbHVa71I/m+UTpH/7wDuKG1mutGza8p+HPfS4ux73BpnWQ56oP1zYoDuPn8AZg5tisHVGpDSgArthzFix+ur5N8RrKU1MuRZB//9MvxSE60sMMwiMvtxcff7VTsPCRJJKq0nzmmKwcvmkKjYEyqXzdbCLKUmlNVry1xTyn9fHXb038I6futDcGZQPcxSZ/RK5K/c85q8m2KoftLE/nPykijWa8b9WINcf2TnNz8102IXCI+cGEwGPgnVVvMnj2b/923b1+uvKDAhdlshttd01kaDFhYrdaQHQhlZXY0ZySRvuBlZY56M9+jmVg4t8QkKzqnJ9TIjKH+FZdN68VZqsdLncjNL2GnDTUXu+WCARyhpyivQa9VJd9kNevRo3OyquOjZ7PZqEO3Dj/LoSkhOcHE2TYlJfYGM12b89rR+6WlWFWPCTX+ogym8mbsYxIL92VDyLlFJ7Fybs1l3DfnPBsLY2u2GpGdmYhjJ5SPSVZGQpV+dkOQTPX9Vw9niYviYnWVhfU1dezRWd08pNdpOPBfXu6oV2YiFq5dQ8i5RSdybtFLLJxfJM6xLTG23Bch3owEq0Fxj0Gie8dE+L1+FNtObz5r6fsmLt6MrMwEbgCtlOzMBHg9PtgrlDlgSanAYjXjsVeXNVoNSUvA1+dsRbzFgNH9M7lCJIjRZMCuQyV4/r/ruC9VQxw9YcPDryzFy/edAYfdVTWf0/26aL2yvobVe15cOr2nosBFVkZig2NS+7oFk/VSEkycaKgUqippDhspFKg3SHaHRGzbp/w+ofuKfBJqj5eqY2hftXTrmASbzcVN5yP1O0cVE0lxJr7HqYGzmmtPgh/Nee1jYR4K57kZTAZe/1DTeKXQfUzPIFpbqKUlglRCeIj4wEVGRgb/pKbb1enRowcWLlyIUaNGYffumvrOhYWFNfYNhZZo+kVf8HA2Ewsn0XxuNBHPGtcVr32+hf+fnCx/uG0c8gvL8dQbq7hhWnU6pcXjwsk5bGhceWYvvPvNTkWf0y7RjC4ZCVx0QQ6nYGlqUwzrnc4T8rRRWXhr7jbFTezOGp0Nu8PdpGZnc107eg+9UY8JgztygzalY0LnR8GVlujDEc33ZVPIuUUnsXxuamnucYjmsfV5fCzHsGrbMcX7XDC5e1VggOSYapOWbGEt6X7d2sFWcfo9pPx+Nwb2SEVaikWRxAMxZmAHDp40Vb4fzdeuKeTcohM5t+gl1s8vVtayVBFA1YCfL8xVtH2l9FEX2CqcEX9uJKl03oTuqgIXF0zKYQe60mMwGI1YvCFfsYTjO/N2YPKwznA6KiWjKDGO+h6QzJOSJRjZGXOX7cPZY7Lh9XpPNfBWXzlD28ebKxNTm4LW202NSfXrRuves8Zk48MflDWgNuq1OHN0NlwOd6s8M3xeP84Z301V4ILuE6p5UXu8tH1KshX9u7dX/Hk9uyQjs70VpZwEiWanOX0QOoOeE07nLN6nOJl0yqnvQ6Q/TyKN5jw3nc6H8yd2V9Xn79wJ3bj3TqyOr1A/ES++Ro234+LisGnTphq/p2BFVlYWRo4cydUXQUkpYuXKlbxPnz59WuGIhWiDsv3JcCb9zziLgRuHURnrH96sG7QgqLH2K/+3Ca/830ZcOKUHuneqKVXWmPFFPSfoQXvJtJ6K9iGj8tJpPeFx+RDwB9i4UjoZkxOMdFjDCTWmu2RqT3amKWH2lMoxqR20IEPaYjVywzdrnImzkUlOShAEIRahxoADurfn7C8lUOVery4pSDAb8NrD0/D07eNw5qgsljakhdsTN4/B649NR++sZHbynG7QgqDntMPhwUVTeijanpwal03tFfZ5SBAEQYh8aM1w4eQeXFWuhJljszkZKxqcVW63h6sbyOmrBKro75AaB1e1aogmq/FNBnyloqntyTIn1uwo4OpJwmw2sLyUmh6KJDtlsRh4fg/aFSRHqQba3ulu2i4Y1DOVx4/WzUohe+PcCd15HawEWlfT+ro1GnMTTqcb405JUithcM80ZLaPQ3m5M+SAGjWXVwr5IMg+jYo+Av4AP0+U3o+zxnWD1+eXxtytDI0/JbKO6Kss4Tw12YyJQzo3awWQEB1EfOCCpKBuvvlmvPLKK5g7dy7y8vLw6quvYtmyZbjxxhsxffp0pKWl4e6778bOnTsxf/58PP/88/jFL34Bo7H5tfiE2IMnZH8Af7h9HGZPzsGJUiden7OlyUl6wZpDrB36yPWjoDuVddIQ5FCi6DAZDC6nB+MGdsTFU3s0aZTecdEgdO+YxIYNlfbedH5/DO9T2Xy+IWgB8LubxkCv1XAz1nBCTq3UJAvuvXK4ojGhLJPqjd5MZj2Skq2wuf347w+78ez76/DsB+s4G8uv0SAhySIBDEEQYg4KCtjtbg6cN7WA7ZgahyduGcPbOxxurljL6ZCAG8/th99cNgQ3ndcfvbskoaTYDofd3awLTnpezxidjVljuza6HTk17rliKDJUOh0EQRCEtrP+Mum1+O0vRnNPwcagIMC1Z/fjZLNowOejQL8bT98+np1yTUlEPXbjKM78Vjpfa7Vadrrm5tfsa9EU63YUoCrso9FwIEMNVG1J62SSjKFjpeSzob0aX5fWZmTfDG4w3RiUxPHYDaPYhlEDrXtp/fv7m8Y0GRCj9TStq6tLZ4Ubj8fPPUb+eMe4Ju8TGpNHbxgJryf07wDZY327tsMvzuvf5LZXn9UHQ3uns98iGiA5qziLnu8bqqRpDEryueqsPvCG2U8i1A89+x68dgRympCjpSRjeqbSfRxrMlxC02gCzZGGFwaon8X777+PgoIC5OTk4M477+SgBXHw4EE8+eSTWLt2LZKSknDJJZfw32lSDwX6Ipw82XxadyTzQ3pqpJ8XDVkiSiHHOuklJiVZUVJi48k3molPNHO7K3KUr1Yo10FSHK8/dibyjpbivW92Yt3OghrltmRkUKXFpCGdeEINZnTQPUGVBOt3FuL/ftqLo8crkJJg5kbhlBHTs0sKZ0SQnrjd5qqqSKisRDDhm+X7MXfpftYcDULN0sYNqpyIk+OMrEHa2Le7pe5LcljRMVJlyv++31XvmFClxYTBnfjcgmNipgwenQ5/fW8NNuwqqvu+GmDikE74zeVDeYJrLEMiVr9zhJxbdBIr55aWpl4ft6Xn2VgZW4IyGTU6Hf73/U7MX3OoRqNJ0gKn6sArzuzNWYXOEJpQNgd6vQ5x8SYs33KEg8rVG4LSc5oWulfM6I3sjIQa81d9cwX1ikpMtMbEtWvN+5LGkvS9yaRvCdnF5jg3Or6gtAg1lI3U1UcsPU/a0rnFyvlF4hzbkmNLa0laM5wsd+G/3+3Eyq1HazSIpkA9VZCT/I/d5m6RLNuWvG+oepweyR98vws/rT3E8ljVnXAzRmfh0um9OCCjZk6nY9YbDbjqd9+oOh6S2rr1wv5wO70wmvT4fk0eflxziPsCUEBCCf96aCriTXq+FlS1cfiEHQ+8vETRvpQN/8GTM7kXIvW4IGnh+sbksum9OFGiscSHxq4brbFLbW588N1OLN9M99TPf6cqDqrKoIx7WitHQsY99bogKWj6DtQ/Jtk8Jn6fDxWhNLWv1RvFGmdmVYmP5+/G1lqyURTYoEoLkga1V7haxEHccj4IwBpPcqZ2vvarth7jfiBBOqfH49zx3XDW2K4ckKEEoOYmFuah1jg3epaYzAb834978O2KAzX61FAQkmS9yMdl0GlUBzRbYo4Vwk/UBC7CSbQYe60FnY/BqOcHDN0+dAdRQ2ab3cPOlGgt3aIgjNagx7W//0aR1meQP9w2Fv26tuPeFQ6XD7mHS/geolLOjmnxPB7kaKfsm+rQAt5qNUGj1cBo1FUGfjSVAQhy5pNxYrd76kh8VBqreljNBuw/WsaTM2Uq9cpK4fek0muqfGjN+5JLmM0G6A16Nr5yD5fymFAZNI0JGedURh0cE6qiMJoNuO+lxTWapNcHyak8ddtYVJQ3rHEba9+56si5RSexcm6R6FSJlbENQs9DnUEHk1GPnQdPosLu4aBFn+x2cLq93A+jtedZmmtogUFSFRRAP1JUwYvh7p2SWaKBstioUrA+C5PmBi0F780GuDw+GHRaXliSk6L6vBDttPR9SYEAs1nP86zRoOOsTfpJY+rzkMOH5B0CrX5ufD/rtYizGuH2+NmxoNVoOFOXnHWR9p2NtedJWzm3WDm/SJxjwzG2lWsGHQct9hwq5udYeoqVk53oWUHzQ0tl2Ibj3GhOp/XdroPFHCRIjjfyus3l9sHjpjWRusxvmm8Tk6y49JGvazjlG6Iy8SGbE8eoibHb64NBT+NNQeQAjHod9h8txbxlB7BoQz4fV0P896mzeY6htSqt95JT4vDnd9YoSvqjylAKQpEdo9PreO2988BJTtJISjChd1YKHE4vVxU0Jd/U1HVjSSu9ju2QXQdP8j2VlmxFt46JETn/xMeb2PNOigVk+9kcXiQnGFkWlIIafq+X/QLNZj9YDDw/l5S7cPBYGY8T9eJMTTKzZBkFdFoqEaKlv3OJiWYENBr2rezKK2b7iCqAu2Ym8r+pyqalVCliYR5qrXOj5wHNAxazAbvzivnepH9TMM3rI9vWd9qBRglcRC+iuSKowmIxcobGgjV5nPEfbDCdGGfE9JFZOH9Sd87EpKyYaIuJkSPm2HGbqqAFQdmm5EyfvzqPAwlkmFIJ7bqdhUiKN2LmmG4wW4w1xoQd+xYjPP4A5i7OxXcrD3KlRTAThCSUzhrTFWYL6kSVaaLwet1wOTzISDIjM9kCIACvu2kjL1xw+TAFTxweDsr06VJZ+kcGUEmxrY4ziyapd77e3mTQgqDMkK+XHcC0EZ15HARBEGIJDkq4vXA7PSwBRQFuu92FsjJHxJRGc78Lu5uD8kkWPVK6pvDv6fjKS+tv3E3zImVBFpU48MWivVi04XCVc4QaiJ8/MQejB2RyBly0SBO0FjSvUsYkOXy+WJyLtduPse1CdgxJqlClJzXVpKbsrWUXkGPEGmeEy+vHFwtz8cPqgyitcP+c9TihG6aPJM1672llzwmCEP1wZr3Tw46rXqfkQmjNVFxsj7r1ZHW4Ut5ixJbc4+zYD5zKHqYkhKWbjnCzbArOBALqntUU4CcH7PjBHbFofX6j2w7MSWWJoX1HSvHaZ1u4qoWSBagAblifDMwa1xUDclJ5Ppk1vitn9j/5n5X1rsmo7wQFyMvsldnQdGlonnn42hH4y3trGw1eXDmjN1c6UOIZ2zIuLztCu2UmVFUMlpbamy15oTKJr/o9pYnYe4ruE0oK3bz3ONacuk+oOsVF98nGI5gyvDOyMxOhd5MP4PTndDp/mnfpRUkyfbOSf16nl9gR7ZSd8qlQ8Gpg93Y1zi0cValCaNAzkF60BuicGocuafF8r9ptDSerCm0HCVwIqspdbU4v7npxEQqLazomymxufLZwL75csg/3Xz0Mw3qnn2oIiuhCE8IuGg1+Wp+PVz7dXO/fP1mwl8eE5DPsp8bEEmfC3vxSPP3mqjoNyo6dsOONL7fh0x/3cjUHZT7Ut6inB3k0aIdXZjT4Gq/gMejw49pDit9z3rL9OI96htTT2FsQBCEWoIU9ZRZR4IJ+RkrQojo0nynJfiKHOkkhfPbTXi7fr832/Sf5RRmoNO9RMN7ljM7qzZaG5ksKAD33wVqWwKgOzYcrthzlF5XVk7Qi2WLhDl5QcgYd4+bc43jmvbUsC1Kd/MIK/OuzLSwJ8Kc7xiPBSvKWErwQhLZO0HEVC1A2OyWpPf3WKk5mqw9aN88ck41bZw9CRblDlXOOKuypN2NjgQvKVH78ptH49xdbOMGuxv4BYO2OAn5RwPu+q4fj2ffX8jxMz+UHXl7Ma9LqXDgphytEqhOsAH3k+pHYfbC4Mpi+o4Cf+/EWAyYN7cTBdJJErgpa1EjG87fpe6rqPnmz8fuEeovdfOGARhUHQqG1K3hbEgpeKVGhECILsmWjwcclhJeIb84tRE52n0arxcP/XFonaFEdKjl95v112HOoBGazMeoekqSl2lRT6dpQpkxjlQLBMdmbXzkmlHlDY/jUf1bWCVpUp6TChUdfXQaXx89yELEKGWzUB6O6nmdTkDQJjTk5cARBEITIhhbl3686WG/QojpUGv74ays4WBPshyDUhAICf/9oY52gRW0Wrs/Ha59v5qSTcEO2zoFjZfjLO2vqBC2qc7zEiYdfWYYASDIzdu0cQRDaFhS8jYszceC2IWd0kG9XHsR732yH2WpS9Rnk2KPqNepHUB80hz5wzXC8O297naBFbVZtO4aXPtyA+64ajk9/3IMlmw7jN5cNrbHNtJFZGNIzrd5kBXJ+lxTbkZUeh3uvHIbP/noe5jx7Pv739Cxcd3ZfxBl1KI+gqtFIu0/+quA+mbfiAD74difbU4IgCG0NCVwIiiAdys8X7uVFppIAwJtzt7GmJ03I0QJlY1DQgqQqlEKyTgNy2mPR+sNNj8lX22AiPWqjDm/P3c56lU1Rbvfgwx92sUZnrEIVKycU3Ff1BXZoX0EQBCFyIYkockq//23jQYvqwYs1249xDw2hJpTEcLzEwUEJJVCwiOwIkqEIJ2TrvPnlthpNMRuCZDI//WkPdAZZkgiCEBvQGpj6BlBAQAlfLt7HQV5KFFQKVTzabS5ccWZv/OK8/oirleQ2ql8mb0NV6kpYtvkIjhy3YcrwLvjfdzvRKzsFWRkJLFl02bSe+NUlg2CzuRqsdGf5IYeHAxTHj1ewDv7x4+V8jJHQADtS7xPqLaKkPwgxZ3Eu94GRxD1BENoaskoQmoQyNqgxznerDireJze/FIcKy2EyRZfjgZqLXzatl+JMz9mTe2DV1mNV/SmaGhPajhqQbdjdeFZFdchBodfpWFIpFuEm5SFUlFhMesnIFQRBiHAoaLF4Qz7PfUqZs3ifZODXg1anw+eLchVvT04rcnSEM/mBHDEkL0INMZXyw+o8bvRODWcFQRDa2rOagrxfL9vPiYJqIMkgkg6aMSoL7z05E3ddPpRlAscN6oCrZ/bBtysOqOrdOG/5fu55QQHvpRsP496rhuH9J2fi4jN68ucolVyiIAYFOKJOMjrM0Nz8hYr7hIIWdI2oN6QgCEJbIjY9oUKzQg7zgpN2lJRXNuJSyprtBVHnWKay2w6pcbjr8iFNHjs1lpw4tJPiLFLiRKkTG3cXqTLkSE5q3+ES6GO46mJI73RuEqcUyirq1pEarYlFLAiCEMkENMCGXcqD9cS2fSe4UiPabIiWxmzSY/OeIlX7ULNPaqYaLrQ6Deubq4H6pB0pqoBOF7t2jiAIbQerxaD6Wb1pTxHPe2oh+SWqaigvc2JMvwzceuEA3HnJEHRob8WmvcdVvRcdc1ZmIism0PFktLPCYXNxryRpjtv8WM10n6i7Rhv3FEEbwn0iCIIQzUg6m9AkJMfjDqGpFe0TbW5lCiiQgTZ2QAd0TI1nmab1uwprBBpyOifhoik9MHpABzz26jIcLqqo970S44xITjBxxglVWthPNRp1hlAu64zgpmKnC42PUa/F8L4ZHOxSwtQRWbA5PfIAEwRBiHA00HCvplCcMZVygNFmSbQc5NRye32qbTG1vbtOu2F7SDajHxprixySIAhC2Aiq2KpdO9P2DQXrDQYtz4c+X6DBPhH0e4fDXfX/xmRrCMfg5/lCr9NWPscDlVUdQsvdJ64QrpEkdQiC0NYQv5+gyLGcFK+uYRjRPskMTZSeL2WWZKXH49EbRqHC7sG+I6X8e6rGoL4WHrcPDocXuw7WlEIgQ2JUvwzMGtcNg3umccNp+p1ep2Ht0HiLAWkp6lfm7RLMXHYbi9B5nSx34ZqZfbFl7/FGG5YTKQkmzD6jBzc9D6czRhAEQQjtGU/PbTWYjTquEojVeS9UyAmVkmBW1G8sCCVQNNYgu7nRajRs/6klKcEo11sQhKiHHmO0ZkxJNMPmrD+5raFnNUkBBaF+F0aTobKfAQUQ/H6YDLrKBLhAABUVjSshUCCD5t4DR6HqGFxuL88ZNNfIMzkM90mCif0FSqHtpcm5IAhtDakzE5qE9CzjLAb07dpO8T4GvRaThnZWrIUZaXDGoMvDjhPqk9anSxL6ZScjyaJHaYmdm5PFWfTo0zWlap8EqwF/umM8br1wILbkHsf1T36HK347D5c9+jXufG4hSsvdSG9nxZBeaUiMNyo+ls7p8fxyN+HQj1aoYRsFhKiC4vc3j+F7rSHSki34w23jsPdQMQdzYnVMBEEQYgUNAjhrTLaqfUij22Z3N9gEtK3idnsxbUQXVftMH5kFr8oqjdM9xgmDO7GDTSk9uyQjOd4UtTajIAhCdewON84Yru5ZfeaoLAT8lQ7p+AQz4uLMWL7lKB74+xLMfugrXPrI17yufGfeDpTaPUhIsjTa/9Dn9WP6qCxVx3DG8M5Yfar6/azR2ZULYqFF75OpI0K4T6oFuARBENoCErgQFOF2eXHh5BzF208Y3JFLIGNhEUrn4HB4+EVO9qANR4GNCyf1qMoOffLWcazTfPtfFuCTBXtQUi0ThuSk/vPlVtz25wUoLLbj9zeNUfz554zvBofTE7NZL5Q14nL7sG5HASocHrz+6HT84rz+6JQWz30vqGIlp1MSfn3pYPzzwanYtv8EisucVWNC9xk1A7VajfyifwuCIAiR0zsqOzMR3TtRXyJlXDi5B/y+6LcfmhsPBS5GZcFiUlYwTYkAk4Z2YhsunDZTwB/gz1XKBZNyathXgiAI0YzX4+Mm1yS5pIR2iWaM6pcJl9PDQQuSD/rN8wvx4ocbsDe/pGo7kh2mJt63/Xk+flxzCNY4c4N9MSiIPG5QRyQpTJYj2d7po7Ixb9l+lkXunJHAa12hhe+T8d1U3Scj+mbIdREEoc0hgQtBETRBjuyXgcnDOje5LWXP3zZ7ELzu8C2UWwNaZI/qn4HJQzvhyhm9ubT2mffWwN2IJAP1unjklWXc7OySqT2b/IzhfdJx1piu7KyIZXweL66c0Qcffr8LT7+5Cu2SzHj5/jMw57kLMOfZ8/GXX01gh8aD/1iC1duO4czRXdnYs1iMSE6JQ1GZE6t2FGD1jgKcqHAjIcHCUlKV+uiCIAhCq/aOcrrx0LUjGq2oC3L9rL4sNeQ81RdK+BnSGqfX/VcPb1LjmqQUH75uBNsq4ZaV8Hq8uOWCgVwtqiTRZdygDnCLI0YQhBiBArj0iL77iqFVvQwaUyl45PqRsDs8LAtFgYhH/rkMhwrKG9yHihFf/Wwzr4nMVmPDiWEuLx65flSTjnE61t9cMRT5heU4cLSM52unwy3B5DDcJzoa+8uHKLtPbhgJu9Mj1aiCILQ5pMeFoKLvgwt3XT4EqUlmzF26v04zKZpwh/ZKxwPXDOdMSTKW2sSYXDEUXm8AT76xsoY2aUNQJcYnC3bj6pl9cPS4DSu2HGEDtDpkYE4f2QW3zh4Ih90V843RSPJJq/VwgIKyi57/YB3+rtvAklpUNU2VLASVPN964QC4nG5Y40xYvuUIPv1xLxvZ1aEKjcum9+LAj7/CJVqggiAIrYjT4UGi1YTn75qEZ95bi9zDpXW2IbnFa8/ui6kjsrjPlFA/TrsLA3Pas7TiPz7ZiKJiR51tqBfXby4fipyOSbDbwj+WZP9R4sBzv5mEv32wDmt3FtRxgFF2L/UDu+6cfnyM1HRWEAQhVnDY3RjdPxOPXj+KgwyUvFYbqi6/96ph6JQWB3uFi6stvl91EPmFynpjvP31Nowb3BEuvbbetSIFhEmK7093jMMLH27gdWdtUpPNHGjOykzAa59twfN3T0KCxcDHL7Q8NM5jB3SA+bqR+NfnW+q9TygJ4N4rh6HjqftEEAShraEJxKr+zGlATs6TJ+tO7KFC+pMpKXEoLrZFnAOajs1g1HPUgRoqcgQ/UJmhUV80n7Y3mY3QaDVYsCYPOw+chM8f4AoCWoBSOSpVZ7hiIFNS6XUjeaIyhxe3/nm+4vemrNP3npgJv98Pu8vLZbn5RRV8Dbp3TMLMsV05+4VKhuuT26JMy/h4E+iwKGBEV4oSNXweH8tyNOf5hROTSc+N6BzBMTled0yo+sRsMeL9b3fg84W5VfsmxhlZ93PMgA6Itxrh8fr4Hu6SEY/yMmfMZKdE4nVrLuTcIp+0tISIm2djZWzbwrmRlB89v/MLyvHdqoMoLndyL4ThfTIwflBHON1euBzN29uCMlj11G9Bo6mcL2kYA36u6GhJE7glrx1LJFqMsFgM2LznOJZsPAybw4N4K0lDdcaA7u1ZTrGlMmaVnhvN6SazAeV2D8ubHDth40qQXlkpOHN0No+/uwE7p7WIte9cWzm3WDm/SJxjwzW2tZ/VNA9oAgFe17Skt0LNudH6y2QyVK6btRr46cACAV6b1LcvBXDNFgM/q9ftKOSeFfRspjUL9cDonZ3CfQ4ouK/VAsnJcfj1cz8pDlwQT946Fv2yU1Be7qzx7NXotNBq6aXhZ63JqMOO/Sfx07p8VNjdsJgNGDswk+df+n+q9KDEOVqb+r20nlS2lq8cE/IlaBWNSXMRC9/3hu+TI3A4vXyfUA8MmjOpIofm9Fgglq5dbeTc2sYcK4Qfqbhoo+h0GpgsRuh1OixYm4d1Owu5z0ByvJGz2gfmpNY7QbJMQYUTer0OU4Z2wpShnaHTa+EjJ7HPj7LSupl/sQ4Z19SfQQ3kYDhUUIbUBBO0AeD8id1r/N3janghHxdvgsmox668Yny38iBOlDo5c3Fgj1R27icY9ZxhE40VL3TM9DIa9Th/Uv1jYrEasWLL0aqgBTlBbjyvP84e2xU7DpzENysOVI3JgJz2yEyNgzXezFmq0TrJCoIgxALkgKLkhtREE66e0ZuTIMhZQlWaZWWOZq2Oo/cl5z59BmWwbtpdxFKOpBFNzcL7VHMYRaX8lt3NyQ09OyWiR6ckdnxw3ycEUFJij4hgfXBOJ6fWRdQnrZoUBgWoIilgIQhC68BJcRYjP9e+XXEAW/edgMfrR2qyhW176rfgiIBnNUkyWS0GbNpznJP3Sivc3OOQeg6Qc5meZ7Rurv7spWdy8FndLzsZfbNTajyri4vtVQF0g0EPm9OrKmhBrN9ZgN5dkmsEi8vsbny1aC8OHi1DAAF0SU/gXkIUKOnaIZG3peOgtRIFLeYs3of9R0o56EBVIOdN6I7UZCucTjr2hteTNMdWjkkRFqw9VDUmJC9NgZn6xkSo35dA14PGKS3Fwn4BsmFo3UoSUTx38jbSL10QhLaJBC7aIDQRUinqvOX78d/vdnF2e3UWbTjMFRQPXTcCHdvHwW6rW5Lo9fr4RcZmfFwcituwU5gMCGcIi2+S2iIjhRtsKUygiE8042SpE396eynyammfrtlRgPe/2YELp/Tgnhv8GVEYvAg2lKtvTIKNuP/vxz38/5TZ8/D1I/l+vfuFRXX0YGlMPvh2J2ZP6YHLz+yFinJnm71PBUEQImbOPFUZyDYEZ281r6Qfv2+CmecKkhOsLW3507pDLL3wyA2j0C7BBEc9dk40QE4ORxQEXqLVFhEEoWWhKgtKyHr/2534ask+DlhUhwIE5Gh/9IZRSLAaW02+iI4xr7ACz763FoW15PlWbTuGN7/ahutm9cWMUdmoqCDpO7/qZzWtaVzeUNaTlZ9lMuu5GuT5/67Hiq1Hazi4N+wqwpdL9rGE7kPXjuSqQ0o8fPGjDVi68XANyWLaliShB/dM4zWW2aypt5rfGm/CoYIKPPP+2jqShTQmb3y5jXtWUXVdRTklJojHvT5YRSHBjCUbj+A/X27l5MbaUN8vkhTr0SmZpRUleCEIQltDmnO3Qag3wKc/7WGDonbQIkjBSTse/sdSHD1h59JFoXHSki2q90mJN6vKQCGjubjMhfteWlwnaBGEskk/nr8b//58C1cmNNW8M9ogg5yCE8GeFlef1Qcd2sfhkVeWNtjEjsbko/m7+X6PizdLw25BEIQYhh7x1jgz3p67nZMzagctglBW6/0vLea+U2LnCIIghBdao9Ca9J+fbsZnP+2tE7QIQjb/fS8tgs3l4+SlcENVBRS0ePSfy+oELYLQevq1z7fgy6W5fE6hQI79eIv6tVsKVe9rNTCbjXjs1eUsR9WQY5sUFl75v03QG/T4/b9XYPGGmkGL6lAVxQN/Xwy9Uc+V8LXHhIIW1ES8vj5LwTGhng0UkKI5Wagful+oWuWljzbUG7QgSEngd6+twF/MHiUAAGxaSURBVJ78Eh57QRCEtoYELtoYVEJKTZ9oMd8U5PClJppWkloQZ2+j1QHUV8FC+p4KoebRVALt8SjPQqQS4uf/t57LiJuC5JL2HCrhPhixBBnmVPZMUCnyuRO64eWPNyoaE9LX3ne4FGazFJoJgiDEKuTYIilGyi5tCnKsPPf+Onb4iJkjCIIQ3jUpSbzOX53X5LbUJ+fFD9ezDFLYgysWA6+HGwqsVOfdeTtQZnNX9nwIpdocAYzql6l4H5q3ZozOZtnczxfuZRnhphg9IBNzl+5jSa6moAD/23O3VfYeqWdMvAoqJd+Ztx3l9tDGJNYxGnVwef0c9GoK6in67Ptr2cYhyW9BEIS2hAQu2hg6vQ5fLPq5oXFTHD1hw/b9J8XZ2wjc98PrwxnDOyve57yJ3eF0KW82l5Bg5mux62DTBmmQOYtyEYhBT0zwlKYM64wjRTZFRnqQzxft5e+AIAiCEJto9Tp8rsLOyT1cys3CueGqIAiCEBYo61/NmnRr7glOvgunA5w+iyoPGqoqqA2t6+YszuV5KCQCAVxI/YAUMrRXOjdwJtknSlpTUp0xZkAmy0UrhZp5c+N06rVwakw27i5CUUmYxiSGoTXp3CX7FCswUA+RlVuP1qmAEQRBiHUkcNGGIIdvnNWIxRvyVe03f01eTDrAmxOvx4cbz+2P7MyEJrcdO7ADJg3tDLcKzWdfIKAoI6m2vihl4JCxGSuQZmz3jkn872F9MrB4o7p7edXWY2x4U58XQRAEIbagTFCTQYflm4+q2u+HNXk/R8UFQRCEFiXoBKfG0mqgtZBGG0YbXqPF/DWHVO1C8kvx1tCq+CoqXOjZJZmbMzdFu0Qz7r5iKAL+APbklbCcUFMM6pnGwfpjJ+yKj4kqE9fuKPjZWa7VYv5adWvSRacxJrEM+WUWqfTL/LjmEDS62FnbC4IgKEG8d20Iknvy+f2KZHWqU1rhglYsjSbLe+n17G8mcSZLfcNl1Gu50uKBa0ZwYy01jUgpW6VMZfNQKil1uHwx1eeCxjgzNY6N+niLgTNPQhkTuZ0FQRBiD5rvnG6fIvmK2nYOZF4QBEEI25rU7vQ02F+hsWd1IMxzSqnK9Vdw+1Bklinz3ulw44Zz++O6s/vC2oDiQf/u7fHCPZNZNtfj8XGvJiXEWQwoU7l2Io6XOqrOh8ZE7XvwHBvimMQqNBQ0HmrXsnStRSpKEIS2htSZtTF0Wi30Og28PuVmn8mog1+pplEbxuX0cIThvquHc3OtecsO4MiJCug0GvTokswapIStwslGplpMIZSFUrDE5VX/WZEK3YYupxeXTesFp9vLBrtajAYt7OrWIIIgCEKUzBGGU5m8aqC5RMwcQRCE8BAIBEKSu6G1UDhdtrT+Nas8Tqr6C55jKLhcXt6X+vhdMDkHP607xDJZ1GOD+iOePa4r0lOoT6IPFeVO7nlgUXiMLreP1/VqsZoNVedDwRW17xEcw1DHJBYJDgXZH1TVomYslUpLCYIgxAoSuGhDcBaHy8t6mGt2KC/NpSZhEtdXbmzSi4zx2ZO7V2UF0fi5nZ6QAhaEXqvBqL4ZmLdMuSZpr6wU6HValHOzt9jB5fJgaO807D1UgqG90zFvedOarkF6Z6WwfJaaahdBEAQhOgg+2/t1a8f9uZQyun8HaMOaxysIgtC2n9UJRj26dkjEgaNlivfjqvZwPqv9AYzom47V244p3mVY73Q4nMr7GNaH2+3jF/WTmDSkE8YP6siLSQ00PFeVFP8s9UR9Fnt3TeFgAgUmGiM3vwS3zx6IOLNesQIDFe4P75POPR2ZQAAj+2ZgzXblvgRat53umMQidocHw/qkY4EKOTK6H/2yjhUEoY0hUlFtDK/Hy9kbSqGS0klDO6nqxyBUSho57G44T73o36EGLQiHw40hvdORlmLhJmzUSyMrM4HlkhrivInd2JiNxQCcrcKFnC7JGNE3A2nJFsX7nj+pO1dsCIIgCLEJ2SvnT1Ru55BO+PC+6Zx0IAiCILQ85MB2Oj0soauUDqlx6Nu1HZxhtOM9Hi+mjciCRUVDcGqu7Wum9RfNS1RV4bC54KhwwV7h5D4Y1aGAAgWCJg/t3OT7UZBo/9EyTB2ZpfgYhvfN4IoOWtsSHrcXU1WPSY9mG5NYgsbkwknK7RWqKJ05tiv31hQEQWhLSOCijUEGEOliUjaIEq4/py9nb0iGeutCRqnH68NffjUB7z4xE3/99UQ8e+dEvP/kTDx6wygM6ZVWo28DVRZMGNyJFwWxCN2PtnInZyPdcuEART0raEzGDepYZXgLgiAIsYfb7cHoAZns4FLCzecPgMPhEekFQRCEMEL2+BnDOyOnc5KirP9bLxzAfTHCKTcUXH9de3ZfRduP7JeBnlkpYQ2uEH6vH1fP7IOkeGOT2/6w6iCumN6Lg/ZNQTJGN57bnwM41cfE6/PhmrP7KDq2Uf0zuTdhuMckWlQEOqXHY/LQToq2v3x6L/55OsmQgiAI0YgELtoYtDC321x49MZRjQYvyBFMhsrU4V3gcqhv4iU0H3QtrHEmeDx+/Lj2EG56+ntc8dt5uPyxebjlz/NxqKAc9141jAMYpKvaOzsFT902lhcEsWzYBO/lIb3ScdflQ1kCqiH6dK0cE7vdJUE4QRCEGMbnq5wbnrx1LCdqNAQ1GP31pYPZ0cQ9qgRBEISwQfa40+HBH28fz47thqDejPddNRz9u7VvlTUpVc6fNSYb181qPHhB8kkPXzeSq8LD3cuBEtWMOg3+/MsJjQYkqGr/nAnduN8fJcNRJX9jqgt/uH0c2iWY+DpVh67DzDFdcW0TwQuaXx++dkSrjEk0QENC9spdVwzDhMEdG9320mk9cdEZPfh+FARBaGtoAjKL1GtInTxpa7b30+u1SEmJQ3Gx7Wd9yFaGNDPJGb7zwEnMWZyLDbuK4PL4kBxvwuRhnXDBpBwkWI2w25zsBGiucyNHQVyciX8Gx5qcyf7IGJaIvG50nQ4cK8eT/1nZYPMukox6/KbRyGhnRXKCiaUyapcSR+r5nS50L1msJm5CPnfJPixYewgny5zc32NgTioumNQdg3um8X0WC9k+sXLd6kPOLfJJS0uIuHk2Vsa2uc6NeizRfgSZeBTEbmwej6bzMxh0/KKAPtkNlAXa0H5k55C9sXnvcbZz6KfX50dKgpmzfM+flFPZFNNGNkjzj4/cl9GJnFv0EgvnF4lzbEuPLTWXtlqNWL+rEHMW78P2/Sf4Wd0+yYzpI7Nw7oTuMOi07OBtCbeFknPT6bS8HiutcPExLtqQjzKbm/tKDO+dzvJQVGlBDvrmruyuPaeTekJDc5bFauTtF67Px9fL9uPg0TLuCNI5PR6zxnXl8aSkNpIwtliMMJkNWLIxH3OX7se+w6W8bcfUOG4APmNUNvwBqnB3tdiYqJnTY/H7HsRo1CEuzox9R0rxxaJcrNl+DE63DwlWAyso0FjS94HGMhYS8GLp2tVGzq1tzLFC+JHARZQbe6eDRqOByayHwaCH2aRnY4h+V2F3w+/1KdJ7VnpuBoMWJrMRRoMOuYdLcfBYGTes7tklhUskyYhyOtwRNT6RcN0sFgOKbR7c8+KiJhuukdbo3++bgkSLHjabOyrOrzkhQ11n0CHe+nOZtIuqTtyVDdNjRQYk1q5bdeTcIp9IdKrEytie7rnRfKE36DnAvXlvES9601OsGNgjlbMxSRM50qrwlJ4fObZ0eh00Wg027Cpk5whJYgztlQ6f3w+fp36bhQLbJpMBBqMOJuPPetwVVH3n8beodKDcl9GJnFv0EgvnF4lzbDjGtvJZrYfBaGDHd5AKm4v7AJA0bEuh5tzoGLX6yrVGcN1Mc67P4+XkqOZ0q9CcbjDqUW73YGvucbi9fk5QG9C9PTe69rh99fYypPOh/WjepCQuguZJkkSkNVH1c6Tgg9FEfgBDVXCEtj163IbCk3Z0TItHSqIZHhedn7ve5tr1jonTw9etoTHhOd2g4/fbsLsQNoeHkyeH9k5nO8WnwA8RC9/36lDwJmjrWMyGqrG0kV/GVzmWsUKsXbvqyLlFNhK4iF6Ud1USYg6aEKn0k14VGg1PmPS75g5lkdPAYjXgp3WH8PnCXOQXVtT4e4/Oybhsek8M65PBmY+R5lhpTXQGPd77ZnOTQQuCDOcPvt2JOy4ehLYIO6DcXjjtLuj1OiQnWzk7K1onVkEQBCXQ3G2JM6Go2IF3523Eup0FqB6nJQf/WaOzcfmZvdnx4IqyxS9lhXoDAbwxZyuWbMhn500QcnCRNvT15/Tj7Ry1ZEQoYE2/czgqkzVays4RBEEQQqfyWe3hV/BZHYkJR+xMJye+3cXHSXNJc+eA0vtSJUN+UQXe+2YHNu0pqjFnkRQUVU+QbBBVTtR28HMPCq+b/0bVDLQeKit11LseogCXz+tHwBTAvGX7MH/tIRw4UgZPtW0pUEL9LLp3TOJ1Ve3ronZMqCrE6fHj7TmbsGzzUa6uqfqbSc8VkTSnU6JCbYmqWIaGjO5/wAOX043k5DiUlNhYKloQBKGtIz0uBIYMDDJEmnsxT5UWFLR4/YutePnjTXWCFsTe/BL86e01+HJRLjtftFq5LYNlo26PD6u2HVO8z7LNR/gakqHaVmmJRYQgCEKkQlJ5e/NLcd9Li7FmR82gBVFa4cbHC/bg0VeXwUyVj9UqDyIds8UAm9uHu55fhAVr8moELQgK6n+/Kg93P78ILp+fsxXDbecIgiAIzUfwWR3J0DxSOZ8oO06qbCCHPa1z4xLM/JOC7UHp5OpY44zYnHscD/1jCTburhm0IEgO9/1vd+LJ/6zi92xszdfU8VGiFwVJ/vLuWrz62RbsySupEbQgtu47gUdfXc7rUbI3TmdM6JyLK9y46/mFWLThcI2gRTAJb97yA7j7hUUInFKGaIsEh1DsFUEQhErEQyy0KCQPtWDNIXyz4kCT2777zQ5syz2BuLifpX7aMjqdDtv2nVBlvJOxuTuvmA1kQRAEIfYD3F5/AE+/uaqOU782uw4W4x+fbGRZiGiAHDqke/6715azo6Yxikoc+N2/V/D2lPEpCIIgCBExj8WZkJBoxsptBXjxww3441ur8Y9PNmHrgZNcDUHBh+C0RbJLFQ4vnnlvLbxN9KaiSow3vtwGg6nhgH1TGEx6/O+7nVjdRJIcrUXp2E+UORtNEGgMWpvSvo+/tpzlHhuDpKr+8OYqWC2mqrERBEEQ2i7i3RRaDKqcIKcKNZlSyqc/7YFWnO4MGWpOBX1GauN0e8VxIwiC0AYgLeS5S/dxPwslLN5wGB5fgOfmSIccONTP4shxZTrtecfKsW3/CZjbaIamIAiC0LJBCHK+00vJMou2j08wY/nWo7j299/ipY82cNXC5r3HuUKeAhi/ePoH7D1cCmu8md+T5vTPF+2tU/XQEPNX50Gn1XDlhFroPEhucZ6C5ELC5w/wOp2OMRQoaWLppsM4Udp4IkKQnQeKkVdQxpLTgiAIQttGPMRCi0GVE1RyeriorjxUQ5AxR1kYlDXZ1qFS29Rki+r92idZRCpJEAQhxmEdbKsR3608qHgfcjx8u+IAtDpdVPR4mrt0v6p9vlqyn5uECoIgCEJzBdFJ2imlXRxXT1AwghrUUqVEsKF1fdC2C9Yewt8/2ghbA72lqJrw96+v5IpIej/6rB/XHlJ8bC6Pj7c3hJCMQJ+1fPMRboytlCUbDkOno0CJNqTP+3q5ujn9yyX7oZGERkEQhDaPpKUJLQYZNvuPlqneL7+wHH2yUtDWoWZn/bu3R0qCCcXlLkX7pKdYkNM5CSXF9hY/PkEQBKH1oGxOt9uneH4IcqigHIiCojyTQVdvX6zGoEQJo0EHZTUagiAIgtBYk2wjHG4f5izYzdUN5fZKJ3/n9HicM74bzhyVBY/bB4fDXbdPodeP1z7f0uTnkAzTcx+swzu/P4uDCPYGghwNcbCgPKReCKREfOBouap96Jwo2GI1qA8mGPQ65BdUqPYJ6CVwIQiC0OaRmUBoUULxjYjM0c+GrMPpwcyxXRXvM2tcNzgcnohvaicIgiC0DjzFxugUwacWo+cmCIIghG+etMabsGF3EW7+43x8vjC3KmhBUFCdghK3/3UByhwerpaoT8ZR6XqM1AZWbD4CQwiVDKczpYe25A59na7282h7mdIFQRAECVwILYbPF0CPLsmq9tFqgKzMBPh8yvS6Yx2vx4dLp/ZE367tmtx2UI9UnD+pOzxu9X0xBEEQhOiCHCJUXZCmUlKwW8ekqGh26XJ70bVDoqp9sjokwO2ROVAQBEEIHbPFiNz8Ujzz/jp4fQ33mzhe4sQj/1yGADQwGn8WsiAZx0UbDqv6TJKV0mo0SIxTJ5fcvVMSr5/VQvvkdEpStY/FpEf7JDOv8dXi9viQrXJO75qZCF8j4y8IgiC0DSRwIbQYNpuTnQ5qHA9De6fDajbAXi2rpS3j8VSWHz99+zicMbwLN2CrjV6nwYzRWXji5jFw2N3wKmzoJgiCIEQv1MvI7nCrqsqjbM4Zo7M5KB7p+Lw+nD+xu6p9LpiYA7/MgYIgCEKIUGCf+jG8NXeboooJkk76bOFe6E5VS9D+FIAoq1An41ha4YZGq8H0kVmqAglThnUOKWnN5fJg9IAOSIpXHiiZTJ/l8YUUTHC7vKrn9PMn5SAggQtBEIQ2jwQuhBbD7690vF8yraei7cknf9n0XpWim0KNXhcUkLjj4kF494mZuGZmH0we2omNx+tn9cV7T8zEzecPgN3u4m0FQRCEtgEFIGaN64p4i0HR9uQQIacKzc3R0uepW0dlyQ+9slK4ypOcMYIgCIIQCiaTAUeKbNhzqETxPj+sPgiz2cD9HYNyhaZqFRhKMBt1HCi5cHIOBySUQH02aD4PJWmNqiacLi8H/JVg1GtxyRk94A9RFYHm5lH9MtEhNU7R9kN7pSGzvRVOp8zpgiAIbR0JXAgtitPhxtgBHXA5BSQagRwpt180mEtWKyocYTu+aMHt9qKizIGA14tzxnXFbbMH4rYLB+CsMdnw0t/KndykVRAEQWg7VAYgAnjq1rGwmht3dAzrnY5bLhwAd5Q4AciBY7e78dSt49ChfeOODmqUGqw6lB4XgiAIQqhotRqs3Vmgulri6HEbdDod/7/T7cWwPumq3iO4PQUIHr9pNEzGyvdqiHEDO+Cqs3pzJUOoeFweXDglB1NHdGl0O2qQ/fD1IxFvNcCpsnl4jTnd4cYfbx+H1GRzo9tSwgJ9Hs3pgiAIgqAuFUAQVEIZIGR0UCVFz6wUfPbTHmzff7JGwGJor3T+e4/OSbDbXFyp0ZAhSS9ySoRD79J4ymDU63URI7/EwQkJUAiCIAincNjc6Jgah5fvOwP//X4nlmw4DHe1OYuyG88d3w1nj+sGh90VFdUWQSjT0mIx4MV7J+OjH3Zj/po8bmIahCQuzhyVzTaE1+NtNDNTp9OyzUHOE6UNUwVBEITw0trP6sCpfgxqoX00Fj0fu9mo52qI+avzFMs4UjIaSQI77R7kdEzES/dMxn+/34X1uwqRkmDmbcpsLlhMBpw3oRumj8ridbPXG/qcTutbW4ULv750MPdK/GJRLg4cLav6Ox3P6AGZuHJGb6QnW/jzGkLJOt15qpH5S/eegQ9/2IUf1+TBVi0Q0i7RzONw8dSenGQhSgKCIAgCIYELISzVAn6/H4Nz2nPG54lSB/ILy6HRaNCtQxJnb/h9flSUO+oNWlDprVavZUONMlgo64O0Q50uD2eZNGcQw2TSwWQ2QqutLEayOz2wxplgMOq5l0RZmR3SN1wQBEGIJMiZYDEbcOsFA3Hb7EHYk1cMp8eH1CQzsjMT4XB6eI6NlCC8GhwOD4zGAC6d1hPXnt0Xuw8Vo8LuQYLVwAkRFKxwO931Vh2SA8xo0rP0B/UEoSar5FByuDzcC0MkKARBEFofvV4Lg0HPaz5/9We108PSRKFm+YcCSRe3T7Ko3i85wcSBFnLc00+qFKT+EwvX5ze5L81vtL6ll8li5J+Z7eNw52VD+N8k6+TzV45JZVAlgPIyZ7OsgSmZobzMgdF9M1iGmCpHCk7YOHGPGn8b9Br4PD4OcNSGgzS8TtexNJbL7eUAC40BrdFJHqp28IkSGqmHyFUzeuPGc/thd14xbA4vJyKQ3CPN+Q5bdCVZCIIgCC2LBC6EsEDOkvJyJ/87wWrEwO7tqzIySkvs9e5DOqHWODMHOj5flItF6/PhPOWYyOmchPMmdMekoZ1Zjqo5nA+JiWbo9Dqs3HoUXy7ehx0HKitDyACbMLgjLpzcg+Uo3C4PG1WCIAiCEClUzoMeGAw6dMtMqMpYLS62s9M+2hMg4PZyBmaX1Dg+NzqlslJHg44bcqZQZueSjYfx1ZJ9VXrlJL8xaUgnzJ7SA2mnMkjDUcUpCIIg1P+sNlsM7OCnZ/X+I5UZ/9TngRzpsyfncMVBZVV+y89lFASfOKQTXvtsc43qxcbo0zWF17fBNS1JIm3YXYRfXzaE599FGw43GrS4+Iye+HjBbnyxMBcuj4+D9BdM6o7FGw5j7tKaY0LBkNlTcpAcb2q2MaHAiIPX024kWfRIyUquXKd7vKiw+xoMNsXFm5F3rIzX6cs3H+WAE0H9qej4R/bL5GOsXTnB/++iOV2LrLT4qjm9pNguFZGCIAhCHSRwIYQd0qxuCio1JWPomxUH8OZX2+poVufml+LFDzfgs4V78ac7xrPBS+WnoZKUZIYvoMFjryzFroPFNf7m8frx07p8fl08tQeuPqsvG6HhzP4RBEEQBCVQlmKsZipSgEFJkIEcYdBqce+Li6ocPkFcbh9+WJ3Hr+tn9cV5E7tznyhxlgiCIIQXWr9RbOA3f1uI/MKKGn9zuLz4dsUBfL/yAG65cCBLI9nC8Kym+dNoCmDSsM6KpZ6owTUH2E/h9fgwsn8m60796tIhmDW+G+Yt24/V2wtYPYCCHMGkOKoefODlJdh3uJT3vf6cfhxcv/uFRfWOCa2Nv1t5ALdeOBDTmnlMaL2tRJ6JqhnjE8x4e+52fLlkX52/b9t3gl8UwHjiljEcmKhv3ax0ThdaHvK9UCVMdbkvkeoSBCFSiKrm3Pv378fQoUPx2WefVf1ux44duOaaazBkyBBMnToV7777bqseo9A8mMwGLNl0BG98WTdoUZ28Y+V49J/L2ElBmR+h9rKgZmq/+/fyOkGL2nz6417MWbQXeqMhpM8SBEEQBKHlIIeK2WLEo68uqxO0qM0783ZwUgJJcwiCIAjhg9ZtRpMBj/xzWR0HfXXIJ//a51uwausxXh+GA+qZRIEBqrRvCqoKoT4QrmrV/9R3giSe/vruGtz4h++xbNMRXDGjDz7+0zn48rkL8MFTZ+Oqs/qg4KQN1z/5XVXQond2CmaN64rf/XtFk2Pyr8+3YM228I1JdcxWI/7vxz31Bi2qQ8GLJ/+zElariR3iQuRBkmBUnZqcbMXeI2VYvOkoVu0ogNMbQGKShfuMUeBJEAShNYmaiguPx4P7778fdvvPskLFxcW48cYbOWDx5JNPYuPGjfwzLi4OF198caserxA6ZNiQVvd783Yo2j6voBw/rc3HuIGZ8HqbruaojcVixNqdhdh5oPGgRZCPF+zB+ZNyeCIXyShBEARBiByMRj2Wbjxco8FoY7z/7Q7O5CUZKsn8FARBCA/UP3D+qoM4XNSwg74678zbjglDpnOAoKWrLijTXKPV4G93TcLz/12P1duP1UmkI9nBc8d3w9Uz+3D/h+rHRAl1+4+UYs2OAv5/cvDTK85igMWkY+mrP/9qAp59f10NOSpq6E3VgErH5K2vt2Pc4PCMSRCSo6Q+lf+3YI+i7bfmnsDWfSeQ0yFB1s0RBlVYUNCCEjOpkudkWaWsd5BBPVNx7cy+yMpIYMmvaJcdFQQheomawMXLL7+M+PiaWQ8ff/wxDAYDnnrqKej1euTk5ODgwYP497//LYGLKJ9EydCrPXk2xldL92HqyC7c76K+OZWMLP0pQ4sMUTbu/KdKIDUafLkkV/FnUZnugjV5OGN4F0AMMEEQBEGIGExmfZNZoNUprXBjxZajGNqjPRwOCVwIgiC0NJTBTUlqc5ftV7xPUbEDm3YXoVfnpLA4wEmC2GQK4P5rhsPm8GDesgM4dtIGnVaL3tnJmDYyC36fn6UGqZdjdahZ9ReL6q4t6X3oNXtyDw6wl9l+TrgjyajxgzqybJaqMdlzHL060ZioT94LBVpPf7fyoOL+H8ScRbl48NoRsm6OIMg3QkGLJ/+zCpv2FNW7zeY9x/Fw7lK+dkN6ptbboF0QBCEcREXgYs2aNfjoo4/wxRdfYMqUKVW/X7t2LUaNGsVBiyBjxozBa6+9huPHjyM1NTXkzwxVdqgh2YLqP2OJlji3gEaD9TsLVe1DmZVu0iQ16mtkTNJxUUYPWcjfrzyIDbsL4fb40S7RhBmjs1l7k2IYSqstgmzcXcSNwZvzPgk3cl9GJ3Ju0Uksn1uoNNfzM5bHNpbPrSXOL6jNvDe/shG3UtbvKuRFudh+ypBzi05i+dzawvmpJZKfZ/Q+Nqe3UTmk+li3sxC9uiSH7dxoTemwuWAy6DB7SncKuXDWuVajqVGlV/t4rGYDNu893uBnZndIxI9rD9X4Xce0eA5kKK22CLJuRwEHc+obk5b4TlAC4Mbd6tbpm3OPw2zSw2nQNioBrYZY/r6H49yMZgNLcjcUtAji8we4MuhfD01FvNVYo5dLqMi1i05i+dyEyCfiAxdlZWV48MEH8dvf/hYdOnSo8bdjx46hV69eNX6Xnp7OP48ePRpy4IIWvikpcWhuEhMtiFWa89yoosHtVd9Y1OsL1DkOyoAhDc5PFuyukxmyaMNhdGgfh0dvGInHfzGaNTi9CmUiXB4fZwu1xH0SbuS+jE7k3KKTWD631p5nY3lsY/ncmvv87NV0xpVCiQ96nQ4JKSY0N7F87eTcopNYPre2cH6xspYtVlFZX/1ZrdPrEB8X+c9qavLdEEaDrs5a16iv+7vmGpPmPDenywuPimqL6mORnBzZ92Sk0ZLnRk3i569R1nye/COfLcrFjef2Q0ozfvfk2kUnsXxuQuQS8YGLJ554ghtyn3feeXX+5nQ6YTTWbKhoMlU+TF2u0EvZSEaorOznXhqnC0Ul6QteVuaIOf3kljg3g8mAdolmVftQAzSLSY/SUnuVxmdcvBnvztuOOYsblow4esKGB15egj/9cjx+cX5//PvzLYo+r32SmTNGiottiFbkvoxO5Nyik1g5t+ZyhDTnPBsrY9vWzq0lzo+cdfEJFs6OpQQDpZDN4fP5UFzcfDIIsXzt5Nyik1g+t1g5v0icY1tibOn9rGYjdFoNZ3QrpV2SGf4oeFYnJVmRkmiGzVl/9USF3Y12CTXXuhUON5LiTM06Ji1xbtRQnc5NDcHtm3PdHAvf99Y6N5PJgIUbD8PlVm4n/bT2EG45f0ANX0uoyLWLTmLh3GIh6bitEtGBC5KGIjmor776qt6/m81muN019RyDAQur1Xpan11bq7I5oC94S7xvJNCc56bT+XDW6Gx8orDpFzF+UAfO5nCfmoCpcXZ+YXmjQYsgTrcPL324AX+7ezL+991OlNubztYkmSmTQQt7RfRfT7kvoxM5t+gkls9NLc09DrE8trF8bs19ftS7asKQTtyLSikzx2Qj4A+I7acSObfoJJbPrS2cn1Ii+XlG70FSvqP7Z2L5lqOK9qFKd1p/+bwtc32b876xO9yYNqIL3pm3o96/r9p2DGeP7VqjH9PBo2Uc0BjVP5P7LqkZE6+n8WNvznMzGPy8Tl+0Pl/xPlOHd+Fzi/TrFmm01LnpDAEcKihXrYhRZndDG2i+Z4tcu+gkls9NiFwiWqDs008/xYkTJ7ivBVVd0Iv4/e9/j5tvvhmZmZkoLKypsRj8/4yMjFY5ZqF5nA6UmTGop3Kprwun9OBsk6aaojXEwWPl2JNXzI3WmiI7MwE9Oic3ayZTKOh0Gg7QxMUZYbUaub+HIAiCILRlfF4fZk/JUbx9v27tkJZihTMEiSlBEAThdJ7VPRRvP6x3OuItBl4nRjpejw9nj+sGQwO9OMjp3yE1Dr2zU6p+R0ns3648iHPGd1M1JnEWQ7P0HVCK0+nlebNjapziSsjzJnaHT0UVpNDyaKAJYR9BEITWIaIDF8899xzmzZvHlRfBF/Gb3/wGf/zjHzFy5EisW7eOy/uDrFy5Et26dUP79u1b8ciF04UcCPddOQwpCU3rKF4+vRe6pMdXOR3IQDIb9Vi66Yiqz1y84TAbgI0RZ9bjketHwuP1odptF1YMBh0scSYkJlmxO78UizYeweodBfAEgMQkCwczBEEQBKEt4nJ5kJFixdUz+zS5bWKcEfdfPVyCFoIgCGGGHODdOibiIgXBC5Lzu/uKoXBHQdDi554OAdxz5TCuiqiv2n/O4lz+O81DQb5fdRBZmQm4cHKOItniu68YBk+Yx4Sak9sdHjx6wyiWaW6KX148CGajLqzBFaFxtBqge+ckVfvQfUqvaJUIEgQhuonowAVVTWRnZ9d4ERSUoL9dfPHFqKiowGOPPYa9e/fis88+w9tvv43bbruttQ9dOE1cTg+MOi1euGcy+nevPwhFWTc3XzAAl03vBVuFi3tOEBqNhpubqW0cVmpzoUtGApIbCJbkdE5iOan2SRaUh9BQrjkwmfSIizPh84W5uOGp7/D711fin59uxvP/24BfPP09/vjWahwtdiAu3lSvoSwIgiAIsQzZAnabC7Mn98AdFw2q4RSqTp+uKXjxnsmwGHVscwiCIAhhdoDbXBxkpqa/VDlQHwNzUvlZrdNooirI7LC5MaJPOn77i9FIS67bzPZ/3+/C4cIKvHD35KrKizKbG0/9ZxUn5V1/Tj9OmGtoTGg/naYy2S/cOB1upCaZ8dxvJnLwqaFg0wPXDMfkoZ35OguRg8ftxeShnWBt4P6qj+kjs1gu6nT7WwiCIIRCVGvLUADjP//5D1dfzJ49G2lpaXjwwQf530JkYjYbOMxPzX3IuRDw++H3+est+3U43DCZDXjq1rE8UdKLSm6pYZnX50c6STu4vKgopwZBgRqGsEGnPiZHVRqUOfL24zNYe3TNjgJuWkWBjDNHZaFLegK8Ph/KyxxoDUgKymwx4revLcf2/Sfr/J3Gc8PuImzJPYHHbhyJvtntxFAUBEEQIgqqiqTGkGQL0L9pbqdmnxqN91SW6ulDGYFkG0wa2on1v5dvPoL1u4u4WjIlwYyzxmQjo12lPJTDXrNXmiAIghAeSCe9otzJPRNIToiq37fkHufkM0oUmzW2KzefdjrdcDo8YV936fRaaLQaToqj9Sr1QqKqvmCyXGPQepQS6/plp+D1x6Zj4+4iLN98lOe8hDgjpg7vjJzOyTzv/fmX43HshB3frTyIk2VOfLYwF+eM74oLJuVg8Yb8qjFJTbZwbwwKClDwINxjUh1aY6bEG/H8XZNx8FgZ5q/JQ2mFm6srqHfJiL4ZcDg9sFU425yzu9LO0dM/uNk6nT/dDxQwiITeAHQM5OM4d3w3fKygpyj5R+heFLkvQRBai6gLXOzatavG/w8aNAgfffRRqx2PoAwKQJCEUcFJO75asg/5RRWsrUhZGudP6s4SR5TxWDuAQVUDNOFTAynS/TxR6oBRr8PAHu1x9thu/DcyJqkcNwgZB15fgHtkbN5zXPExjhmQCb1Ow0ERyoyZNa4r9Dot/79OS4Yr4HG2nrFhNOnx6meb6w1aVIeO9y/vrMVrj0xjo1tKcwVBEIRIgILvVosBm/cexw+r81Bc7oTJoMPQXumYMSYbRlOAnTHNIUVAtoDD5oLb6cGwXmkY0isNVeZCIIDSktbtUyUIgiBUBprJCe5yajG6bwZG9s2oelZTglu4n9W0djJZDLA7vPhiYS725pfwfJLZPg7nTeiGTunxcDg8iir1yFlNwXHatnfnJPTqnFzZKCBAPwIoKbZVBUGSrQZcPr3nz8dh0MHr9XHiXHZmIjvDaY1Hx8LrX9L7aWUocELnlpFsxlVn9uZzo/Oh9MGSEnubC1hU2TlWA9btKMSPaw+xogMlR47sl4FpI7I4CdLFdk7rjo3H5cEVM3rjyAkblm5sWF7bZNTh8ZtGw2TQSkKkIAitRtQFLoTorLLQ6LR44vWV7KyozqY9RazxOXZAB9x71XD+XTB4YbEaUVzhxoOvLEN+YUWN/dbvKsQH3+7CBZO6c4kxZbRUz9T0uD24YGKO4sAFVVWM6pfJjpT/fLmVsxBqk5ZiwcPXjUSntDjYK1xh72tBlSYL1+Ur2t7l8eHLxftw6bSegAQuBEEQhFbGGmfCsZN2/PmlxZzEUJ11Owvx7rztuHR6L1w8pQcqKpzNlpVITjGq4BQEQRAil0h4VlOWPDmeX/54I1c6VPe70xqWelCQzOBjN4zm7SjQrjiQ3kR1RFDyidZ8JPn7ztfb8fWy/ZyMV5usjAQ8duMoJFqNrV41SIGKps5NCRSs0lKioKZyvKIx6EHXbf/RMjz7/jqcKK0pK712RwHe+mobrj27L2aO7cqVRq3ZL4JsLApE3HvlME4eIX9M3rHyqr9T8ub4QR1w5Yw+SE4wciKIIAhCayGBC6Hly2wNOtz30uI6wYfqBs/yLUdx8rVl+NMd4zkDQW/QotTmxv1/Xwy7s37HO2WdfPrTXlTYPbh19kCUlTo4syUY/BjWJ501QKm8tiluuWAADhdV4JX/29TgNkXFDjzyylL85VcTkEkSE2E0rvUGHQdV6JyV8sPqg7junH6c1RGNxp8gCIIQG5ip4rLYjof+sZQD6/Xh9vrxwbc74XB6cdVZfVBeZlckxyEIgiAIpwvJGFusJjz1xkqWdWqInQeKcd9Li/DiPVM40FGf3HGoUFUFOb9f/ngTflp3qMHt8grKeW1NvSCpN0hrSkadLnq9FgaSazYbeJ1LfgCzSc8yUz6vr1nHtyUxW40ctPjtv5bXG2wKNmV/fc5WtoPOm9C91eSng7jdPvh8Tozrn4mpI7rgSFEFCosdMBq0yOmUXBlE8vrCnrApCIIQVc25heiHHO7vzNvRYNCitiFIVQIGo46rNF7434YGgxbV+W7VQew5VAxTtQZT5KinLILf3zwag3umNWog/vrSwVxt8fhrK5r8LHKsPPP+Wpa6oH3DBTlvSC5LDeV2Dxt94TxOQRAEQagOyTlaLUbOQGwoaFGdzxbuxdHjFZV9MARBEAQhDOj0Osxfc7DRoEUQcu6+PmcL9IbmzQGleW9r7olGgxZBKhwevPThhqieK1lWKc6MxZuO4M6/LcQlj3yNy387D1c+Pg/vfbsTdo8f8QnmiF/L0vFZzQa2cxoKWlTnvW92cCN27oMRIZVOJFtGcmV9uiShW0YCS0nZyp3NUk0jCIJwukjgQmjZDAqDDj+tbdr4CjJv+X7uhVF40o5decWK9/tiUW4d45EyNEh388lbxnDTM2oURs2lyLhon2TGpVN74u3fzcDkYZ3x0fxd3AxNCdQ8bdu+E2E1NsgEYr1XtUS2nScIgiDEOGazHrvzihUlMAT5fFEuO5EEQRAEIRzQum7ukv2Kt1+66Qivs2it21zojTpe0ypl674TLEkUCQ5wtVgsRjjcPvzq2R/x6qebayToUeIiyWTd9pcFWLLpCKzx5lM9LSMTGv91uwrryEM1lpBI0kzaCLJz6JjId0KBCpItqy7BLQiC0NpE3ywnRJVM1LqdBXCoKPGkDJaDR8uRX6iuumD19gJuVEZlvtX1ImkCpjLIrhnxuP/q4Vx6GqTC5oLf5+eGWV8vO6Dq8xasPYRu5/dHOCOM3TslqdqnXaIZVpMBxa2sfSoIgiC0XQIaDeavUZ7AQCzdeBh3XzEUDrtGpA4FQRCEFqeo2M4STErxeP1YtvkIxg/IbBYnLyX8kfN4w+5CVfvNX5OHCyd2RzRBwR6dXotHXlzEa/+GoPn/H59sRFKcEf27tWv1fh4NotXiR5V2zuKNh3HLhQOld4QgCIICpOJCaDEoM+JkmfrJuKTCpdpRwU3PXN56szGo7wVlD5CO5PHj5ThxogJFReVs/Hi9pO3oVxVcIUorXNCGMfPD4/Fi2ogsmIzKMzPOGpMNu/S3EARBEFoRmpdJEkENJMvo9vgjOsNSEARBiB3UzlNEcZmr2Xox0Xxnd3pUv19ZhYsr86NNSvqrpfsbDVoEofF4a+527oERqTYBqTmovX/ougX3FQRBEBpHAhdCi0EBA2u1vhNKsZhCK5s0GnRVzbkbPqbKIEf1/6cqDb1OndFAVRrhjAd4vX4+7pljshVtT43azp3QnZuaCYIgCEJrQfOyWUXQnSDfhIGzT6PNHSMIgiCEE5LpocbIcfFmflmsRu6VqBZa26nex6QLTcq3Hmi+o7WsWkxGfdQoA3MvCKuR195ThnfGKw9MxX1XD0O/bu0a3e9wUQV2HSxm6clIhNboau0cum6E2DmCIAhNE5lPfyEmoGqGYb3T2UhRmvUfZ9ajR+dk1dUMvbJSOPhQXSZKCXRcTpcXQ3unY832AsX7Ub8MTZjzW9wuD64/pz8KTtqxcuuxBrejPh7U14NiMXa3BC4EQRCE1kMTCPCcuXB9vuJ9hvRMg8frk4pBQRAEoeGAhcWI4jInvvxxLw4cK+OmgJ0zEnD+xO5IS7bC6XTD5VRWVd85PR7JCSaUlCtTC6Cl6tgBHTi5rDmgNWyCUY9uHROx/0iZ4v3GDuwQ9jVpyI24LQZs3FOE+avzeJxJSWBwzzQ8/ovRXH3xtw/WNSjXtW5nIbpkRKgklj+Akf0ysGaHcl/C8L7pcIRQYSMIgtAWkcCF0GJQb4mERCM7LFZsOapon6kjs3g/Cl5ktLOyk14JF0zq3qBhqtNpuLSUDIP6AhtejxcXTs5RHLhIsBowcUgnlJU1Xd7anJB+qt3mwoPXjmCDj0psqzcyM+q1mDi0E644szcSLAbeVhAEQRBaE7fbizEDOyAp3ojSCmVSCjQne9zqJBwFQRCEtoHJbOBein99by1Wb6uZzLV573HMW7YfQ3ql4eHrRsJs1nCz4aagRLazRmfjo/m7FR3DoB5pSIwzoqy0edaDtE6l46Sgy0sfbVS0T6e0ePTJTkFxsbL1cmthjTPh8HEb/vLuGhTVkoeigMQH3+7EpdN64q+/noBHX11Wb+DGTSoCEerkJ0nnqSOyWNJKqfz07Mk9RBlBEARBISIVJbQoFBS48dx+iiSjqJn0FdN78SROGQjUsEpJ4UWfrikYN7AjO0eCUKDCYjEgIdGCxCQrDGb6txmJSRb+fXU9SWrg3a9bewzvk67onG44tz9cbq/q6o7mgM6xvMyJiYM74uX7puAf95+BJ24egz/9cjzee3Imbr1gIOKMOglaCIIgCBGBzxdgZ8zN5w9QtD05mwb1TOO5WRAEQRBqN3YmKShycNcOWlRn4+4iPPjyEhiMeg5yNEXA78dFZ/TgxLmmMBl0uPn8/jXWns0Bvd/kYZ05ga8paCl76+yBp/piBCK40sKAI8dteOSVpXWCFkFcHh/e/3YnPv1pL35/85h6ZZfITxChLS646sbr8+G6WX0VV8l075ikKKAmCIIgSOBCaGGoKXai1Yg/3TGes1IaIj3FwlkWZISRs8Lp8GBQTnvcd9XwRvtPkCbmU7eOg8PhqgokkEGblGzB/mMVePaDdbj44bm48rff8M+n31qNnYdKkJRk5RJjgqQoyNH/6A2jMLJvRuMG4oUDMHloJzgd6hu4NRfcTNzu5uyalDgDendJQtf0eLgcHtgqnGIECYIgCBGFy+nhqotfXjyY59KGGNorDb+9cTTPySITJQiCINTX2Pmzn/Ziz6GSJrcl2aH3v90BnYLeEVTZ7vP6eT1KlQyNyRo/detYpCVbeL3a3Gs8es+nbx+H3lkpDW6n12m5Ar9vdgpcrbgmbQpKJLRajLwedyuQ1Pq/H/ewhBQFb6qj02owbWRWRFcoOO1uzBiVjevP6ddogIWCFg9cMxw2W/M1dhcEQYh1RCoqhtDrdTAadadkkQJsgNGrpSDHPwUJgv/2+z31OhrIAZGRYsGbv52BpZsO42SZkw0QbpQdADLbWzB2QEd2uJNDnqDjp/1G9k3H2787C3OX7cOPaw7hRKmTG5f1796e5aEG5qTyxB/MzKTjocZsL324Hos2HK5xHPR5lH1DL6quoEAF/Y6yW4L7P3rjKDaEv1i0Fxt2FXEGSHK8CVOGdcb5k7rDatKjotwZEQ4VqhrRarX8k8aLJLG8EZigSvcGNWEjI47GjcY6EsYv3NB3k76jwe8n3XfNpYsrCIJwOtDz2WSqrEZsiWc1vY+t3IkpwzphzIBMfLlkH35ad4gdFDSnk8b1hZO7o3d2O577pdpCEARBqA3NURazAd+sOKB4n/lrDnGPQLfTU6Nant6L1ih6fWUeJ1Vl2O1urhD4xwNnYOXWo/hqyT7k5pfC5w+gQ2ocZo7Jxpmjs+H3+Vusup3WwyYzOICyaU8R5izeh+37T8Dj9SM12YLpI7Mwa3w36LSArSKynd/UTHv7/pM4etymeJ95yw9g1viu+G7lwarfjRnQAQadBhX2yA1ckJ1TUeHEueO7cZLj0k1H4PX5OchEP6l/54CcVOR0SmLfRXNX6wiCIMQyEriIAdgxbNBBp9Vi7c4C1pCOtxgwom8GjGYDfB5fs2Xhk9OVynNNZj33n9ixoxBeX4AbmvXr3o4rLDz1OGS9Hh90ei2mDO/MgYEDR8rYOUJNtbtkJPD2pA9Zx9FR4WKH7wUTuuOqGX3484M6pCRDVVJir+FYsViN+PcXW+oELWpDeprPvr8OD147nD+XjD5ylFB/jS6pVtx9xVBYTIaq7Svsbh5HClq0NhSc0Rt1MJsMHISh68DNzXqkshQWjT9dh9akxn1ywo4dB06y0VZ5n7Rv8D6JRWgBpDfo4fb4sHpnIexOL9onmjCsTwYHFum7IcarIAitATtu6FltMuBwUQV25xWztFN2ZgJ6Z6ewbKPb1TzSiLyoL3eyc+jiKTmclRikak4vtke05IUgCILQetD8QetISoJTis3h4QBAny5JcDj8HKgg+SiSDt6ae4LnPoNei/7d2iM12Qq3y4OyUjuG5LTHqH6ZHFwnKHjhcLg5s97bwpn/VKVI66RenZPw6A0jYToldUXzo40+3+Pl5LpIJ6DRYMHaPFX7LNl4GHdeNoQTB0sqXMhsb8WvLx0cFX2v2FYKBBBvNeKc8d2wflchJ12mJJgwtHc6S2AFAn5Z9wmCIKhEAhdRjsViZKPgjS+3YfHGw3C5fzZiKMI/blAH3Hhuf3boB6sZTsfBQc21dh4s5iZau/KKa/ydSmbPndAN503sDrvNXTUpkwPbbDFi/uqD+HxRbp2si24dE3HZtF4Y1T8TDjtlINQ0xPj/3T4+/mB1QX1+DTJmKxwefL9SWRYOZdIcLqxA+wRTVWCH3pud/g4PXAY3kpPjUFxsixgHOwWp6Jp/+MMufLvyIMpsP19TiulQ1irpa3ZKjYfd5myVLBy+T+LNHKz4bwP3Cd0jdK9QtlLt6x1L0PelxObG259sxurtx2oG2Ux6TB3RhZ13Wp2m2cvNBUEQGoMq4egZRQ6d//2wi7NKq0POggsm5eCsMdmcRNBcFZxsG7jBczoF4pOTrTz3R8o8KwiCIEQmtNYprVBf6VBc5oRGk8xrRZr3qLL+62X72alcnb5d2+GamX3Qs0syr1FoTRhMmgt3UJ3WDPT5lcdQmRQWbRXrdMxlFer8D9TcmoIy8VYDcjonsWw09R+JhkrMxEQLyJJ55+vt+HHtoRqNuml9TIEw6v3ZLtGC8rLmaeouCILQFpDARZRncrv9Adz/90X1NruiDPfFGw5zVv4zv57AvSZC7c1ABhMZelTJ8M9PN9XrEC8qceCtudux40Ax6276/f7KzHuLEf/6bDO+X/VzyWd19h8pw1/fW4urzuqNi8/oCZ/P2WB2Z2MGG1V0fP7TXpafUsoXi3NxywX1NwyNtKRPMrZpLB/713IOCtQmKIVF2UOUnUP9P+whGPenQ/A+WbjuEF79bHOD98mbX23DzgMncf81w+H3O2PSYUXBwiMnbHjs1eU1DNcg9DtaNJHT8NnfTILJHIDLGflGuSAI0Q/rTseZMG/5fp636+PYCTte+3wLdueV4M7LBqO8rOG5OVSkukIQBEFQCk0ZlPijFqulUgqR5r0/v70aa3YU1Lsdra8ef2057rx8KMYP7MC9AyNhnqJDiITjUAsds8nUdH+R6pCcNDU/f/q2cRy8oOqT6AhamOFlv8xi5BdW1OvDoKRJWvf96Y5x6JyeIMELQRAEhUhz7igl2Ozqyf+srDdoUR3Kyn/8tRVstFEfhFCgqokjx214tYGgRXVoUv5kwW4YTAaWqqJKi4aCFtX573e7sHnvcVitDTfxbqpZG+2vBtqetFKjAaNJj39+urneoEXtgNVf3lkDp9tX1YA8XNB9crjIxoGqpu6T5VuOchM2KteONbgM3aDDE6+vrDdoUR0ybul6mc2h3feCIAih6E6T3EZDQYvqUC8K0pymOUgQBEEQWguSaKJeSGqCF6RAQHK6lF313+92Nhi0CEIJcC9/vBGFxQ6WURRCRxMARvfLVLXPsN7pcLm9MGiBslJHVAQtCK1Ohz+9s7reoEV1aF34+9dXVvpyrHJ/CYIgKEECF1HsdCAt6n2Ha0o7NARlua/ceoyz9kNBp9exk1lpNQNlkptNeu69QPJQSvn0pz1cOREK1PSK+gioweOpbJYV6ZATnLRVF63PV7S92+vHnMW50OrVZbmcLiHdJ+bQA2qRCgVj5q/OqyHl1RiUfXO8xMHfa0EQhHA8oz75cbfi7Wk+sZzKWBUEQRCE1oAqtCl4MXlYZ8X7kGwyZfFTUpHSpt6UHV+5Jg3vOirWIGnICYM7IUGFg/6CyTnczyJaAhZEcrIFBSdt2LxHWQIlrQ/nrzkInV7WfYIgCEqQwEWUotFp8dXS/ar2mbtsHwxG9ZF9MvTIEU2VFEqhCTnvWBn25JXU6WnRGCRzRI24Qqm6oEqDdklmVfvQ9rRfpEPN139YnafqWMlxTtUk4XI06fU61fcJNZJfve1YzGU0kYNvnsLFUZAvl+wjAdQWOyZBEATCaNTB7vSytKBSqLKT5udwV/EJgiAIQnV8Xh+uPqs3khNMTW4bZzHg+ln9OElt+eYj3KhbKUs3HeEedLQOFkKD5CWdbi9+cV79ssy1Gd4nHf27t4+qoAXh8QVU+2W+WX4ABiorEQRBEJpEnpZRikGvw+GixksRa0ONqKkCQi1arRbHSx3w+tRpazpcPhw4Wqb68/ILKrhpqFr8Xh/OHJWtap/pI7OqGnNHNAHgUEG5ql3K7R7YnZ6wBS6oaqKoxM6VIWo4eKyMTi9moPHWabX8fVMDfZ8lm1kQhJaG5vRjJ2yq+zgdOFIGjTyjBEEQhFaEnNp6rQZ//dUEpCVbGtwuOd6Ev/xyPKxmPdxeWpOqW0d5vH6cLHWKbX6auBxuTBzSEbfPHojGhpKCFo/eMIqbokdjE/JQ1n20XtTppKpHEAShKSR1Lkohh4MmhEk1VELbM8DNmtUSqoFI5ahjB3ZgQ5WqNpqCgjjTR2XBaQ+tYXk4IfMtlLEMpwpW5T2p/gNP576MRILOQLWnFWPDIAhChMINPkOcT+QxJQiCILQ2DrsbiRYjXntkOpZuPIyvlu7DwaOViVBdMhIwa1xXnDG8C68NHTYXzBZjxK+jYhUKQlSUOzF1RBeMHdQRXy7OxcL1+Sgpd/FafEivNFw4uQd6dkmGrcLF1ywa7Sr1677gDtEVpBEEQWgNJHARpZC+Z9eOichV2OOC6NYxEc4QSi/9fj/S21lhMujgUtFDIt5iRM8uKao+i2IW2ZmJ8PnU9aogfL4AHE4PZ2s89q9lnCnT4OdoNXjgmuHw+yq1UiMdqj/p3ilJ1T7tEs2wmgw4qbDPwulC90lGeyuMei332FAKGaqxtC4g45U0eLt2SMLe/BLF+9H20ZZhJAhC9EHPmc7pCaz5raZCrldWijyjBEEQhIjA4XCzk3tkn3RMGNIJhlOSTiRPROtBW4WT7XFCc2q9oQZqAN4+ycJOd6F5ghfUa/OSqT1ww7n9q/7mcHng8/hQUmyvTKyIUrp2SFQlwUnbkwQ03a+CIAhC44hUVJRCDvcLJuWo2uf8id3h9agPXJDRR5PqxKGdFO/TPsmMzhnxyMpM4IlZKcP7ZLChaLeHJt9E1RNZmfH4y68mICsjod5tMttb8eQtYzAwJxUOe9OVGZGAx+PFtBFZqqS+Zo7tCrvDHTYjkO4Tvy+g6j6hEu8hPdOiQ65LBU6XB+dN7KZ4e0q6oe9nQIxXQRBaGI/HxzIbo/tnKt6nc3o8O32czujLhBQEQRBiEw5SONwoKbbh+PEKfp08aeOKjGDQgnC7PRjVL1NRX4wgU4Z15vlSHMvNR2UFjBtFReU4cYKuVzkqypxwODxRHbTQaTQ4f1KOqqqLcyd0i4o+m4IgCJGABC6iFJfLgy7pCex8VwIFEAb3TAu52ZXf68elU3tWZbM0xcVn9GAjhAy+y6f3Ulxtcdn0Xgj4T28St1e40KGdFS/dNwXP3jkRs8Z3w+ShndiR//Tt4/Cvh6Yhp1MS7BVO1RrfrQUHj/x+nD2mq6LtqRndueO7cQO7cEKfd8nUntAr7FFyEd0nTk/MZfG6XV5MHNIZaSkNa+9WZ9zAjoi3GqKuGZ0gCNEJPatpvqWqCyVcOq0XP6uj2bEgCIIgxC40PzU0RwWr8mdPVpb0RyoDtJYN9zqqLUFrv1gxKcrKHEiKM7JktRJofThpaGd4XLGVuCcIgtBSSOAiSqGJ3uFw4be/GNVkRQNVGDx92zjOvg/VQUwZ8cnxRjx03cgmndKkKzpzTFd23jodbozqn4mrzurd6D7kO/n1ZUNY/spmO/2SXOep7JvOqVZcM6M3bps9ENfN7IOcDgkoKbFzZUa0GUselxfXndMPYwY0bhRRE7qnbh3LWR9ud3gNbrpP2iWY8PB1I5q8TyiwMmN0Nt8nsQZlZ7mcHvzx9vEs2dUY/bq1wz1XDoM7xqpOBEGIXOhZ3SE1DvdcObTJvlKXTuuJ8YM68jNNEARBEKIRWm+cN7E7ZozOanQ7StJ75IaRklAkqCLgD+C+q4ajb9d2jW5H60JaH1K1hVSxCoIgKEN6XEQxNNmZocFzv5mIT3/ai+9WHsTJsp+d/olxRpw5KoszJQM+H1dAnA52mxsDu7fDC/dMwoff78bKrUdr6GOTjMTsyT0wekAmKipcVaW1JMd08Rk9ud/Fpz/twdbcE1X7kL+E5KEund6Le3BQA7XTLLioFdyJHUcLVa/YbS48eO0ILFiTh6+W7ENeQXmN7CDSeL1yRi/Emw28bWvA90lOKp6/exI+/GEXVm09VuM+IZ302VNyuGSb9GdjtQSbStcTrEb8/b4pPA4/rj0EezUDNaOdFWeP7YrzJ3XnknZZHAmCEC54frS5+Dn83J0T8dH83Vizo6BGcgMFVS86oyeG9EyF3eaMuco4QRAEoe1A6w1q/nzb7EEY1CMNny/ai9z8n3tF6nUajB3YEVec2Yslj2mOFARVVRdJZvzxjnGYsygX36w4gMJiR9Xf48x6TB2RhcvP7MVr9vLSn/8mCIIgNI4mIHX/9Ro2pI/ZXOj1WqSkxKG42FZDb7O5MBh00Bt0sJgN2HekFOU2N0sF5XSu1KOmMlfSlGwuLBYDdHodvP4ADh4tg9cXQEY7C1KTLXA5vSxjVdvBodNpYbUaodNrUVLuQn5hBWd5UiNu6mlB8lBUadFcQYtouG6hQmNpNOlhNhtwpKgCJ0qdMBq06N4pmbM96Hor6RnR0udXdZ/4AjhwrIy/Vxnt4pCabG7wPonFa2cy6aHV67g/yd5DJXC4vEiKN3GlFJWte9xeVccYSefW3Mi5RT5pafX3DmrNeTZWxrY1zo0q82gu0Rv0cHl8yDtWzoHmDqlWpCSYOUO1rTyrmxs5t+hEzi16iYXzi8Q5NlbGNgitP00mA0xmPYqKHSgstnOVONnlJJ9I66hYSXyLpesWLedG/g5a99Ha/MCRMvZ7kK+jZ1YyPF4/98OgIEc0nltzEcvnJ+fWNuZYIfxIxUWMZOLTi2QcMpLM6JBiYY3PslJHi2SzVxpzHg6YdMtMQFycCRUVTpSW2BuUX6LjKC93Vk3ofbNTTv3eh7JSe7MfY8w3orO7WQ4r2WpASpyRf++0uyJqEql+n3RNj+ffkfOrpLhtXW+upHB54XZq0Tk1jh2FPA4ldslgFgShVamqTHScelZn/PyspjldEARBEGIJmt+oKtrpdCPepEdy5yRYrSaUlztQYZPqZ+H0sNvd/JNsqi7p8cjOTGC/jNPhUZRYKAiCINRFAhcxZoiFU26GgiU0EVPgovLf6iZ04fSg8Y4GeaFgYK2tQwGnWJXFEgQh+pFntSAIgtDW1lE+H6kCmCIq+UuIfsieKhU5KEEQhGZBmnMLgiAIgiAIgiAIgiAIgiAIghAxSOBCEARBEARBEARBEARBEARBEISIQQIXgiAIgiAIgiAIgiAIgiAIgiBEDBK4EARBEARBEARBEARBEARBEAQhYpDm3IIgCIIgCIIgCIIgCBGATqeFRlPZRNznk8bhgiAIQttFAheCIAiCIAiCIAiCIAithFargcmkh8Fo4KCFy+2DyaiDPxCA1+2Dy+WB3x9o7cMUBEEQhLAigQtBEARBEARBEARBEIRWgAIWVqsJG3YXYs7ifdi0p4h/r9UAQ3un48LJOejfPRV2mxNut6+1D1cQBEEQwoYELgRBEARBEARBEARBEMKM0aiH2WLE02+twrqdhTX+RgUW9Dt6TRjSEfdeORyBgBMejwQvBEEQhLaBNOcWBEEQBEEQBEEQBEEIIyQJZY0z4m8frKsTtKjN0o1H8Oqnm2CxGsN2fIIgCILQ2kjgQhAEQRAEQRAEQRAEIYyYTAYcOW7D8i1HFW0/f00eyu0elpYSBEEQhLaAzHiCEEWYzQZotFrodBpQaza/LwC/j5q1eVv70ARBEIRmQqfTwmjS8/OemnMazQYYfAG43V74fP7WPryowmIxQKvXUV4ra4VTk1OdRgO73QWvV8ZSEARBaD20ei2+WJSrePtAAJizOBeXT+vZosclCIIgCJGCBC4EIQowmfWwWIw4dsKOr5bsw6GCcvLBIDszERdM6o72yVY4HW4JYAiCIEQxWq2Gda6NRh0WrT+MZZuPwObwIN5iwIQhnTBxSCe43F447W4EyHshNAhlo1LAx+cLYO7S/di89zg8Xh/aJZpx5uhsDO6ZynOmrcLV2ocqCIIgtFEsJgO27D2uap8tucdxzcw+cLTYUQmCIAhC5CCBC0GIgioLyhZ94j8rsXlPTcN2a+4JfL1sP4b3ScdD142ERqOB0+lptWMVBEEQQg9axMWbsXLrUfzrs82wOWsGotfsKMDrX2zBry4ZjBF9M2CrcMJPXTuFeqU3rFYj3v92B+Ys3gdvrSqVpZuOIKOdFY/eMAodUq2oKHO22rEKgiAIbXvu96is/vN4/NBqRfFbEARBaBtExYxXUlKC3/3ud5g0aRKGDRuGK6+8EmvXrq36+4oVK3DRRRdh8ODBmDlzJr7++utWPV5BaC4o69Zg1OPBl5fUCVpUh5q5PfzK0ko5EQNJYgiCIAjRhMVq4gqLv/13fZ2gRZAKhwfPvL8Wq7Ydg1mac9YL+XIsVgNe+2ILPv1pb52gRZCCk3Y89I8lKDjpQFy8KezHKQiCIAhUCdg+yaxqn3ZJZnh9vhY7JkEQBEGIJKIicHHvvfdiw4YNeP755/Hpp5+ib9++uOmmm7Bv3z7k5ubitttuw8SJE/HZZ5/h0ksvxYMPPsjBDEGIdvQGPT74bifySBqqCfYdLsUn83dDL4ELQRCEqIIDzhrgn/+3qcltSSHq5U82ch8MvT4qzLiwEhdnRm5+Kb5dcaDJbZ1uH/72wToYjXoOeAiCIAhCOCHJwmkju6jaZ8aoLPikR5MgCILQRoj4ZdrBgwexbNkyPPHEExgxYgS6deuGxx9/HOnp6fjqq6/wzjvvoHfv3rjnnnuQk5PDAQ2quvjPf/7T2ocuCKcFOaVMRj3mr85TvM93qw7CQtJS1IFUEARBiAoo4PzdyoNwK3REUMPuBavzuCJPqIVWw41LlXLgaBkOHClDfLy6jFdBEARBOF08bi+mj8yCxaRsPk+ON2HsoI5wS19DQRAEoY0Q8YGLlJQU/Pvf/8bAgQOrfkc6/vQqKytjyaixY8fW2GfMmDFYt26dNK4Uol4mavPeIpYGUUpJuQu78oo5e1QQBEGInkbSizbkq9rnp/X5Ig1YC4NBC4Ney31C1LBgbR680i9EEARBCDNer597XDx07Qjomkg8o/ntkRtGcj9DXwMyiIIgCIIQa0S8dzMxMRGTJ0+u8bvvvvuOKzEeffRRfP7558jMzKzxd6rGcDj+v707AY+yOhc4/maZbOw7ShAVRHYhUhZBNpFyBTe01bLUSlFsa3tFaAtaq9QroijgUsBea6sXfNp7EbRWFFG0LhVBEbBsAgIiImEJJCSZ/bvPe+zEhHUCM5nvzPx/z5OHZOYb/d45yXnPN+855yuXoqIiadiw4Wn9f2O5/YLOnK/8bzIhtvj+/7UQUV2HS3xybrM6p/wdTnR88URsdiK21BKrPJsM760nM0OKS/3Veo0er++hzdtFxbrtMjMzzGqUYMip9nupc10Y+0WH2OyUzLGlQnzVRX9mT2xBf0A6nNdQfje+t/z+/9bKV/tLjznmnOZ15D9v6Cb5TWuLr/yb/G9DbPFCbPZK5viIDUjRwsXRVq9eLVOmTJEhQ4bIgAEDxOv1SlZW1RtURn72+6v3IUCEbrPToEEtibW6dXMlWRFbfOTlek7rNXl5WeYrGrSdnYjNTskcW6LzrM3vrd5AOqeaK+V0W4lw2InLeKWmxbLtdOZqdel7ryt5GftVD7HZKZljS4X4osG1rJ2xtT+3ocz59SDZtKNI3lmzW8q9AamdmyUDLs6X1i3qSdhxzESHvByPdbHFC7HZK5njIzYghQsXb7zxhkyaNEkKCgrkkUceMY9lZ2cfU6CI/Jybe3p/VPpBQHFxmcSKViX1D7y4uDzplnUSW/zoTJrOrRubZcHRfhCTk5Uh7Vo1jOqcEx1fPBGbnYjN/WL1QUgs82wyvLdZOR7p3r6p7NpbEvVrurdvJn5/SI6UeMVW8Wi72nVypFPrRvKvbQeifk2vTs1FJ68WFR07yzWVfy9PhNjslMyxJUt8bsyxyfLe2hJbWprIec1ryznfvVAiG0fpDlIlJeVmZaDNscUSsdkrmeMjNndLhsleqcqawsX8+fPlgQceMDfefuihhypWVZx11llSWFhY5Vj9OS8vT+rUqXNG+03Gmv6Bx+O/6wbEFnv6/6xVJ1P6dDlb3l4d3d7nAwryJRgKia8aN2yj7exEbHZK5tiqK9bvg83vbUYgJFf3ay0v/mNbVB9M6GzaK/ueJ8FAyNqY49V2+t+66tLzoy5cNK6fIwXtmknx4TLGftVEbHZK5thSIb5o0Z/ZG1sgcHq7RtgQW6wRm72SOT5iA2LLig3Knn/+ebn//vtl1KhRMnPmzCpbQ3Xv3l1WrlxZ5fgVK1aYVRnp6VaEB5xQKBCSm4Z1kLq1Tr3tU/062TLyu+3MawAA9tBic+1cj/nAPRojBrQx2xv5/dEXqVNFeZlfenRoblYsRjOz9dZrOovPH+QiDAAAAABcxvWf7G/fvl2mTZsml19+uYwfP172798v+/btM18lJSUyZswYWbdundk6atu2bfLMM8/Ia6+9JuPGjUv0qQNnzOsNSI4nXR78WV9pWDfnhMc1aZArD/2sr3gy0qq12gIA4A5lpT5TqB7e97yTHndN/9Yy8rsXSnmZr8bOzSZagNCCzr3jeknXtk1OeFxmRprccWM3KbiwqZRX88boAAAAAID4c/1WUUuXLpVAICDLli0zX5Vde+21Mn36dJkzZ47MmDFDnn32WcnPzzff9+7dO2HnDEQjOzvT3MdCJM3sRevzBcy/x5s92rBWljx99+Xyzidfyivvbzf7oOuNRM9pVsd8yNX3ohbi9frNsQAAOz9w1/tV3Dyso1zZ93xZ/I9tsuLTPVLqDUitXI9c0vksU7TQIrYexwqBEztyxCe1a2fLfeN6yaadRfLSO9tk3db9EgiEpEHdHLnsOy1leJ/zzT2kSo/4JBzmvQQAuPt60XH0ejFo7f7yNtKtObOzPeZfEce8914vkwQBoCa5vnBx2223ma+T6devn/kC3E63pcjJyZLsnEzZe6BMPt12QAKhkLRoUlu6XtBEyr0BCfh1z/Kq2z2Vl/vNDNKeHZpJ/275/x7AigSC39zPwuabJAEAvqHFiMOHy6ROjkd+NKy9/Oz6iyqeKy3zSygYkuLD5Qk9R5uKF+npAWnToq7cObLAbK2l9IOfcl9QnFBISopZtQIAcOf1YlZ2puw/XC7r1u8VfzAkzRvVMqsEvb6ABP0hU4xHfGRmZognK0NyczyyZss+2b3viHgyMqRz60bSrFGe+LxBszOCjikAACleuACShc7UyKuVLZu/KJL5r24y/x59j4orLjlXrh/U1mwBcvSWT1qY0BUV+qUDWsVYCQCSj14MK783IA0a1JKiolJWWJwGXUlRXOw135eaen86qysAAK6lK+rzamfL9q+K5bklG2TD9oNVntf7Hg7t1UpuHKJbRvrZIjhOq1xy87Jl4fLPZMk/d8ihkqqTHC48p4GM/o925l/d5vN4OyYAAFLoHhdAstCixfvr9si9f/jgmKKF0kHR80s3y/3PrJDcvCzxeDJO+N/SggVFCwAAoqP1CooWAAC3Xy+u3lQod819/5iihSou9cv/vrlF7nnqA8nJzZKsrBNfL6L69Ppbr8P/65kPzXX50UULpdfxej3/3tqvTHtFJhQCAOKDwgVQA3JyPLLvULk88X9r5FSTMj7ZvE+eW7JRPP/e1gIAAAAAkNwz/YvL/PLo8x+fchb/+s8PyH+/+Kl4sjw1dn6pQK+//+fVjbJ6c+FJj9PmeXLhWiksKjf3wAAAxA+FC6AGZGRmyMLlW6NeSvr6hzvNjI/IvSwAAAAAAMl7vbj47a0SDEV3vbj8o116z+6TrtJH9PS6W9/LpSt2RnW8Xte/8NZWyeD9B4C44lNRoAYGQRkZafL+2t1Rv6bMG5R31uxm1QUAAAAAJDG9VszOypS3Pv4y6tf4g2F5c9UuyeSD85jQ6+531+w21+HRem/tbnMfSyYbAkD80MMCcaaDmYPFPjO4rI5de0u4jwUAAAAAJLH09HQpKfNLeTVvtv1lYckptyFGdPS6+8vCI9V6TSAYlqJir7neBwDEB4ULoAaczlgmnTt9AQAAAEDSSzuNaz8+MI+t07n85podAOKLwgUQZ6GQIw3r5UpeTvW2fbqgZX3dthQAAAAAkKRCobDUqeWRerWzqvW6Nvn1+UAnRtL+ff1dHXp9r9f5er0PAIgP8hxQAwNRvz8og7q3jPo19WtnS8+OzcXvD8T13AAAAAAAiaM3ei73BmVIj1ZRv6ZWTqb069bCXGfizOl1d48OzaV+neyoX6PX9/r+6/U+ACA+KFwANSAUDMmIAW0kJyu6m6ddO6C1GbwyewMAAAAAklsoEJKr+rc2BYloXHnp+eL3h/jQPEb0urvcGzDX7NHIzsowx+p1PgAgfihcADXA5wtKXnam/GZsT8n2nLx48d1erb4ZiPpYbQEAAAAAyU5n7nvS0+S+W3pLbvbJixf9C/Ll+4Mv5Hoxxvy+oAzve54M7XXylS96PX/P2J7m+l6v8wEA8VO9TfeB06T3rMrISK9YCqtfqaa8zCdtWtSTxycOkL8s2yzvrf1KAsFvZ8i0PaeBXNOvtfTs1FxKj/iYPQMAAAAAKaKs1Cctm9aWJybp9eJn8u4nu8UX+HZGf+sW9eSqfufLpV1bSOkRrwQrXUvizOn1t16H33JNZ7nogiay+B/b5LMviiqe92SmS9+LzpYbBrc1Wzvr9T0AIL4oXCCuPJ4MyfRkSG6OR7y6lDXsSJ2cTPH5gxIOhsXrTZ1ZIo7zzWC0To5HbhvRxXzt3FMswZAjTRrkSqN6OeLzBqWkuDwlCzsAAAAAkMr0ejEvxyO3XNVJbr2ms+zcc1j8gbA0rp8rTRrkic8XMNeLbCkcH4FAyLy/Xds0NhMKDxz2yr6icsnMSJNWZ9U1x4SDIdNOAID4o3CBuMnNzTJFi9dW7JQl72+XPQdKK/aD7N8t39zHoVHdHJP0U+mDelOs8QZMUSe/cZ6uRzHxHz5UZoobAAAAAIDU9M3kvoBkZqZLi0aVrxdLuV6sqZull/vF6/VLridTzm1W2zzu9wZMYQMAUHMoXCAucvOy5Ig3KHfN+ofsO1Re5TmfPySvf7hT3li5U8aP6CKDLm4pR0q84qTYKEwHPYHUWXACAAAAAIiSbgXFdlCJox9P6L1HAACJw825EXO6kiAtPV2mzHnvmKJFZbrIYu4L62T15kLJyfXU6DkCAAAAAAAAANyJwgViLtOTKS+/+7nsP+SN6vg/v7LB3AMjTe/gDQAAAAAAAABIaRQuEFPp6WmSm5Mpr63YEfVr9uwvlY07DkpODjuXAQAAAAAAAECqo3CBmMrISJeDxV45cDi61RYRn2zeJ8KKCwAAAAAAAABIeRQuEFNaewicxg3E/MGQufkVAAAAAAAAACC1UbhATIXDjtSrnS3p1Vw80bh+brVfAwAAAAAAAABIPhQuEFPBYFgy0tOkoF2zqF+TmZEml3VvKYFAKK7nBgAAAAAAAABwPwoXiLlgICjX9m8d9fGXdDnbFDsoXAAAAAAAAAAAKFwg5rzeoFzYqqFc3e/8Ux57duNa8tPrLpKAP1gj5wYAAAAAAAAAcLfMRJ8Ako/jOFJW6pUfXtFBGtbNkYXLt0hJWaDKMXo/ix4dm8sdNxZIOBQSn4/CBQAAAAAAAACAwgXieK+LIyVeGdKzlVx1aWt5b+1uWb/9oARDYWlaP1eG9j5XcrMzxe8LULQAAAAAAAAAAFSgcIG4CYXCUl7qE783IN0vbCoFFzaVNH0iTSQcDEtJcXmiTxEAAAAAAAAA4DIULlAzBYxyf6JPAwAAAAAAAABgAW7ODQAAAAAAAAAAXIPCBQAAAAAAAAAAcA0KFwAAAAAAAAAAwDUoXAAAAAAAAAAAANegcAEAAAAAAAAAAFyDwgUAAAAAAAAAAHANChcAAAAAAAAAAMA1KFwAAAAAAAAAAADXSHMcx0n0SbiNviXhcGzfloyMdAmFwpKMiM1eyRwfsdmJ2NwfgxvzbDK8t6kYW7LHR2x2IjZ72R6fW3NsMry3J0NsdiI2eyVzfMSW/DkWNY/CBQAAAAAAAAAAcA1KTgAAAAAAAAAAwDUoXAAAAAAAAAAAANegcAEAAAAAAAAAAFyDwgUAAAAAAAAAAHANChcAAAAAAAAAAMA1KFwAAAAAAAAAAADXoHABAAAAAAAAAABcg8IFAAAAAAAAAABwDQoXAAAAAAAAAADANShcAAAAAAAAAAAA16BwAQAAAAAAAAAAXIPCBQAAAAAAAAAAcA0KFwAAAAAAAAAAwDUoXMTQoUOH5Le//a3069dPCgoK5Ac/+IF89NFHFc9/8MEHMmLECLnoootk6NCh8sorr4iNtm/fLt26dZNFixZVPLZx40YZPXq0dO3aVQYNGiTPPfec2OTFF1+UK664Qjp37izDhg2TV199teK5L7/8UsaPH2/atG/fvjJ79mwJhUJii2AwKI899pgMHDjQtNuoUaNkzZo11rfdU089JWPGjKny2KliCYfD8vjjj8ull15qjrnllltk165dYkNsy5cvl+uuu860ocb20EMPidfrrXje5/PJ1KlTpXfv3uaYiRMnysGDB8WG2Cr7zW9+Y+JLlnYrLCyUO++8U7p37y49e/Y8brssWLBALrvsMunSpYuMHDlSNmzYUMNnbgdyrH39dCrkWXJscvTV5Fj3t5siz8YXeda+vjqCHGtXuyVzjlXkWTvzLDkWruUgZm6++WZn+PDhzqpVq5zPP//cmTp1qtOlSxdn27ZtztatW53OnTs7M2fONN8//fTTTocOHZx//vOfjk38fr8zYsQIp23bts4LL7xgHjt48KDTs2dPZ8qUKSa2hQsXmlj1Xxu8+OKLpi3mz5/v7Ny505kzZ47Trl07Z/Xq1SbeIUOGOLfeequzefNmZ9myZU6PHj2cxx57zLHF448/7vTp08d59913nR07djh33323c/HFFzt79+61tu20rbSNRo8eXfFYNLE88cQT5pi33nrL2bhxozN27FjTvj6fz3FzbNqntG/f3pk7d66zfft25+2333b69evnTJ48ueIY/X7w4MHm2LVr1zrXXHONM2rUKMdNjhdbZfr3pX3LwIEDqzxua7vp+Q0bNsy54YYbnPXr1ztr1qxxrrjiCmfcuHEVxyxatMjkiZdeesnZsmWL88tf/tL0MQcOHEhQJO5FjrWrn06VPEuOJce6RTLnWEWejT/yrF19dQQ51q52S+Ycq8izduZZcizcjMJFjGgi1U7qo48+qngsHA6bznf27NnOPffc41x//fVVXnPnnXeaTssmjz76qPPDH/6wymBv3rx5Tt++fZ1AIFDlOO2M3U7bSBPL9OnTqzyu7aJxvfzyy06nTp2cQ4cOVTz3l7/8xSkoKHBVojmZq666ynnwwQcrfi4pKTHtt3TpUuva7uuvv3bGjx/vdO3a1Rk6dGiVxHqqWLS9unXr5ixYsKDi+cOHD5tEq+3s5tgmTpzo/OhHP6py/OLFi52OHTuauPS1OtDQQWCEXnBqO+tFi5tji9ALkF69epnnKg/2bG437SP18X379lU89s477ziXXXaZ+TtU+vv58MMPVzyvv7/9+/c3v8/4FjnWnn461fIsOZYcm2jJnGMVebZmkGft6asrI8fa027JnGMVedbOPEuOhQ3YKipGGjRoIH/4wx/M8syItLQ081VcXGyW2eqyt8p69eolH3/8sRaPxAarVq2Sv/71rzJ9+vQqj2tsPXr0kMzMzCqx7dixQ/bv3y9uXyq8e/duufLKK6s8/sc//tEsqdXYOnbsKPXq1asS25EjR8xyThs0atRI3nrrLbNMWJcFaxtmZWVJu3btrGu79evXi8fjkb/97W9mmXplp4pl06ZNUlpaWuXvsG7dutKhQwfzu+3m2MaOHSu//vWvqzyWnp4ugUDA/C5qPxKJN+K8886TZs2auT42pX3g5MmT5eqrrzZtWJnN7fbee++ZNmncuHHFY7pE+I033pDatWvLgQMHzO9n5dj091eX4rohNjchx9rTT6daniXHkmMTLZlzrCLP1gzyrD19dWXkWHvaLZlzrCLP2plnybGwAYWLGNHOp3///iaRRixdulR27txp/ri//vprad68eZXXNG3aVMrLy6WoqEjcTgesv/rVr8yefWeddVaV504Um9qzZ4+4fbCnysrK5Mc//rHpdL/3ve+ZPRhtjy3i7rvvNslI9x3Ui5FZs2aZPRbPOecc6+LT/SKfeOIJadmy5THPnSoWfV4d/furx0Sec2tsOrDRAXqEDvL+/Oc/S6dOnaRhw4ayd+9ec8GZnZ1tXWxKY9m3b5/ZP/NoNreb9i/5+fny+9//Xi6//HKzP+8999xj+lMbYnMTcqw9/XSq5VlyLDk20ZI5xyrybM0gz9rTV1dGjrUntmTOsYo8a2eeJcfCBhQu4mT16tUyZcoUGTJkiAwYMMDceKjyQFBFfvb7/eJ29913n7lJ0tGzOdTxYoskHb3JkptphV/pDIDhw4fLM888I3369JGf/vSn5gZ0NscWsXXrVqlTp45JODpLRW+qN2nSJDPLJhniizhVLHphpY53jE2x6k3q9MJry5Ytcu+995rHNLaj47IlNp2F8uSTT8qMGTOOG4PN7ab9i94scfPmzfLoo4/K7373OzOjSPsXnZljc2yJRo61p59O9jxLjiXHulky51hFno0f8qwdfTU51t7YUjHHKvKsPbGRY+EW365FQ8zo0ilNqAUFBfLII49U/PEePaiL/Jybmytupp2VLl98+eWXj/t8Tk7OMbFFOqq8vDxxM53BoXSGyrXXXmu+b9++vWzYsEH+9Kc/WR1bZIbGxIkTzSwAXbKndLaKDgK1sm57fJWdKhZ9Xukxke8jx7j9b7Dy4OGOO+6QlStXmgFSly5dThi7DbHp+Wlf+ZOf/KTKLJzKbG43XSqrv3s60Iv0NbpUX2fCffrpp1Viq8yG2BKJHGtXP53MeZYcS451c2zJnmMVeTY+yLP29NXkWDtjS8Ucq8izdrUdORZuwYqLGJs/f778/Oc/N8uo5s2bV1Ep1+VThYWFVY7Vn7Uj0FkEbvbCCy+Y/et0to3OVNEvpRXycePGmWWNx4tN6b6EbhY5v7Zt21Z5vE2bNmYvTZtjU2vXrjVLMSvvV6t0/0Jd+m17fJWdKpbIEsbjHWNDrHqeo0aNkjVr1ph9a3U5f+XYDx06dMygwe2x6e+nzrbRgWukb3nqqafkq6++Mt/rRabN7abtovuzRgZ66oILLjD/av9ic2yJQo61r59O5jxLjiXHujm2ZM+xijwbe+RZu/pqcqydsaVajlXkWfvajhwLt6BwEUPPP/+83H///aZDnjlzZpUlUzpLQCvLla1YscLMZNEbE7mZzrRZsmSJma0S+VK/+MUv5IEHHpDvfOc7ZsmY3jCrcmzayekNtdxMb1ZWq1Ytk3Qq++yzz8zemRqbzliJLMONxKavOVFV3U0ie2Xq8r6j4zv33HOtbrujnSoWbS+9idSHH35Y8bzuz6jtq691s8OHD8tNN90kBw8elAULFhxzvhdffLGEw+GKG5tF9qTU/ULdHJvOsnn99dflpZdequhbbrzxRrMvpn6v+57a3G56frp8WJd/V/7bU61atTK/l/r7WTk2XT6tg1y3x5YI5Fg7++lkzrPkWHKsm2NL9hyryLOxRZ61r68mx9rZbqmUYxV51s62I8fCLdw9yrCIdqzTpk0zN60ZP3687N+/39ygR79KSkpkzJgxsm7dOjNw2rZtm9l/8rXXXjOzPNxOq6XaMVX+UtpR6XPXXXedGQzpzbN06eaiRYvMkk59H9xOl7dpG+i+mX//+9/liy++kLlz58r7778vN998swwePFiaNGliljRqp61Lp3UgP3bs2OPuYejGZKoDAd33VAc/O3bskNmzZ5s9T2+99Var2+5op4pF22v06NHmb/DNN9807TlhwgQzKNb9e93swQcflF27dpm9M/UGZpG+Rb90gKt/h8OGDTM3HNSBg/Y1enOwHj16SNeuXcXNf39H9y26/FSXper3+rzN7aYD14yMDLPMXWfj6GBc26hnz57mQlNpX6JL+RcvXmx+b++66y4zOLz++usTffquQo61t59O5jxLjiXHkmMTizwbO+RZO/tqcqyd7ZZKOVaRZ+1sO3Is3IJ7XMTI0qVLzVLGZcuWma/KdL/J6dOny5w5c0xn/eyzz0p+fr75vnfv3mI7HfQ9/fTTZsaKxqqDI73hUmSfTbfTmwvpHnyzZs0yVf3WrVubfTO1Q1Ya29SpU+X73/++SUQjR440r7GBzoDSwasO8vQGezrbQZcS60BIl9kqm9uuur+HOrNKZwFowtWEqjMBdKlq5eWPbqODOZ0lpv2LzlQ5mg6AtD/RGXJ6wXn77bebx/v162fiTAY2tpvSgbnOKtLBuu4FqgNXvYCcPHlyxTHar+gHAvo3qkukdWaODv70tfgWOdbufjpZ8yw5lhybDGxstwjybOyQZ+3tq8mxdrZbKuRYRZ61t+3IsXCLNEdvBw8AAAAAAAAAAOACbBUFAAAAAAAAAABcg8IFAAAAAAAAAABwDQoXAAAAAAAAAADANShcAAAAAAAAAAAA16BwAQAAAAAAAAAAXIPCBQAAAAAAAAAAcA0KFwAAAAAAAAAAwDUoXAAAAAAAAAAAANegcAEgoQYNGiSTJ09O9GkAAJB0yLEAAMQHORYA4o/CBQAAAAAAAAAAcA0KFwAAAAAAAAAAwDUoXABIuEAgIA8//LD06dNHunbtKmPHjpWdO3ea53T57ZgxY2ThwoUycOBA6datm9x0002yadOmRJ82AACuR44FACA+yLEAEF8ULgAk3JIlS2TLli0yffp0uffee+Vf//qXTJgwoeL5jRs3yqxZs+T222+XGTNmSFFRkYwePVoKCwsTet4AALgdORYAgPggxwJAfGXG+b8PAKfUrFkzmTNnjng8HvOzzlKZO3euHDlyxPxcUlIi8+bNk+7du5ufu3TpIoMHD5bnnntOJk2alNBzBwDAzcixAADEBzkWAOKLFRcAEk4HcJHBnsrPzzf/FhcXV/wcGeyppk2bmqW2q1atSsDZAgBgD3IsAADxQY4FgPiicAEg4fLy8qr8nJ7+TdcUDocrZrIcrVGjRnLo0KEaOkMAAOxEjgUAID7IsQAQXxQuALie7gV6tP3795tBHwAAOH3kWAAA4oMcCwBnhsIFANfbsWOHbNu2reLnvXv3yieffCK9e/dO6HkBAGA7ciwAAPFBjgWAM8PNuQG4nuM4ctttt8mECRMkIyNDnnzySalXr56MGTMm0acGAIDVyLEAAMQHORYAzgyFCwCud/bZZ8vYsWNl2rRpUl5eLpdcconMnTtX6tevn+hTAwDAauRYAADigxwLAGcmzdESMAC41OTJk2XlypWyfPnyRJ8KAABJhRwLAEB8kGMB4MxxjwsAAAAAAAAAAOAaFC4AAAAAAAAAAIBrsFUUAAAAAAAAAABwDVZcAAAAAAAAAAAA16BwAQAAAAAAAAAAXIPCBQAAAAAAAAAAcA0KFwAAAAAAAAAAwDUoXAAAAAAAAAAAANegcAEAAAAAAAAAAFyDwgUAAAAAAAAAAHANChcAAAAAAAAAAEDc4v8Bk0Sq7GvSXRgAAAAASUVORK5CYII=", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -2355,12 +4444,262 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 48, "id": "3b268a30-42ff-4ab8-b2cd-c58a76121f9c", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
agesexincomeeducationsexual_orientationheightweighthealthno_doctorexercisesleep
055female52other1.5583.012TrueTrue7
165female81heterosexual1.6578.023FalseFalse8
235female84heterosexual1.6577.114TrueTrue7
355male84heterosexual1.8381.655FalseTrue8
455female84heterosexual1.8076.664FalseTrue8
....................................
16642045female83heterosexual1.6386.181FalseFalse6
16642125male72heterosexual1.7886.184FalseTrue6
16642225female12heterosexual1.9145.361FalseFalse8
16642335female54heterosexual1.6068.044TrueTrue6
16642435male72heterosexual1.7586.183FalseFalse8
\n", + "

166425 rows × 11 columns

\n", + "
" + ], + "text/plain": [ + " age sex income education sexual_orientation height weight \\\n", + "0 55 female 5 2 other 1.55 83.01 \n", + "1 65 female 8 1 heterosexual 1.65 78.02 \n", + "2 35 female 8 4 heterosexual 1.65 77.11 \n", + "3 55 male 8 4 heterosexual 1.83 81.65 \n", + "4 55 female 8 4 heterosexual 1.80 76.66 \n", + "... ... ... ... ... ... ... ... \n", + "166420 45 female 8 3 heterosexual 1.63 86.18 \n", + "166421 25 male 7 2 heterosexual 1.78 86.18 \n", + "166422 25 female 1 2 heterosexual 1.91 45.36 \n", + "166423 35 female 5 4 heterosexual 1.60 68.04 \n", + "166424 35 male 7 2 heterosexual 1.75 86.18 \n", + "\n", + " health no_doctor exercise sleep \n", + "0 2 True True 7 \n", + "1 3 False False 8 \n", + "2 4 True True 7 \n", + "3 5 False True 8 \n", + "4 4 False True 8 \n", + "... ... ... ... ... \n", + "166420 1 False False 6 \n", + "166421 4 False True 6 \n", + "166422 1 False False 8 \n", + "166423 4 True True 6 \n", + "166424 3 False False 8 \n", + "\n", + "[166425 rows x 11 columns]" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here" + "people" + ] + }, + { + "cell_type": "markdown", + "id": "17aff87e-3b4d-440b-8720-a3785e697ec5", + "metadata": {}, + "source": [ + "#### Your turn\n", + "\n", + "**1.4.0.** `income` records peoples' annual income, in the following bands. `sleep` records the average hours of sleep someone gets per night. Is there a difference in the average hours of sleep by income level?\n", + "\n", + "| number | annual income, in $1000 | \n", + "| ------ | ----------- |\n", + "| 1 | Less than 10 |\n", + "| 2 | 10-15 |\n", + "| 3 | 15-20 |\n", + "| 4 | 20-25 |\n", + "| 5 | 25-35 |\n", + "| 6 | 35-50 |\n", + "| 7 | 50-75 |\n", + "| 8 | More than 75 |" ] }, { @@ -2373,12 +4712,241 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 51, "id": "ee30c851-14b1-4901-9182-4304d54d53a6", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
agesexincomeeducationsexual_orientationheightweighthealthno_doctorexercisesleep
055female52other1.5583.012TrueTrue7
165female81heterosexual1.6578.023FalseFalse8
235female84heterosexual1.6577.114TrueTrue7
355male84heterosexual1.8381.655FalseTrue8
455female84heterosexual1.8076.664FalseTrue8
....................................
16642045female83heterosexual1.6386.181FalseFalse6
16642125male72heterosexual1.7886.184FalseTrue6
16642225female12heterosexual1.9145.361FalseFalse8
16642335female54heterosexual1.6068.044TrueTrue6
16642435male72heterosexual1.7586.183FalseFalse8
\n", + "

166425 rows × 11 columns

\n", + "
" + ], + "text/plain": [ + " age sex income education sexual_orientation height weight \\\n", + "0 55 female 5 2 other 1.55 83.01 \n", + "1 65 female 8 1 heterosexual 1.65 78.02 \n", + "2 35 female 8 4 heterosexual 1.65 77.11 \n", + "3 55 male 8 4 heterosexual 1.83 81.65 \n", + "4 55 female 8 4 heterosexual 1.80 76.66 \n", + "... ... ... ... ... ... ... ... \n", + "166420 45 female 8 3 heterosexual 1.63 86.18 \n", + "166421 25 male 7 2 heterosexual 1.78 86.18 \n", + "166422 25 female 1 2 heterosexual 1.91 45.36 \n", + "166423 35 female 5 4 heterosexual 1.60 68.04 \n", + "166424 35 male 7 2 heterosexual 1.75 86.18 \n", + "\n", + " health no_doctor exercise sleep \n", + "0 2 True True 7 \n", + "1 3 False False 8 \n", + "2 4 True True 7 \n", + "3 5 False True 8 \n", + "4 4 False True 8 \n", + "... ... ... ... ... \n", + "166420 1 False False 6 \n", + "166421 4 False True 6 \n", + "166422 1 False False 8 \n", + "166423 4 True True 6 \n", + "166424 3 False False 8 \n", + "\n", + "[166425 rows x 11 columns]" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here" + "people" ] }, { @@ -2391,12 +4959,241 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 52, "id": "13eeecd8-2518-4ed9-aac5-727a96b5bf80", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
agesexincomeeducationsexual_orientationheightweighthealthno_doctorexercisesleep
055female52other1.5583.012TrueTrue7
165female81heterosexual1.6578.023FalseFalse8
235female84heterosexual1.6577.114TrueTrue7
355male84heterosexual1.8381.655FalseTrue8
455female84heterosexual1.8076.664FalseTrue8
....................................
16642045female83heterosexual1.6386.181FalseFalse6
16642125male72heterosexual1.7886.184FalseTrue6
16642225female12heterosexual1.9145.361FalseFalse8
16642335female54heterosexual1.6068.044TrueTrue6
16642435male72heterosexual1.7586.183FalseFalse8
\n", + "

166425 rows × 11 columns

\n", + "
" + ], + "text/plain": [ + " age sex income education sexual_orientation height weight \\\n", + "0 55 female 5 2 other 1.55 83.01 \n", + "1 65 female 8 1 heterosexual 1.65 78.02 \n", + "2 35 female 8 4 heterosexual 1.65 77.11 \n", + "3 55 male 8 4 heterosexual 1.83 81.65 \n", + "4 55 female 8 4 heterosexual 1.80 76.66 \n", + "... ... ... ... ... ... ... ... \n", + "166420 45 female 8 3 heterosexual 1.63 86.18 \n", + "166421 25 male 7 2 heterosexual 1.78 86.18 \n", + "166422 25 female 1 2 heterosexual 1.91 45.36 \n", + "166423 35 female 5 4 heterosexual 1.60 68.04 \n", + "166424 35 male 7 2 heterosexual 1.75 86.18 \n", + "\n", + " health no_doctor exercise sleep \n", + "0 2 True True 7 \n", + "1 3 False False 8 \n", + "2 4 True True 7 \n", + "3 5 False True 8 \n", + "4 4 False True 8 \n", + "... ... ... ... ... \n", + "166420 1 False False 6 \n", + "166421 4 False True 6 \n", + "166422 1 False False 8 \n", + "166423 4 True True 6 \n", + "166424 3 False False 8 \n", + "\n", + "[166425 rows x 11 columns]" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here" + "people" ] }, { @@ -2409,12 +5206,241 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 53, "id": "4ee2eb69-2f9a-42e7-b5d3-9499631bfd06", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
agesexincomeeducationsexual_orientationheightweighthealthno_doctorexercisesleep
055female52other1.5583.012TrueTrue7
165female81heterosexual1.6578.023FalseFalse8
235female84heterosexual1.6577.114TrueTrue7
355male84heterosexual1.8381.655FalseTrue8
455female84heterosexual1.8076.664FalseTrue8
....................................
16642045female83heterosexual1.6386.181FalseFalse6
16642125male72heterosexual1.7886.184FalseTrue6
16642225female12heterosexual1.9145.361FalseFalse8
16642335female54heterosexual1.6068.044TrueTrue6
16642435male72heterosexual1.7586.183FalseFalse8
\n", + "

166425 rows × 11 columns

\n", + "
" + ], + "text/plain": [ + " age sex income education sexual_orientation height weight \\\n", + "0 55 female 5 2 other 1.55 83.01 \n", + "1 65 female 8 1 heterosexual 1.65 78.02 \n", + "2 35 female 8 4 heterosexual 1.65 77.11 \n", + "3 55 male 8 4 heterosexual 1.83 81.65 \n", + "4 55 female 8 4 heterosexual 1.80 76.66 \n", + "... ... ... ... ... ... ... ... \n", + "166420 45 female 8 3 heterosexual 1.63 86.18 \n", + "166421 25 male 7 2 heterosexual 1.78 86.18 \n", + "166422 25 female 1 2 heterosexual 1.91 45.36 \n", + "166423 35 female 5 4 heterosexual 1.60 68.04 \n", + "166424 35 male 7 2 heterosexual 1.75 86.18 \n", + "\n", + " health no_doctor exercise sleep \n", + "0 2 True True 7 \n", + "1 3 False False 8 \n", + "2 4 True True 7 \n", + "3 5 False True 8 \n", + "4 4 False True 8 \n", + "... ... ... ... ... \n", + "166420 1 False False 6 \n", + "166421 4 False True 6 \n", + "166422 1 False False 8 \n", + "166423 4 True True 6 \n", + "166424 3 False False 8 \n", + "\n", + "[166425 rows x 11 columns]" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here" + "people" ] }, { @@ -2427,12 +5453,241 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 54, "id": "d7e02da8-beab-40e7-95d0-74a5c2bc838e", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
agesexincomeeducationsexual_orientationheightweighthealthno_doctorexercisesleep
055female52other1.5583.012TrueTrue7
165female81heterosexual1.6578.023FalseFalse8
235female84heterosexual1.6577.114TrueTrue7
355male84heterosexual1.8381.655FalseTrue8
455female84heterosexual1.8076.664FalseTrue8
....................................
16642045female83heterosexual1.6386.181FalseFalse6
16642125male72heterosexual1.7886.184FalseTrue6
16642225female12heterosexual1.9145.361FalseFalse8
16642335female54heterosexual1.6068.044TrueTrue6
16642435male72heterosexual1.7586.183FalseFalse8
\n", + "

166425 rows × 11 columns

\n", + "
" + ], + "text/plain": [ + " age sex income education sexual_orientation height weight \\\n", + "0 55 female 5 2 other 1.55 83.01 \n", + "1 65 female 8 1 heterosexual 1.65 78.02 \n", + "2 35 female 8 4 heterosexual 1.65 77.11 \n", + "3 55 male 8 4 heterosexual 1.83 81.65 \n", + "4 55 female 8 4 heterosexual 1.80 76.66 \n", + "... ... ... ... ... ... ... ... \n", + "166420 45 female 8 3 heterosexual 1.63 86.18 \n", + "166421 25 male 7 2 heterosexual 1.78 86.18 \n", + "166422 25 female 1 2 heterosexual 1.91 45.36 \n", + "166423 35 female 5 4 heterosexual 1.60 68.04 \n", + "166424 35 male 7 2 heterosexual 1.75 86.18 \n", + "\n", + " health no_doctor exercise sleep \n", + "0 2 True True 7 \n", + "1 3 False False 8 \n", + "2 4 True True 7 \n", + "3 5 False True 8 \n", + "4 4 False True 8 \n", + "... ... ... ... ... \n", + "166420 1 False False 6 \n", + "166421 4 False True 6 \n", + "166422 1 False False 8 \n", + "166423 4 True True 6 \n", + "166424 3 False False 8 \n", + "\n", + "[166425 rows x 11 columns]" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here" + "people" ] }, { @@ -2445,12 +5700,241 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 55, "id": "b00dd7d6-226b-469c-86d8-b71b328aa576", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
agesexincomeeducationsexual_orientationheightweighthealthno_doctorexercisesleep
055female52other1.5583.012TrueTrue7
165female81heterosexual1.6578.023FalseFalse8
235female84heterosexual1.6577.114TrueTrue7
355male84heterosexual1.8381.655FalseTrue8
455female84heterosexual1.8076.664FalseTrue8
....................................
16642045female83heterosexual1.6386.181FalseFalse6
16642125male72heterosexual1.7886.184FalseTrue6
16642225female12heterosexual1.9145.361FalseFalse8
16642335female54heterosexual1.6068.044TrueTrue6
16642435male72heterosexual1.7586.183FalseFalse8
\n", + "

166425 rows × 11 columns

\n", + "
" + ], + "text/plain": [ + " age sex income education sexual_orientation height weight \\\n", + "0 55 female 5 2 other 1.55 83.01 \n", + "1 65 female 8 1 heterosexual 1.65 78.02 \n", + "2 35 female 8 4 heterosexual 1.65 77.11 \n", + "3 55 male 8 4 heterosexual 1.83 81.65 \n", + "4 55 female 8 4 heterosexual 1.80 76.66 \n", + "... ... ... ... ... ... ... ... \n", + "166420 45 female 8 3 heterosexual 1.63 86.18 \n", + "166421 25 male 7 2 heterosexual 1.78 86.18 \n", + "166422 25 female 1 2 heterosexual 1.91 45.36 \n", + "166423 35 female 5 4 heterosexual 1.60 68.04 \n", + "166424 35 male 7 2 heterosexual 1.75 86.18 \n", + "\n", + " health no_doctor exercise sleep \n", + "0 2 True True 7 \n", + "1 3 False False 8 \n", + "2 4 True True 7 \n", + "3 5 False True 8 \n", + "4 4 False True 8 \n", + "... ... ... ... ... \n", + "166420 1 False False 6 \n", + "166421 4 False True 6 \n", + "166422 1 False False 8 \n", + "166423 4 True True 6 \n", + "166424 3 False False 8 \n", + "\n", + "[166425 rows x 11 columns]" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here" + "people" ] }, { @@ -2473,18 +5957,486 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 56, "id": "6f934273-b829-4bc2-a7f4-a27a3fc44a99", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
agesexincomeeducationsexual_orientationheightweighthealthno_doctorexercisesleep
055female52other1.5583.012TrueTrue7
165female81heterosexual1.6578.023FalseFalse8
235female84heterosexual1.6577.114TrueTrue7
355male84heterosexual1.8381.655FalseTrue8
455female84heterosexual1.8076.664FalseTrue8
....................................
16642045female83heterosexual1.6386.181FalseFalse6
16642125male72heterosexual1.7886.184FalseTrue6
16642225female12heterosexual1.9145.361FalseFalse8
16642335female54heterosexual1.6068.044TrueTrue6
16642435male72heterosexual1.7586.183FalseFalse8
\n", + "

166425 rows × 11 columns

\n", + "
" + ], + "text/plain": [ + " age sex income education sexual_orientation height weight \\\n", + "0 55 female 5 2 other 1.55 83.01 \n", + "1 65 female 8 1 heterosexual 1.65 78.02 \n", + "2 35 female 8 4 heterosexual 1.65 77.11 \n", + "3 55 male 8 4 heterosexual 1.83 81.65 \n", + "4 55 female 8 4 heterosexual 1.80 76.66 \n", + "... ... ... ... ... ... ... ... \n", + "166420 45 female 8 3 heterosexual 1.63 86.18 \n", + "166421 25 male 7 2 heterosexual 1.78 86.18 \n", + "166422 25 female 1 2 heterosexual 1.91 45.36 \n", + "166423 35 female 5 4 heterosexual 1.60 68.04 \n", + "166424 35 male 7 2 heterosexual 1.75 86.18 \n", + "\n", + " health no_doctor exercise sleep \n", + "0 2 True True 7 \n", + "1 3 False False 8 \n", + "2 4 True True 7 \n", + "3 5 False True 8 \n", + "4 4 False True 8 \n", + "... ... ... ... ... \n", + "166420 1 False False 6 \n", + "166421 4 False True 6 \n", + "166422 1 False False 8 \n", + "166423 4 True True 6 \n", + "166424 3 False False 8 \n", + "\n", + "[166425 rows x 11 columns]" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here. Feel free to add new text cells and code cells as necessary." + "people" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "id": "8b4b852b-402c-45d4-b3bb-840e47b249ed", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
agesexincomeeducationsexual_orientationheightweighthealthno_doctorexercisesleep
055female52other1.5583.012TrueTrue7
165female81heterosexual1.6578.023FalseFalse8
235female84heterosexual1.6577.114TrueTrue7
355male84heterosexual1.8381.655FalseTrue8
455female84heterosexual1.8076.664FalseTrue8
....................................
16642045female83heterosexual1.6386.181FalseFalse6
16642125male72heterosexual1.7886.184FalseTrue6
16642225female12heterosexual1.9145.361FalseFalse8
16642335female54heterosexual1.6068.044TrueTrue6
16642435male72heterosexual1.7586.183FalseFalse8
\n", + "

166425 rows × 11 columns

\n", + "
" + ], + "text/plain": [ + " age sex income education sexual_orientation height weight \\\n", + "0 55 female 5 2 other 1.55 83.01 \n", + "1 65 female 8 1 heterosexual 1.65 78.02 \n", + "2 35 female 8 4 heterosexual 1.65 77.11 \n", + "3 55 male 8 4 heterosexual 1.83 81.65 \n", + "4 55 female 8 4 heterosexual 1.80 76.66 \n", + "... ... ... ... ... ... ... ... \n", + "166420 45 female 8 3 heterosexual 1.63 86.18 \n", + "166421 25 male 7 2 heterosexual 1.78 86.18 \n", + "166422 25 female 1 2 heterosexual 1.91 45.36 \n", + "166423 35 female 5 4 heterosexual 1.60 68.04 \n", + "166424 35 male 7 2 heterosexual 1.75 86.18 \n", + "\n", + " health no_doctor exercise sleep \n", + "0 2 True True 7 \n", + "1 3 False False 8 \n", + "2 4 True True 7 \n", + "3 5 False True 8 \n", + "4 4 False True 8 \n", + "... ... ... ... ... \n", + "166420 1 False False 6 \n", + "166421 4 False True 6 \n", + "166422 1 False False 8 \n", + "166423 4 True True 6 \n", + "166424 3 False False 8 \n", + "\n", + "[166425 rows x 11 columns]" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "people" ] }, { "cell_type": "code", "execution_count": null, - "id": "8b4b852b-402c-45d4-b3bb-840e47b249ed", + "id": "ef1f268f-b6a1-46cc-87ca-e8676317b0ad", "metadata": {}, "outputs": [], "source": [] @@ -2506,7 +6458,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.13.5" + "version": "3.12.3" } }, "nbformat": 4,