From e692296462929014cec0320cf017b0917e6966c5 Mon Sep 17 00:00:00 2001 From: Avirup Chakraborty Date: Thu, 28 Nov 2024 00:08:43 +0100 Subject: [PATCH 1/3] Project Completed --- .DS_Store | Bin 0 -> 6148 bytes .../IronHack_Payments-checkpoint.ipynb | 3743 ++++++++++++++++ IronHack_Merged_Dataset.xlsx | Bin 0 -> 1743284 bytes IronHack_Payments.ipynb | 3746 +++++++++++++++++ IronHack_Payments.key | Bin 0 -> 4793610 bytes .../Lexique - Data Analyst.numbers | Bin 0 -> 816923 bytes 6 files changed, 7489 insertions(+) create mode 100644 .DS_Store create mode 100644 .ipynb_checkpoints/IronHack_Payments-checkpoint.ipynb create mode 100644 IronHack_Merged_Dataset.xlsx create mode 100644 IronHack_Payments.ipynb create mode 100644 IronHack_Payments.key create mode 100644 project_dataset/Lexique - Data Analyst.numbers diff --git a/.DS_Store b/.DS_Store new file mode 100644 index 0000000000000000000000000000000000000000..5570683635d458548b4eaaf0f589393b3247281a GIT binary patch literal 6148 zcmeHK!AiqG5S?wSO(p%RvCY`zd0CtZ+|@em3%#{h01gFb}d zFGREBKQcgPw+=%XfrNYbe0~|8VTztCn54rXmH|e-2E#Z?vsUX(l**Nr)v8ssYSxu^ zCnsL!XXCW%k1nWpDrFoLwjZ2DgGs->aU_$>kCMSiB}Cx>LoUywB$Sh`94BF_ay>m@ z*_Pd}H>T6}eyizp_FA*1Gd*adz1!KJ&1`FPYy0q|{}4YW@>x?W@GDfZX0U)4G=A9S zlQ&9YncQMzF-wun$P6$8%)qiSVD34qwrm^Y{V)T}z^@sg`@umabPeVj)zyIw{XWuo zg^&bodP@*G23>=>MjSyAIu%i;3iHGeIvxFviE|C+8g)7dwKC3QRu<-kBGl^WcT_kC zS0lH~05dSpKv{R|RR52^fB(-XagP~b29}BeQR#WTE^f)x)`iVct#weZQAsE+*Z7fw jhAPDvOQpDhss#NG8HldITqAl=_(wp|zzs9-rwqIUtWi\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
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170100.0rejected2019-12-10 19:50:12.34778+002019-12-11 14:24:22.900054+00231.02019-12-11 14:24:22.897988+00NaN2020-01-09 19:50:12.34778+00NaNNaNregularNaNNaNNaNNaN
27100.0rejected2019-12-10 19:13:35.82546+002019-12-11 09:46:59.779773+00191.02019-12-11 09:46:59.777728+00NaN2020-01-09 19:13:35.825041+00NaNNaNregularNaNNaNNaNNaN
31099.0rejected2019-12-10 19:16:10.880172+002019-12-18 14:26:18.136163+00761.02019-12-18 14:26:18.128407+00NaN2020-01-09 19:16:10.879606+00NaNNaNregularNaNNaNNaNNaN
41594100.0rejected2020-05-06 09:59:38.877376+002020-05-07 09:21:55.34008+007686.02020-05-07 09:21:55.320193+00NaN2020-06-05 22:00:00+00NaNNaNregularNaNNaNNaNNaN
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idcash_request_idtypestatuscategorytotal_amountreasoncreated_atupdated_atpaid_atfrom_dateto_datecharge_moment
0653714941.0instant_paymentrejectedNaN5.0Instant Payment Cash Request 149412020-09-07 10:47:27.42315+002020-10-13 14:25:09.396112+002020-12-17 14:50:07.47011+00NaNNaNafter
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" + ], + "text/plain": [ + " id cash_request_id type status category \\\n", + "0 6537 14941.0 instant_payment rejected NaN \n", + "1 6961 11714.0 incident accepted rejected_direct_debit \n", + "2 16296 23371.0 instant_payment accepted NaN \n", + "3 20775 26772.0 instant_payment accepted NaN \n", + "4 11242 19350.0 instant_payment accepted NaN \n", + "\n", + " total_amount reason \\\n", + "0 5.0 Instant Payment Cash Request 14941 \n", + "1 5.0 rejected direct debit \n", + "2 5.0 Instant Payment Cash Request 23371 \n", + "3 5.0 Instant Payment Cash Request 26772 \n", + "4 5.0 Instant Payment Cash Request 19350 \n", + "\n", + " created_at updated_at \\\n", + "0 2020-09-07 10:47:27.42315+00 2020-10-13 14:25:09.396112+00 \n", + "1 2020-09-09 20:51:17.998653+00 2020-10-13 14:25:15.537063+00 \n", + "2 2020-10-23 10:10:58.352972+00 2020-10-23 10:10:58.352994+00 \n", + "3 2020-10-31 15:46:53.643958+00 2020-10-31 15:46:53.643982+00 \n", + "4 2020-10-06 08:20:17.170432+00 2020-10-13 14:25:03.267983+00 \n", + "\n", + " paid_at from_date to_date charge_moment \n", + "0 2020-12-17 14:50:07.47011+00 NaN NaN after \n", + "1 2020-12-08 17:13:10.45908+00 NaN NaN after \n", + "2 2020-11-04 19:34:37.43291+00 NaN NaN after \n", + "3 2020-11-19 05:09:22.500223+00 NaN NaN after \n", + "4 2020-11-02 14:45:20.355598+00 NaN NaN after " + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Read the dataset of fees\n", + "fees_df.head(5)" + ] + }, + { + "cell_type": "markdown", + "id": "01ca0d8c-f111-4df6-b439-d0fd05e88392", + "metadata": {}, + "source": [ + "### Select the relevant columns and remove/replace the nulls from cash request dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "56a47ce3-35c5-43f3-9ff0-b3bd149aeb95", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['id', 'amount', 'status', 'created_at', 'updated_at', 'user_id',\n", + " 'moderated_at', 'deleted_account_id', 'reimbursement_date',\n", + " 'cash_request_received_date', 'money_back_date', 'transfer_type',\n", + " 'send_at', 'recovery_status', 'reco_creation', 'reco_last_update'],\n", + " dtype='object')" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cash_df.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "c8bfa07c-1d60-47e0-b86e-5c69c2c0c30c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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47686.015942020-05-06 09:59:38.877376+002020-05-07 09:21:55.34008+00rejectedregular100.0
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idcash_request_idcreated_attypestatuscategorytotal_amount
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91543122106.02020-10-21 08:48:50.696961+00postponecancelledNaN5.0
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" + ], + "text/plain": [ + " id cash_request_id created_at type \\\n", + "0 6537 14941.0 2020-09-07 10:47:27.42315+00 instant_payment \n", + "1 6961 11714.0 2020-09-09 20:51:17.998653+00 incident \n", + "2 16296 23371.0 2020-10-23 10:10:58.352972+00 instant_payment \n", + "3 20775 26772.0 2020-10-31 15:46:53.643958+00 instant_payment \n", + "4 11242 19350.0 2020-10-06 08:20:17.170432+00 instant_payment \n", + "5 17029 24052.0 2020-10-24 12:22:27.666102+00 instant_payment \n", + "6 19956 25983.0 2020-10-30 04:38:06.826149+00 instant_payment \n", + "7 14187 14839.0 2020-10-16 23:48:50.655967+00 incident \n", + "8 20539 26572.0 2020-10-31 05:29:08.4718+00 instant_payment \n", + "9 15431 22106.0 2020-10-21 08:48:50.696961+00 postpone \n", + "\n", + " status category total_amount \n", + "0 rejected NaN 5.0 \n", + "1 accepted rejected_direct_debit 5.0 \n", + "2 accepted NaN 5.0 \n", + "3 accepted NaN 5.0 \n", + "4 accepted NaN 5.0 \n", + "5 accepted NaN 5.0 \n", + "6 accepted NaN 5.0 \n", + "7 accepted rejected_direct_debit 5.0 \n", + "8 accepted NaN 5.0 \n", + "9 cancelled NaN 5.0 " + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Pick the relevant columns from the fees dataset and choose not null cash_request_id values\n", + "fees_subset = fees_df[['id',\n", + " 'cash_request_id',\n", + " 'created_at',\n", + " 'type',\n", + " 'status',\n", + " 'category',\n", + " 'total_amount']][fees_df['cash_request_id'].isna() == False]\n", + "fees_subset.head(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "93e7ff9f-53a8-42bb-afab-77ee8856ddce", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "id 0\n", + "cash_request_id 0\n", + "created_at 0\n", + "type 0\n", + "status 0\n", + "category 18861\n", + "total_amount 0\n", + "dtype: int64" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Check for nulls on the selected columns\n", + "fees_subset.isnull().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "id": "0d8b516d-e3ce-414e-af8f-049d2b481011", + "metadata": {}, + "outputs": [], + "source": [ + "#Replace the null values in the category column with a string called not-applicable\n", + "fees_subset['category'] = fees_subset['category'].fillna('not_applicable')" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "id": "69099190-7748-4ec1-a45b-18464e4e8b38", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "category\n", + "not_applicable 18861\n", + "rejected_direct_debit 1599\n", + "month_delay_on_payment 597\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fees_subset['category'].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "id": "87b8f31e-ce22-4c54-9a32-076bee61782b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "id 0\n", + "cash_request_id 0\n", + "created_at 0\n", + "type 0\n", + "status 0\n", + "category 0\n", + "total_amount 0\n", + "dtype: int64" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Recheck for nulls after replacing values\n", + "fees_subset.isnull().sum()" + ] + }, + { + "cell_type": "markdown", + "id": "637b68ea-8b7f-4ea3-8b4d-a6743be6dedf", + "metadata": {}, + "source": [ + "### Rename Columns of the Datasets" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "id": "6704e2c0-5533-4f2b-b53d-89b116c1387b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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user_idcash_request_idcr_created_atcr_updated_atcash_request_statuscash_request_transfer_typecash_request_amount
0804.052019-12-10 19:05:21.596873+002019-12-11 16:47:42.40783+00rejectedregular100.0
1231.0702019-12-10 19:50:12.34778+002019-12-11 14:24:22.900054+00rejectedregular100.0
2191.072019-12-10 19:13:35.82546+002019-12-11 09:46:59.779773+00rejectedregular100.0
3761.0102019-12-10 19:16:10.880172+002019-12-18 14:26:18.136163+00rejectedregular99.0
47686.015942020-05-06 09:59:38.877376+002020-05-07 09:21:55.34008+00rejectedregular100.0
59489.021452020-05-23 20:58:55.129432+002020-07-06 03:36:03.023911+00money_backregular100.0
614631.035122020-06-16 17:07:38.452652+002020-06-17 10:21:21.364746+00rejectedregular100.0
9897.0712019-12-10 19:51:23.911206+002019-12-12 15:06:11.192888+00rejectedregular90.0
102908.06482020-02-08 19:20:44.627662+002020-02-09 13:59:26.784459+00rejectedregular1.0
11778.017942020-05-14 21:11:47.393326+002020-06-03 05:11:35.312872+00money_backregular100.0
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" + ], + "text/plain": [ + " user_id cash_request_id cr_created_at \\\n", + "0 804.0 5 2019-12-10 19:05:21.596873+00 \n", + "1 231.0 70 2019-12-10 19:50:12.34778+00 \n", + "2 191.0 7 2019-12-10 19:13:35.82546+00 \n", + "3 761.0 10 2019-12-10 19:16:10.880172+00 \n", + "4 7686.0 1594 2020-05-06 09:59:38.877376+00 \n", + "5 9489.0 2145 2020-05-23 20:58:55.129432+00 \n", + "6 14631.0 3512 2020-06-16 17:07:38.452652+00 \n", + "9 897.0 71 2019-12-10 19:51:23.911206+00 \n", + "10 2908.0 648 2020-02-08 19:20:44.627662+00 \n", + "11 778.0 1794 2020-05-14 21:11:47.393326+00 \n", + "\n", + " cr_updated_at cash_request_status \\\n", + "0 2019-12-11 16:47:42.40783+00 rejected \n", + "1 2019-12-11 14:24:22.900054+00 rejected \n", + "2 2019-12-11 09:46:59.779773+00 rejected \n", + "3 2019-12-18 14:26:18.136163+00 rejected \n", + "4 2020-05-07 09:21:55.34008+00 rejected \n", + "5 2020-07-06 03:36:03.023911+00 money_back \n", + "6 2020-06-17 10:21:21.364746+00 rejected \n", + "9 2019-12-12 15:06:11.192888+00 rejected \n", + "10 2020-02-09 13:59:26.784459+00 rejected \n", + "11 2020-06-03 05:11:35.312872+00 money_back \n", + "\n", + " cash_request_transfer_type cash_request_amount \n", + "0 regular 100.0 \n", + "1 regular 100.0 \n", + "2 regular 100.0 \n", + "3 regular 99.0 \n", + "4 regular 100.0 \n", + "5 regular 100.0 \n", + "6 regular 100.0 \n", + "9 regular 90.0 \n", + "10 regular 1.0 \n", + "11 regular 100.0 " + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cash_subset = cash_subset.rename(columns={ 'id':'cash_request_id',\n", + " 'created_at':'cr_created_at',\n", + " 'updated_at':'cr_updated_at',\n", + " 'status':'cash_request_status',\n", + " 'transfer_type':'cash_request_transfer_type',\n", + " 'amount':'cash_request_amount'})\n", + "cash_subset.head(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "id": "99e7f1fc-3841-4b6c-be75-56073a0d16e6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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fees_idcash_request_idfees_created_atfees_typefees_statusfees_incident_reason_categoryfees_amount
0653714941.02020-09-07 10:47:27.42315+00instant_paymentrejectednot_applicable5.0
1696111714.02020-09-09 20:51:17.998653+00incidentacceptedrejected_direct_debit5.0
21629623371.02020-10-23 10:10:58.352972+00instant_paymentacceptednot_applicable5.0
32077526772.02020-10-31 15:46:53.643958+00instant_paymentacceptednot_applicable5.0
41124219350.02020-10-06 08:20:17.170432+00instant_paymentacceptednot_applicable5.0
51702924052.02020-10-24 12:22:27.666102+00instant_paymentacceptednot_applicable5.0
61995625983.02020-10-30 04:38:06.826149+00instant_paymentacceptednot_applicable5.0
71418714839.02020-10-16 23:48:50.655967+00incidentacceptedrejected_direct_debit5.0
82053926572.02020-10-31 05:29:08.4718+00instant_paymentacceptednot_applicable5.0
91543122106.02020-10-21 08:48:50.696961+00postponecancellednot_applicable5.0
\n", + "
" + ], + "text/plain": [ + " fees_id cash_request_id fees_created_at fees_type \\\n", + "0 6537 14941.0 2020-09-07 10:47:27.42315+00 instant_payment \n", + "1 6961 11714.0 2020-09-09 20:51:17.998653+00 incident \n", + "2 16296 23371.0 2020-10-23 10:10:58.352972+00 instant_payment \n", + "3 20775 26772.0 2020-10-31 15:46:53.643958+00 instant_payment \n", + "4 11242 19350.0 2020-10-06 08:20:17.170432+00 instant_payment \n", + "5 17029 24052.0 2020-10-24 12:22:27.666102+00 instant_payment \n", + "6 19956 25983.0 2020-10-30 04:38:06.826149+00 instant_payment \n", + "7 14187 14839.0 2020-10-16 23:48:50.655967+00 incident \n", + "8 20539 26572.0 2020-10-31 05:29:08.4718+00 instant_payment \n", + "9 15431 22106.0 2020-10-21 08:48:50.696961+00 postpone \n", + "\n", + " fees_status fees_incident_reason_category fees_amount \n", + "0 rejected not_applicable 5.0 \n", + "1 accepted rejected_direct_debit 5.0 \n", + "2 accepted not_applicable 5.0 \n", + "3 accepted not_applicable 5.0 \n", + "4 accepted not_applicable 5.0 \n", + "5 accepted not_applicable 5.0 \n", + "6 accepted not_applicable 5.0 \n", + "7 accepted rejected_direct_debit 5.0 \n", + "8 accepted not_applicable 5.0 \n", + "9 cancelled not_applicable 5.0 " + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fees_subset = fees_subset.rename(columns={ 'id':'fees_id',\n", + " 'created_at':'fees_created_at',\n", + " 'type':'fees_type',\n", + " 'status':'fees_status',\n", + " 'category':'fees_incident_reason_category',\n", + " 'total_amount':'fees_amount'})\n", + "fees_subset.head(10)" + ] + }, + { + "cell_type": "markdown", + "id": "8719cf32-a351-47eb-9364-504e600139e1", + "metadata": {}, + "source": [ + "### Checking the value counts of some categorical variables" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "id": "7f82f4fc-9e2c-4ef7-9fb8-bca769d362dc", + "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", + "
countproportion
fees_status
accepted148410.70
cancelled49340.23
rejected11940.06
confirmed880.00
Total210570.99
\n", + "
" + ], + "text/plain": [ + " count proportion\n", + "fees_status \n", + "accepted 14841 0.70\n", + "cancelled 4934 0.23\n", + "rejected 1194 0.06\n", + "confirmed 88 0.00\n", + "Total 21057 0.99" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fees_status_counts = fees_subset.fees_status.value_counts()\n", + "fees_status_prop = fees_subset.fees_status.value_counts(normalize=True).round(2)\n", + "\n", + "freq_tab = pd.concat([fees_status_counts,fees_status_prop],axis=1).reset_index()\n", + "\n", + "#Totals\n", + "totals = pd.DataFrame({'fees_status':'Total',\n", + " 'count':freq_tab['count'].sum(),\n", + " 'proportion':freq_tab['proportion'].sum()}, index=[0])\n", + "\n", + "freq_tab = pd.concat([freq_tab,totals],ignore_index=True)\n", + "freq_tab.set_index('fees_status')" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "id": "c36a96ba-f22e-46f9-ac32-cf6e4da46c37", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create a bar plot\n", + "sns.barplot(x=fees_status_counts.index, y=fees_status_counts.values)\n", + "\n", + "# Add labels and title\n", + "plt.title('Distribution of Fees Count per Fees Status')\n", + "plt.xlabel('Fees Status')\n", + "plt.ylabel('# of Cases of Fees')\n", + "plt.xticks(rotation=45) # Rotate x-axis labels if necessary\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "id": "2a69dec6-9534-4b06-bc41-c8622c28df83", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create a bar plot\n", + "sns.barplot(x=fees_status_prop.index, y=fees_status_prop.values)\n", + "\n", + "# Add labels and title\n", + "plt.title('Proportion of Fees Count per Fees Status')\n", + "plt.xlabel('Fees Status')\n", + "plt.ylabel('# of Cases of Fees')\n", + "plt.xticks(rotation=45) # Rotate x-axis labels if necessary\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "id": "e8b6b833-2e44-44b1-b71b-5147d4126187", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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fees_typefees_statusproportion
0incidentaccepted0.074085
1incidentcancelled0.004607
2incidentconfirmed0.000902
3incidentrejected0.024695
4instant_paymentaccepted0.488959
5instant_paymentcancelled0.002707
6instant_paymentconfirmed0.003277
7instant_paymentrejected0.031961
8postponeaccepted0.141758
9postponecancelled0.227003
10postponerejected0.000047
\n", + "
" + ], + "text/plain": [ + " fees_type fees_status proportion\n", + "0 incident accepted 0.074085\n", + "1 incident cancelled 0.004607\n", + "2 incident confirmed 0.000902\n", + "3 incident rejected 0.024695\n", + "4 instant_payment accepted 0.488959\n", + "5 instant_payment cancelled 0.002707\n", + "6 instant_payment confirmed 0.003277\n", + "7 instant_payment rejected 0.031961\n", + "8 postpone accepted 0.141758\n", + "9 postpone cancelled 0.227003\n", + "10 postpone rejected 0.000047" + ] + }, + "execution_count": 67, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fees_subset[['fees_type',\n", + " 'fees_status']].value_counts(normalize=True)\\\n", + " .reset_index().sort_values(by=['fees_type','fees_status','proportion'], ascending=[True,True,False])\\\n", + " .reset_index(drop=True)" + ] + }, + { + "cell_type": "markdown", + "id": "5a6e6a88-b28f-4415-b5c5-bc2bed081ae3", + "metadata": {}, + "source": [ + "The value counts of the **fees_status** column show that about 70% of the fees were successfully received and the rest 30% were either cancelled/rejected/confirmed. In order to calculate the revenue generated per user we should only focus on the rows with accepted status. \n", + "If we further check the value counts with the **fees_type** and **fees_status** combined, we see that about 49% of the revenue is generated due to instant payment, 7.4% due to incidents and 14% due to postponing. " + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "id": "0a234115-0410-46a1-8d47-d8a8c6c40372", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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cash_request_idtotal_fees_countincident_countfees_amount
01518.0105.0
11554.02010.0
21556.0115.0
31566.0115.0
41625.0105.0
...............
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11846 rows × 4 columns

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" + ], + "text/plain": [ + " cash_request_id total_fees_count incident_count fees_amount\n", + "0 1518.0 1 0 5.0\n", + "1 1554.0 2 0 10.0\n", + "2 1556.0 1 1 5.0\n", + "3 1566.0 1 1 5.0\n", + "4 1625.0 1 0 5.0\n", + "... ... ... ... ...\n", + "11841 27004.0 1 0 5.0\n", + "11842 27006.0 1 0 5.0\n", + "11843 27007.0 1 0 5.0\n", + "11844 27009.0 1 0 5.0\n", + "11845 27010.0 1 0 5.0\n", + "\n", + "[11846 rows x 4 columns]" + ] + }, + "execution_count": 70, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Filtering the fees that were only received successfully\n", + "fees_success_df = fees_subset[fees_subset['fees_status'] == 'accepted']\n", + "\n", + "#Set a flag generated due to incidents\n", + "fees_success_df = fees_success_df.copy()\n", + "fees_success_df['incident_count'] = np.where(fees_success_df['fees_type'] == 'incident', 1, 0)\n", + "\n", + "#Grouping the accepted fees per cash request id\n", + "fees_grp_df = fees_success_df[['cash_request_id',\n", + " 'fees_id',\n", + " 'incident_count',\n", + " 'fees_amount']].groupby(['cash_request_id']).agg({'fees_id':'nunique',\n", + " 'incident_count':'sum',\n", + " 'fees_amount':'sum'}).reset_index()\n", + "\n", + "#Rename the column fees_id\n", + "fees_grp_df = fees_grp_df.rename(columns={'fees_id':'total_fees_count'})\n", + "\n", + "fees_grp_df" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "id": "40c9bf5c-7e5b-466e-b54f-d9411e48f93d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cash_request_counts = cash_subset.cash_request_status.value_counts()\n", + "# Create a bar plot\n", + "sns.barplot(x=cash_request_counts.index, y=cash_request_counts.values)\n", + "\n", + "# Add labels and title\n", + "plt.title('Distribution of Cash Request per CR Status')\n", + "plt.xlabel('Cash Request Status')\n", + "plt.ylabel('# of Cash Requests')\n", + "plt.xticks(rotation=45) # Rotate x-axis labels if necessary\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "id": "b1e9d478-0577-4e14-921d-fedde9ef485b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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cash_request_transfer_typecash_request_statusproportion
0instantmoney_back0.465633
1instantrejected0.100197
2instantdirect_debit_rejected0.026615
3instanttransaction_declined0.002149
4instantactive0.001829
5instantdirect_debit_sent0.001372
6instantcanceled0.000183
7regularmoney_back0.251566
8regularrejected0.138565
9regulardirect_debit_rejected0.010655
10regularactive0.000869
11regulardirect_debit_sent0.000183
12regularcanceled0.000137
13regulartransaction_declined0.000046
\n", + "
" + ], + "text/plain": [ + " cash_request_transfer_type cash_request_status proportion\n", + "0 instant money_back 0.465633\n", + "1 instant rejected 0.100197\n", + "2 instant direct_debit_rejected 0.026615\n", + "3 instant transaction_declined 0.002149\n", + "4 instant active 0.001829\n", + "5 instant direct_debit_sent 0.001372\n", + "6 instant canceled 0.000183\n", + "7 regular money_back 0.251566\n", + "8 regular rejected 0.138565\n", + "9 regular direct_debit_rejected 0.010655\n", + "10 regular active 0.000869\n", + "11 regular direct_debit_sent 0.000183\n", + "12 regular canceled 0.000137\n", + "13 regular transaction_declined 0.000046" + ] + }, + "execution_count": 74, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cash_subset[['cash_request_transfer_type',\n", + " 'cash_request_status']].value_counts(normalize=True)\\\n", + " .reset_index().sort_values(by=['cash_request_transfer_type','proportion','cash_request_status'], \n", + " ascending=[True,False,True])\\\n", + " .reset_index(drop=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "id": "14b7c8ab-8201-4c38-9c01-e2ef2fb985a5", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Initial Cash Request Dataset Shape : (23970, 16)\n", + "Final Cash Request Dataset Shape after cleaning: (21867, 7)\n" + ] + } + ], + "source": [ + "print(\"Initial Cash Request Dataset Shape : {}\".format(cash_df.shape))\n", + "print(\"Final Cash Request Dataset Shape after cleaning: {}\".format(cash_subset.shape))" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "id": "ce33f744-28b9-4c44-af46-4496e4049f33", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Initial Fees Dataset Shape : (21061, 13)\n", + "Final Fees Dataset Shape after cleaning: (14841, 8)\n", + "Final Fees Dataset Shape after grouping: (11846, 4)\n" + ] + } + ], + "source": [ + "print(\"Initial Fees Dataset Shape : {}\".format(fees_df.shape))\n", + "print(\"Final Fees Dataset Shape after cleaning: {}\".format(fees_success_df.shape))\n", + "print(\"Final Fees Dataset Shape after grouping: {}\".format(fees_grp_df.shape))" + ] + }, + { + "cell_type": "markdown", + "id": "396e8887-6574-4f42-9141-ed56bdae7b6d", + "metadata": {}, + "source": [ + "# Cohort Analysis" + ] + }, + { + "cell_type": "markdown", + "id": "f25b7883-667c-4c26-a966-f629305dc6ca", + "metadata": {}, + "source": [ + "## Merge the datasets together and change the relevant datatypes" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "id": "aeb652f2-2b41-4e73-ad78-788d07ec2deb", + "metadata": {}, + "outputs": [], + "source": [ + "merged_df = pd.merge(cash_subset,fees_grp_df,on='cash_request_id',how='left')\n", + "\n", + "#Fill the null rows with zero which shows that some cash requests did not generate a fee for the user\n", + "merged_df.fillna({'fees_amount': 0, 'incident_count': 0, 'total_fees_count':0}, inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "id": "d0d8d386-6d0b-4aab-b58d-43e6ee83a0c2", + "metadata": {}, + "outputs": [], + "source": [ + "#Change the datatypes\n", + "merged_df['cr_created_at'] = merged_df['cr_created_at'].apply(lambda x:pd.to_datetime(x))\n", + "merged_df['cr_updated_at'] = merged_df['cr_updated_at'].apply(lambda x:pd.to_datetime(x))\n", + "merged_df['user_id'] = merged_df['user_id'].astype('int').astype('str')\n", + "merged_df['cash_request_id'] = merged_df['cash_request_id'].astype('str')\n", + "merged_df['incident_count'] = merged_df['incident_count'].astype('int')\n", + "merged_df['total_fees_count'] = merged_df['total_fees_count'].astype('int')" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "id": "18e4fbd9-e441-4cd4-bc34-e0de9fdd5612", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(21867, 10)" + ] + }, + "execution_count": 85, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Number of rows and columns of the merged dataset\n", + "merged_df.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "id": "43ef94b8-56d1-4a11-986a-8382140dcc51", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "user_id object\n", + "cash_request_id object\n", + "cr_created_at datetime64[ns, UTC]\n", + "cr_updated_at datetime64[ns, UTC]\n", + "cash_request_status object\n", + "cash_request_transfer_type object\n", + "cash_request_amount float64\n", + "total_fees_count int64\n", + "incident_count int64\n", + "fees_amount float64\n", + "dtype: object" + ] + }, + "execution_count": 86, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Datatypes of the merged datatypes\n", + "merged_df.dtypes" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "id": "b630911e-27d9-4b83-a9a1-77a1bf31c768", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "user_id 0\n", + "cash_request_id 0\n", + "cr_created_at 0\n", + "cr_updated_at 0\n", + "cash_request_status 0\n", + "cash_request_transfer_type 0\n", + "cash_request_amount 0\n", + "total_fees_count 0\n", + "incident_count 0\n", + "fees_amount 0\n", + "dtype: int64" + ] + }, + "execution_count": 87, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Null Check of the merged dataset\n", + "merged_df.isnull().sum()" + ] + }, + { + "cell_type": "markdown", + "id": "baed395d-f8d4-44d9-8624-817ed9655354", + "metadata": {}, + "source": [ + "## EDA - Numerical Variables" + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "id": "60c6be56-e500-4136-8812-7de296d00e6d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create a figure with two side-by-side plots\n", + "fig, ax = plt.subplots(1, 2, figsize=(12, 6), sharey=False, gridspec_kw={'width_ratios': [1, 2]})\n", + "\n", + "# Boxplot\n", + "sns.boxplot(\n", + " data=merged_df,\n", + " y='cash_request_amount',\n", + " ax=ax[0],\n", + " color='skyblue',\n", + " width=0.5,\n", + " medianprops={\"color\": \"red\", \"linewidth\": 2}, # Custom median line\n", + ")\n", + "ax[0].set_title(\"Boxplot of Cash Request Amount\", fontsize=14, fontweight=\"bold\")\n", + "ax[0].set_ylabel(\"Cash Request Amount (USD)\")\n", + "ax[0].set_xlabel(\"\")\n", + "\n", + "# Histogram\n", + "sns.histplot(\n", + " merged_df['cash_request_amount'],\n", + " bins=20,\n", + " kde=True,\n", + " color='skyblue',\n", + " edgecolor='black',\n", + " ax=ax[1],\n", + ")\n", + "ax[1].set_title(\"Histogram of Cash Request Amount\", fontsize=14, fontweight=\"bold\")\n", + "ax[1].set_xlabel(\"Cash Request Amount (USD)\")\n", + "ax[1].set_ylabel(\"Frequency\")\n", + "\n", + "# Improve layout\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "id": "2ba8a961-d543-49c4-8241-120467ebcaaa", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create a figure with two side-by-side plots\n", + "fig, ax = plt.subplots(1, 2, figsize=(12, 6), sharey=False, gridspec_kw={'width_ratios': [1, 2]})\n", + "\n", + "# Boxplot\n", + "sns.boxplot(\n", + " data=merged_df,\n", + " y='fees_amount',\n", + " ax=ax[0],\n", + " color='skyblue',\n", + " width=0.5,\n", + " medianprops={\"color\": \"red\", \"linewidth\": 2}, # Custom median line\n", + ")\n", + "ax[0].set_title(\"Boxplot of Fees Amount\", fontsize=14, fontweight=\"bold\")\n", + "ax[0].set_ylabel(\"Fees Amount (USD)\")\n", + "ax[0].set_xlabel(\"\")\n", + "\n", + "# Histogram\n", + "sns.histplot(\n", + " merged_df['fees_amount'],\n", + " bins=20,\n", + " color='skyblue',\n", + " edgecolor='black',\n", + " ax=ax[1],\n", + ")\n", + "ax[1].set_title(\"Histogram of Fees Amount\", fontsize=14, fontweight=\"bold\")\n", + "ax[1].set_xlabel(\"Fees Amount (USD)\")\n", + "ax[1].set_ylabel(\"Frequency\")\n", + "\n", + "# Improve layout\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "id": "0323732d-4ae3-4ce5-a8fb-c8252c207d79", + "metadata": {}, + "source": [ + "## EDA - Categorical Variables" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "id": "f65d53d0-aba3-4df6-8636-1a16ede7a057", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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countproportion
cash_request_status
money_back156830.72
rejected52210.24
direct_debit_rejected8150.04
active590.00
transaction_declined480.00
direct_debit_sent340.00
canceled70.00
Total218671.00
\n", + "
" + ], + "text/plain": [ + " count proportion\n", + "cash_request_status \n", + "money_back 15683 0.72\n", + "rejected 5221 0.24\n", + "direct_debit_rejected 815 0.04\n", + "active 59 0.00\n", + "transaction_declined 48 0.00\n", + "direct_debit_sent 34 0.00\n", + "canceled 7 0.00\n", + "Total 21867 1.00" + ] + }, + "execution_count": 93, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cash_request_status_counts = merged_df.cash_request_status.value_counts()\n", + "cash_request_status_prop = merged_df.cash_request_status.value_counts(normalize=True).round(2)\n", + "\n", + "freq_tab = pd.concat([cash_request_status_counts,cash_request_status_prop],axis=1).reset_index()\n", + "\n", + "#Totals\n", + "totals = pd.DataFrame({'cash_request_status':'Total',\n", + " 'count':freq_tab['count'].sum(),\n", + " 'proportion':freq_tab['proportion'].sum()}, index=[0])\n", + "\n", + "freq_tab = pd.concat([freq_tab,totals],ignore_index=True)\n", + "freq_tab.set_index('cash_request_status')" + ] + }, + { + "cell_type": "code", + "execution_count": 94, + "id": "3210c5cb-3566-4c8f-ad13-7bf2f9808638", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create the bar plot\n", + "plt.figure(figsize=(10, 6))\n", + "ax = sns.barplot(x='cash_request_status', y='count',data=freq_tab[freq_tab['cash_request_status']!= 'Total'], hue='cash_request_status', palette='viridis', legend=False)\n", + "\n", + "# Add value labels on top of the bars\n", + "for bar in ax.containers:\n", + " ax.bar_label(bar, fmt='%d', label_type='edge', padding=3)\n", + "\n", + "# Customize the plot\n", + "plt.title(\"Distribution of Cash Request per Cash Request Status\")\n", + "plt.xlabel(\"Cash Request Status\")\n", + "plt.ylabel(\"# Cash Requests\")\n", + "plt.xticks(rotation=45) \n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "id": "c9887e54-17a9-4d62-8cce-8dfeebd9a671", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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countproportion
cash_request_transfer_type
instant130760.6
regular87910.4
Total218671.0
\n", + "
" + ], + "text/plain": [ + " count proportion\n", + "cash_request_transfer_type \n", + "instant 13076 0.6\n", + "regular 8791 0.4\n", + "Total 21867 1.0" + ] + }, + "execution_count": 95, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cash_request_type_counts = merged_df.cash_request_transfer_type.value_counts()\n", + "cash_request_type_prop = merged_df.cash_request_transfer_type.value_counts(normalize=True).round(2)\n", + "\n", + "freq_tab = pd.concat([cash_request_type_counts,cash_request_type_prop],axis=1).reset_index()\n", + "\n", + "#Totals\n", + "totals = pd.DataFrame({'cash_request_transfer_type':'Total',\n", + " 'count':freq_tab['count'].sum(),\n", + " 'proportion':freq_tab['proportion'].sum()}, index=[0])\n", + "\n", + "freq_tab = pd.concat([freq_tab,totals],ignore_index=True)\n", + "freq_tab.set_index('cash_request_transfer_type')" + ] + }, + { + "cell_type": "code", + "execution_count": 96, + "id": "fe19acfe-4065-4106-a197-da81d00faf37", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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ZGb1790ZcXBxat24NnU5XKxmqKiAgAPfddx/mzp2L4uJiDB48uMw06vW+/fZbPPXUU+bby5YtA1C6lxcADBo0CLNmzUJSUhJGjhxZ59nVgqVwE88++yw6d+5c5peqf//+mDp1Krp06QIXFxd88sknmDBhwg3X079/fwQHB2Pw4MFo1qwZTCYTDh48iNmzZ8PFxQVTpkypdrZBgwZh+vTpmDZtGnr27IkTJ07gzTffRHh4OIxGY5XW8fnnn2PAgAHo378/oqOjERQUhIyMDBw7dgwHDhzAypUrK33smDFj8Nlnn2Hs2LGIj49Hq1at8Mcff2DGjBkYOHAg+vXrV+3XBJROi509exbR0dHYsGEDhg8fDj8/P6SlpWHTpk1YuHAhli9fjtatW2PQoEFYtWoVJk2ahBEjRiAhIQHTp09HQEAATp06ZV7na6+9hsTERPTt2xfBwcHIzMzExx9/XGbuXpauXbvCw8MDTzzxBKZNmwatVotvv/0Whw4duuV1Pvroo3ByckK3bt0QEBCA1NRUzJw5E25ububtK5X5+OOP0b17d9x+++2YOHEiwsLCkJOTg9OnT2Pt2rXlDsirbVOmTEHnzp0BAAsXLqxwGZ1Oh9mzZyM3NxcdO3bEzp078dZbb2HAgAHo3r07AKBbt2547LHH8Mgjj2D//v3o0aMH9Ho9UlJS8Mcff6BVq1aYOHFinb4WqyR3O7dl27x5s9Dr9SI+Pr7M/UajUbz44ovC399feHp6ikcffVTk5+ffcF0rVqwQo0aNEk2aNBEuLi5Cq9WK0NBQMXr0aHH06NEyy1Z28FrPnj1Fz549zbeLiorEc889J4KCgoSjo6No3769WL16tRg7dqxo2LChebnK9jK56tChQ2LkyJHC19dXaLVa4e/vL/r06SPmz59/k3dIiPT0dPHEE0+IgIAAYW9vLxo2bCheeumlcgfGVXXvo6uMRqNYtGiR6NOnj/D09BT29vbCx8dHDBgwQCxbtqzMXlGzZs0SYWFhwsHBQURFRYkvv/xSTJs2TVz/671u3ToxYMAAERQUJHQ6nfD19RUDBw4UsbGx5mUqO6Dq6vt3s110r1fZ3keVvQc7d+4UXbp0Ec7OzsLHx0dMmDBBHDhwoNzzVnZQ3L9f76JFi0Tv3r2Fn5+f0Ol0IjAwUIwcOVL89ddf5V5XRb8X586dE+PGjRNBQUFCq9UKHx8f0bVrV/HWW2+Zl6nJAWg3e2xYWFilBztefQ/++usv0atXL+Hk5CQ8PT3FxIkTRW5ubrnlFyxYIDp37iz0er1wcnISERERYsyYMWL//v3Vzm0LFCFuMu9BRFSP/vrrL7Rp0wafffaZeYeH60VHR+P7779Hbm6uhHTqx+kjIrIIZ86cwfnz5/Hyyy8jICCAJ8eThLukEpFFmD59Ou644w7k5uZi5cqVcHZ2lh3JJnH6iIiIzDhSICIiM5YCERGZsRSIiMiMpUBERGYsBSIiMmMpEBGRGUuBiIjMWApERGTGUiAiIjOWAhERmbEUiIjIjKVARERmLAUiIjJjKRARkRlLgYiIzFgKRERkxlIgIiIzlgIREZmxFIiIyIylQEREZiwFIiIyYykQEZEZS4GIiMxYCkREZMZSICIiM5YCERGZsRSIiMiMpWBBevXqhaefflp2DCKyYYoQQsgOQaUyMjKg1Wrh6upa43UpioIff/wRw4YNq3mw68THxyM8PBxxcXFo27Ztra6biOSzlx2ArvH09JQdgYhsHKePLMj100dhYWGYMWMGxo0bB1dXV4SGhuKLL74wL1tcXIzJkycjICAAjo6OCAsLw8yZM82PBYDhw4dDURTz7TNnzmDo0KHw8/ODi4sLOnbsiM2bN5fJcLPnDQ8PBwC0a9cOiqKgV69edfNmEJEULAULNnv2bHTo0AFxcXGYNGkSJk6ciOPHjwMAPvnkE6xZswYxMTE4ceIEli5dav7w37dvHwBg4cKFSElJMd/Ozc3FwIEDsXnzZsTFxaF///4YPHgwLly4UOXn3bt3LwBg8+bNSElJwapVq+rjrSCi+iLIYvTs2VNMmTJFCCFEw4YNxcMPP2z+nslkEr6+vmLevHlCCCH+85//iD59+giTyVThugCIH3/88abP2bx5czFnzhzz7Zs977lz5wQAERcXV81XR0TWgCMFC9a6dWvzvxVFgb+/Py5dugQAiI6OxsGDBxEZGYmnnnoKGzduvOn68vLy8MILL6B58+Zwd3eHi4sLjh8/Xm6kcKPnJSJ1YylYMK1WW+a2oigwmUwAgPbt2+PcuXOYPn06CgoKMHLkSIwYMeKG63v++efxww8/4O2330ZsbCwOHjyIVq1aobi4uMrPS0Tqxr2PrFiDBg1w//334/7778eIESNw1113ISMjA56entBqtSgpKSmzfGxsLKKjozF8+HAApdsY4uPjq/WcOp0OAMqtm4jUgaVgpT788EMEBASgbdu20Gg0WLlyJfz9/eHu7g6gdC+iLVu2oFu3bnBwcICHhwcaN26MVatWYfDgwVAUBa+++mq1RwC+vr5wcnLC+vXrERwcDEdHR7i5udXBKyQiGTh9ZKVcXFzwzjvvoEOHDujYsSPi4+Pxyy+/QKMp/ZHOnj0bmzZtQkhICNq1awegtEg8PDzQtWtXDB48GP3790f79u2r9bz29vb45JNP8PnnnyMwMBBDhw6t9ddGRPLwiGYiIjLjSIGIiMy4TYFUx1BiwpX8YmTlG3Al34Ar+cXIzC9GZr4BOYVGGEpMKDEJGE0CJSaBEiFQUlJ62yQE7DQKnHV2cNLZwVlrD73DP//W2cFZZw+9zh7erjr4uTrCQ6+T/XKJahVLgaxOVoEBF9LzcSHj2ldCRj4Sr+QjLbcYuUXGesviYK+BbwMH+DdwhG8DR/g3cIRfAwcEujsh3FuPCB8XOGrt6i0PUU1xmwJZrOxCA44mZ+NwUhaOJmfj1KVcnE/PQ3Zh/X3o15SiAIFuTmjko0dTP1dE+rmiqb8rmvq5wFnHv8nI8rAUyCKk5Rbh78QsHEnOwpHkbBxJzkbClXyo9bdTUYAIHxfcFuqB9g3dcVtDD0T4uEBRFNnRyMaxFEiKK3nF2H02HbvOpmPnmXScvpQrO5J0bk5atAt1R/tQD7QP9UC7UHfoHTiaoPrFUqB6kVVgwJ5/SmDXmXScuJij2lFAbdHaKbitoQd6Rfqid6QvIv1rfvElopthKVCdOXs5F5uOXsSmoxdx4MIVmPibViOBbo7oGemL3pE+6NbYm6MIqhMsBapVfydm4ZfDKdhwJBVnL+fJjqNaOjsNOoV7YmCrAAxs5Q93Z+4aS7WDpUA1diQ5C2sOJuOXwylIyCiQHcfm6Ow06NHUG0PaBuGOKD846bgLLN06lgLdkqx8A1YfTMKKfQk4mpItOw79Q6+zwx3N/TC0bRBub+INezuetICqh6VAVWYyCew4k4YV+xKw8ehFFBt5jQVL5qXX4d7bgvFw54YI9XKWHYesBEuBbio5swDL9yXghz8TkZTJ6SFro1GAnk19MKZLGHpF+vBYCLohlgJV6nBSFr74/Sx++TsFRu46pAoNvZzxcOeGGNkhBG7O2ps/gGwOS4HKEEJg+4nL+OL3s9h1Nl12HKojjloNhrQJxGM9GqGxL49/oGtYCgQAKDaasDouCV/9cRYnL/LoYluhUYABLQPwn76N0cy/gew4ZAFYCjau0FCCpbvP44vfz+JSTpHsOCSJogB3RPnhqb5N0DKIl1e1ZSwFG2UsMSFmfyLmbD2FlKxC2XHIgvSO9MFTfZugXaiH7CgkAUvBxgghsOZQMj7afArn0njEMVXu9ibeeGlAFJoHclrJlrAUbMjW4xfx3oaTOMaDzaiKNApw320hmNq/KXxdHWXHoXrAUrABfydm4c11R7Av/orsKGSl9Do7TOwVgQm3N+KV5FSOpaBiWfkGvLfxOJbtucAzlFKtCHJ3wgt3RWJIm0AeBKdSLAUVEkJg5Z+JeOfX40jPK5Ydh1SobYg73hjSAm1C3GVHoVrGUlCZI8lZeO2nI/jzPKeKqG5pFOCRbuF47s5InplVRVgKKpFTaMDsjSexZPd5lHCuiOpRiKcTZgxvhdub+MiOQrWApaACf5xKwwvfH0IyjzcgiUbcFoxX727OcypZOZaCFSsoLsGsX49h8e7zvN4xWQRvFwe8PqQ5BrUOlB2FbhFLwUrFXbiCqTGHcJYHoJEF6t/CD7PuaQ0PPS8Tam1YClbGUGLCR5tPYv5vZ7ntgCyaXwMHfDCyLbo19pYdhaqBpWBFTl7MwdPLD/Lyl2Q1FAV49PZGeO7OSOjseWlQa8BSsBI/xiXi5VWHUWAokR2FqNraBLvh01HtEeLJy4JaOpaChSs2mjB93VEs2X1edhSiGnF1tMd7I1rjrpYBsqPQDbAULFhyZgEmfXsABxMyZUchqjXRXcPwv7ujYG/H6SRLxFKwUH+cSsNTy+OQwdNUkAp1a+yFuaNu4zENFoilYGGEEPhs22l8sOkkT2JHqhbm5YyvxnZEY18X2VHoOiwFC1JoKMGzMQfxy9+psqMQ1QtXR3vMebAdekX6yo5C/2ApWIgrecWYsHg/T2RHNsdOo+ClAc0w4fZGsqMQWAoW4Xx6HqIX7uPlMcmm3XdbMN4e3orHM0jGUpAs7sIVTFi0n9c9IALQNcILX47pAL2DvewoNoulINGGI6mYsjwOhQaT7ChEFqNNsBu+eaQTz5skCUtBkm92nMOb645yDyOiCjTxdcGS8Z3h7+YoO4rNYSlI8MmWU/hg00nZMYgsWrCHE5aO74wwb73sKDaFpVDP3l1/HHO3n5Edg8gqeLs4YPG4Tmge2EB2FJvBUqhH09cdxdd/nJMdg8iqNHC0x4LojugQ5ik7ik1gKdST19ccwTc742XHILJKep0dlkzojPahHrKjqB53CK4Hb6xlIRDVRF5xCaIX7MXhpCzZUVSPpVDH3lx7FAt3xMuOQWT1sguNGLNgL05dzJEdRdVYCnXog00nsWAHtyEQ1ZaMvGI89NUexPPo/zrDUqgjS3efxydbTsmOQaQ6l3KK8NBXe5CUWSA7iiqxFOrA+sMpeO2nw7JjEKlWUmYBHvpyNy5lF8qOojoshVq252w6nlp+kEcqE9Wx+PR8jFmwF7lFRtlRVIWlUIuOp2ZjwuL9KDbyXEZE9eF4ag4mLzuAEv4VVmtYCrUk8Uo+xi7Yi5xC/tVCVJ+2n7iMN9cekR1DNVgKtSC70ICxC/biYnaR7ChENmnRrvP4hnv61QqWQg0JIfDM8oM4c5m7yBHJNP3nY9h2/JLsGFaPpVBDH246iS38RSSSrsQk8J/v4nA8NVt2FKvGUqiB9YdTMWfbadkxiOgfuUVGjP9mPy7lcFfVW8VSuEWnLuZgasxB8HSCRJYlKbMAT30Xxz2SbhFL4RZkFRjw2JI/kVdcIjsKEVVg99kMfLSZF7K6FSyFajKZBJ5eHodzPPcKkUX7bNtp/H7ysuwYVofXU6imOVtOYTYvpVmhzD++RdaO78rcp9G7I2TyUgBASd4VXNn+DQrj42AqzINDSAt49nscWs+gG643e99PyDn4C0qyL0Pj1ADOkd3g0XMsFPvSC7vnHtmGzN8WQRgK4dL6Tnj0Hmd+rDHrIi6ueBUBYz+CxsG5ll8xWTovvQ4/P3U7r/VcDfayA1iTuAtX8DFPcndDWu9Q+N3/9rU7NKWDUSEELq16C4rGHj73/A8anTOy963GxRX/Q+D4edDoKv5Pm3tkG6789g28B06BQ1AUDBlJSP/lIwCAZ99HUZKfhYz1c+A18GnYu/vj0vdvwCG0FZwjOgIA0jfMhUfPaBaCjUrPK8ZT38Xhu8f+D3YaRXYcq8DpoyrKKzLimRUHYeTGqxvT2MHOxePal7MbAMB4JRnFySfgeeckOAQ0hdYrGJ53ToQoLkTesd8qXV1x8nE4BkdB37wX7N384BTeHs5RPVCcWlrOxsxUKA7O0Ef1gENAUziGtoYh7QIAIO/odih29nCO7Fr3r5ss1t74DLy/8YTsGFaDpVBFr685gvj0fNkxLJ7xSjISPxuDxPnjcfmnd2DITAUAiBIDAJinfABA0dhBsbNHUeLRStfnENQcRalnUJRc+p/akJmKgjP74fTPSMDeMwjCUITii2dQUpCD4pST0PmEoaQgB5mx38Lzjifq6qWSFZn/2xlsO8HjiaqC2xSq4Ne/UzDx2wOyY1i8gjP7YTIWQesZhJK8TGTtXA5DRiICx8+FRueMpC8eg0NAU3jeNRkarQOy961G5m+L4BjWDn73T690vdl/rsWVrV8DEICpBC7tBsLrzknm7+ef3InM2G8hjMXQt+gF9+4PIe2Xj6DzDYfOLwIZm78ATEa4dRsFfbPu9fBOkCXydXXApmd6ws1ZKzuKRWMp3ERqViHu+vh3ZOYbZEexOqbiQiR9MQFune5Fg07DUZR6Gum/fgzDpXOAooFjWFtAKZ3n9bvvjQrXUXjhL1xe8y7cbx8Nh8BIGK8kI2Pzl3Bpcyfcuz1Y6WOubFsIv1EzkfzFY/Ae/Dzs9B5IWfwsgh77AnZ69zp6xWTp7mkfhA9GtpUdw6JxQ/MNCCHwbMxBFsIt0ugcofMOg+FKMgDAwb8xAh+ZA1NRHkSJEXbObkhZ/Cx0/k0qXUdm7FK4tOgD1zb9AQA6nzCYDEXIWP8p3LreD0UpOwMqjAZkbJwHr0FTYbySAmEqgWNoKwCA1jMIRSkn4Ny4cx29YrJ0qw4k4e5WAegb5Sc7isXiNoUbWLQzHjvPpMuOYbWE0QBDegLsXDzL3K9x0MPO2Q2GjCQUp56Gc5PKP6SFocg8mriqtAgEKjqcPHPncjg2ug0O/o0BYQJM1w4wFCYjYOK1Lmzdyz/+jawC/qFXGY4UKpGaVYj3N/J4hOq4svVrODXuBLsGPjDlZyFr53KYivPh0rIvACDv+B+wc24Auwa+MFyOR8bmL+Dc5P/gFN7evI60dbNh5+oFj57RAACnxp2QvW81dL6NoAuMhPFKCjJjl8KpcWcoGrsyz198+Tzyj/+OgOg5AAB7z2BA0SDn0EbYuXjAkJ4IXUDloxKyDRezi/Dm2qOYPbKN7CgWiaVQiWlrDvMyf9VkzElD2tr3UJKfDTvnBnAIbAb/0bNh7+YLACjJzcCVrV+hJC8Tdi4ecGnRB27dHii7juzLwHVTQm5dHwCgIDN2KUpy06FxcoNT407w6DG6zOOEEMjY8Ck8+jxqPuZBo3WA18CnkbFpHkSJAZ53PAF7V++6fRPIKvxwIBF3t/ZHn2acRvo3bmiuwKajF/Ho4v2yYxBRHfJr4ICNz/SEmxP3Rroetyn8S16REdN+Oiw7BhHVsYvZRfiAB7WVw1L4lw82nURyFs/FTmQLlu65gBOpObJjWBSWwnUOJ2Xhm53xsmMQUT0pMQm8vuaI7BgWhaXwDyEEXll9mBfmILIxu86m45e/U2THsBgshX+sOZSMQwmZsmMQkQRv/3wMhQZeNAtgKQAAio0mvLeBG5yIbFVSZgE+/+2s7BgWgaUAYPGueCReKZAdg4gkmvfbaSRl8nPA5kshq8CAT7edlh2DiCQrNJgw69fjsmNIZ/OlMHfbaZ7wjogAAOv+SsbR5GzZMaSy6VJIyizgLqhEZCYE8MEm296+aNOlMHvDCRQZedZMIrpm87FLiLtwRXYMaWy2FE5fysHqg0myYxCRBZptw2dIttlSmLf9LHicGhFV5I/TafjzfIbsGFLYZCkkZRZgzSGOEoioch9tPiU7ghQ2WQpf/n4WhhIOE4iocrGn0nDABrct2FwppOcWYfm+C7JjEJEVmGuDxzDZXCl8szMehQbucUREN7f1+CXEp+XJjlGvbKoUcouMWMTjEoioikwCNncsk02Vwre7zyO7kNddJqKq+/7PROQU2s5ZD2ymFEpMgqMEIqq23CIjVuxLkB2j3thMKWw/cYmX2SSiW7JoVzxMNnJgk82UwrI93OOIiG5NQkYBNh27KDtGvbCJUkjOLMD2k5dlxyAiK7ZwxznZEeqFTZTC8n0JvPYyEdXI7rMZOH0pR3aMOqf6UigxCcTY0EYiIqo7PxxQ/+lxVF8KW45dRGo2NzATUc39FJek+g3Oqi+FZXu5gZmIakdyViF2nU2XHaNOqboULmUX4nduYCaiWvTDgUTZEeqUqkth7V8pvGYCEdWqDYdTkV+s3jMjqLsUDiXLjkBEKpNXXIL1h1Nlx6gzqi2FC+n5OJiQKTsGEanQKhXvhaTaUvj57xTZEYhIpXaeScPlnCLZMeqEakvh18MsBSKqGyYBbDt+SXaMOqHKUki8ko+/ErNkxyAiFVPruZBUWQpq3ghERJbhj1NpKDSUyI5R61RZChuPqrPBichyFBhKsPNMmuwYtU51pZBXZETchSuyYxCRDdh8TH3bFVRXCrvOpMNQwiPWiKjubT12CUKo6/NGdaXwx2n1DeeIyDKlZhficFK27Bi1SnWl8PspnuuIiOrPluPq2oapqlJIzizA2ct5smMQkQ3ZrbKzpqqqFGI5SiCienYwIRPFRpPsGLVGZaXA7QlEVL8KDSb8naSeg2VVUwpCCOw8o65hHBFZh33xGbIj1BrVlMK5tDxk5BXLjkFENmjvOZaCxTmUmCk7AhHZqP3xGaq5drN6SiFBPXN6RGRdsguNOHExR3aMWqGeUuBIgYgkUst2BVWUgqHEhKPJ6jqqkIisi1qu9KiKUjiRmoMiFe0nTETW53gKp48sBqeOiEi205dzYSyx/j9O1VEKKhm2EZH1KjaacC7N+k+zo4pSOJrC7QlEJN+xVOufQlJFKZzjSfCIyAKcSLX+P1CtvhQuZhcir1h910klIuujho3NVl8KPFU2EVmK45w+kk8NG3aISB2SMguQW2SUHaNGVFAKubIjEBGZJV7Jlx2hRlRQChwpEJHlSM4skB2hRqy+FM6yFIjIgiRdYSlIU2ISSMiw7qEaEalLUmah7Ag1YtWlkJ5bBEOJOs5hTkTqwOkjidJyeaU1IrIsSSwFedJyi2RHICIqgyMFiVgKRGRpLuUUWfXZUlkKRES1qMQkkJ5nvVPbVl0K6dymQEQWKKfQIDvCLbPqUrjMkQIRWaDsQus91YVVlwL3PiIiS5TDUpAjM5+lQESWh9NHkhTwOgpEZIGyCzhSkKLIaL27fRGRenGkIEmRkSMFIrI83KYgCUcKRGSJOFKQpMjAUiAiy1PMI5rlsOY3nojUy2TFH01WWwrGEhNKTDxtNhFZnhJhvZ9NVlsK3J5ARJbKZMWlYC87wK2y3recLI2H1ohlYb8gLP+w7CikEsUudwBoKzvGLbHaUtDZWe0ghyzIUL9LeE/5FLqE07KjkIo4hbSRHeGWWW8p2GugKIAVj9JIIjvFhK8b70TPpC+hmKx390GyUBo72QlumdWWAlA6WuC2Baqutg1ysdjjazRI2CM7CqmVwlKQQmfPUqDqmRZ+DNEZn0C5mCU7CqkZRwpyONhrkCM7BFkFf4dixIT8gNDEtbKjkC3QWO9Hq/UmB+Bgb71tTPVndGASphk/gX1iguwoZCu0TrIT3DKrLgWdPfdAoso5aExYGrEVHRIXQRE8eSLVI2dv2QlumVWXggNLgSrR3TMLXzjPh3PCIdlRyBY5e8lOcMusuhTcnLSyI5AF+iAiDsMvzYWSlic7CtkqPUcKUni7OMiOQBakkXMhvvNfBr+kzbKjkK1z9pSd4JZZeSnoZEcgC/FkSDyezf8YdskXZUch4vSRLF4cKdg8V3sjVoT/iqiE5VB4RiyyFNzQLAenj2zbAJ80fKT9DA4JJ2RHIbrG3hFwcJGd4pZZdSl4cfrIJimKwOcRe3BHyudQSopkxyEqy4qnjgArLwVuU7A9LVzzsNTrG3gk7pAdhahiVryRGbD6UuD0kS35b8OTeCz7E2hSM2RHIaocRwry+Lo6yo5A9cBHZ8CK0NVolPij7ChEN2fFG5kBKy8FJ50dvF0ckJbLeWW1us8/FTPEHGgTz8mOQlQ1no1kJ6gRqy4FAGjo5cxSUCGtRmBRxG/okrQAiskoOw5R1flEyk5QI1Z/8qCGns6yI1At6+SejbjgD9A14QsWAlkf76ayE9SI1Y8UQr1YCmoys9HfeCBtDpRLubKjEN0CBfBuIjtEjVh9KTTysd6DROiaYMcixAStQGDSetlRiG6de4hVX0sBUEEpRPjoZUegGhoflICXiz6GXVKy7ChENeNt3dsTAFWUggsUBRA87Y3V0duZsCxiA1pfWMrzFpE6WPlGZkAFpeCotUOgmxOSMgtkR6Fq6OuVgU8d58HpwhHZUYhqj5VvZAZUUAoAEBXQgKVgRT5tvA93p86HksefGamMCkrB6ndJBYA2wW6yI1AVNNUX4M/wzzEo8UMoRhYCqRCnjyxDmxB32RHoJp4JPYv/5HwETUqa7ChEdcPZ2+pPhgeopBRac6RgsTy0RqwIW4umCStlRyGqW/4tZSeoFaqYPnJ31qEhD2KzOEP9LmGP1xssBLINoV1lJ6gVqhgpAEDrYHecT8+XHYMA2CkmfN14J3omfQnFZJAdh6h+NFRHKahipABwY7OlaNsgF3Ghc9ArYS4LgWyHnQ4I7ig7Ra1QzUiBG5vlmxZ+DNEZn0C5mCU7ClH9CmwHaNVxfRfVlELLQDdo7RQYSnhkbH3zdyhGTMgPCE1cKzsKkRwqmToCVDR95KSzQ7sQD9kxbM7owCT84fYqC4FsW8NushPUGtWMFACgexNv7I3n9Xvrg4PGhKURW9EhcREUUSI7DpE8ih0Q0ll2ilqjmpECUFoKVPe6e2YhLvA9dExYwEIg8m8JODaQnaLWqGqk0CbYHQ0c7ZFdyKt11ZUPIuIw/NJcKGl5sqMQWQYVTR0BKhsp2GkUdInwkh1DlRo5F2JPowW4J+k9KAYWApGZijYyAyorBQDo3sRHdgTVeTIkHpucXoJf8mbZUYgsi6JR3UhBVdNHANCD2xVqjau9ESvCf0VUwnJeBIeoIqFdVHESvOuprhQaeukR4umEhAyemrkmBvik4SPtZ3BIOCE7CpHlaj5UdoJap7rpIwC4I8pfdgSrpSgCXzbejbn5z8Mhg4VAVDkFiBoiO0StU2Up3N2apXArWrjm4UDDubgj8RMoJUWy4xBZtuCOQIMA2SlqnSpLoX2oBwLc1HEekvrycthJrLV7AR6pO2RHIbIOKpw6AlRaCoqiYEBL9TV4XfDRGbCtcQweS30dmsIrsuMQWY/m6ps6AlRaCgCnkKriPv9U7PR4HeGJq2VHIbIuge0A91DZKeqE6vY+uurqFFJKVqHsKBZHqxFYFPEbuiQtgGLi0d9E1abSqSNAxSMFTiFVrJN7NuKCP0DXhC9YCES3SoV7HV2l2lIAgLtbsxSuN7PR31hheg4ul/6UHYXIevm1ArwiZKeoM6qdPgKA9qHuCPNyRryNX7s52LEIMUErEJi0XnYUIuvXQr1TR4DKRwqKouD+jurcGFRV44MS8JvLKywEotqg0QLtRstOUadUXQoAcF+HYGjtFNkx6p3ezoSfmv6K/6X/F3a5ybLjEKlDs7sBV3Xv2aj6UvB2ccCdzdX9Q/y3vl4Z2O8/E20uLOGJ7IhqU6dHZSeoc6ovBQAY1dl2ppA+bbwPXxU9D6f0I7KjEKmLTxQQ1l12ijqn6g3NV3WN8FL9Buem+gJ857sYXom/yY5CpE4dx8tOUC9sYqSgKAoe6KTe0cIzoWexXvcivFJYCER1QucKtHlAdop6YROlAAD33RYMnZ26Xq6H1oiNTX7ElEv/g6YgTXYcIvVqcz/g4Co7Rb1Q16fkDXi5OGCQig5mG+p3CXu83kDThJWyoxCpX8cJshPUG5spBQB4vGcEFCvfO9VOMeGbJn/go5znocs8IzsOkfo17A74RslOUW9sqhQi/V3RJ9JXdoxb1t4tF3Ghc9ArYS4Uk0F2HCLbYCMbmK+yqVIAgEm9rfOcJdPCj+EHPI8GF/fIjkJkO9xCgKjBslPUK5vYJfV6tzX0RKcwT+yNz5AdpUr8HYoRE/IDQhPXyo5CZHt6PA/YaWWnqFc2N1IAgIm9rGO0MDowCX+4vcpCIJLBIxxo+5DsFPXO5kYKANC7mS+iAhrgWEq27CgVctCYsDRiKzokLoIiSmTHIbJNPV8E7GzvI9ImRwqA5Y4WuntmIS7wPXRMWMBCIJLFqwnQeqTsFFLYbCnc3SoATf1cZMco44OIOCwxPAfntEOyoxDZtl7/BTR2slNIYbOlYKdR8OJdzWTHAAA0ci7EnkYLcE/Se1AMebLjENk23+ZAy3tlp5DGZksBAPpG+aFzuKfUDE+GxGOT00vwS94sNQcR/aPXS7D6o1xrwKZLAQBeGijnSEVXeyN+abIWz11+BXZ5F6VkIKJ/8W9tc8cl/JvNl0LbEHfc3ap+z4k0wCcN+33fRvOE73gRHCJL0vsVmx4lACwFAMDz/SPr5ZKdiiLwZePdmJv/PBwyTtT58xFRNQR3BCLvkp1COpYCgDBvPR6s4+sttHDNw4GGc3FH4idQSorq9LmIqJoUDTDgXdkpLAJL4R9T+jaBq2PdHKjycthJrLV7AR6pO+pk/URUQx3GA0HtZaewCCyFf3i5OOD5/pG1uk4fnQHbmsTgsdTXoSm8UqvrJqJa4uIP9H1NdgqLwVK4zsOdG6JNsFutrOv+gFTs9JiG8ITVtbI+Iqoj/d8GHBvITmExWArX0WgUzLinFew0t77RWasR+K7JdszKegHarPjaC0dEta9Rb6DVCNkpLApL4V9aBLrhka5ht/TYTu7ZiAv+AF0SvoBiMtZuMCKqXfaOwN2zZaewOCyFCjx7Z1MEujlW6zEzG/2NFabn4HLpzzpKRUS1qvszgJdlnhhTJpZCBZx19nh9SIsqLRvsWISdEYvxYPJMKMW5dZyMZJsZWwTljWw8vb7QfJ8QAq9vL0Tg7Bw4vZ2NXt/k4cilG5/h9ss/i3H7wjx4vJMNj3ey0W9xHvYmlX3Mt38ZEPJhDjzfycbzGwvLfC8+04Smc3KRXcSDH2+JZ0RpKVA5LIVK3NnCH3c297vhMuODEvCbyysITFpfT6lIpn1JJfjiQDFa+5X9b/PujmJ8sKsYnw50xL5H9fB3UXDHknzk3OADe/t5Ix5sqcW2sXrsGq9HqJsGdy7JQ1K2CQCQlm/ChLUFeP8OR2x4WI9Fhwz4+eS163JP/LkAs/o5oIGDbR99e8vung3YO8hOYZFYCjfw1rCWcHcufyk+vZ0JPzX9Ff9L/y/scpMlJKP6llss8NCqAnw52Akejtc+iIUQ+GhPMV653QH3RGnR0tcOi4Y5Id8gsOxvQ6Xr+/YeZ0zqqENbfzs087bDl4MdYRLAlnOl26LOXhFwc1Bwf0stOgbZoXe4HY5eLi2MZX8boLNTcE+UbV0msta0ug+I6C07hcViKdyAbwNHvD2sVZn7+nplYL//TLS5sITnLbIhT/5SiLub2KNfo7IHOJ7LFEjNFbgz4tr9DvYKeobZY2di1S+SlG8ADCbA06m0cJp4apBvEIhLKUFGgcC+pBK09rNDRoHAa9sK8emA6m3zon80CAIGvic7hUWzvWvNVdPdrQOw6WggVh9MxqeN9+Hu1PlQ8gpkx6J6tPywAQdSSrDvUX2576Xmlv717udSdhrHT6/gfJapys/x382FCHJVzKXj4aRg0TAnjFldgAKDwJg2WvRvbI9xPxXgP510OJdpwpDl+TCUAK/3csCI5hw13JSiAYZ/Djh5yE5i0VgKVfDG0JZ4wTAPgWdWyI5C9Swhy4Qp6wux8WFnONpXPn//7+8IUf6+yry7owjfHTZge7S+zHMMj9Ji+HVTRNvjjfj7Ugk+HeiIxp/k4rt7neDvoqDTV3no0dAOvnoO/G+o61NA+O2yU1g8lkIVuDlp4dbjEeDs9wCvm2xT/kwpwaU8gdu+uHZFvBIB/H6+BJ/uLcaJyaWXdE3NFQhwvfa4S/kCfi43/5B+f2cRZsQWYfMYPVr7VX75xyKjwKSfC7H0HieczjDBaAJ6hpX+923qpcGexBIMjmQpVCqgLdDnf7JTWAWWQlU17AL0fAHYPlN2EqpHfcPt8ffEstNGj/xUgGbednixmw6NPBT4uyjYdNaIdgGlH+rFJQK/xRvxTr8bz/u/t6MIb8UWYcPDzugQeOPrAU//vQgDGtujfYAd4lJKYDRd255lKCktKqqEzgW492vAjlNsVcFSqI4ezwPnfgfO82yntsLVQUFL37If2HqtAi+na/c/3VmHGbFFaOKpQRMvDWbEFsFZq2BUq2sfQmN+LECQq4KZ/xTFuzuK8Oq2Iiy7xwlh7hrztgkXnQIXXdmJpyOXSrDiiBEHHy8tp2beGmgUBV8fKIa/i4LjaSZ0vEmp2LRBHwLejWWnsBosherQ2AH3fAHM7w4U8KynVOqFbjoUGAUm/VKIKwUCnYPtsHG0M1yvO4bgQpYJGuXa9M7cfcUoLgFGrCy708K0njq83uvaCEMIgcfWFeLD/g7Q/1MWTloF3wxzxJO/FKLICHw60BFBDTh1VKH2Y4DWI2WnsCqKEIIDz+o6sR5Y/iAgqr53CRHVM7+WwIQtgJa771YH/7y4FZF3AX2nyU5BRJXRuQD3fcNCuAUshVvV/WmgzSjZKYioHAUYNg/wbiI7iFViKdTE4I+BkP+TnYKIrnfHm0DzIbJTWC2WQk3Y64AHvgXcQmUnISIA6DAO6PaU7BRWjaVQU3pvYNTy0jlMIpKncT9g4PuyU1g9lkJt8GsB3PtV6blViKj++bUs3bCs4fEaNcVPsdoSOYB7JBHJ4BoAjIoBHFxvvizdFEuhNnGPJKL6pdUDo1YAbkGyk6gGS6G2Df4YaNRLdgoi9VPsgBELgIA2spOoCkuhttnrgAeXA2E8RS9RnbprVumBpFSrWAp1QetUOqQN7SI7CZE69XoJ6PyY7BSqxFKoKzo98NBKILij7CRE6tL7FaDXf2WnUC2WQl1ycAUe/gEIbCc7CZE69Plf6XV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user_idcash_request_idcr_created_atcr_updated_atcash_request_statuscash_request_transfer_typecash_request_amounttotal_fees_countincident_countfees_amountfirst_cash_request_datecohortcr_year_monthcohort_index
080452019-12-10 19:05:21.596873+00:002019-12-11 16:47:42.407830+00:00rejectedregular100.0000.02019-12-10 19:05:21.596873+00:002019-122019-120
1231702019-12-10 19:50:12.347780+00:002019-12-11 14:24:22.900054+00:00rejectedregular100.0000.02019-12-10 19:50:12.347780+00:002019-122019-120
219172019-12-10 19:13:35.825460+00:002019-12-11 09:46:59.779773+00:00rejectedregular100.0000.02019-12-10 19:13:35.825460+00:002019-122019-120
3761102019-12-10 19:16:10.880172+00:002019-12-18 14:26:18.136163+00:00rejectedregular99.0000.02019-12-10 19:16:10.880172+00:002019-122019-120
4768615942020-05-06 09:59:38.877376+00:002020-05-07 09:21:55.340080+00:00rejectedregular100.0000.02020-05-06 09:59:38.877376+00:002020-052020-050
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2186220064168342020-09-19 07:37:14.351567+00:002021-02-05 12:11:58.186458+00:00money_backinstant100.02110.02020-06-23 08:44:20.738365+00:002020-062020-093
2186313681206162020-10-12 13:54:11.686225+00:002021-02-06 20:17:49.292493+00:00money_backinstant100.0105.02020-06-09 11:55:34.299738+00:002020-062020-104
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21867 rows × 14 columns

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" + ], + "text/plain": [ + " user_id cash_request_id cr_created_at \\\n", + "0 804 5 2019-12-10 19:05:21.596873+00:00 \n", + "1 231 70 2019-12-10 19:50:12.347780+00:00 \n", + "2 191 7 2019-12-10 19:13:35.825460+00:00 \n", + "3 761 10 2019-12-10 19:16:10.880172+00:00 \n", + "4 7686 1594 2020-05-06 09:59:38.877376+00:00 \n", + "... ... ... ... \n", + "21862 20064 16834 2020-09-19 07:37:14.351567+00:00 \n", + "21863 13681 20616 2020-10-12 13:54:11.686225+00:00 \n", + "21864 82122 22357 2020-10-20 07:58:04.006937+00:00 \n", + "21865 64517 20256 2020-10-10 05:40:55.700422+00:00 \n", + "21866 44867 19886 2020-10-08 14:16:52.155661+00:00 \n", + "\n", + " cr_updated_at cash_request_status \\\n", + "0 2019-12-11 16:47:42.407830+00:00 rejected \n", + "1 2019-12-11 14:24:22.900054+00:00 rejected \n", + "2 2019-12-11 09:46:59.779773+00:00 rejected \n", + "3 2019-12-18 14:26:18.136163+00:00 rejected \n", + "4 2020-05-07 09:21:55.340080+00:00 rejected \n", + "... ... ... \n", + "21862 2021-02-05 12:11:58.186458+00:00 money_back \n", + "21863 2021-02-06 20:17:49.292493+00:00 money_back \n", + "21864 2021-02-05 12:19:30.656816+00:00 money_back \n", + "21865 2021-02-05 13:14:19.707627+00:00 money_back \n", + "21866 2021-01-05 15:45:52.645536+00:00 direct_debit_sent \n", + "\n", + " cash_request_transfer_type cash_request_amount total_fees_count \\\n", + "0 regular 100.0 0 \n", + "1 regular 100.0 0 \n", + "2 regular 100.0 0 \n", + "3 regular 99.0 0 \n", + "4 regular 100.0 0 \n", + "... ... ... ... \n", + "21862 instant 100.0 2 \n", + "21863 instant 100.0 1 \n", + "21864 instant 100.0 2 \n", + "21865 instant 100.0 2 \n", + "21866 instant 100.0 2 \n", + "\n", + " incident_count fees_amount first_cash_request_date cohort \\\n", + "0 0 0.0 2019-12-10 19:05:21.596873+00:00 2019-12 \n", + "1 0 0.0 2019-12-10 19:50:12.347780+00:00 2019-12 \n", + "2 0 0.0 2019-12-10 19:13:35.825460+00:00 2019-12 \n", + "3 0 0.0 2019-12-10 19:16:10.880172+00:00 2019-12 \n", + "4 0 0.0 2020-05-06 09:59:38.877376+00:00 2020-05 \n", + "... ... ... ... ... \n", + "21862 1 10.0 2020-06-23 08:44:20.738365+00:00 2020-06 \n", + "21863 0 5.0 2020-06-09 11:55:34.299738+00:00 2020-06 \n", + "21864 0 10.0 2020-10-20 07:58:04.006937+00:00 2020-10 \n", + "21865 0 10.0 2020-10-10 05:40:55.700422+00:00 2020-10 \n", + "21866 0 10.0 2020-09-22 07:16:01.503364+00:00 2020-09 \n", + "\n", + " cr_year_month cohort_index \n", + "0 2019-12 0 \n", + "1 2019-12 0 \n", + "2 2019-12 0 \n", + "3 2019-12 0 \n", + "4 2020-05 0 \n", + "... ... ... \n", + "21862 2020-09 3 \n", + "21863 2020-10 4 \n", + "21864 2020-10 0 \n", + "21865 2020-10 0 \n", + "21866 2020-10 1 \n", + "\n", + "[21867 rows x 14 columns]" + ] + }, + "execution_count": 98, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Create a column storing the first cash request date\n", + "merged_df['first_cash_request_date'] = merged_df.groupby('user_id')['cr_created_at'].transform('min')\n", + "\n", + "# 1. Extract year-month from the first cash request date to get the cohort month\n", + "merged_df['cohort'] = merged_df['first_cash_request_date'].dt.tz_localize(None).dt.to_period('M')\n", + "\n", + "# 2. Extract year-month of each cash request\n", + "merged_df['cr_year_month'] = merged_df['cr_created_at'].dt.tz_localize(None).dt.to_period('M')\n", + "\n", + "# 3. Calculate the cohort index (months since first purchase)\n", + "merged_df['cohort_index'] = ((merged_df['cr_year_month'] - merged_df['cohort']).apply(lambda x: x.n))\n", + "\n", + "merged_df" + ] + }, + { + "cell_type": "markdown", + "id": "ae7d91e7-ec61-4d79-859b-14265e32375b", + "metadata": {}, + "source": [ + "## Write the merged dataset to a file for other operational use cases" + ] + }, + { + "cell_type": "code", + "execution_count": 111, + "id": "da730fa4-1d3a-4669-bc54-2e0abd689284", + "metadata": {}, + "outputs": [], + "source": [ + "merged_df.to_csv(\"IronHack_Merged_Dataset.csv\",index=False)" + ] + }, + { + "cell_type": "markdown", + "id": "d3c77fc5-eb70-4bbe-b5e8-e2c1a82bf38f", + "metadata": {}, + "source": [ + "# Cohort Table Creation and Visualizations" + ] + }, + { + "cell_type": "code", + "execution_count": 114, + "id": "754877a5-eee1-450d-a502-1b301a9cd26f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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cohortnum_users
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12019-12204
22020-0190
32020-0284
42020-0369
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" + ], + "text/plain": [ + " cohort num_users\n", + "0 2019-11 1\n", + "1 2019-12 204\n", + "2 2020-01 90\n", + "3 2020-02 84\n", + "4 2020-03 69\n", + "5 2020-04 212\n", + "6 2020-05 369\n", + "7 2020-06 1338\n", + "8 2020-07 1294\n", + "9 2020-08 656\n", + "10 2020-09 1712\n", + "11 2020-10 4694\n", + "12 2020-11 75" + ] + }, + "execution_count": 114, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Table to show the number of users per cohort\n", + "cohort_user_cnt = merged_df[['cohort','user_id']].groupby('cohort').nunique().reset_index()\n", + "cohort_user_cnt.rename(columns={'user_id':'num_users'},inplace=True)\n", + "cohort_user_cnt" + ] + }, + { + "cell_type": "code", + "execution_count": 116, + "id": "5645eab5-6576-40dc-b87c-727746224eb3", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create the bar plot\n", + "plt.figure(figsize=(10, 6))\n", + "ax = sns.barplot(x='cohort', y='num_users',data=cohort_user_cnt, \n", + " hue='cohort', palette='viridis', legend=False)\n", + "\n", + "# Add value labels on top of the bars\n", + "for bar in ax.containers:\n", + " ax.bar_label(bar, fmt='%d', label_type='edge', padding=3)\n", + "\n", + "# Customize the plot\n", + "plt.title(\"# Users per Cohort\")\n", + "plt.xlabel(\"Cohort\")\n", + "plt.ylabel(\"# Users\")\n", + "plt.xticks(rotation=45) \n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 118, + "id": "4c1c8d38-5c20-4b13-b753-07ee884ddf66", + "metadata": {}, + "outputs": [], + "source": [ + "#Cohort table to show the frequency of cash requests per cohort over time\n", + "freq_cohort_table = merged_df.pivot_table(\n", + " index='cohort', \n", + " columns='cohort_index', \n", + " values='cash_request_id', \n", + " aggfunc='count', \n", + " fill_value = 0\n", + "\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 120, + "id": "4900d41f-0b48-4dd5-9130-c5ed12d80d0f", + "metadata": {}, + "outputs": [], + "source": [ + "#Cohort table to show the fees generated per cohort over time\n", + "fees_cohort_table = merged_df.pivot_table(\n", + " index='cohort', \n", + " columns='cohort_index', \n", + " values='fees_amount', \n", + " aggfunc='sum', \n", + " fill_value = 0\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 122, + "id": "4c65cae6-384f-4c18-bb86-97ad46b34173", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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cohortincident_counttotal_fees_countcohort_incident_rate
02019-11060.00
12019-123021114.22
22020-01149714.43
32020-021812714.17
42020-032412119.83
52020-046429921.40
62020-0516172022.36
72020-06500268718.61
82020-07338212815.88
92020-0810199610.14
102020-0914522336.49
112020-101646360.35
122020-110640.00
\n", + "
" + ], + "text/plain": [ + " cohort incident_count total_fees_count cohort_incident_rate\n", + "0 2019-11 0 6 0.00\n", + "1 2019-12 30 211 14.22\n", + "2 2020-01 14 97 14.43\n", + "3 2020-02 18 127 14.17\n", + "4 2020-03 24 121 19.83\n", + "5 2020-04 64 299 21.40\n", + "6 2020-05 161 720 22.36\n", + "7 2020-06 500 2687 18.61\n", + "8 2020-07 338 2128 15.88\n", + "9 2020-08 101 996 10.14\n", + "10 2020-09 145 2233 6.49\n", + "11 2020-10 16 4636 0.35\n", + "12 2020-11 0 64 0.00" + ] + }, + "execution_count": 122, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Check the incident rate per cohort\n", + "incidents_df = merged_df[['cohort',\n", + " 'incident_count',\n", + " 'total_fees_count']].groupby('cohort').agg({'incident_count':'sum',\n", + " 'total_fees_count':'sum'}).reset_index()\n", + "\n", + "incidents_df['cohort_incident_rate'] = (incidents_df['incident_count'] / incidents_df['total_fees_count']) * 100\n", + "\n", + "incidents_df['cohort_incident_rate'] = incidents_df['cohort_incident_rate'].round(2)\n", + "\n", + "incidents_df" + ] + }, + { + "cell_type": "code", + "execution_count": 124, + "id": "7cace51a-e083-4f52-9e49-001e7d392491", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualize the Frequency of Service Usage of cohorts over time\n", + "plt.figure(figsize=(10, 6))\n", + "sns.heatmap(freq_cohort_table, annot=True, fmt=\"d\", cmap=\"YlGnBu\", cbar_kws={'label': 'Frequency of Service Usage'})\n", + "plt.title(\"Cohort Analysis - Frequency of Cash Request\")\n", + "plt.xlabel(\"Months Since Cohort\")\n", + "plt.ylabel(\"Cohort Month\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 126, + "id": "4d4da31a-5ea4-449e-8bae-711599072500", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualize the Revenue per cohort over time\n", + "plt.figure(figsize=(10, 6))\n", + "sns.heatmap(fees_cohort_table, annot=True, fmt=\".0f\", cmap=\"YlGnBu\", cbar_kws={'label': 'Revenue (USD)'})\n", + "plt.title(\"Cohort Analysis - Revenue\")\n", + "plt.xlabel(\"Months Since Cohort\")\n", + "plt.ylabel(\"Cohort Month\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 128, + "id": "a086f422-9119-4773-ae84-0861203059b8", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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QkKlXr5558cUXzbFjx5zrpaammldeecVUrlzZ+Pn5mRIlSphevXqZAwcOuDxeVFSUqVGjRobn6du3r4mIiHBZtm/fPtOjRw9TvHhx4+fnZ6pUqWL+/e9/m9TUVOc66We9+/e//33V+T/77DNTtWpV4+fnZySZsWPHZvl7AAC5wWGMMW5paAAAeIiYmBiNGzdOx48fv6njewAAnodjlAAAAADAgqIEAAAAABbsegcAAAAAFmxRAgAAAAALihIAAAAAWFCUAAAAAMDC6z9wNi0tTYcPH1ahQoWcn+4OAAAAwH6MMTp37pzCwsKUL9/1txl5fVE6fPiwwsPD3T0GAAAAgDziwIEDKlu27HXX8fqiVKhQIUmXvxmFCxd28zQAAAAA3OXs2bMKDw93doTr8fqilL67XeHChSlKAAAAADJ1SA4ncwAAAAAAC4oSAAAAAFhQlAAAHmXSpElq2LChChUqpFKlSqljx47avn278/bk5GQ999xzqlWrloKCghQWFqY+ffro8OHDmX6O//73v3I4HOrYsWMOJAAAeAKKEgDAoyxbtkyDBw/W6tWrtWjRIqWkpKht27ZKSEiQJF24cEHr1q3TCy+8oHXr1unrr7/Wjh071KFDh0w9/r59+zR8+HA1a9YsJ2MAAPI4hzHGuHuInHT27FkVKVJEZ86c4WQOAOCFjh8/rlKlSmnZsmVq3rz5VddZs2aN7rjjDu3bt0/lypW75mOlpqYqKipK/fr106+//qrTp09r3rx5OTQ5ACC3ZaUbsEUJAODRzpw5I0kKDg6+7joOh0NFixa97mONHz9eJUuW1KOPPpqdIwIAPJDXnx4cAOC9jDEaNmyYmjZtqpo1a151nUuXLmnkyJHq0aPHdf96+Ntvv+mjjz5SbGxsDk0LAPAkFCUAgMcaMmSINm7cqBUrVlz19uTkZHXr1k1paWmaMmXKNR/n3Llz6tWrl6ZNm6YSJUrk1LgAAA9CUQIAeKQnn3xS8+fP1/Lly1W2bNkMtycnJ6tr166Ki4vTL7/8ct2tSbt379bevXvVvn1757K0tDRJkq+vr7Zv366KFStmfwgAQJ5FUQIAeBRjjJ588kl98803Wrp0qSIjIzOsk16Sdu7cqSVLlqh48eLXfcyqVatq06ZNLsvGjBmjc+fO6c0331R4eHi2ZgAA5H0UJQCARxk8eLDmzJmjb7/9VoUKFVJ8fLwkqUiRIgoICFBKSoq6dOmidevW6bvvvlNqaqpzneDgYOXPn1+S1KdPH5UpU0aTJk1SgQIFMhzjlH7ih2sd+wQA8G4UJQCAR5k6daokqUWLFi7Lp0+frocfflgHDx7U/PnzJUl169Z1WWfJkiXO++3fv1/58nHyVwDA1fE5SgAAAABsgc9RAgAAAIBbQFECAAAAAAuKEgAAAABYUJQAAAAAwIKiBAAAAAAWFCUAAAAAsOBzlAAAeUbdCTHuHuGmxY6JcfcIAIBsxBYlAAAAALCgKAGAh5s0aZIaNmyoQoUKqVSpUurYsaO2b9/uss7XX3+tdu3aqUSJEnI4HIqNjc3Sc/z3v/+Vw+FQx44ds29wAADyMIoSAHi4ZcuWafDgwVq9erUWLVqklJQUtW3bVgkJCc51EhIS1KRJE/3rX//K8uPv27dPw4cPV7NmzbJzbAAA8jSOUQIAD/fjjz+6XJ8+fbpKlSqlP//8U82bN5ck9e7dW5K0d+/eLD12amqqevbsqXHjxunXX3/V6dOns2NkAADyPLYoAYCXOXPmjCQpODj4lh9r/PjxKlmypB599NFbfiwAADwJW5QAwIsYYzRs2DA1bdpUNWvWvKXH+u233/TRRx9l+XgmAAC8AUUJALzIkCFDtHHjRq1YseKWHufcuXPq1auXpk2bphIlSmTTdAAAeA6KEgB4iSeffFLz58/X8uXLVbZs2Vt6rN27d2vv3r1q3769c1laWpokydfXV9u3b1fFihVv6TkAAMjLKEoA4OGMMXryySf1zTffaOnSpYqMjLzlx6xatao2bdrksmzMmDE6d+6c3nzzTYWHh9/ycwAAkJdRlADAww0ePFhz5szRt99+q0KFCik+Pl6SVKRIEQUEBEiSTp48qf379+vw4cOS5PycpZCQEIWEhEiS+vTpozJlymjSpEkqUKBAhmOcihYtKkm3fOwTAACegLPeAYCHmzp1qs6cOaMWLVooNDTUeZk7d65znfnz56tevXq67777JEndunVTvXr19N577znX2b9/v44cOZLr8wMAkBc5jDHG3UPkpLNnz6pIkSI6c+aMChcu7O5xAADXUXdCjLtHuGmxY2LcPQIA4Aay0g3YogQAAAAAFhQlAAAAALCgKAEAAACABUUJAAAAACwoSgAAAABgQVECAAAAAAs+cBYA8rCGz4139wi3ZM0rL7p7BAAAbgpblAAAAADAgqIEAAAAABYUJQAAAACwoCgBAAAAgAVFCQAAAAAsKEoAAAAAYEFRAgAAAAALihIAAAAAWFCUAAAAAMCCogQAAAAAFhQlAAAAALCgKAEAAACABUUJAAAAACwoSgC80vLly9W+fXuFhYXJ4XBo3rx5LrcfPXpUDz/8sMLCwhQYGKh77rlHO3fuvOHjTp48WVWqVFFAQIDCw8M1dOhQXbp0KYdSAAAAd6EoAfBKCQkJqlOnjt55550Mtxlj1LFjR+3Zs0fffvut1q9fr4iICLVu3VoJCQnXfMzZs2dr5MiRGjt2rLZu3aqPPvpIc+fO1ahRo3IyCgAAcANfdw8AADkhOjpa0dHRV71t586dWr16tf766y/VqFFDkjRlyhSVKlVKn332mR577LGr3m/VqlVq0qSJevToIUkqX768unfvrj/++CNnQgAAALdhixIA20lMTJQkFShQwLnMx8dH+fPn14oVK655v6ZNm+rPP/90FqM9e/ZowYIFuu+++3J2YAAAkOvYogTAdqpWraqIiAiNGjVK77//voKCgvTGG28oPj5eR44cueb9unXrpuPHj6tp06YyxiglJUUDBw7UyJEjc3F6AACQG9iiBMB2/Pz89NVXX2nHjh0KDg5WYGCgli5dqujoaPn4+FzzfkuXLtXLL7+sKVOmaN26dfr666/13Xff6aWXXsrF6QEAQG5gixIAW6pfv75iY2N15swZJSUlqWTJkrrzzjvVoEGDa97nhRdeUO/evZ3HMNWqVUsJCQl6/PHHNXr0aOXLx9+eAADwFvyvDsDWihQpopIlS2rnzp1au3at7r///muue+HChQxlyMfHR8YYGWNyelQAAJCL2KIEwCudP39eu3btcl6Pi4tTbGysgoODVa5cOX3xxRcqWbKkypUrp02bNumf//ynOnbsqLZt2zrv06dPH5UpU0aTJk2SJLVv315vvPGG6tWrpzvvvFO7du3SCy+8oA4dOlx3lz0AAOB53LpFadKkSWrYsKEKFSqkUqVKqWPHjtq+fbvLOsYYxcTEKCwsTAEBAWrRooU2b97spokBeIq1a9eqXr16qlevniRp2LBhqlevnl588UVJ0pEjR9S7d29VrVpVTz31lHr37q3PPvvM5TH279/vcnKHMWPG6JlnntGYMWNUvXp1Pfroo2rXrp3ef//93AsGAAByhcO4cX+Re+65R926dVPDhg2VkpKi0aNHa9OmTdqyZYuCgoIkSa+88opefvllzZgxQ5UrV9aECRO0fPlybd++XYUKFbrhc5w9e1ZFihTRmTNnVLhw4ZyOBADZquFz4909wi1Z88qLWVq/7oSYnBkkF8SOiXH3CACAG8hKN3Drrnc//vijy/Xp06erVKlS+vPPP9W8eXMZYzR58mSNHj1anTp1kiR98sknKl26tObMmaMnnnjCHWMDAAAA8HJ56mQOZ86ckSQFBwdLunxMQXx8vMsxA/7+/oqKitLKlSuv+hiJiYk6e/asywUAAAAAsiLPFCVjjIYNG6amTZuqZs2akqT4+HhJUunSpV3WLV26tPM2q0mTJqlIkSLOS3h4eM4ODgAAAMDr5JmiNGTIEG3cuDHDwdSS5HA4XK4bYzIsSzdq1CidOXPGeTlw4ECOzAsAAADAe+WJ04M/+eSTmj9/vpYvX66yZcs6l4eEhEi6vGUpNDTUufzYsWMZtjKl8/f3l7+/f84ODAAAAMCruXWLkjFGQ4YM0ddff61ffvlFkZGRLrdHRkYqJCREixYtci5LSkrSsmXL1Lhx49weFwAAAIBNuHWL0uDBgzVnzhx9++23KlSokPO4oyJFiiggIEAOh0NPP/20Jk6cqEqVKqlSpUqaOHGiAgMD1aNHD3eODsBNmgx+yd0j3JLf3n3B3SMAAIBMcGtRmjp1qiSpRYsWLsunT5+uhx9+WJL07LPP6uLFixo0aJBOnTqlO++8Uz/99FOmPkMJAAAAAG6GW4tSZj7r1uFwKCYmRjExMTk/EAAAAAAoD531DgAAAADyCooSAAAAAFhQlAAAAADAgqIEAAAAABYUJQAA8rDly5erffv2CgsLk8Ph0Lx581xuP3/+vIYMGaKyZcsqICBA1apVc55V9npOnz6twYMHKzQ0VAUKFFC1atW0YMGCHEoBAJ7HrWe9AwAA15eQkKA6deqoX79+6ty5c4bbhw4dqiVLlmjWrFkqX768fvrpJw0aNEhhYWG6//77r/qYSUlJatOmjUqVKqUvv/xSZcuW1YEDB/joDQC4AkUJAIA8LDo6WtHR0de8fdWqVerbt6/zMwkff/xxvf/++1q7du01i9LHH3+skydPauXKlfLz85MkRUREZPvsAODJ2PUOAAAP1rRpU82fP1+HDh2SMUZLlizRjh071K5du2veZ/78+WrUqJEGDx6s0qVLq2bNmpo4caJSU1NzcXIAyNvYogQAgAd766231L9/f5UtW1a+vr7Kly+fPvzwQzVt2vSa99mzZ49++eUX9ezZUwsWLNDOnTs1ePBgpaSk6MUXX8zF6QEg76IoAQDgwd566y2tXr1a8+fPV0REhJYvX65BgwYpNDRUrVu3vup90tLSVKpUKX3wwQfy8fFR/fr1dfjwYf373/+mKAHA/0dRAgDAQ128eFHPP/+8vvnmG913332SpNq1ays2NlavvfbaNYtSaGio/Pz85OPj41xWrVo1xcfHKykpSfnz58+V+QEgL+MYJQAAPFRycrKSk5OVL5/rf+c+Pj5KS0u75v2aNGmiXbt2uayzY8cOhYaGUpIA4P+jKAEAkIedP39esbGxio2NlSTFxcUpNjZW+/fvV+HChRUVFaURI0Zo6dKliouL04wZMzRz5kw98MADzsfo06ePRo0a5bw+cOBAnThxQv/85z+1Y8cOff/995o4caIGDx6c2/EAIM9i1zsAAPKwtWvXqmXLls7rw4YNkyT17dtXM2bM0H//+1+NGjVKPXv21MmTJxUREaGXX35ZAwYMcN5n//79LludwsPD9dNPP2no0KGqXbu2ypQpo3/+85967rnnci8YAORxFCUAAPKwFi1ayBhzzdtDQkI0ffr06z7G0qVLMyxr1KiRVq9efavjAYDXYtc7AAAAALCgKAEAAACABUUJAAAAACwoSgAAAABgQVECAAAAAAuKEgAAAABYcHpwAADcoO5bY909wi2JfWqcu0cAgBzFFiUAAAAAsKAoAQAAAIAFRQkAAAAALChKAAAAAGBBUQIAAAAAC4oSAAAAAFhQlAAAAADAgqIEAAAAABYUJQAAAACwoCgBAAAAgAVFCQAAAAAsKEoAAAAAYEFRAgAAAAALihIAAAAAWFCUAAAAAMCCogQAAAAAFhQlAAAAALCgKAEAAACABUUJAAAAACwoSgAAAABgQVECAAAAAAuKEgAAAABYUJQAAAAAwIKiBAAAAAAWFCUAAAAAsKAoAQAAAIAFRQkAAAAALChKAAAAAGBBUQIAAAAAC4oSAAAAAFhQlAAAAADAgqIEAAAAABYUJQAAAACwoCgBAAAAgAVFCQAAAAAsKEoAAAAAYEFRAgAAecby5cvVvn17hYWFyeFwaN68eS63P/zww3I4HC6Xu+6667qPmZycrPHjx6tixYoqUKCA6tSpox9//DEHUwDwBhQlAACQZyQkJKhOnTp65513rrnOPffcoyNHjjgvCxYsuO5jjhkzRu+//77efvttbdmyRQMGDNADDzyg9evXZ/f4ALyIr7sHAAAASBcdHa3o6OjrruPv76+QkJBMP+ann36q0aNH695775UkDRw4UAsXLtTrr7+uWbNm3dK8ALwXW5QAAIBHWbp0qUqVKqXKlSurf//+Onbs2HXXT0xMVIECBVyWBQQEaMWKFTk5JgAPR1ECAAAeIzo6WrNnz9Yvv/yi119/XWvWrFGrVq2UmJh4zfu0a9dOb7zxhnbu3Km0tDQtWrRI3377rY4cOZKLkwPwNOx6BwAAPMZDDz3k/LpmzZpq0KCBIiIi9P3336tTp05Xvc+bb76p/v37q2rVqnI4HKpYsaL69eun6dOn59bYADwQW5QAAIDHCg0NVUREhHbu3HnNdUqWLKl58+YpISFB+/bt07Zt21SwYEFFRkbm4qQAPA1FCQAAeKwTJ07owIEDCg0NveG6BQoUUJkyZZSSkqKvvvpK999/fy5MCMBTsesdAADIM86fP69du3Y5r8fFxSk2NlbBwcEKDg5WTEyMOnfurNDQUO3du1fPP/+8SpQooQceeMB5nz59+qhMmTKaNGmSJOn333/XoUOHVLduXR06dEgxMTFKS0vTs88+m+v5AHgOihIAAMgz1q5dq5YtWzqvDxs2TJLUt29fTZ06VZs2bdLMmTN1+vRphYaGqmXLlpo7d64KFSrkvM/+/fuVL9//7TRz6dIljRkzRnv27FHBggV177336tNPP1XRokVzLRcAz0NRAgAAeUaLFi1kjLnm7QsXLrzhYyxdutTlelRUlLZs2XKrowGwGY5RAgAAAAALihIAAAAAWFCUAAAAAMCCogQAAAAAFhQlAAAAALDgrHcAACDHNZ852t0j3JLlfV529wgAchlblAAAAADAgqIEAAAAABYUJQAAAACwoCgBAAAAgAVFCQAAAAAsKEoAAAAAYEFRAgAAAAALihIAAAAAWFCUAAAAAMCCogQAAAAAFhQlAAAAALCgKMHWli9frvbt2yssLEwOh0Pz5s275rpPPPGEHA6HJk+enOnH/+9//yuHw6GOHTve8qwAAADIPRQl2FpCQoLq1Kmjd95557rrzZs3T7///rvCwsIy/dj79u3T8OHD1axZs1sdEwAAALnMrUXpRn/Nf/jhh+VwOFwud911l3uGhVeKjo7WhAkT1KlTp2uuc+jQIQ0ZMkSzZ8+Wn59fph43NTVVPXv21Lhx41ShQoXsGhcAAAC5xK1FKTN/zb/nnnt05MgR52XBggW5OCHsLi0tTb1799aIESNUo0aNTN9v/PjxKlmypB599NEcnA4AAAA5xa1FKTN/zff391dISIjzEhwcnIsT2lNOHLczbdo0NWvWTMWKFVOxYsXUunVr/fHHH9k7eA545ZVX5Ovrq6eeeirT9/ntt9/00Ucfadq0aTk4GQAAAHJSnj9GaenSpSpVqpQqV66s/v3769ixY9ddPzExUWfPnnW5IGty4ridpUuXqnv37lqyZIlWrVqlcuXKqW3btjp06FB2jZ3t/vzzT7355puaMWOGHA5Hpu5z7tw59erVS9OmTVOJEiVyeMKsowQDAABkTp4uStHR0Zo9e7Z++eUXvf7661qzZo1atWqlxMTEa95n0qRJKlKkiPMSHh6eixN7h5w4bmf27NkaNGiQ6tatq6pVq2ratGlKS0vTzz//nJ2jZ6tff/1Vx44dU7ly5eTr6ytfX1/t27dPzzzzjMqXL3/V++zevVt79+5V+/btnfeZOXOm5s+fL19fX+3evTt3Q1hQggEAADLH190DXM9DDz3k/LpmzZpq0KCBIiIi9P3331/zTfyoUaM0bNgw5/WzZ89SlrLZzR63c6ULFy4oOTk5T+9K2bt3b7Vu3dplWbt27dS7d2/169fvqvepWrWqNm3a5LJszJgxOnfunN588023/yxGR0crOjr6uuukl+CFCxfqvvvuu+Fjzp492+X6tGnT9OWXX+rnn39Wnz59bmleAAAAd8nTRckqNDRUERER2rlz5zXX8ff3l7+/fy5OZT83c9yO1ciRI1WmTJkMRSS3nT9/Xrt27XJej4uLU2xsrIKDg1WuXDkVL17cZX0/Pz+FhISoSpUqzmV9+vRRmTJlNGnSJBUoUEA1a9Z0uU/RokUlKcPyvMguJRgAAOBGPKoonThxQgcOHFBoaKi7R7Gt9ON21q1bl+njdqxeffVVffbZZ1q6dKkKFCiQzRNmzdq1a9WyZUvn9fStkX379tWMGTMy9Rj79+9Xvnx5ei/WTPOmEgwAAHAr3FqUrvfX/ODgYMXExKhz584KDQ3V3r179fzzz6tEiRJ64IEH3Di1vV153E661NRUPfPMM5o8ebL27t173fu/9tprmjhxohYvXqzatWvn8LQ31qJFCxljMr3+1fItXbr0uvfJbOFyN28rwQAAALfCrUXpen/Nnzp1qjZt2qSZM2fq9OnTCg0NVcuWLTV37lwVKlTIXSPb3s0ct5Pu3//+tyZMmKCFCxeqQYMGOTkmboK3lWAAAIBb4daidKO/5i9cuDAXp0G67D5uR7q8peGFF17QnDlzVL58ecXHx0uSChYsqIIFC+ZCKtwIJRgAAOD/eNQxSsgdOXHczpQpU5SUlKQuXbq4rDd27FjFxMTc8szIHEowAABA5lCUkEFOHLdzo922kDsowQAAAJlDUQJshBIMAACQOd5xTmMAAAAAyEZsUYJXuvf+GHePcEsWfBvj7hEAAABsjS1KAAAAAGBBUQIAAAAAC4oSAAAAAFhwjJKN/KPps+4e4aZ9t+JVd48AAAAAG6EoAV6gVZ+X3D3CLfll5gvuHgEAAMAFu94BAAAAgAVFCQAAAAAsKEoAAAAAYHFTRWn37t0aM2aMunfvrmPHjkmSfvzxR23evDlbhwMAAAAAd8hyUVq2bJlq1aql33//XV9//bXOnz8vSdq4caPGjh2b7QMCAAAAQG7LclEaOXKkJkyYoEWLFil//vzO5S1bttSqVauydTgAAAAAcIcsF6VNmzbpgQceyLC8ZMmSOnHiRLYMBQAAAADulOWiVLRoUR05ciTD8vXr16tMmTLZMhQAAAAAuFOWi1KPHj303HPPKT4+Xg6HQ2lpafrtt980fPhw9enTJydmBAAAAIBcleWi9PLLL6tcuXIqU6aMzp8/r+rVq6t58+Zq3LixxowZkxMzAgAAAECu8s3qHfz8/DR79my99NJLWrdundLS0lSvXj1VqlQpJ+YDAAAAgFyX5S1K48eP14ULF1ShQgV16dJFXbt2VaVKlXTx4kWNHz8+J2YEAAAAgFyV5aI0btw452cnXenChQsaN25ctgwFAAAAAO6U5aJkjJHD4ciwfMOGDQoODs6WoQAAAADAnTJ9jFKxYsXkcDjkcDhUuXJll7KUmpqq8+fPa8CAATkyJAAAAADkpkwXpcmTJ8sYo0ceeUTjxo1TkSJFnLflz59f5cuXV6NGjXJkSAAAAADITZkuSn379pUkRUZGqnHjxvLz88uxoQAAAADAnbJ8evCoqCjn1xcvXlRycrLL7YULF771qQAAAADAjbJ8MocLFy5oyJAhKlWqlAoWLKhixYq5XAAAAADA02W5KI0YMUK//PKLpkyZIn9/f3344YcaN26cwsLCNHPmzJyYEQAAAAByVZZ3vfvf//6nmTNnqkWLFnrkkUfUrFkz3XbbbYqIiNDs2bPVs2fPnJgTAAAAAHJNlrconTx5UpGRkZIuH4908uRJSVLTpk21fPny7J0OAAAAANwgy0WpQoUK2rt3rySpevXq+vzzzyVd3tJUtGjR7JwNAAAAANwiy0WpX79+2rBhgyRp1KhRzmOVhg4dqhEjRmT7gAAAAACQ27J8jNLQoUOdX7ds2VLbtm3T2rVrVbFiRdWpUydbhwMAAAAAd8hyUbIqV66cypUrJ0n68ssv1aVLl1seCgAAAADcKUu73qWkpGjz5s3asWOHy/Jvv/1WderU4Yx3AAAAALxCpovSli1bVLlyZdWuXVvVqlVTp06ddPToUUVFRalv375q06aNdu3alZOzAgAAAECuyPSudyNHjlRkZKTeeustzZ49W3PnztVff/2lXr166bvvvlOhQoVyck4AAAAAyDWZLkp//PGHFixYoNtvv11NmzbV3LlzNWLECPXv3z8n5wMAAACAXJfpXe+OHTumMmXKSJKKFi2qwMBARUVF5dhgAAAAAOAumS5KDodD+fL93+r58uWTn59fjgwFAAAAAO6U6V3vjDGqXLmyHA6HJOn8+fOqV6+eS3mSpJMnT2bvhAAAAACQyzJdlKZPn56TcwAAAABAnpHpotS3b9+cnAMAAAAA8owsfeAsAAAAANgBRQkAAAAALChKAAAAAGBBUQIAAAAAiywXpfHjx+vChQsZll+8eFHjx4/PlqEAAAAAwJ2yXJTGjRun8+fPZ1h+4cIFjRs3LluGAgAAAAB3ynJRMsY4P3T2Shs2bFBwcHC2DAUAAAAA7pTpz1EqVqyYHA6HHA6HKleu7FKWUlNTdf78eQ0YMCBHhgQAAACA3JTpojR58mQZY/TII49o3LhxKlKkiPO2/Pnzq3z58mrUqFGODAkAAAAAuSnTRalv376SpMjISDVu3Fh+fn45NhQAAAAAuFOmi1K6qKgopaWlaceOHTp27JjS0tJcbm/evHm2DQcAAAAA7pDlorR69Wr16NFD+/btkzHG5TaHw6HU1NRsGw4AAAAA3CHLRWnAgAFq0KCBvv/+e4WGhl71DHgAAAAA4MmyXJR27typL7/8UrfddltOzAMAAAAAbpflz1G68847tWvXrpyYBQAAAADyhCxvUXryySf1zDPPKD4+XrVq1cpw9rvatWtn23AAAAAA4A5ZLkqdO3eWJD3yyCPOZQ6HQ8YYTuYAAAAAwCtkuSjFxcXlxBwAAAAAkGdkuShFRETkxBwAAAAAkGdk+WQOkvTpp5+qSZMmCgsL0759+yRJkydP1rfffputwwEAAACAO2S5KE2dOlXDhg3Tvffeq9OnTzuPSSpatKgmT56c3fMBAAAAQK7LclF6++23NW3aNI0ePVo+Pj7O5Q0aNNCmTZuydTgAAAAAcIcsF6W4uDjVq1cvw3J/f38lJCRky1AAAAAA4E5ZLkqRkZGKjY3NsPyHH35Q9erVs2MmAAAAAHCrLJ/1bsSIERo8eLAuXbokY4z++OMPffbZZ5o0aZI+/PDDnJgRAAAAAHJVlotSv379lJKSomeffVYXLlxQjx49VKZMGb355pvq1q1bTswIAAAAALkqy0VJkvr376/+/fvr77//VlpamkqVKpXdcwEAAACA29zU5yilK1GiBCUJAADgJixfvlzt27dXWFiYHA6H5s2b53K7MUYxMTEKCwtTQECAWrRooc2bN1/3MTdv3qzOnTurfPnycjgcfHQLcAsytUWpXr16cjgcmXrAdevW3dJAAAAAdpCQkKA6deqoX79+6ty5c4bbX331Vb3xxhuaMWOGKleurAkTJqhNmzbavn27ChUqdNXHvHDhgipUqKAHH3xQQ4cOzekIgFfLVFHq2LGj8+tLly5pypQpql69uho1aiRJWr16tTZv3qxBgwblyJAAAADeJjo6WtHR0Ve9zRijyZMna/To0erUqZMk6ZNPPlHp0qU1Z84cPfHEE1e9X8OGDdWwYUNJ0siRI3NmcMAmMlWUxo4d6/z6scce01NPPaWXXnopwzoHDhzI3ukAAABsKC4uTvHx8Wrbtq1zmb+/v6KiorRy5cprFiUA2SfLxyh98cUX6tOnT4blvXr10ldffZUtQwEAANhZfHy8JKl06dIuy0uXLu28DUDOynJRCggI0IoVKzIsX7FihQoUKJAtQwEAAEAZjhE3xmT6uHEAtybLpwd/+umnNXDgQP3555+66667JF0+Runjjz/Wiy++mO0DAgAA2E1ISIiky1uWQkNDncuPHTuWYSsTgJyR5aI0cuRIVahQQW+++abmzJkjSapWrZpmzJihrl27ZvuAAAAAdhMZGamQkBAtWrRI9erVkyQlJSVp2bJleuWVV9w8HWAPN/WBs127dqUUAQAA3ILz589r165dzutxcXGKjY1VcHCwypUrp6effloTJ05UpUqVVKlSJU2cOFGBgYHq0aOH8z59+vRRmTJlNGnSJEmXy9SWLVucXx86dEixsbEqWLCgbrvtttwNCHi4mypKAAAAuDVr165Vy5YtndeHDRsmSerbt69mzJihZ599VhcvXtSgQYN06tQp3Xnnnfrpp59cPkNp//79ypfv/w45P3z4sHMLlCS99tpreu211xQVFaWlS5fmfCjAi2SqKAUHB2vHjh0qUaKEihUrdt2DCE+ePJltwwEAAHirFi1ayBhzzdsdDodiYmIUExNzzXWs5ad8+fLXfUwAmZepovSf//zH+deL//znP5xtBQAAAIBXy1RR6tu3r/Prhx9+OKdmAQAAAIA8Icufo7RgwQItXLgww/KffvpJP/zwQ7YMBQAAAADulOWiNHLkSKWmpmZYnpaWppEjR2bLUAAAAADgTlkuSjt37lT16tUzLK9atarLKS4zY/ny5Wrfvr3CwsLkcDg0b948l9uNMYqJiVFYWJgCAgLUokULbd68OasjAwAAAECWZPn04EWKFNGePXtUvnx5l+W7du1SUFBQlh4rISFBderUUb9+/dS5c+cMt7/66qt64403NGPGDFWuXFkTJkxQmzZttH37dpdTYwIAAOQlPf433N0j3LQ57V9z9whAnpDlLUodOnTQ008/rd27dzuX7dq1S88884w6dOiQpceKjo7WhAkT1KlTpwy3GWM0efJkjR49Wp06dVLNmjX1ySef6MKFC5ozZ05WxwYAAACATMtyUfr3v/+toKAgVa1aVZGRkYqMjFS1atVUvHhxvfZa9v0FIi4uTvHx8Wrbtq1zmb+/v6KiorRy5cpr3i8xMVFnz551uQAAAABAVtzUrncrV67UokWLtGHDBgUEBKh27dpq3rx5tg4WHx8vSSpdurTL8tKlS2vfvn3XvN+kSZM0bty4bJ0FAAAAgL1kuShJlz8pum3bti5be3KK9cNtjTHX/cDbUaNGadiwYc7rZ8+eVXh4eI7NBwAAAMD73FRR+vnnn/Xzzz/r2LFjSktLc7nt448/zpbBQkJCJF3eshQaGupcfuzYsQxbma7k7+8vf3//bJkBAAAAgD1l+RilcePGqW3btvr555/1999/69SpUy6X7BIZGamQkBAtWrTIuSwpKUnLli1T48aNs+15AAAAAMAqy1uU3nvvPc2YMUO9e/e+5Sc/f/68y2cvxcXFKTY2VsHBwSpXrpyefvppTZw4UZUqVVKlSpU0ceJEBQYGqkePHrf83AAAAABwLVkuSklJSdm2RWft2rVq2bKl83r6sUV9+/bVjBkz9Oyzz+rixYsaNGiQTp06pTvvvFM//fQTn6EEAAAAIEdlede7xx57LNs+x6hFixYyxmS4zJgxQ9LlEznExMToyJEjunTpkpYtW6aaNWtmy3MDAAAAwLVkeYvSpUuX9MEHH2jx4sWqXbu2/Pz8XG5/4403sm04AAAAAHCHLBeljRs3qm7dupKkv/76y+W26522GwAAAAA8RZaL0pIlS3JiDgAAAADIM7J8jBIAAAAAeLtMb1Hq1KlTptb7+uuvb3oYAAAAAMgLMl2UihQpkpNzAAAAAECekemiNH369JycAwAAAADyDI5RAgAAAAALihIAAAAAWFCUAAAAAMCCogQAAAAAFhQlAAAAALCgKAEAAACABUUJAAAAACwoSgAAAABgQVECAAAAAAuKEgAAAABYUJQAAAAAwIKiBAAAAAAWFCUAAAAAsKAoAQAAAIAFRQkAAAAALChKAAAAAGBBUQIAAAAAC4oSAAAAAFhQlAAAAADAgqIEAAAAABYUJQAAAACwoCgBAAAAgAVFCQAAAAAsKEoAAAAAYEFRAgAAAAALihIAAAAAWFCUAAAAAMCCogQAAAAAFhQlAAAAALCgKAEAAACABUUJAAAAACwoSgAAAABgQVECAAAAAAuKEgAAAABYUJQAAAAAwIKiBAAAAAAWFCUAAAAAsKAoAQAAAIAFRQkAAABucejQIfXq1UvFixdXYGCg6tatqz///POa6y9dulQOhyPDZdu2bbk4NezC190DAAAAwH5OnTqlJk2aqGXLlvrhhx9UqlQp7d69W0WLFr3hfbdv367ChQs7r5csWTIHJ4VdUZQAAACQ61555RWFh4dr+vTpzmXly5fP1H1LlSqVqUIF3Ap2vQMAAECumz9/vho0aKAHH3xQpUqVUr169TRt2rRM3bdevXoKDQ3V3XffrSVLluTwpLArihIAAABy3Z49ezR16lRVqlRJCxcu1IABA/TUU09p5syZ17xPaGioPvjgA3311Vf6+uuvVaVKFd19991avnx5Lk4Ou2DXOwAAAOS6tLQ0NWjQQBMnTpR0eSvR5s2bNXXqVPXp0+eq96lSpYqqVKnivN6oUSMdOHBAr732mpo3b54rc8M+2KIEAACAXBcaGqrq1au7LKtWrZr279+fpce56667tHPnzuwcDZBEUQIAAIAbNGnSRNu3b3dZtmPHDkVERGTpcdavX6/Q0NDsHA2QxK53AAAAcIOhQ4eqcePGmjhxorp27ao//vhDH3zwgT744APnOqNGjdKhQ4ecxy1NnjxZ5cuXV40aNZSUlKRZs2bpq6++0ldffeWuGPBiFCUAAADkuoYNG+qbb77RqFGjNH78eEVGRmry5Mnq2bOnc50jR4647IqXlJSk4cOH69ChQwoICFCNGjX0/fff695773VHBHg5ihIAAADc4h//+If+8Y9/XPP2GTNmuFx/9tln9eyzz+bwVMBlHKMEAAAAABYUJQAAAACwoCgBAAAAgAVFCQAAAAAsKEoAAAAAYEFRAgAAAAALTg8OAACAmzZm2ePuHuGWTIj64MYrwZbYogQAAAAAFhQlAAAAALCgKAEAAACABUUJAAAAACwoSgAAAABgQVECAAAAAAuKEgAAAABYUJQAAAAAwIKiBAAAAAAWFCUAAAAAsKAoAQAAAIAFRQkAAAAALChKAAAAAGBBUQIAAAAAC4oSAAAAAFhQlAAAAADAgqIEAAAAABYUJQAAAACwoCgBAAAAgAVFCQAAAAAsKEoAAAAAYEFRAgAAAAALihIAAAAAWFCUAAAAAMAiTxelmJgYORwOl0tISIi7xwIAAADg5XzdPcCN1KhRQ4sXL3Ze9/HxceM0AAAAAOwgzxclX19ftiIBAAAAyFV5etc7Sdq5c6fCwsIUGRmpbt26ac+ePdddPzExUWfPnnW5AAAAAEBW5OmidOedd2rmzJlauHChpk2bpvj4eDVu3FgnTpy45n0mTZqkIkWKOC/h4eG5ODEAAAAAb5Cni1J0dLQ6d+6sWrVqqXXr1vr+++8lSZ988sk17zNq1CidOXPGeTlw4EBujQsAAADAS+T5Y5SuFBQUpFq1amnnzp3XXMff31/+/v65OBUAAAAAb5OntyhZJSYmauvWrQoNDXX3KAAAAAC8WJ4uSsOHD9eyZcsUFxen33//XV26dNHZs2fVt29fd48GAAAAwIvl6V3vDh48qO7du+vvv/9WyZIlddddd2n16tWKiIhw92gAAAAAvFieLkr//e9/3T0CAAAAABvK07veAQAAAIA7UJQAAAAAwIKiBAAAAAAWFCUAAAAAsKAoAQAAAIAFRQkAAAAALChKAAAAAGBBUQIAAAAAC4oSAAAAAFhQlAAAAADAgqIEAAAAABYUJQAAAACwoCgBAAAAgAVFCQAAAAAsKEoAAAAAYEFRAgAAAAALihIAAAAAWFCUAAAAAMCCogQAAAAAFhQlAAAAALCgKAEAAACABUUJAAAAACwoSgAAAABgQVECAAAAAAuKEgAAAABYUJQAAAAAwIKiBAAAAAAWFCUAAAAAsKAoAQAAAIAFRQkAAAAALChKAAAAAGBBUQIAAAAAC4oSAAAAAFhQlAAAAADAgqIEAAAAABYUJQAAAACwoCgBAAAAgAVFCQAAAAAsKEoAAAAAYEFRAgAAAAALihIAAAAAWFCUAAAAAMCCogQAAAAAFhQlAAAAALCgKAEAAACABUUJAAAAACwoSgAAAABgQVECAAAAAAuKEgAAAABYUJQAAAAAwIKiBAAAAAAWFCUAAAAAsKAoAQAAAIAFRQkAAAAALChKAAAAAGBBUQIAAAAAC4oSAAAAAFhQlAAAAADAgqIEAAAAABYUJQAAAACwoCgBAAAAgAVFCQAAAAAsKEoAAAAAYEFRAgAAAAALihIAAAAAWFCUAAAAAMCCogQAAAAAFhQlAAAAALCgKAEAAAC5YMqUKYqMjFSBAgVUv359/frrr9dcd8WKFWrSpImKFy+ugIAAVa1aVf/5z39ycVr4unsAAAAAwNvNnTtXTz/9tKZMmaImTZro/fffV3R0tLZs2aJy5cplWD8oKEhDhgxR7dq1FRQUpBUrVuiJJ55QUFCQHn/8cTcksB+2KAEAAAA57I033tCjjz6qxx57TNWqVdPkyZMVHh6uqVOnXnX9evXqqXv37qpRo4bKly+vXr16qV27dtfdCoXsRVECAAAAclBSUpL+/PNPtW3b1mV527ZttXLlykw9xvr167Vy5UpFRUXlxIi4Cna9AwAAAHLQ33//rdTUVJUuXdpleenSpRUfH3/d+5YtW1bHjx9XSkqKYmJi9Nhjj+XkqLgCRQkAAADIBQ6Hw+W6MSbDMqtff/1V58+f1+rVqzVy5Ejddttt6t69e06Oif+PogQAAADkoBIlSsjHxyfD1qNjx45l2MpkFRkZKUmqVauWjh49qpiYGIpSLuEYpVuQlVM8StKyZctUv359FShQQBUqVNB7772XS5MCAADAXfLnz6/69etr0aJFLssXLVqkxo0bZ/pxjDFKTEzM7vFyjKe/V6Yo3aT0UzyOHj1a69evV7NmzRQdHa39+/dfdf24uDjde++9atasmdavX6/nn39eTz31lL766qtcnhwAAAC5bdiwYfrwww/18ccfa+vWrRo6dKj279+vAQMGSJJGjRqlPn36ONd/99139b///U87d+7Uzp07NX36dL322mvq1auXuyJkiTe8V2bXu5t05SkeJWny5MlauHChpk6dqkmTJmVY/7333lO5cuU0efJkSVK1atW0du1avfbaa+rcuXNujg4AAIBc9tBDD+nEiRMaP368jhw5opo1a2rBggWKiIiQJB05csSlRKSlpWnUqFGKi4uTr6+vKlasqH/961964okn3BUhS7zhvTJF6Sakn+Jx5MiRLsuvd4rHVatWZTglZLt27fTRRx8pOTlZfn5+OTYvAAAA3G/QoEEaNGjQVW+bMWOGy/Unn3xSTz75ZC5Mlf285b0yu97dhJs5xWN8fPxV109JSdHff/+dY7MCAAAAuclb3itTlG5BVk/xeLX1r7YcAAAA8HSe/l6ZonQTbuYUjyEhIVdd39fXV8WLF8+xWQEAAIDc5C3vlSlKN+FmTvHYqFGjDOv/9NNPatCgAccnAQAAwGt4y3tlitJNyuopHgcMGKB9+/Zp2LBh2rp1qz7++GN99NFHGj58uLsiAAAAADnCG94rc9a7m5TVUzxGRkZqwYIFGjp0qN59912FhYXprbfe4tTgAAAA8Dre8F6ZonQLsnKKR0mKiorSunXrcngqAAAA5JRpqzq4e4Sb1r/R/Fx9Pk9/r8yudwAAAABgQVECAAAAAAuPKEpTpkxRZGSkChQooPr16+vXX39190gAAAAAvFieL0pz587V008/rdGjR2v9+vVq1qyZoqOjXQ7+AgAAAIDslOeL0htvvKFHH31Ujz32mKpVq6bJkycrPDxcU6dOdfdoAAAAALxUnj7rXVJSkv7880+NHDnSZXnbtm21cuXKq94nMTFRiYmJzutnzpyRJJ09ezbnBvUQySmJN14pj8rq65ec7LlZpaznTUm6lEOT5I6s5LVTVklKTbRZ3kue+2/XTlmlm/g9ddFeeZMveG7erGZNTEjKoUlyR1bzXkxIzqFJch7vh//ve2CMufHKJg87dOiQkWR+++03l+Uvv/yyqVy58lXvM3bsWCOJCxcuXLhw4cKFCxcuXK56OXDgwA27SJ7eopTO4XC4XDfGZFiWbtSoURo2bJjzelpamk6ePKnixYtf8z454ezZswoPD9eBAwdUuHDhXHted7BTVom83sxOWSXyejM7ZZXslddOWSXyejN3ZTXG6Ny5cwoLC7vhunm6KJUoUUI+Pj6Kj493WX7s2DGVLl36qvfx9/eXv7+/y7KiRYvm1Ig3VLhwYa//QU9np6wSeb2ZnbJK5PVmdsoq2SuvnbJK5PVm7shapEiRTK2Xp0/mkD9/ftWvX1+LFi1yWb5o0SI1btzYTVMBAAAA8HZ5eouSJA0bNky9e/dWgwYN1KhRI33wwQfav3+/BgwY4O7RAAAAAHipPF+UHnroIZ04cULjx4/XkSNHVLNmTS1YsEARERHuHu26/P39NXbs2Ay7AXojO2WVyOvN7JRVIq83s1NWyV557ZRVIq8384SsDmMyc248AAAAALCPPH2MEgAAAAC4A0UJAAAAACwoSgAAAABgQVECAAAAAAuKEgAAAABYUJQAADeNE6d6n8TERHePkKuOHTvm7hHcJi0tzd0j5Bq7/a6yW96cQlHKo+zyyys1NVVJSUnuHiNX8dp6p/Pnz+vkyZM6deqUu0fJcXFxcVqzZo0kyeFwuHmanLd+/Xq9++677h4jV2zbtk1jx47VunXr3D1Krti2bZvq1KmjN998092j5Ipjx45p48aNWrlypSQpX758XvuG+tKlSzp//rxSUlIkXf5d5c3//164cEFnzpxx/r/r7Xml3Hk/RVHKQ/bu3auZM2cqNTVV+fLl8/of8G3btumJJ55Qq1atNHDgQC1atMjdI+UYXlvvfW0lafPmzXrwwQfVpEkTdenSRdOmTXP3SDnm2LFjqlSpkjp06KDFixe7e5wct3HjRtWvX1/79u1z9yg5btOmTbrrrruUmJioYsWKudzmjW+mY2Nj1aBBAx09etQWxXDTpk1q06aNHnzwQXXu3FmPPPKIJO/8Y8dff/2lBx98UM2aNdODDz6oMWPGSLpcDL3RX3/9pQceeEB33XWX7r//fo0ePVqSd+bN7fdT3vcd9FA7duzQ7bffrvHjx+vDDz/0+jfUmzdvVvPmzZWSkqImTZrojz/+0OTJk71yFwheW+99baXL/0E1a9ZMVapU0fPPP6/SpUvr888/17lz59w9Wo6JjIxUy5YtNWzYMK8uwRs2bFCjRo00YsQIvfrqq+4eJ0edOHFCjz76qB577DH95z//UWRkpM6cOaNDhw5J8r430xs2bFCTJk0UExOjJUuWaNasWfrpp5/cPVaO2blzp1q1aqX7779fs2bN0oQJE7R69Wrt37/fuY63lOHt27crKipKlSpV0rBhw1S9enW999576tixo86cOSPJe7JK0u7duxUVFaUqVaro6aefVo0aNTRz5ky1aNFCZ8+eleQ9ed3yfsrA7U6ePGmio6NNp06dTJcuXUzjxo3N1KlTTUpKijHGmNTUVDdPmL3i4+NNw4YNzbBhw5zL9uzZYwoWLGi++OILN06W/Xhtvfe1NcaYQ4cOmerVq5vnnnvOuWz58uWmXbt2Ji4uzsTHx7txupxx6dIl06BBA/Puu++anj17mho1aphly5YZY4zZtWuX1/xM79u3zzgcDjNy5EhjjDFJSUnmlVdeMb179zYDBw40H330kZsnzF47d+40devWNQcPHjRJSUmmd+/e5vbbbzeVKlUyHTp0MKdPnzbGGJOWlubmSW/dxo0bTb58+czzzz9vjDHm2LFjplWrVmbAgAEmKSnJa36G06WlpZmYmBjTtWtX57LDhw+bqKgos2LFCrNw4UKvyZySkmKGDRtmHn/8ceeyCxcumI4dOxqHw2FatWrlXO4NP8vGGDN16lTTokULk5iYaIwxJjk52axatcpUqlTJNG7c2Lmep7/G7no/xRalPCAlJUUVK1ZU//79NW3aNJUvX16ffvqppk2b5mzLxkv+GiBd/kte2bJl9fDDD0uSkpOTFRkZqebNmzuP7/CWvLy23vvaStLBgwfVoUMHPf74485lP/30k9avX6+mTZuqffv26tWrlxsnzF4pKSny8/NTmTJldMcdd+j5559XvXr19M9//tO55eXSpUvuHjNbHDx4UEWLFnVuUbnnnnv09ddf6+LFi9q2bZteffVVDRkyxM1TZp9Dhw7p/PnzKlOmjHr37q0TJ05o+PDhGjNmjLZv3667775bkudvWUpOTtbbb7+tmJgYvfzyy5KkkiVLqmXLlvrss890+vRpr/u97HA4FBcXpwMHDjiXffLJJ1qzZo2eeOIJPfroo6pfv75zK7gnZ/fx8dGuXbuUkJAg6fIxLAEBAYqKitLjjz+uHTt2qF+/fpI8/2c53b59+3Tw4EHlz59fkuTr66u77rpLn3/+uQ4dOqQHHnhAkufvhue291M5Ur+QZUePHnX+dePEiROmR48epnHjxmbKlCnOlpyUlOTOEbPN7t27zbvvvpth+b333mvGjh2b+wPlkPTX006v7a5du2zx2qZLSEgwe/fudV7/17/+ZQICAswnn3xili1bZj799FMTERFh3nvvPTdOeeusf3l96qmnzKRJk4wxxmzevNlUqFDB5M+f37z11lvuGC9HpKSkmOXLl5uQkBDjcDhM586dzaFDh4wxxpw/f968/vrrpkqVKubXX39186S3Jv21PXPmjKlQoYIZMmSIiY6ONrGxsc519u/fb8qWLes1/4b//vtv59fpv4MvXrxoatSoYZ588kmP/8v7ldL/2v7FF1+YyMhIc/fdd5tHHnnE+Pv7m++++87s27fPHD582FSuXNn07dvXvcPeopSUFJOcnGyGDx9u2rdvb9atW2eMMSYuLs4EBwebDz74wLz99tumbt26XrW1f/ny5aZ8+fLm888/d1memppqvv76a1O1alWzdOlSN02Xvdzxfsqz66WHM1c031KlSsnhcCg5OVnBwcF65513FBERoVmzZumDDz7QxYsXNWLECI0YMcKNE9+atLQ0GWNUoUIFDRo0SJLr98DHx8flLGlTp07VrFmzcn3OW2XdV7Z48eJe/dqm501LS1PFihU1YMAAl+WS97y20v/lMsYoMDBQZcuWdd4WGRmpb7/9Vn369FHz5s3Vvn17BQYG6siRI+4a95ZYf5aTk5MlSYUKFdKOHTskSa+99prOnj2rVq1aafr06VqwYEGuz5ldrnxtfXx8dNddd+mzzz7TQw89pCFDhigsLEzGGAUFBalr167au3evdu3a5eapb471tfXz81OPHj20fPlyrV+/XuHh4ZIu/xW3TJkyuv322z36jI5X/p4qXry4UlNTJf3fX9l9fX0VFRWl33//XRcuXJDk2VtW0vOm52vatKneeOMNNWrUSGlpaRo+fLjuu+8+hYeHKzQ0VC1atNCJEyfcOfJNuzKrr6+vOnXqpLi4OPXr10+tW7dW9erV9eCDD6p///667777tHnzZsXFxbl56ltz5c9mZGSkqlWrps8++0yrV692Ls+XL58aN26skydPavv27e4YM1u4+72yb7Y9EjLtyJEjSk1NVdmyZWWMcdn86+fnp7S0NBUrVkxTpkzR4MGDNXv2bM2YMUMbN27UihUr3Dj5zbkyb1pamkteh8Ph/B4EBweraNGikqTnn39er7/+umJjY90z9E3avn27PvzwQ506dUrlypXTE088odKlS0u6/NqmpqZ61Wt7Zd7w8HANGDDAmTf9AMt8+fJ5xWsrXf/1laSuXbs6vzbGyNfXV5GRkYqMjHQu85TdPa6X9f7779fHH3+s7t27a+nSpVq2bJkuXbqksWPH6uWXX1ZUVJQCAwM9JquUMe/jjz+ukJAQNW3aVOXLl1doaKhz3fT/uOvUqaPy5cu7aeKbd62sPXv21Jo1a7Rp0ya9/vrrevnll+Xre/ltQmBgoAoVKiTJs36OpRv/u03/tzp8+HDVrFlTH3zwgYYNG+ZRGa9k/b38xBNPKCQkRB07dlTHjh3VtWtXHT16VNL/7X6WkJCgkJAQpaamysfHx53jZ4k16+OPP65GjRppzpw5WrRokU6cOKG+ffuqd+/eMsbo77//VvXq1RUWFubu0W/K1d5PlS1bVi+++KL69OmjN954Q4MGDVKLFi0kXS4W1atXV4ECBdw7+E3IM++Vs3X7FG5o69atJjw83Nx7771m9+7dxpirH1CYvgkxPj7ehIWFmWLFipkNGzbk6qzZIbN5jTGma9eu5tVXXzUvvfSSCQgIMGvXrs3NUW/Z5s2bTZEiRcxDDz1k7r77bnPHHXeYEiVKmB9++MEls7e8tpnNa4znv7bGZC6vNfeYMWNMhQoVXHbP8wTXy2qMMbGxscbhcJiQkBDz559/Ou+3Zs0ac/DgQXeNfdOulrd48eLOvFczZswYU61aNefueJ7iWlm///57Y4wx27ZtMw888IApUaKE6dWrl/n444/NoEGDTHBwsNm+fbubp8+667221t/LKSkp5qmnnjJRUVEeu2vW9fKm74Y3efJk06pVKzNz5kyzZcsW89xzz5kSJUqYrVu3unn6rLla1uDgYOfP8tWMGDHC1KtXz2X3S09xtfdTKSkpzvcUy5cvN/Xq1TPNmzc3L774olm8eLF56qmnTLFixZzre4q89F6ZopSLDh48aJo0aWLq1q1rWrRoYR566KHr/gBcunTJ9O/f3xQsWNBs2rQpt8e9ZVnN+9BDDxlfX18TGBjocW+kU1JSTLdu3Uz37t2NMZfzxcfHm0ceecQEBgaaL7/80rncGM9/bTObN50nv7bGZD3vmjVrzD//+U9TrFgxs379ejdMfPOulzUgIMC5H/zixYud2Tz57FE3ymt9bX///XczePBgU7RoUZfjeDzB9bIWKFDA+dru2bPHvPfee6Z27drmjjvuMK1bt/a4rMZk/feyMcZ88sknplSpUubEiRNumflWZDZvbGys6dSpkylZsqSpXLmyqVWrltf9nkrPmv5Get26daZv376maNGiHpfVmOu/n7qyLG3YsMGMGDHClCtXztSoUcPcfvvtHpc3r71Xpijlou+//95ERUWZ1atXm48++sg0b97c5QfgageQ3nvvvWbVqlW5PWq2yEretLQ0M3DgQFO6dGnz119/uWvkm5aammruvvtu58HOV/5jHjRokClYsKDzwNL03J782mYlb3Jyske/tsZkLW98fLwZN26cad++vdm4caM7xr0lN8oaFBTk3IrkyQUpXVZe2yNHjphRo0aZ1q1be+RW4My8ttY/ZCQmJpqLFy/m5pjZJqu/p9IdO3YsV+fMLll5fQ8dOmTWrl1rVq5caY4ePeqOcW9JVl7bS5cumY0bN5rHH3/cI38nG3Pj91PJycnO9xZpaWkmISHBHD161Jw5c8adY9+UvPZemaKUy5YsWeL8etq0ac4fgF27dhljvOONx5Uykzc98/r16z1u8/CVevToYerXr+/Mc+W5/Tt27Ghuv/12c+HCBXeOmK0ykzchIcEYY8xff/3l0a+tMVnL+/fff5tTp065a9RbdqOs9erVs+3P8rFjxzxya0O6zLy26Vm9Ab+XXfPWrVvXnD9/3p0jZpus/Ls1xvPPLnuj91OpqanO74Wnn7kxL71X5qx3uSz9ADtJeuyxx9SnTx8dPnxYo0eP1p49e+RwOBQTE6Pjx4+7b8hslNm8R48eVd26dVWhQgX3DXuTzP8/sLtnz55KS0vThAkTlJycLB8fH6WkpChfvnzq37+/Tp486fIp6J7qZvLWqFHDI19b6ebyFi9e3HnyCk+S2aynTp2y7c9yyZIlFRwc7M6xb0pWXtsrP2/HU/F7+ep5T58+rYMHD7p52luTldf2yp9lPz8/d42cLW70fipfvnwaN26cjh8/7vGfmZSX3itz1js3ST8b2KOPPiqHw6FPPvlEo0ePlp+fn2bNmqUHH3xQJUuWdPeY2eZGebt27epyFiJPkn4mllatWqlp06b63//+p8DAQA0ePNh5ppmIiAhJUmJiotvmzC5ZyXvlKcE9lZ3y8rPMayvZ77Ulr2exU9arsdP7xzyRNde2XcG5WTjdlftEf/DBByYoKMhjDzS8GjvlTUxMNMZc/iDKAQMGmDvuuMP079/fnD592hw6dMg8//zzpnLlyh6777sVeb03r52yGmOvvHbKagx5vTmvnbIaY6/3U3ktK0Uph1j3n0x/4Q8ePGimTZvmXJ6+H+lTTz1lChcu7LEHu9sp77Wy7t2713zxxRcmMTHRTJo0ydStW9f4+PiYWrVqmdDQUJfTKHsS8npvXjtlNcZeee2U1RjyenNeO2U1hvdTxuStrBSlbJZ+4OCVZxpJ/0HYu3evKVOmjBk5cqTLfX7++WdTqFAhj/xHbae858+fNykpKdfNOnz4cGPM5X/s586dM99884359ddfzf79+90y860gr/fmtVNWY+yV105ZjSGvMd6b105ZjclcXju9n8orWSlK2WjTpk3mnnvuMS1btjT16tUz06ZNc272PXbsmClZsqQZMGDAVc/W4Ymbh+2Ud9OmTaZVq1amYcOGpkaNGub99993fiDh8ePHr5vVE5HXe/PaKasx9sprp6zGkNeb89opqzG3ltdO76fckZWilE22b99uSpQoYZ555hnz8ccfm3HjxhmHw2H69Olj/vzzT3P69GnzxhtvZDhl45Xnvfckdsq7e/duU6xYMfPUU0+Zt99+24wePdr4+/ubvn37mrVr15ozZ86YN954I8N+tZ6KvN6b105ZjbFXXjtlNYa83pzXTlmNufm8dno/5c6sFKVs8s9//tP06NHDZVnPnj1N/vz5TY8ePTxyM/D12Cnv66+/bpo0aeKybOHChaZy5cqma9euZs+ePW6aLGeQ13vz2imrMfbKa6esxpDXGO/Na6esxtgrrydm9ewTrecRxhjt2rVLxYsXlyRduHBBklSlShVFR0fr+++/17Rp05zrejq75U1ISFBSUpLS0tKUmpqq1NRUtW3bVu+8845WrFihd955R5J3ZJXI68157ZRVsldeO2WVyOvNee2UVbJXXo/M6oZy5pWee+45ExkZaQ4fPmyMuXzGjsKFC5vly5ebjz76yAQFBZl9+/a5ecrsY6e8X3zxhfHx8TFr1qwxxlw+VWX65t/PP//c5MuXz6xatcqdI2Yr8npvXjtlNcZeee2U1RjyenNeO2U1xl55PTErRekWXLmv5Jo1a0y7du1MwYIFTYcOHUxgYKB54oknjDHG7Nq1y6NPVZnObnnTJScnm65du5rKlSubrVu3GmP+7zMckpKSTPXq1c0777zjzhGzFXm9N6+dshpjr7x2ymoMeY3x3rx2ymqMvfJ6YlZ2vbsJR48elXT506HT0tIkSQ0aNNC7776rcePG6fbbb9f777+v9957T5J09uxZFS1aVIGBgW6b+VbYKe/evXv15ptvKiYmRrNmzZIk+fr6atCgQSpfvrx69eqlbdu2KX/+/JIuf08CAgIUEBDgzrFvGnm9N6+dskr2ymunrBJ5Je/Na6eskr3yek1Wdzc1T7NlyxbjcDhM+/btncuu/NTgq3nmmWfM7bffbk6cOJHT42U7O+XduHGjKVOmjGndurVp2LCh8ff3N+PGjXPevnDhQhMdHW2KFStmPvroI/PFF1+YkSNHmuDgYLN79243Tn5zyOu9ee2U1Rh75bVTVmPI68157ZTVGHvl9aasFKUsOHLkiGnSpImJiooyISEhpmPHjs7brKfBNsaYxYsXm4EDB5rChQub9evX5+Kk2cNOeffu3WsqVqxonn32WZOWlmbOnj1r3n//fVO9enWzc+dO53q7du0yzz77rAkLCzPVq1c3DRs2NOvWrXPj5DeHvN6b105ZjbFXXjtlNYa83pzXTlmNsVdeb8tKUcqCefPmmW7dupnly5ebX375xZQqVeq65eH33383vXv3Nn/99Vduj5ot7JI3NTXVvPLKK+aee+5x+ZTotWvXmpIlS5otW7ZkuM+BAwfMqVOnzKlTp3Jx0uxB3su8Ma+dshpjr7x2ymoMedN5Y147ZTXGXnm9Mauvu3f98yRRUVHy9/dXs2bNJEn//e9/1a1bN3Xs2FHz5s1Tvnz5nKc0dDgcuuOOOzRt2jT5+/u7c+ybZpe8+fLlU4MGDZSWlqbChQtLunxqytq1a6tQoUI6depUhvuEhYUpXz7PPMSPvN6b105ZJXvltVNWibyS9+a1U1bJXnm9Mqtb6pmXSEtLM0uWLDGlSpUy999/v3P5e++9Z3777TfnOt7Cm/MmJSU5v74yQ8WKFc3ixYud1xctWnTV3Q49DXkv88a8dspqjL3y2imrMeRN54157ZTVGHvl9basebjCud/+/fv1/fff68MPP9SRI0ecH6yafuY3h8Oh5s2ba+7cuVq1apU6deqkIUOGaODAgQoJCXGu4ynslDc967Rp03TkyBElJSVJklJTU+VwOJSSkqKEhASlpKQ4z8AyZswYtW3bVvHx8e4c/aaQ13vz2imrZK+8dsoqkdeb89opq2SvvF6f1d1NLa/asGGDKV26tKlXr54pWrSoCQ8PN8OHDzd79uwxxmQ8PmfRokXG4XCY4OBgs3btWneMfEvslPdGWdPS0kxycrJJSEgwERERZv369WbixImmYMGCzg9J8yTk9d68dspqjL3y2imrMeT15rx2ymqMvfLaIStF6SpOnTpl6tevb0aMGGFOnjxpjDFm3LhxplmzZqZDhw7Os3akb1JMTU01/fv3N0FBQWbz5s1um/tm2SlvZrOmu/32203Dhg1N/vz5PeYf9ZXI67157ZTVGHvltVNWY8hrjPfmtVNWY+yV1y5ZKUpXsW/fPhMREWEWLlzosvyTTz4xzZs3Nz169DCHDx92Ll+6dKmpXbu2R73wV7JT3sxkPXLkiDHGmJMnT5oiRYoYX19fs3HjRneMe8vIe5k35rVTVmPslddOWY0hbzpvzGunrMbYK69dsnKM0lX4+PgoICBAhw8fliSlpKRIkvr06aOePXvqr7/+0qJFi5zr169fX4sXL1aDBg3cMu+tslPezGT96aefJEnFihXTu+++q02bNqlWrVpum/lWkNd789opq2SvvHbKKpHXm/PaKatkr7x2yeow5v+f3xkuOnTooAMHDmjJkiUqWrSoUlJS5Ot7+WzqDz74oA4dOqSVK1fKGOMxJzC4HjvlzWxW6fKJLPL0aSszgbzem9dOWSV75bVTVom83pzXTlkle+W1Q1bPmzgHJCQk6Ny5czp79qxz2ccff6wzZ86oa9euSkpKcr7wktSuXTsZY5SUlOSRpcFOeW82a2JioiR53D9q8npvXjtlleyV105ZJfJK3pvXTlkle+W1U9YreebU2WjLli3q1KmToqKiVK1aNc2ePVtpaWkqUaKE5syZo23btqlt27bavn27Ll26JEn6448/VKhQIXnixjg75b2VrJ6IvN6b105ZJXvltVNWibzenNdOWSV75bVT1gxy+ZioPGXz5s2mePHiZujQoWbOnDlm2LBhxs/Pz6xbt865zqZNm0ytWrVMxYoVTYMGDUz79u1NoUKFTGxsrBsnvzl2ymunrMaQ15vz2imrMfbKa6esxpDXm/PaKasx9sprp6xXY9tjlE6ePKnu3buratWqevPNN53LW7VqpVq1aunNN990OR7n3Xff1cGDBxUQEKCHHnpIVapUcdfoN8VOee2UVSJvOm/Ma6eskr3y2imrRN503pjXTlkle+W1U9Zr8b3xKt4pOTlZp0+fVpcuXST930FmFSpU0IkTJyRJDodDqamp8vHx0eDBg9057i2zU147ZZXI68157ZRVsldeO2WVyOvNee2UVbJXXjtlvRbbHqNUunRpzZo1S82aNZMkpaamSpLKlCnjcsCZj4+Pzp0757zuqRvg7JTXTlkl8npzXjtlleyV105ZJfJ6c147ZZXslddOWa/FtkVJkipVqiTpckP28/OTdPmH4OjRo851Jk2apGnTpjnPD+9pZ327kp3y2imrRF7Je/PaKatkr7x2yiqRV/LevHbKKtkrr52yXo1td727Ur58+Zz7WDocDvn4+EiSXnzxRU2YMEHr1693OeWhp7NTXjtllcjrzXntlFWyV147ZZXI68157ZRVsldeO2W9kq23KF0pfTOhj4+PwsPD9dprr+nVV1/V2rVrVadOHTdPl/3slNdOWSXyenNeO2WV7JXXTlkl8npzXjtlleyV105Z03lf9btJ6fta+vn5adq0aSpcuLBWrFih22+/3c2T5Qw75bVTVom83pzXTlkle+W1U1aJvN6c105ZJXvltVNWp+w817g3WLNmjXE4HGbz5s3uHiVX2CmvnbIaQ15vZqesxtgrr52yGkNeb2anrMbYK6+dstr2c5SuJyEhQUFBQe4eI9fYKa+dskrk9WZ2yirZK6+dskrk9WZ2yirZK69dslKUAAAAAMCCkzkAAAAAgAVFCQAAAAAsKEoAAAAAYEFRAgAAAAALihIAAAAAWFCUAAAAAMCCogQA8EoxMTGqW7euu8cAAHgoihIAIE+Kj4/Xk08+qQoVKsjf31/h4eFq3769fv75Z3ePRgkDABvwdfcAAABY7d27V02aNFHRokX16quvqnbt2kpOTtbChQs1ePBgbdu2zS1zGWOUmprqlucGAOQutigBAPKcQYMGyeFw6I8//lCXLl1UuXJl1ahRQ8OGDdPq1aslSfv379f999+vggULqnDhwuratauOHj2a4bE+/fRTlS9fXkWKFFG3bt107tw5522JiYl66qmnVKpUKRUoUEBNmzbVmjVrnLcvXbpUDodDCxcuVIMGDeTv769PP/1U48aN04YNG+RwOORwODRjxowc/54AAHIXRQkAkKecPHlSP/74owYPHqygoKAMtxctWlTGGHXs2FEnT57UsmXLtGjRIu3evVsPPfSQy7q7d+/WvHnz9N133+m7777TsmXL9K9//ct5+7PPPquvvvpKn3zyidatW6fbbrtN7dq108mTJ10e59lnn9WkSZO0detWtW3bVs8884xq1KihI0eO6MiRIxmeFwDg+dj1DgCQp+zatUvGGFWtWvWa6yxevFgbN25UXFycwsPDJV3eclSjRg2tWbNGDRs2lCSlpaVpxowZKlSokCSpd+/e+vnnn/Xyyy8rISFBU6dO1YwZMxQdHS1JmjZtmhYtWqSPPvpII0aMcD7f+PHj1aZNG+f1ggULytfXVyEhIdmeHwCQN7BFCQCQpxhjJEkOh+Oa62zdulXh4eHOkiRJ1atXV9GiRbV161bnsvLlyztLkiSFhobq2LFjki5vbUpOTlaTJk2ct/v5+emOO+5weQxJatCgwa2FAgB4HIoSACBPqVSpkhwOR4ayciVjzFWLlHW5n5+fy+0Oh0NpaWnOddOX3eixr7YLIADAu1GUAAB5SnBwsNq1a6d3331XCQkJGW4/ffq0qlevrv379+vAgQPO5Vu2bNGZM2dUrVq1TD3Pbbfdpvz582vFihXOZcnJyVq7du0NHyN//vyc/Q4AvBxFCQCQ50yZMkWpqam644479NVXX2nnzp3aunWr3nrrLTVq1EitW7dW7dq11bNnT61bt05//PGH+vTpo6ioqEzvJhcUFKSBAwdqxIgR+vHHH7Vlyxb1799fFy5c0KOPPnrd+5YvX15xcXGKjY3V33//rcTExOyIDQDIQyhKAIA8JzIyUuvWrVPLli31zDPPqGbNmmrTpo1+/vlnTZ06VQ6HQ/PmzVOxYsXUvHlztW7dWhUqVNDcuXOz9Dz/+te/1LlzZ/Xu3Vu33367du3apYULF6pYsWLXvV/nzp11zz33qGXLlipZsqQ+++yzW4kLAMiDHCZ9J20AAAAAgCS2KAEAAABABhQlAAAAALCgKAEAAACABUUJAAAAACwoSgAAAABgQVECAAAAAAuKEgAAAABYUJQAAAAAwIKiBAAAAAAWFCUAAAAAsKAoAQAAAIDF/wOgAfHM1Pmg/QAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualize the incident rate per cohort\n", + "plt.figure(figsize=(10, 6))\n", + "ax = sns.barplot(x='cohort', y='cohort_incident_rate',data=incidents_df, hue='cohort', palette='viridis', legend=False)\n", + "\n", + "# Add value labels on top of the bars\n", + "for bar in ax.containers:\n", + " ax.bar_label(bar, fmt='%.1f', label_type='edge', padding=3)\n", + "\n", + "# Customize the plot\n", + "plt.title(\"Incident Rate per Cohort\")\n", + "plt.xlabel(\"Cohort\")\n", + "plt.ylabel(\"Incident Rate\")\n", + "plt.xticks(rotation=45) \n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bd8bc651-d26c-4497-9bf9-7e306940556d", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": 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